From d0f80f4ee3fd2438a31bcc9002239733b6421bde Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 4 Dec 2024 12:17:08 -0800 Subject: [PATCH 001/237] add github workflows to push docker image and deploy --- .github/workflows/deploy.yml | 60 ++++++++++++++++++++++++++++ .github/workflows/docker-publish.yml | 60 +++++++++++++--------------- 2 files changed, 88 insertions(+), 32 deletions(-) create mode 100644 .github/workflows/deploy.yml diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml new file mode 100644 index 000000000..690f4fea8 --- /dev/null +++ b/.github/workflows/deploy.yml @@ -0,0 +1,60 @@ +name: Deploy Workflow +run-name: Deploy to ${{ inputs.env }} - ${{ inputs.tag }} + +on: + workflow_dispatch: + inputs: + tag: + type: string + description: Tag to deploy + required: true + env: + type: choice + description: Environment to be deployed + required: true + options: + - dev + - staging + - perf + - prod + - client-sandbox + +env: + SERVICE_NAME: language_model_gateway + SERVICE_NAMESPACE: language_model_gateway-${{ inputs.env }} + +jobs: + deploy: + name: Deploy + runs-on: [self-hosted, main] + steps: + - name: Checkout Code + uses: actions/checkout@v4 + with: + fetch-depth: 0 + + - name: Checkout icanbwell/cie.gha-deploy + uses: actions/checkout@v4 + with: + fetch-depth: 0 + ref: refs/tags/v0.0.33 + repository: icanbwell/cie.gha-deploy + token: ${{ secrets.BWELL_DEV_PAT }} + path: .github/actions/cie.gha-deploy + + - name: Deploy + uses: ./.github/actions/cie.gha-deploy + with: + token: ${{ secrets.BWELL_DEV_PAT }} + service-name: $SERVICE_NAME + service-namespace: $SERVICE_NAMESPACE + env: '${{ inputs.env }}-ue1' + helm-chart-version: '1.1.8' + image-tag: ${{ github.event.inputs.tag }} + + - name: 'Cleanup build folder' + if: always() + run: | + ls -la ./ + sudo rm -rf ${{ github.workspace }}/* + ls -la ./ diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml index 8b3a37c4c..5f5dbdfee 100644 --- a/.github/workflows/docker-publish.yml +++ b/.github/workflows/docker-publish.yml @@ -1,4 +1,4 @@ -name: Deploy to DockerHub +name: Docker to AWS ECR on: release: @@ -7,51 +7,47 @@ on: env: IMAGE_NAME: language_model_gateway - REPOSITORY_URL: imranq2 + REPOSITORY_URL: 856965016623.dkr.ecr.us-east-1.amazonaws.com jobs: + # See also https://docs.docker.com/docker-hub/builds/ push: - runs-on: ubuntu-latest + runs-on: [self-hosted, main] steps: - uses: actions/checkout@v4 - -# - name: AWS Credentials -# uses: aws-actions/configure-aws-credentials@v4 -# with: -# aws-region: us-east-1 -# -# - name: Login to Amazon ECR -# id: login-ecr -# uses: aws-actions/amazon-ecr-login@v2 - - - name: Login to DockerHub - uses: docker/login-action@v2 with: - username: ${{ secrets.DOCKERHUB_USERNAME }} - password: ${{ secrets.DOCKERHUB_TOKEN }} - - - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v3 + path: ${{ github.run_id }} - - name: Install QEMU - uses: docker/setup-qemu-action@v3 + - name: Get Previous tag + with: + workingDirectory: ${{ github.run_id }} + id: previoustag + uses: WyriHaximus/github-action-get-previous-tag@master - - name: Create builder - run: | - docker buildx create --use + - name: AWS Credentials + uses: aws-actions/configure-aws-credentials@v4 + with: + aws-region: us-east-1 - - name: Inspect builder - run: | - docker buildx inspect --bootstrap + - name: Login to Amazon ECR + id: login-ecr + uses: aws-actions/amazon-ecr-login@v2 - name: Build, tag, and push image to Amazon ECR env: - TAG: ${{ github.event.release.tag_name }} + TAG: ${{ steps.previoustag.outputs.tag }} + working-directory: ${{ github.run_id }} run: | - docker buildx build \ - --platform linux/amd64,linux/arm64 \ + docker build --progress=plain \ -t $REPOSITORY_URL/$IMAGE_NAME:$TAG \ -t $REPOSITORY_URL/$IMAGE_NAME:latest \ - --push \ -f Dockerfile . + docker push -a $REPOSITORY_URL/$IMAGE_NAME + + - name: 'Cleanup build folder' + if: always() + run: | + ls -la ./ + sudo rm -rf ${{ github.workspace }}/* + ls -la ./ From 366e2c52f6b0fb8ae4db0fb1fb5c10ad156994ea Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 4 Dec 2024 12:36:38 -0800 Subject: [PATCH 002/237] add github workflows to push docker image and deploy --- .github/workflows/docker-publish.yml | 62 +++++++++++++++------------- .github/workflows/publish_ecr.yml | 48 +++++++++++++++++++++ 2 files changed, 81 insertions(+), 29 deletions(-) create mode 100644 .github/workflows/publish_ecr.yml diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml index 5f5dbdfee..f126af435 100644 --- a/.github/workflows/docker-publish.yml +++ b/.github/workflows/docker-publish.yml @@ -1,53 +1,57 @@ name: Docker to AWS ECR on: - release: - types: [created] +# release: +# types: [created] workflow_dispatch: env: IMAGE_NAME: language_model_gateway - REPOSITORY_URL: 856965016623.dkr.ecr.us-east-1.amazonaws.com + REPOSITORY_URL: imranq2 jobs: - # See also https://docs.docker.com/docker-hub/builds/ push: - runs-on: [self-hosted, main] + runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - with: - path: ${{ github.run_id }} - - name: Get Previous tag +# - name: AWS Credentials +# uses: aws-actions/configure-aws-credentials@v4 +# with: +# aws-region: us-east-1 +# +# - name: Login to Amazon ECR +# id: login-ecr +# uses: aws-actions/amazon-ecr-login@v2 + + - name: Login to DockerHub + uses: docker/login-action@v2 with: - workingDirectory: ${{ github.run_id }} - id: previoustag - uses: WyriHaximus/github-action-get-previous-tag@master + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKERHUB_TOKEN }} - - name: AWS Credentials - uses: aws-actions/configure-aws-credentials@v4 - with: - aws-region: us-east-1 + - name: Set up Docker Buildx + uses: docker/setup-buildx-action@v3 + + - name: Install QEMU + uses: docker/setup-qemu-action@v3 + + - name: Create builder + run: | + docker buildx create --use - - name: Login to Amazon ECR - id: login-ecr - uses: aws-actions/amazon-ecr-login@v2 + - name: Inspect builder + run: | + docker buildx inspect --bootstrap - name: Build, tag, and push image to Amazon ECR env: - TAG: ${{ steps.previoustag.outputs.tag }} - working-directory: ${{ github.run_id }} + TAG: ${{ github.event.release.tag_name }} run: | - docker build --progress=plain \ + docker buildx build \ + --platform linux/amd64,linux/arm64 \ -t $REPOSITORY_URL/$IMAGE_NAME:$TAG \ -t $REPOSITORY_URL/$IMAGE_NAME:latest \ + --push \ -f Dockerfile . - docker push -a $REPOSITORY_URL/$IMAGE_NAME - - - name: 'Cleanup build folder' - if: always() - run: | - ls -la ./ - sudo rm -rf ${{ github.workspace }}/* - ls -la ./ diff --git a/.github/workflows/publish_ecr.yml b/.github/workflows/publish_ecr.yml new file mode 100644 index 000000000..1a7370cab --- /dev/null +++ b/.github/workflows/publish_ecr.yml @@ -0,0 +1,48 @@ +name: Publish ECR Image + +on: + release: + types: [created] + +env: + IMAGE_NAME: language_model_gateway + REPOSITORY_URL: public.ecr.aws/w8l1w3h6 + +jobs: + docker-publish: + runs-on: ubuntu-latest + + steps: + - name: Checkout Code + uses: actions/checkout@v4 + with: + fetch-depth: 0 + ref: refs/tags/${{ github.event.release.tag_name }} + + - name: Configure AWS credentials + uses: aws-actions/configure-aws-credentials@v4 + with: + aws-region: us-east-1 + + - name: Login to Amazon ECR + id: login-ecr + uses: aws-actions/amazon-ecr-login@v2 + + - name: Build, tag, and push image to Amazon ECR + env: + ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }} + IMAGE_TAG: ${{ github.event.release.tag_name }} + run: | + echo ECR_REGISTRY=$ECR_REGISTRY + echo IMAGE_TAG=$IMAGE_TAG + + docker build -t $REPOSITORY_URL/$IMAGE_NAME:$IMAGE_TAG . + docker push $REPOSITORY_URL/$IMAGE_NAME:$IMAGE_TAG + + + - name: 'Cleanup build folder' + if: always() + run: | + ls -la ./ + sudo rm -rf ${{ github.workspace }}/* + ls -la ./ From 097558cd824ebb9d2361dd88ca68a3d21f86f1f3 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 17 Dec 2024 15:44:56 -0800 Subject: [PATCH 003/237] update docker-publish.yml to push to ECR --- .github/workflows/docker-publish.yml | 103 +++++++++++++++++++++------ 1 file changed, 81 insertions(+), 22 deletions(-) diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml index b9d6e0130..aaeb4359c 100644 --- a/.github/workflows/docker-publish.yml +++ b/.github/workflows/docker-publish.yml @@ -1,57 +1,116 @@ name: Docker to AWS ECR on: -# release: -# types: [created] + release: + types: [created] workflow_dispatch: env: - IMAGE_NAME: language_model_gateway - REPOSITORY_URL: imranq2 + IMAGE_NAME: language-model-gateway + REPOSITORY_URL: 856965016623.dkr.ecr.us-east-1.amazonaws.com jobs: push: - runs-on: ubuntu-latest + runs-on: [self-hosted, main] steps: - uses: actions/checkout@v4 -# - name: AWS Credentials -# uses: aws-actions/configure-aws-credentials@v4 -# with: -# aws-region: us-east-1 -# -# - name: Login to Amazon ECR -# id: login-ecr -# uses: aws-actions/amazon-ecr-login@v2 - - - name: Login to DockerHub - uses: docker/login-action@v3 + - name: AWS Credentials + uses: aws-actions/configure-aws-credentials@v4 with: - username: ${{ secrets.DOCKERHUB_USERNAME }} - password: ${{ secrets.DOCKERHUB_TOKEN }} + aws-region: us-east-1 + + - name: Login to Amazon ECR + id: login-ecr + uses: aws-actions/amazon-ecr-login@v2 - name: Set up Docker Buildx uses: docker/setup-buildx-action@v3 - - name: Install QEMU + - name: Install QEMU for multi-platform builds uses: docker/setup-qemu-action@v3 - - name: Create builder + - name: Create docker context if not exists + env: + DOCKER_HOST: run: | - docker buildx create --use + CONTEXT_NAME="${IMAGE_NAME}-mycontext" + docker info + docker context ls + # Check if context exists before creating + if docker context ls | grep -q "$CONTEXT_NAME"; then + docker context rm "$CONTEXT_NAME" -f + fi + docker context create "$CONTEXT_NAME" + docker context use "$CONTEXT_NAME" + docker context ls - - name: Inspect builder + - name: Create docker builder + env: + DOCKER_HOST: run: | + CONTEXT_NAME="${IMAGE_NAME}-mycontext" + docker context use "$CONTEXT_NAME" + BUILDER_NAME="${IMAGE_NAME}-builder" + + # Remove existing builder if it exists + if docker buildx ls | grep -q "$BUILDER_NAME"; then + docker buildx rm "$BUILDER_NAME" -f + fi + docker buildx create --use --name "$BUILDER_NAME" + + - name: Inspect docker builder + env: + DOCKER_HOST: + run: | + CONTEXT_NAME="${IMAGE_NAME}-mycontext" + docker context use "$CONTEXT_NAME" docker buildx inspect --bootstrap - name: Build, tag, and push image to Amazon ECR env: TAG: ${{ github.event.release.tag_name }} + DOCKER_HOST: + GITHUB_TOKEN: ${{ secrets.PERSONAL_GITHUB_TOKEN }} run: | + CONTEXT_NAME="${IMAGE_NAME}-mycontext" + docker context use "$CONTEXT_NAME" docker buildx build \ --platform linux/amd64,linux/arm64 \ + --build-arg GITHUB_TOKEN=${GITHUB_TOKEN} \ -t $REPOSITORY_URL/$IMAGE_NAME:$TAG \ -t $REPOSITORY_URL/$IMAGE_NAME:latest \ --push \ -f Dockerfile . + + - name: Delete docker builder + env: + DOCKER_HOST: + run: | + CONTEXT_NAME="${IMAGE_NAME}-mycontext" + docker context use "$CONTEXT_NAME" + BUILDER_NAME="${IMAGE_NAME}-builder" + if docker buildx ls | grep -q "$BUILDER_NAME"; then + docker buildx rm "$BUILDER_NAME" -f + fi + + - name: Delete docker context if exists + env: + DOCKER_HOST: + run: | + CONTEXT_NAME="${IMAGE_NAME}-mycontext" + docker info + docker context use default + docker context ls + if docker context ls | grep -q "$CONTEXT_NAME"; then + docker context rm "$CONTEXT_NAME" -f + fi + docker context ls + + - name: 'Cleanup build folder' + if: always() + run: | + ls -la ./ + sudo rm -rf ${{ github.workspace }}/* + ls -la ./ From 5f07789646629f65561c7a3620a35277d385cc5d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 17 Dec 2024 15:45:33 -0800 Subject: [PATCH 004/237] update docker-publish.yml to push to ECR --- .github/workflows/publish_ecr.yml | 48 ------------------------------- 1 file changed, 48 deletions(-) delete mode 100644 .github/workflows/publish_ecr.yml diff --git a/.github/workflows/publish_ecr.yml b/.github/workflows/publish_ecr.yml deleted file mode 100644 index 1a7370cab..000000000 --- a/.github/workflows/publish_ecr.yml +++ /dev/null @@ -1,48 +0,0 @@ -name: Publish ECR Image - -on: - release: - types: [created] - -env: - IMAGE_NAME: language_model_gateway - REPOSITORY_URL: public.ecr.aws/w8l1w3h6 - -jobs: - docker-publish: - runs-on: ubuntu-latest - - steps: - - name: Checkout Code - uses: actions/checkout@v4 - with: - fetch-depth: 0 - ref: refs/tags/${{ github.event.release.tag_name }} - - - name: Configure AWS credentials - uses: aws-actions/configure-aws-credentials@v4 - with: - aws-region: us-east-1 - - - name: Login to Amazon ECR - id: login-ecr - uses: aws-actions/amazon-ecr-login@v2 - - - name: Build, tag, and push image to Amazon ECR - env: - ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }} - IMAGE_TAG: ${{ github.event.release.tag_name }} - run: | - echo ECR_REGISTRY=$ECR_REGISTRY - echo IMAGE_TAG=$IMAGE_TAG - - docker build -t $REPOSITORY_URL/$IMAGE_NAME:$IMAGE_TAG . - docker push $REPOSITORY_URL/$IMAGE_NAME:$IMAGE_TAG - - - - name: 'Cleanup build folder' - if: always() - run: | - ls -la ./ - sudo rm -rf ${{ github.workspace }}/* - ls -la ./ From e51b50c6ace618325550b2fd16c87a82ee00d8ef Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 18 Dec 2024 07:47:13 -0800 Subject: [PATCH 005/237] revert docker-publish.yml --- .github/workflows/docker-publish.yml | 101 ++++++--------------------- 1 file changed, 21 insertions(+), 80 deletions(-) diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml index aaeb4359c..40d3dd0c0 100644 --- a/.github/workflows/docker-publish.yml +++ b/.github/workflows/docker-publish.yml @@ -1,4 +1,4 @@ -name: Docker to AWS ECR +name: Deploy to DockerHub on: release: @@ -6,111 +6,52 @@ on: workflow_dispatch: env: - IMAGE_NAME: language-model-gateway - REPOSITORY_URL: 856965016623.dkr.ecr.us-east-1.amazonaws.com + IMAGE_NAME: language_model_gateway + REPOSITORY_URL: imranq2 jobs: push: - runs-on: [self-hosted, main] + runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - - name: AWS Credentials - uses: aws-actions/configure-aws-credentials@v4 +# - name: AWS Credentials +# uses: aws-actions/configure-aws-credentials@v4 +# with: +# aws-region: us-east-1 +# +# - name: Login to Amazon ECR +# id: login-ecr +# uses: aws-actions/amazon-ecr-login@v2 + + - name: Login to DockerHub + uses: docker/login-action@v3 with: - aws-region: us-east-1 - - - name: Login to Amazon ECR - id: login-ecr - uses: aws-actions/amazon-ecr-login@v2 + username: ${{ secrets.DOCKERHUB_USERNAME }} + password: ${{ secrets.DOCKERHUB_TOKEN }} - name: Set up Docker Buildx uses: docker/setup-buildx-action@v3 - - name: Install QEMU for multi-platform builds + - name: Install QEMU uses: docker/setup-qemu-action@v3 - - name: Create docker context if not exists - env: - DOCKER_HOST: + - name: Create builder run: | - CONTEXT_NAME="${IMAGE_NAME}-mycontext" - docker info - docker context ls - # Check if context exists before creating - if docker context ls | grep -q "$CONTEXT_NAME"; then - docker context rm "$CONTEXT_NAME" -f - fi - docker context create "$CONTEXT_NAME" - docker context use "$CONTEXT_NAME" - docker context ls + docker buildx create --use - - name: Create docker builder - env: - DOCKER_HOST: + - name: Inspect builder run: | - CONTEXT_NAME="${IMAGE_NAME}-mycontext" - docker context use "$CONTEXT_NAME" - BUILDER_NAME="${IMAGE_NAME}-builder" - - # Remove existing builder if it exists - if docker buildx ls | grep -q "$BUILDER_NAME"; then - docker buildx rm "$BUILDER_NAME" -f - fi - docker buildx create --use --name "$BUILDER_NAME" - - - name: Inspect docker builder - env: - DOCKER_HOST: - run: | - CONTEXT_NAME="${IMAGE_NAME}-mycontext" - docker context use "$CONTEXT_NAME" docker buildx inspect --bootstrap - name: Build, tag, and push image to Amazon ECR env: TAG: ${{ github.event.release.tag_name }} - DOCKER_HOST: - GITHUB_TOKEN: ${{ secrets.PERSONAL_GITHUB_TOKEN }} run: | - CONTEXT_NAME="${IMAGE_NAME}-mycontext" - docker context use "$CONTEXT_NAME" docker buildx build \ --platform linux/amd64,linux/arm64 \ - --build-arg GITHUB_TOKEN=${GITHUB_TOKEN} \ -t $REPOSITORY_URL/$IMAGE_NAME:$TAG \ -t $REPOSITORY_URL/$IMAGE_NAME:latest \ --push \ -f Dockerfile . - - - name: Delete docker builder - env: - DOCKER_HOST: - run: | - CONTEXT_NAME="${IMAGE_NAME}-mycontext" - docker context use "$CONTEXT_NAME" - BUILDER_NAME="${IMAGE_NAME}-builder" - if docker buildx ls | grep -q "$BUILDER_NAME"; then - docker buildx rm "$BUILDER_NAME" -f - fi - - - name: Delete docker context if exists - env: - DOCKER_HOST: - run: | - CONTEXT_NAME="${IMAGE_NAME}-mycontext" - docker info - docker context use default - docker context ls - if docker context ls | grep -q "$CONTEXT_NAME"; then - docker context rm "$CONTEXT_NAME" -f - fi - docker context ls - - - name: 'Cleanup build folder' - if: always() - run: | - ls -la ./ - sudo rm -rf ${{ github.workspace }}/* - ls -la ./ From 9bf95753dee26e0474588efb081386482a075958 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 18 Dec 2024 08:01:55 -0800 Subject: [PATCH 006/237] fix repository name --- .github/workflows/docker-publish.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml index 40d3dd0c0..5c0b79a09 100644 --- a/.github/workflows/docker-publish.yml +++ b/.github/workflows/docker-publish.yml @@ -7,7 +7,7 @@ on: env: IMAGE_NAME: language_model_gateway - REPOSITORY_URL: imranq2 + REPOSITORY_URL: icanbwell jobs: push: From b7fadce8609fcfeef1ae12c2059436025a15a223 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Thu, 9 Jan 2025 13:52:22 -0600 Subject: [PATCH 007/237] created docker.env.example file and updated README to indicate that docker.env file needs to exist prior to setting up of the local environment --- README.md | 6 ++++-- docker-compose-openwebui-auth.yml | 1 - docker-compose-openwebui-ssl.yml | 2 -- docker-compose-openwebui.yml | 2 -- docker-compose.yml | 1 - docker.env.example | 11 +++++++++++ 6 files changed, 15 insertions(+), 8 deletions(-) create mode 100644 docker.env.example diff --git a/README.md b/README.md index fb581a652..d4ab48a57 100644 --- a/README.md +++ b/README.md @@ -18,13 +18,15 @@ To run the project locally, follow these steps: git clone cd ``` + +2. Create `docker.env` file in the root of the project based on the `docker.env.example`. -2. Set up the development environment: +3. Set up the development environment: ```sh make devsetup ``` -3. Start the Docker containers: +4. Start the Docker containers: ```sh make up ``` diff --git a/docker-compose-openwebui-auth.yml b/docker-compose-openwebui-auth.yml index 82fcbacc3..fdc855425 100644 --- a/docker-compose-openwebui-auth.yml +++ b/docker-compose-openwebui-auth.yml @@ -1,4 +1,3 @@ -version: '3' services: open-webui: environment: diff --git a/docker-compose-openwebui-ssl.yml b/docker-compose-openwebui-ssl.yml index 7c8b1bedc..7b0f8303b 100644 --- a/docker-compose-openwebui-ssl.yml +++ b/docker-compose-openwebui-ssl.yml @@ -1,5 +1,3 @@ -version: '3.8' - services: traefik: image: traefik:v2.10 diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index 82f01b1c7..ab5de6585 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -1,5 +1,3 @@ -version: '3.8' - services: open-webui: image: ghcr.io/open-webui/open-webui:v0.5.1 diff --git a/docker-compose.yml b/docker-compose.yml index a08281113..9bdcb6260 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -1,4 +1,3 @@ -version: '3' services: dev: build: diff --git a/docker.env.example b/docker.env.example new file mode 100644 index 000000000..a1392e66c --- /dev/null +++ b/docker.env.example @@ -0,0 +1,11 @@ +OPENAI_API_KEY=s +LANGCHAIN_API_KEY= +LANGCHAIN_TRACING_V2="false" +LOAD_PROMPT_FROM_LANGCHAIN_HUB="false" +AZURE_OPENAI_API_KEY= +AWS_CREDENTIALS_PROFILE= +GOOGLE_API_KEY= +GOOGLE_CSE_ID= +TAVILY_API_KEY= +SCRAPING_BEE_API_KEY= +GITHUB_TOKEN= \ No newline at end of file From 7eedb9c58c731ff623e0bb4fdfc2eeeca5f546b2 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Thu, 9 Jan 2025 14:16:29 -0600 Subject: [PATCH 008/237] updated README to indicate AWS_CREDENTIALS_PROFILE is required to be set. --- README.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index d4ab48a57..668d3133f 100644 --- a/README.md +++ b/README.md @@ -18,8 +18,11 @@ To run the project locally, follow these steps: git clone cd ``` - -2. Create `docker.env` file in the root of the project based on the `docker.env.example`. + +2. Create `docker.env` file in the root of the project based on the `docker.env.example`. +Update the keys for the functionality/providers you're planning on using (`AWS_CREDENTIALS_PROFILE` is the only one that +is absolutely required to get going). + 3. Set up the development environment: ```sh From 2e28ced33e62f45ba38ee7939b126265e64f3a4d Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Fri, 10 Jan 2025 11:40:07 -0600 Subject: [PATCH 009/237] Updated the Provider Search tool to use the new GraphQL schema, since the old one is getting deprecated. --- .../gateway/tools/provider_search_tool.py | 135 +++++++++--------- 1 file changed, 69 insertions(+), 66 deletions(-) diff --git a/language_model_gateway/gateway/tools/provider_search_tool.py b/language_model_gateway/gateway/tools/provider_search_tool.py index 1295194d8..e7c4a4ead 100644 --- a/language_model_gateway/gateway/tools/provider_search_tool.py +++ b/language_model_gateway/gateway/tools/provider_search_tool.py @@ -1,10 +1,14 @@ import os +import logging + from typing import Optional, Dict, Any, List, cast, Type, Literal, Tuple import httpx from langchain.tools import BaseTool from pydantic import BaseModel, Field +logger = logging.getLogger(__name__) + class ProviderSearchToolInput(BaseModel): search: Optional[str] = Field(description="Search query to find providers") @@ -32,74 +36,71 @@ class ProviderSearchTool(BaseTool): def _build_query(self) -> str: return """ query SearchProviders( - $search: String - $searchPosition: SearchPosition - $specialty: [InputCoding] - $insurance: [InputCoding] + $search: String + $searchPosition: SearchPosition + $specialty: [InputCoding] + $insurance: [InputCoding] ) { - providers( - client: [ - { - id: lee_health - data_sets: nppes - } - ] - search: $search - search_position: $searchPosition - specialty: $specialty - insurance: $insurance - ) { - total_count - results { - id - npi - content - name { - text - family - given - } - specialty { - code - system - display - isPrimary - } - location { - name - address { - text - line - city - state - postalCode - } - position { - lat - lon - } - telecom { - system - value - } - } - next_available_slot { - start - end - minutesDuration - } - bookable { - online - phone - } - insurance_plan { - name - } - endpoint { - name - } + searchProviders( + searchProvidersInput: { + client: [{ dataSets: NPPES }] + search: $search + searchPosition: $searchPosition + specialty: $specialty + insurance: $insurance + } + ) { + totalCount + results { + id + npi + content + name { + text + family + given + } + specialty { + code + system + display + isPrimary + } + location { + name + address { + text + line + city + state + postalCode + } + position { + lat + lon + } + telecom { + system + value } + } + nextAvailableSlot { + start + end + minutesDuration + } + bookable { + online + phone + } + insurancePlan { + name + } + endpoint { + name + } } + } } """ @@ -136,7 +137,9 @@ def _prepare_variables( return variables def _prepare_request_payload(self, variables: Dict[str, Any]) -> Dict[str, Any]: - return {"query": self._build_query(), "variables": variables} + pss_gql_query = self._build_query() + logger.info(f"PSS Query:\n{pss_gql_query}\nVariables\n:{variables}") + return {"query": pss_gql_query, "variables": variables} # noinspection PyMethodMayBeStatic def _handle_response(self, response: httpx.Response) -> Dict[str, Any]: From 8da7ec70857b3d1cfbd7a9dc51bf6f69caf0fdf4 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 15 Jan 2025 20:28:08 -0800 Subject: [PATCH 010/237] merge with github tool --- docker-compose-openwebui.yml | 2 -- 1 file changed, 2 deletions(-) diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index cd454331a..325de2f49 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -50,8 +50,6 @@ services: AUDIO_TTS_VOICE: "alloy" SAFE_MODE: True ENABLE_WEBSOCKET_SUPPORT: True - # disable some unneeded stuff like RAG - RAG_EMBEDDING_MODEL: "" # curl --silent --fail http://localhost:8081/health | jq -ne 'input.status == true' || exit 1 WEBUI_SECRET_KEY: "${WEBUI_SECRET_KEY:-$(openssl rand -hex 32)}" networks: From 72f9456df23d11d5dacdbb4ce0a379162e38202a Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 15 Jan 2025 20:28:36 -0800 Subject: [PATCH 011/237] merge with github tool --- docker.env.example | 1 + 1 file changed, 1 insertion(+) diff --git a/docker.env.example b/docker.env.example index 4a3330e70..c4aab32ed 100644 --- a/docker.env.example +++ b/docker.env.example @@ -9,3 +9,4 @@ GOOGLE_CSE_ID= TAVILY_API_KEY= SCRAPING_BEE_API_KEY= GITHUB_TOKEN= +JIRA_TOKEN= From 3a14e690ab9a6e8d3ebcf1c7ec655643cabc89e7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 15 Jan 2025 20:29:31 -0800 Subject: [PATCH 012/237] merge with github tool --- .../{engineering_metrics.json => engineering_tools.json} | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) rename language_model_gateway/configs/chat_completions/testing/{engineering_metrics.json => engineering_tools.json} (84%) diff --git a/language_model_gateway/configs/chat_completions/testing/engineering_metrics.json b/language_model_gateway/configs/chat_completions/testing/engineering_tools.json similarity index 84% rename from language_model_gateway/configs/chat_completions/testing/engineering_metrics.json rename to language_model_gateway/configs/chat_completions/testing/engineering_tools.json index 706282876..f36213d67 100644 --- a/language_model_gateway/configs/chat_completions/testing/engineering_metrics.json +++ b/language_model_gateway/configs/chat_completions/testing/engineering_tools.json @@ -1,8 +1,8 @@ { "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", - "id": "engineering_metrics", - "name": "Engineering Metrics", - "description": "This model allows searching pull requests across repos and getting git diff and getting issues from Jira.", + "id": "engineering_tools", + "name": "Engineering Tools", + "description": "This model allows searching pull requests across repos, getting git diff and getting issues from Jira.", "owner": "Imran Qureshi", "system_prompts": [ { From c5010ce007d412148b22780e371ba5ff30d660ef Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 16 Jan 2025 08:23:40 -0800 Subject: [PATCH 013/237] fix comment --- .../github_pull_request_analyzer_tool.py | 7 ++-- .../tools/jira_issues_analyzer_tool.py | 33 +++---------------- 2 files changed, 7 insertions(+), 33 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 841a339a3..dfcbdb686 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -49,9 +49,6 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): # ... (rest of the attributes remain the same) """ - # IMPORTANT: Claude 3.5 Haiku 2024-10-22 has a bug where, when streaming, it changes parameter names to be camelCase - # Hence use camelCase names for all parameters instead of snake_case - repository_name: Optional[str] = Field( default=None, description=( @@ -76,7 +73,7 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): ) include_details: Optional[bool] = Field( default=False, - description="Include detailed pull request information or return contributor summary", + description="Include detailed pull request information or just return contributor summary", ) @@ -118,7 +115,7 @@ class GitHubPullRequestAnalyzerTool(ResilientBaseTool): "- Specify repository with 'in [repo]' " "- Specify contributor with username " "- If querying for a specific date range, include 'from [date] to [date]' " - "- Include 'details' for detailed pull request information " + "- Set 'include_details' for detailed pull request information " "- Example queries: " "'Pull requests in kubernetes/kubernetes', " "'PRs from johndoe in myorg/myrepo', " diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index e374101f1..ea10c6eea 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -49,38 +49,15 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): class JiraIssuesAnalyzerTool(ResilientBaseTool): """ - A LangChain-compatible tool for comprehensive GitHub pull request analysis. - - This tool provides advanced capabilities for extracting and analyzing - pull request data from a GitHub organization. It supports: - - Filtering issues by project, date range, and contributor - - Generating summary reports of pull request activity - - Retrieving detailed pull request information - - Key Features: - - Asynchronous pull request retrieval - - Configurable analysis scope - - Detailed or summarized reporting - - Error handling and logging - - Requires: - - GitHub access token - - GITHUB_ORGANIZATION_NAME environment variable - - Example Usage: - ```python - tool = JiraIssuesAnalyzerTool(access_token='your_github_token') - results, artifact = await tool._arun( - project_name='my-project', - minimum_created_date=datetime(2023, 1, 1), - includeDetails=True - ) - ``` + A LangChain-compatible tool for comprehensive Jira issue analysis. + + This tool can be used to extract and analyze Jira issues across projects and assignees. + """ name: str = "jira_issues_analyzer" description: str = ( - "Advanced Jira Issue analysis tool. Set includeDetails if you want detailed issue information. " + "Advanced Jira Issue analysis tool. " "USAGE TIPS: " "- Specify project with 'in [project]' " "- Specify assignee with username " From 82a44ca9275106484fe423b4b5adfab343266eb7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 16 Jan 2025 13:11:37 -0800 Subject: [PATCH 014/237] mark project name as optional in Jira issues --- docker-compose.yml | 8 ++++---- .../{engineering_tools.json => development_tools.json} | 4 ++-- .../gateway/tools/jira_issues_analyzer_tool.py | 8 ++++---- 3 files changed, 10 insertions(+), 10 deletions(-) rename language_model_gateway/configs/chat_completions/testing/{engineering_tools.json => development_tools.json} (92%) diff --git a/docker-compose.yml b/docker-compose.yml index 5e6ac0106..b1ed0b3c0 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -35,12 +35,12 @@ services: DEFAULT_MODEL_PROVIDER: "bedrock" DEFAULT_MODEL_NAME: "us.anthropic.claude-3-5-haiku-20241022-v1:0" GITHUB_ORGANIZATION_NAME: "icanbwell" - GITHUB_MAXIMUM_REPOS: 100 - GITHUB_MAXIMUM_PULL_REQUESTS_PER_REPO: 100 + GITHUB_MAXIMUM_REPOS: "100" + GITHUB_MAXIMUM_PULL_REQUESTS_PER_REPO: "100" JIRA_BASE_URL: "https://icanbwell.atlassian.net" JIRA_USERNAME: "imran.qureshi@icanbwell.com" - JIRA_MAXIMUM_PROJECTS: 100 - JIRA_MAXIMUM_ISSUES_PER_PROJECT: 100 + JIRA_MAXIMUM_PROJECTS: "100" + JIRA_MAXIMUM_ISSUES_PER_PROJECT: "100" env_file: docker.env ports: - '5050:5000' diff --git a/language_model_gateway/configs/chat_completions/testing/engineering_tools.json b/language_model_gateway/configs/chat_completions/testing/development_tools.json similarity index 92% rename from language_model_gateway/configs/chat_completions/testing/engineering_tools.json rename to language_model_gateway/configs/chat_completions/testing/development_tools.json index f36213d67..eda3b7c77 100644 --- a/language_model_gateway/configs/chat_completions/testing/engineering_tools.json +++ b/language_model_gateway/configs/chat_completions/testing/development_tools.json @@ -1,7 +1,7 @@ { "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", - "id": "engineering_tools", - "name": "Engineering Tools", + "id": "development_tools", + "name": "Development Tools", "description": "This model allows searching pull requests across repos, getting git diff and getting issues from Jira.", "owner": "Imran Qureshi", "system_prompts": [ diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index ea10c6eea..b24867e28 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -22,14 +22,14 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): project_name: Optional[str] = Field( default=None, description=( - "Specific project name to analyze. " - "PARSING INSTRUCTION: Extract exact project name from the query. " + "Optional specific project name to analyze. " + "PARSING INSTRUCTION: Extract exact project name from the query if query specifies a project name. " ), ) assignee: Optional[str] = Field( default=None, description=( - "Jira username to filter issues. " + "Optional Jira username to filter issues. " "PARSING INSTRUCTION: Extract Jira username mentioned in the query." ), ) @@ -59,12 +59,12 @@ class JiraIssuesAnalyzerTool(ResilientBaseTool): description: str = ( "Advanced Jira Issue analysis tool. " "USAGE TIPS: " - "- Specify project with 'in [project]' " "- Specify assignee with username " "- Example queries: " "'Pull issues in EFS', " "'Issues assigned to johndoe in EFS', " "'What issues assigned to imranq2 in EFS project'" + "'Get last 10 issues'" ) args_schema: Type[BaseModel] = JiraIssuesAnalyzerAgentInput From 90d0417a622b62b469dc4e7084fcf04435f959c9 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 17 Jan 2025 10:18:38 -0800 Subject: [PATCH 015/237] sort results in jira issues --- .../tools/jira_issues_analyzer_tool.py | 21 +++++++++++++++++++ .../utilities/jira/jira_issues_helper.py | 20 ++++++++++++++++++ 2 files changed, 41 insertions(+) diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index b24867e28..5c8162bc3 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -41,10 +41,22 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): default=None, description="Latest date for issue creation (inclusive)", ) + minimum_updated_date: Optional[datetime] = Field( + default=None, + description="Earliest date for issue update (inclusive)", + ) + maximum_updated_date: Optional[datetime] = Field( + default=None, + description="Latest date for issue update (inclusive)", + ) summary_only: Optional[bool] = Field( default=False, description="Whether to return just the summary or full issue details", ) + sort_by: Optional[Literal["updated", "created", "resolved"]] = Field( + default=None, + description="Field to sort by. Choices: 'updated', 'created', 'resolved'", + ) class JiraIssuesAnalyzerTool(ResilientBaseTool): @@ -78,8 +90,11 @@ def _run( project_name: Optional[str] = None, minimum_created_date: Optional[datetime] = None, maximum_created_date: Optional[datetime] = None, + minimum_updated_date: Optional[datetime] = None, + maximum_updated_date: Optional[datetime] = None, assignee: Optional[str] = None, summary_only: Optional[bool] = None, + sort_by: Optional[Literal["updated", "created", "resolved"]] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -95,8 +110,11 @@ async def _arun( project_name: Optional[str] = None, minimum_created_date: Optional[datetime] = None, maximum_created_date: Optional[datetime] = None, + minimum_updated_date: Optional[datetime] = None, + maximum_updated_date: Optional[datetime] = None, assignee: Optional[str] = None, summary_only: Optional[bool] = None, + sort_by: Optional[Literal["updated", "created", "resolved"]] = None, ) -> Tuple[str, str]: """ Asynchronous version of the Jira Issues analyzer tool. @@ -128,8 +146,11 @@ async def _arun( max_issues=max_issues, min_created_at=minimum_created_date, max_created_at=maximum_created_date, + min_updated_at=minimum_updated_date, + max_updated_at=maximum_updated_date, project_key=project_name, assignee=assignee, + sort_by=sort_by, ) ) diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index d4ee19e22..d5a7b21c0 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -51,8 +51,11 @@ async def retrieve_closed_issues( max_issues: Optional[int] = None, min_created_at: Optional[datetime] = None, max_created_at: Optional[datetime] = None, + min_updated_at: Optional[datetime] = None, + max_updated_at: Optional[datetime] = None, project_key: Optional[str] = None, assignee: Optional[str] = None, + sort_by: Optional[str] = None, ) -> List[JiraIssue]: """ Async method to retrieve closed issues across Jira projects. @@ -62,8 +65,11 @@ async def retrieve_closed_issues( max_issues (int, optional): Maximum number of issues to retrieve min_created_at (datetime, optional): Minimum creation date max_created_at (datetime, optional): Maximum creation date + min_updated_at (datetime, optional): Minimum updated date + max_updated_at (datetime, optional): Maximum updated date project_key (str, optional): Specific project to fetch issues from assignee (str, optional): Specific assignee to filter issues + sort_by (str, optional): Field to sort by Returns: List[JiraIssue]: List of closed Jira issues @@ -91,11 +97,25 @@ async def retrieve_closed_issues( f"created <= '{max_created_at.strftime('%Y-%m-%d')}'" ) + if min_updated_at: + jql_conditions.append( + f"updated >= '{min_updated_at.strftime('%Y-%m-%d')}'" + ) + + if max_updated_at: + jql_conditions.append( + f"updated <= '{max_updated_at.strftime('%Y-%m-%d')}'" + ) + if assignee: jql_conditions.append(f"assignee = {assignee}") jql = " AND ".join(jql_conditions) + # order the list descending by updated date + if sort_by: + jql += f" ORDER BY {sort_by} DESC" + # Pagination parameters start_at = 0 max_results = max_issues or 100 From a3ebb6536d57521faba997ad6445020cec2d6571 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 17 Jan 2025 10:32:57 -0800 Subject: [PATCH 016/237] sort results in jira issues --- .../tools/jira_issues_analyzer_tool.py | 41 +++++++++++++------ .../tools/test_jira_issues_analyzer_tool.py | 2 +- 2 files changed, 30 insertions(+), 13 deletions(-) diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index 5c8162bc3..e628baf0a 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -54,7 +54,7 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): description="Whether to return just the summary or full issue details", ) sort_by: Optional[Literal["updated", "created", "resolved"]] = Field( - default=None, + default="updated", description="Field to sort by. Choices: 'updated', 'created', 'resolved'", ) @@ -123,17 +123,34 @@ async def _arun( Tuple of Jira issue text and artifact description """ - logger.info( - "JiraIssuesAnalyzerAgent:" - + f" {project_name=}, {minimum_created_date=}, {maximum_created_date=}" - + f", {assignee=}, {summary_only=}" - ) - - log_prefix: str = ( - "JiraIssuesAnalyzerAgent:" - + f" {project_name=}, {minimum_created_date=}, {maximum_created_date=}" - + f", {assignee=}, {summary_only=}" - ) + log_prefix: str = "JiraIssuesAnalyzerAgent:" + log_prefix_items: List[str] = [] + if project_name: + log_prefix_items.append(f"{project_name=}") + if minimum_created_date: + log_prefix_items.append( + f"minimum_created_date={minimum_created_date.isoformat()}" + ) + if maximum_created_date: + log_prefix_items.append( + f"maximum_created_date={maximum_created_date.isoformat()}" + ) + if minimum_updated_date: + log_prefix_items.append( + f"minimum_updated_date={minimum_updated_date.isoformat()}" + ) + if maximum_updated_date: + log_prefix_items.append( + f"maximum_updated_date={maximum_updated_date.isoformat()}" + ) + if assignee: + log_prefix_items.append(f"{assignee=}") + if summary_only: + log_prefix_items.append(f"{summary_only=}") + if sort_by: + log_prefix_items.append(f"{sort_by=}") + + log_prefix += ", ".join(log_prefix_items) try: max_projects: int = int(os.environ.get("JIRA_MAXIMUM_PROJECTS", 100)) diff --git a/tests/gateway/tools/test_jira_issues_analyzer_tool.py b/tests/gateway/tools/test_jira_issues_analyzer_tool.py index 029965b18..8273bedb8 100644 --- a/tests/gateway/tools/test_jira_issues_analyzer_tool.py +++ b/tests/gateway/tools/test_jira_issues_analyzer_tool.py @@ -256,7 +256,7 @@ async def test_jira_issues_analyzer_full_details_tool( messages=[ { "role": "user", - "content": "Get full details of the jira issues for the EFS project for past 3 months", + "content": "Get full details of the jira issues for the EFS project for past 3 months sort by updated", } ], model="General Purpose", From 75a16231ee0f1f4c3a54a34b6c554052388e8431 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 17 Jan 2025 11:03:00 -0800 Subject: [PATCH 017/237] sort results in jira issues --- .../github_pull_request_analyzer_tool.py | 70 ++++++++++++----- .../tools/jira_issues_analyzer_tool.py | 26 ++++--- .../github/github_pull_request_helper.py | 76 ++++++++++++------- .../utilities/jira/jira_issues_helper.py | 62 +++++++++------ 4 files changed, 156 insertions(+), 78 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index dfcbdb686..fdcb05ad3 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -1,7 +1,7 @@ import logging import os from datetime import datetime -from typing import Type, Optional, List, Tuple, Literal +from typing import Type, Optional, List, Tuple, Literal, Dict from pydantic import BaseModel, Field @@ -12,6 +12,9 @@ from language_model_gateway.gateway.utilities.github.github_pull_request_helper import ( GithubPullRequestHelper, ) +from language_model_gateway.gateway.utilities.github.github_pull_request_per_contributor_info import ( + GithubPullRequestPerContributorInfo, +) logger = logging.getLogger(__name__) @@ -75,6 +78,16 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): default=False, description="Include detailed pull request information or just return contributor summary", ) + sort_by: Optional[Literal["created", "updated", "popularity", "long-running"]] = ( + Field( + default="created", + description="Sort pull requests by created, updated, popularity, or long-running. Default is 'created'.", + ) + ) + sort_by_direction: Optional[Literal["asc", "desc"]] = Field( + default="desc", + description="Sort direction for pull requests. Choices: 'asc', 'desc'. Default is 'desc'.", + ) class GitHubPullRequestAnalyzerTool(ResilientBaseTool): @@ -116,6 +129,8 @@ class GitHubPullRequestAnalyzerTool(ResilientBaseTool): "- Specify contributor with username " "- If querying for a specific date range, include 'from [date] to [date]' " "- Set 'include_details' for detailed pull request information " + "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " + "- Set 'sort_by_direction' to 'asc' or 'desc' " "- Example queries: " "'Pull requests in kubernetes/kubernetes', " "'PRs from johndoe in myorg/myrepo', " @@ -135,6 +150,10 @@ def _run( maximum_created_date: Optional[datetime] = None, contributor_name: Optional[str] = None, include_details: Optional[bool] = None, + sort_by: Optional[ + Literal["created", "updated", "popularity", "long-running"] + ] = None, + sort_by_direction: Optional[Literal["asc", "desc"]] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -152,6 +171,10 @@ async def _arun( maximum_created_date: Optional[datetime] = None, contributor_name: Optional[str] = None, include_details: Optional[bool] = None, + sort_by: Optional[ + Literal["created", "updated", "popularity", "long-running"] + ] = None, + sort_by_direction: Optional[Literal["asc", "desc"]] = None, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. @@ -160,17 +183,30 @@ async def _arun( Tuple of pull request analysis text and artifact description """ - logger.info( - "GitHubPullRequestAnalyzerAgent:" - + f" {repository_name=}, {minimum_created_date=}, {maximum_created_date=}" - + f", {contributor_name=}, {include_details=}" - ) - log_prefix: str = ( "GitHubPullRequestAnalyzerAgent:" + f" {repository_name=}, {minimum_created_date=}, {maximum_created_date=}" + f", {contributor_name=}, {include_details=}" ) + log_prefix_items: List[str] = [] + if repository_name: + log_prefix_items.append(f"{repository_name=}") + if minimum_created_date: + log_prefix_items.append( + f"minimum_created_date={minimum_created_date.isoformat()}" + ) + if maximum_created_date: + log_prefix_items.append(f"maximum_created_date={maximum_created_date}") + if contributor_name: + log_prefix_items.append(f"{contributor_name=}") + if include_details: + log_prefix_items.append(f"{include_details=}") + if sort_by: + log_prefix_items.append(f"{sort_by=}") + if sort_by_direction: + log_prefix_items.append(f"{sort_by_direction=}") + + log_prefix = log_prefix + ", ".join(log_prefix_items) try: # Initialize GitHub Pull Request Helper @@ -187,6 +223,8 @@ async def _arun( max_created_at=maximum_created_date, include_merged=True, repo_name=repository_name, + sort_by=sort_by, + sort_by_direction=sort_by_direction, ) ) @@ -197,19 +235,15 @@ async def _arun( full_text += f"PR: {pr.title} by {pr.user} closed on {pr.closed_at} - {pr.html_url}\n" else: # Summarize pull requests by engineer - pr_summary = self.github_pull_request_helper.summarize_prs_by_engineer( - pull_requests=closed_prs + pr_counts: Dict[str, GithubPullRequestPerContributorInfo] = ( + self.github_pull_request_helper.summarize_prs_by_engineer( + pull_requests=closed_prs + ) ) - # Generate detailed text report - report_lines = [ - "Pull Requests by Contributor:", - ] - - for engineer, info in pr_summary.items(): - report_lines.append(f"{engineer}: {info.pull_request_count}") - - full_text = "\n".join(report_lines) + full_text = self.github_pull_request_helper.export_results_as_csv( + pr_counts=pr_counts + ) # Create artifact description artifact = log_prefix + f", Analyzed {len(closed_prs)} closed PRs" diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index e628baf0a..2c02de89f 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -55,7 +55,11 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): ) sort_by: Optional[Literal["updated", "created", "resolved"]] = Field( default="updated", - description="Field to sort by. Choices: 'updated', 'created', 'resolved'", + description="Field to sort by. Choices: 'updated', 'created', 'resolved'. Default is 'updated'.", + ) + sort_by_direction: Optional[Literal["asc", "desc"]] = Field( + default="desc", + description="Sort direction for jira issues. Choices: 'asc', 'desc'. Default is 'desc'.", ) @@ -72,6 +76,10 @@ class JiraIssuesAnalyzerTool(ResilientBaseTool): "Advanced Jira Issue analysis tool. " "USAGE TIPS: " "- Specify assignee with username " + "- If querying for a specific date range, include 'from [date] to [date]' " + "- Set 'include_details' for detailed pull request information " + "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " + "- Set 'sort_by_direction' to 'asc' or 'desc' " "- Example queries: " "'Pull issues in EFS', " "'Issues assigned to johndoe in EFS', " @@ -95,6 +103,7 @@ def _run( assignee: Optional[str] = None, summary_only: Optional[bool] = None, sort_by: Optional[Literal["updated", "created", "resolved"]] = None, + sort_by_direction: Optional[Literal["asc", "desc"]] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -115,6 +124,7 @@ async def _arun( assignee: Optional[str] = None, summary_only: Optional[bool] = None, sort_by: Optional[Literal["updated", "created", "resolved"]] = None, + sort_by_direction: Optional[Literal["asc", "desc"]] = None, ) -> Tuple[str, str]: """ Asynchronous version of the Jira Issues analyzer tool. @@ -168,6 +178,7 @@ async def _arun( project_key=project_name, assignee=assignee, sort_by=sort_by, + sort_by_direction=sort_by_direction, ) ) @@ -183,16 +194,9 @@ async def _arun( pr_summary = self.jira_issues_helper.summarize_issues_by_assignee( issues=jira_issues ) - - # Generate detailed text report - report_lines = [ - "Issues by Assignee:", - ] - - for engineer, info in pr_summary.items(): - report_lines.append(f"{engineer}: {info.issue_count}") - - full_text = "\n".join(report_lines) + full_text = self.jira_issues_helper.export_results_to_csv( + issue_counts=pr_summary + ) # Create artifact description artifact = log_prefix + f", Analyzed {len(jira_issues)} closed issues" diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index dbefadc28..328ecfdda 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -3,7 +3,7 @@ import re from datetime import datetime from logging import Logger -from typing import Dict, Optional, List, Union, Any +from typing import Dict, Optional, List, Union, Any, Literal from urllib.parse import urlparse import httpx @@ -91,6 +91,10 @@ async def retrieve_closed_prs( max_created_at: Optional[datetime] = None, include_merged: bool = True, repo_name: Optional[str] = None, + sort_by: Optional[ + Literal["created", "updated", "popularity", "long-running"] + ] = None, + sort_by_direction: Optional[Literal["asc", "desc"]] = None, ) -> List[GithubPullRequest]: """ Async method to retrieve closed pull requests across organization repositories. @@ -122,19 +126,25 @@ async def retrieve_closed_prs( page_number: int = 1 while pages_remaining: + params: Dict[str, Any] = { + "type": "all", + "sort": "pushed", + "direction": "desc", + "per_page": max_repos or 50, + "page": page_number, + } + if sort_by: + params["sort"] = sort_by + if sort_by and sort_by_direction: + params["direction"] = sort_by_direction + repos_response = await client.get( repos_url, headers={ "Accept": "application/vnd.github+json", **self.headers, }, - params={ - "type": "all", - "sort": "pushed", - "direction": "desc", - "per_page": max_repos or 50, - "page": page_number, - }, + params=params, ) repos_response.raise_for_status() repos.extend(repos_response.json()) @@ -326,7 +336,7 @@ def export_results( self, *, pr_counts: Dict[str, GithubPullRequestPerContributorInfo], - output_file: Optional[str] = None, + output_file: str, ) -> None: """ Export PR count results to console and optional file. @@ -335,22 +345,34 @@ def export_results( pr_counts (Dict[str, GithubPullRequestPerContributorInfo]): PR counts by engineer output_file (Optional[str]): Path to output file """ - # Print results to console - self.logger.info("\n------ Closed PRs by Engineer ------\n") - for engineer, info in pr_counts.items(): - self.logger.info(f"{engineer} | {info.pull_request_count} | {info.repos}") - self.logger.info("\n------------------------------------\n") + assert output_file, "Output file path is required" + assert pr_counts, "PR counts are required" - # Optional file export - if output_file: - try: - with open(output_file, "w") as f: - f.write("Contributor\tPR Count\tRepos\n") - for engineer, info in pr_counts.items(): - repos_text: str = " | ".join(info.repos) if info.repos else "" - f.write( - f"{engineer}\t{info.pull_request_count}\t{repos_text}\n" - ) - self.logger.info(f"Results exported to {output_file}") - except IOError as e: - self.logger.error(f"Failed to export results: {e}") + try: + with open(output_file, "w") as f: + f.write("Contributor\tPR Count\tRepos\n") + for engineer, info in pr_counts.items(): + repos_text: str = " | ".join(info.repos) if info.repos else "" + f.write(f"{engineer}\t{info.pull_request_count}\t{repos_text}\n") + self.logger.info(f"Results exported to {output_file}") + except IOError as e: + self.logger.error(f"Failed to export results: {e}") + + # noinspection PyMethodMayBeStatic + def export_results_as_csv( + self, + *, + pr_counts: Dict[str, GithubPullRequestPerContributorInfo], + ) -> str: + """ + Export PR count results to console and optional file. + + Args: + pr_counts (Dict[str, GithubPullRequestPerContributorInfo]): PR counts by engineer + """ + + result: str = "Contributor\tPR Count\tRepos\n" + for engineer, info in pr_counts.items(): + repos_text: str = " | ".join(info.repos) if info.repos else "" + result += f"{engineer}\t{info.pull_request_count}\t{repos_text}\n" + return result diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index d5a7b21c0..309c6a886 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -2,7 +2,7 @@ import logging from datetime import datetime from logging import Logger -from typing import Dict, Optional, List, Any +from typing import Dict, Optional, List, Any, Literal from language_model_gateway.gateway.http.http_client_factory import HttpClientFactory from language_model_gateway.gateway.utilities.jira.JiraIssuesPerAssigneeInfo import ( @@ -55,7 +55,8 @@ async def retrieve_closed_issues( max_updated_at: Optional[datetime] = None, project_key: Optional[str] = None, assignee: Optional[str] = None, - sort_by: Optional[str] = None, + sort_by: Optional[Literal["updated", "created", "resolved"]] = None, + sort_by_direction: Optional[Literal["asc", "desc"]] = None, ) -> List[JiraIssue]: """ Async method to retrieve closed issues across Jira projects. @@ -70,6 +71,7 @@ async def retrieve_closed_issues( project_key (str, optional): Specific project to fetch issues from assignee (str, optional): Specific assignee to filter issues sort_by (str, optional): Field to sort by + sort_by_direction (str, optional): Sort direction Returns: List[JiraIssue]: List of closed Jira issues @@ -114,7 +116,9 @@ async def retrieve_closed_issues( # order the list descending by updated date if sort_by: - jql += f" ORDER BY {sort_by} DESC" + if not sort_by_direction: + sort_by_direction = "desc" + jql += f" ORDER BY {sort_by} {sort_by_direction}" # Pagination parameters start_at = 0 @@ -236,7 +240,7 @@ def export_results( self, *, issue_counts: Dict[str, JiraIssuesPerAssigneeInfo], - output_file: Optional[str] = None, + output_file: str, ) -> None: """ Export issue count results to console and optional file. @@ -245,22 +249,36 @@ def export_results( issue_counts (Dict[str, Dict[str, Any]]): Issue counts by assignee output_file (Optional[str]): Path to output file """ - # Print results to console - self.logger.info("\n------ Closed Issues by Assignee ------\n") - for assignee, info in issue_counts.items(): - self.logger.info(f"{assignee} | {info.issue_count} | {info.projects}") - self.logger.info("\n------------------------------------\n") + assert issue_counts, "Issue counts are required" + assert output_file or output_file is None, "Output file path is invalid" + + try: + with open(output_file, "w") as f: + f.write("Assignee\tIssue Count\tProjects\n") + for assignee, info in issue_counts.items(): + projects_text: str = ( + " | ".join(info.projects) if info.projects else "" + ) + f.write(f"{assignee}\t{info.issue_count}\t{projects_text}\n") + self.logger.info(f"Results exported to {output_file}") + except IOError as e: + self.logger.error(f"Failed to export results: {e}") - # Optional file export - if output_file: - try: - with open(output_file, "w") as f: - f.write("Assignee\tIssue Count\tProjects\n") - for assignee, info in issue_counts.items(): - projects_text: str = ( - " | ".join(info.projects) if info.projects else "" - ) - f.write(f"{assignee}\t{info.issue_count}\t{projects_text}\n") - self.logger.info(f"Results exported to {output_file}") - except IOError as e: - self.logger.error(f"Failed to export results: {e}") + # noinspection PyMethodMayBeStatic + def export_results_to_csv( + self, + *, + issue_counts: Dict[str, JiraIssuesPerAssigneeInfo], + ) -> str: + """ + Export issue count results to console and optional file. + + Args: + issue_counts (Dict[str, Dict[str, Any]]): Issue counts by assignee + """ + + result: str = "Assignee\tIssue Count\tProjects\n" + for assignee, info in issue_counts.items(): + projects_text: str = " | ".join(info.projects) if info.projects else "" + result += f"{assignee}\t{info.issue_count}\t{projects_text}\n" + return result From b65e6a65c29ece69e5dd1c8978d458090d498c07 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 17 Jan 2025 11:09:49 -0800 Subject: [PATCH 018/237] sort results in jira issues --- .../gateway/tools/github_pull_request_analyzer_tool.py | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index fdcb05ad3..18d233019 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -183,11 +183,7 @@ async def _arun( Tuple of pull request analysis text and artifact description """ - log_prefix: str = ( - "GitHubPullRequestAnalyzerAgent:" - + f" {repository_name=}, {minimum_created_date=}, {maximum_created_date=}" - + f", {contributor_name=}, {include_details=}" - ) + log_prefix: str = "GitHubPullRequestAnalyzerAgent:" log_prefix_items: List[str] = [] if repository_name: log_prefix_items.append(f"{repository_name=}") From d7707cdcb377178e28f272afafe1c1ed33a98bac Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 17 Jan 2025 13:44:53 -0800 Subject: [PATCH 019/237] use new api --- .../utilities/jira/jira_issues_helper.py | 40 +++++++++++-------- 1 file changed, 23 insertions(+), 17 deletions(-) diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index 309c6a886..14dbfd1b9 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -121,28 +121,32 @@ async def retrieve_closed_issues( jql += f" ORDER BY {sort_by} {sort_by_direction}" # Pagination parameters - start_at = 0 max_results = max_issues or 100 closed_issues_list: List[JiraIssue] = [] pages_remaining = True + next_page_token: Optional[str] = None while pages_remaining: - response = await client.get( - f"{self.jira_base_url}/rest/api/3/search", - params={ - "jql": jql, - "startAt": start_at, - "maxResults": max_results, - "fields": [ - "summary", - "status", - "created", - "resolutiondate", - "assignee", - "project", - ], - }, + # https://developer.atlassian.com/cloud/jira/platform/rest/v3/api-group-issue-search/#api-rest-api-3-search-jql-post + params = { + "jql": jql, + # "startAt": start_at, + "nextPageToken": next_page_token, + "maxResults": max_results, + "fields": [ + "id", + "summary", + "status", + "created", + "resolutiondate", + "assignee", + "project", + ], + } + response = await client.post( + f"{self.jira_base_url}/rest/api/3/search/jql", + json=params, ) response.raise_for_status() @@ -188,7 +192,9 @@ async def retrieve_closed_issues( ): pages_remaining = False - start_at += max_results + next_page_token = issues_data.get("nextPageToken") + if next_page_token is None: + pages_remaining = False return closed_issues_list From fb1954da3a38d684e68becd0df0ffde15abded17 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 17 Jan 2025 14:14:30 -0800 Subject: [PATCH 020/237] add more fields --- .../gateway/utilities/jira/jira_issue.py | 10 +++ .../utilities/jira/jira_issues_helper.py | 82 +++++++++++++++++-- 2 files changed, 83 insertions(+), 9 deletions(-) diff --git a/language_model_gateway/gateway/utilities/jira/jira_issue.py b/language_model_gateway/gateway/utilities/jira/jira_issue.py index 6eba38dc4..c456870bf 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issue.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issue.py @@ -7,8 +7,18 @@ class JiraIssue: key: str summary: str + url: str status: str created_at: datetime closed_at: Optional[datetime] = None assignee: Optional[str] = None + assignee_email: Optional[str] = None + reporter: Optional[str] = None + reporter_email: Optional[str] = None + creator: Optional[str] = None + creator_email: Optional[str] = None + issue_type: Optional[str] = None + project_name: Optional[str] = None project: Optional[str] = None + description: Optional[str] = None + priority: Optional[str] = None diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index 14dbfd1b9..ea9bcd689 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -57,6 +57,7 @@ async def retrieve_closed_issues( assignee: Optional[str] = None, sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, + include_full_description: Optional[bool] = False, ) -> List[JiraIssue]: """ Async method to retrieve closed issues across Jira projects. @@ -72,6 +73,7 @@ async def retrieve_closed_issues( assignee (str, optional): Specific assignee to filter issues sort_by (str, optional): Field to sort by sort_by_direction (str, optional): Sort direction + include_full_description (bool, optional): Include full description Returns: List[JiraIssue]: List of closed Jira issues @@ -134,15 +136,7 @@ async def retrieve_closed_issues( # "startAt": start_at, "nextPageToken": next_page_token, "maxResults": max_results, - "fields": [ - "id", - "summary", - "status", - "created", - "resolutiondate", - "assignee", - "project", - ], + "fields": ["*all"], } response = await client.post( f"{self.jira_base_url}/rest/api/3/search/jql", @@ -161,9 +155,70 @@ async def retrieve_closed_issues( if assignee_object else "Unassigned" ) + assignee_email: str = ( + assignee_object.get("emailAddress", "Unassigned") + if assignee_object + else "Unassigned" + ) + reporter_object: Optional[Dict[str, Any]] = issue["fields"].get( + "reporter", {} + ) + reporter_name: str = ( + reporter_object.get("displayName", "Unassigned") + if reporter_object + else "Unassigned" + ) + reporter_email: str = ( + reporter_object.get("emailAddress", "Unassigned") + if reporter_object + else "Unassigned" + ) + creator_object: Optional[Dict[str, Any]] = issue["fields"].get( + "creator", {} + ) + creator_name: str = ( + creator_object.get("displayName", "Unassigned") + if creator_object + else "Unassigned" + ) + creator_email: str = ( + creator_object.get("emailAddress", "Unassigned") + if creator_object + else "Unassigned" + ) + issue_type: str = issue["fields"]["issuetype"]["name"] + project_name: str = issue["fields"]["project"]["name"] + + def read_description(description: Dict[str, Any] | None) -> str: + if not include_full_description: + return "" + if not description: + return "" + try: + description1 = "" + content: List[Dict[str, Any]] = description.get( + "content", [] + ) + for item in content: + if item.get("type") == "paragraph": + for element in item.get("content", []): + if element.get("type") == "text": + description1 += element.get("text", "") + return description1 + except Exception as e: + self.logger.error( + f"Error reading item_description: {e}: {description}" + ) + return "" + + item_description: str = read_description( + issue["fields"].get("item_description", {}) + ) + issue_priority: str = issue["fields"]["priority"]["name"] closed_issues_list.append( JiraIssue( key=issue["key"], + url=issue["self"], summary=issue["fields"].get("summary", "No Summary"), status=issue["fields"]["status"]["name"], created_at=datetime.fromisoformat( @@ -179,6 +234,15 @@ async def retrieve_closed_issues( else None ), assignee=assignee_name, + assignee_email=assignee_email, + reporter=reporter_name, + reporter_email=reporter_email, + creator=creator_name, + creator_email=creator_email, + issue_type=issue_type, + project_name=project_name, + description=item_description, + priority=issue_priority, project=issue["fields"].get("project", {}).get("key"), ) ) From f637a606343c795be7e739ae98d49298e63b83f5 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 17 Jan 2025 14:19:29 -0800 Subject: [PATCH 021/237] add more fields --- .../utilities/jira/jira_issues_helper.py | 27 ++++++++++++++++--- 1 file changed, 23 insertions(+), 4 deletions(-) diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index ea9bcd689..fb7c7952a 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -136,7 +136,22 @@ async def retrieve_closed_issues( # "startAt": start_at, "nextPageToken": next_page_token, "maxResults": max_results, - "fields": ["*all"], + "fields": [ + # "*all", + "id", + "summary", + "status", + "created", + "resolutiondate", + "assignee", + "assignee", + "reporter", + "creator", + "project", + "issuetype", + "priority", + "item_description", + ], } response = await client.post( f"{self.jira_base_url}/rest/api/3/search/jql", @@ -186,8 +201,12 @@ async def retrieve_closed_issues( if creator_object else "Unassigned" ) - issue_type: str = issue["fields"]["issuetype"]["name"] - project_name: str = issue["fields"]["project"]["name"] + issue_type: str = ( + issue["fields"].get("issuetype", {}).get("name") + ) + project_name: str = ( + issue["fields"].get("project", {}).get("name") + ) def read_description(description: Dict[str, Any] | None) -> str: if not include_full_description: @@ -220,7 +239,7 @@ def read_description(description: Dict[str, Any] | None) -> str: key=issue["key"], url=issue["self"], summary=issue["fields"].get("summary", "No Summary"), - status=issue["fields"]["status"]["name"], + status=issue["fields"].get("status", {}).get("name"), created_at=datetime.fromisoformat( issue["fields"]["created"].replace("Z", "+00:00") ), From 6bb002b3a9dc815c8467d594b63ec735eff365e0 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 19 Jan 2025 15:35:23 -0800 Subject: [PATCH 022/237] get description working --- .../utilities/jira/jira_issues_helper.py | 34 +++++++++---------- .../utilities/jira/test_jira_issues_helper.py | 1 + 2 files changed, 18 insertions(+), 17 deletions(-) diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index fb7c7952a..8b1271822 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -57,7 +57,7 @@ async def retrieve_closed_issues( assignee: Optional[str] = None, sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, - include_full_description: Optional[bool] = False, + include_full_description: Optional[bool] = True, ) -> List[JiraIssue]: """ Async method to retrieve closed issues across Jira projects. @@ -137,20 +137,20 @@ async def retrieve_closed_issues( "nextPageToken": next_page_token, "maxResults": max_results, "fields": [ - # "*all", - "id", - "summary", - "status", - "created", - "resolutiondate", - "assignee", - "assignee", - "reporter", - "creator", - "project", - "issuetype", - "priority", - "item_description", + "*all", + # "id", + # "summary", + # "status", + # "created", + # "resolutiondate", + # "assignee", + # "assignee", + # "reporter", + # "creator", + # "project", + # "issuetype", + # "priority", + # "description", ], } response = await client.post( @@ -226,12 +226,12 @@ def read_description(description: Dict[str, Any] | None) -> str: return description1 except Exception as e: self.logger.error( - f"Error reading item_description: {e}: {description}" + f"Error reading description: {e}: {description}" ) return "" item_description: str = read_description( - issue["fields"].get("item_description", {}) + issue["fields"].get("description", {}) ) issue_priority: str = issue["fields"]["priority"]["name"] closed_issues_list.append( diff --git a/tests/gateway/utilities/jira/test_jira_issues_helper.py b/tests/gateway/utilities/jira/test_jira_issues_helper.py index ece4fe127..ae9d69524 100644 --- a/tests/gateway/utilities/jira/test_jira_issues_helper.py +++ b/tests/gateway/utilities/jira/test_jira_issues_helper.py @@ -120,6 +120,7 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: min_created_at=datetime( 2024, 9, 1, tzinfo=timezone.utc ), # Optional: minimum created date + include_full_description=True, ) print("========== Issues ========") From 8c26071ae8ffbca1ee2c12409ba35eafc0054fba Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 19 Jan 2025 15:38:03 -0800 Subject: [PATCH 023/237] get description working --- .../utilities/jira/jira_issues_helper.py | 28 +++++++++---------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index 8b1271822..a42344d1b 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -137,20 +137,20 @@ async def retrieve_closed_issues( "nextPageToken": next_page_token, "maxResults": max_results, "fields": [ - "*all", - # "id", - # "summary", - # "status", - # "created", - # "resolutiondate", - # "assignee", - # "assignee", - # "reporter", - # "creator", - # "project", - # "issuetype", - # "priority", - # "description", + # "*all", + "id", + "summary", + "status", + "created", + "resolutiondate", + "assignee", + "assignee", + "reporter", + "creator", + "project", + "issuetype", + "priority", + "description", ], } response = await client.post( From bdff4b8c640293e7229996c2b38615816cfac568 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 19 Jan 2025 15:44:22 -0800 Subject: [PATCH 024/237] get description working --- .../tools/jira_issues_analyzer_tool.py | 21 ++++++++++++------- .../utilities/jira/jira_issues_helper.py | 2 +- 2 files changed, 15 insertions(+), 8 deletions(-) diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index 2c02de89f..992b63fcc 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -49,9 +49,9 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): default=None, description="Latest date for issue update (inclusive)", ) - summary_only: Optional[bool] = Field( + counts_only: Optional[bool] = Field( default=False, - description="Whether to return just the summary or full issue details", + description="Whether to return just count of issues or each issue details", ) sort_by: Optional[Literal["updated", "created", "resolved"]] = Field( default="updated", @@ -61,6 +61,10 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): default="desc", description="Sort direction for jira issues. Choices: 'asc', 'desc'. Default is 'desc'.", ) + include_full_description: Optional[bool] = Field( + default=False, + description="Include full issue description or just summary", + ) class JiraIssuesAnalyzerTool(ResilientBaseTool): @@ -101,9 +105,10 @@ def _run( minimum_updated_date: Optional[datetime] = None, maximum_updated_date: Optional[datetime] = None, assignee: Optional[str] = None, - summary_only: Optional[bool] = None, + counts_only: Optional[bool] = None, sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, + include_full_description: Optional[bool] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -122,9 +127,10 @@ async def _arun( minimum_updated_date: Optional[datetime] = None, maximum_updated_date: Optional[datetime] = None, assignee: Optional[str] = None, - summary_only: Optional[bool] = None, + counts_only: Optional[bool] = None, sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, + include_full_description: Optional[bool] = None, ) -> Tuple[str, str]: """ Asynchronous version of the Jira Issues analyzer tool. @@ -155,8 +161,8 @@ async def _arun( ) if assignee: log_prefix_items.append(f"{assignee=}") - if summary_only: - log_prefix_items.append(f"{summary_only=}") + if counts_only: + log_prefix_items.append(f"{counts_only=}") if sort_by: log_prefix_items.append(f"{sort_by=}") @@ -179,11 +185,12 @@ async def _arun( assignee=assignee, sort_by=sort_by, sort_by_direction=sort_by_direction, + include_full_description=include_full_description, ) ) full_text: str - if not summary_only: + if not counts_only: full_text = "" for issue in jira_issues: full_text += f"Issue: {issue.summary} status: {issue.status} assigned to {issue.assignee}" diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index a42344d1b..fdbb4150b 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -57,7 +57,7 @@ async def retrieve_closed_issues( assignee: Optional[str] = None, sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, - include_full_description: Optional[bool] = True, + include_full_description: Optional[bool] = False, ) -> List[JiraIssue]: """ Async method to retrieve closed issues across Jira projects. From dfe3053b53109b7e31d8cadd84c352bc90309fe3 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 09:48:37 -0800 Subject: [PATCH 025/237] return query with jira issues --- docker-compose-openwebui.yml | 2 + .../tools/jira_issues_analyzer_tool.py | 37 +++++++++++++++---- .../utilities/jira/jira_issue_result.py | 11 ++++++ .../utilities/jira/jira_issues_helper.py | 25 ++++++++++--- .../tools/test_jira_issues_analyzer_tool.py | 2 +- .../utilities/jira/test_jira_issues_helper.py | 6 ++- 6 files changed, 68 insertions(+), 15 deletions(-) create mode 100644 language_model_gateway/gateway/utilities/jira/jira_issue_result.py diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index 325de2f49..cd454331a 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -50,6 +50,8 @@ services: AUDIO_TTS_VOICE: "alloy" SAFE_MODE: True ENABLE_WEBSOCKET_SUPPORT: True + # disable some unneeded stuff like RAG + RAG_EMBEDDING_MODEL: "" # curl --silent --fail http://localhost:8081/health | jq -ne 'input.status == true' || exit 1 WEBUI_SECRET_KEY: "${WEBUI_SECRET_KEY:-$(openssl rand -hex 32)}" networks: diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index 992b63fcc..57d943e6f 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -7,6 +7,9 @@ from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool from language_model_gateway.gateway.utilities.jira.jira_issue import JiraIssue +from language_model_gateway.gateway.utilities.jira.jira_issue_result import ( + JiraIssueResult, +) from language_model_gateway.gateway.utilities.jira.jira_issues_helper import ( JiraIssueHelper, ) @@ -65,6 +68,10 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): default=False, description="Include full issue description or just summary", ) + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class JiraIssuesAnalyzerTool(ResilientBaseTool): @@ -81,9 +88,11 @@ class JiraIssuesAnalyzerTool(ResilientBaseTool): "USAGE TIPS: " "- Specify assignee with username " "- If querying for a specific date range, include 'from [date] to [date]' " - "- Set 'include_details' for detailed pull request information " + "- Set 'counts_only' if you want to get counts only" + "- Set include_full_description to get full issue description" "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " "- Set 'sort_by_direction' to 'asc' or 'desc' " + "- Set use_verbose_logging to get verbose logs" "- Example queries: " "'Pull issues in EFS', " "'Issues assigned to johndoe in EFS', " @@ -109,6 +118,7 @@ def _run( sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, include_full_description: Optional[bool] = None, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -131,6 +141,7 @@ async def _arun( sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, include_full_description: Optional[bool] = None, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Asynchronous version of the Jira Issues analyzer tool. @@ -173,7 +184,7 @@ async def _arun( max_issues: int = int( os.environ.get("JIRA_MAXIMUM_ISSUES_PER_PROJECT", 100) ) - jira_issues: List[JiraIssue] = ( + jira_issues_result: JiraIssueResult = ( await self.jira_issues_helper.retrieve_closed_issues( max_projects=max_projects, max_issues=max_issues, @@ -189,13 +200,21 @@ async def _arun( ) ) + if jira_issues_result.error: + error_msg = f"Error analyzing Jira issues: {jira_issues_result.error}" + error_artifact = ( + log_prefix + f" Analysis Failed: {jira_issues_result.error}" + ) + logger.error(error_msg) + return error_msg, error_artifact + + jira_issues: List[JiraIssue] = jira_issues_result.issues + full_text: str if not counts_only: - full_text = "" + full_text = "Id,Summary,Status,Assignee,Created,Closed\n" for issue in jira_issues: - full_text += f"Issue: {issue.summary} status: {issue.status} assigned to {issue.assignee}" - f" created on {issue.created_at}\n" - f" closed on {issue.closed_at}\n" + full_text += f'{issue.key},"{issue.summary}",{issue.status},{issue.assignee},{issue.created_at},{issue.closed_at}\n' else: # Summarize issues by engineer pr_summary = self.jira_issues_helper.summarize_issues_by_assignee( @@ -206,12 +225,14 @@ async def _arun( ) # Create artifact description - artifact = log_prefix + f", Analyzed {len(jira_issues)} closed issues" + artifact = log_prefix + f", Analyzed {len(jira_issues)} closed issues." + if use_verbose_logging: + artifact += f"\nJira Query: {jira_issues_result.query}" return full_text, artifact except Exception as e: error_msg = f"Error analyzing Jira issues: {str(e)}" - error_artifact = log_prefix + " Analysis Failed" + error_artifact = log_prefix + " Analysis Failed: " + str(e) logger.error(error_msg) return error_msg, error_artifact diff --git a/language_model_gateway/gateway/utilities/jira/jira_issue_result.py b/language_model_gateway/gateway/utilities/jira/jira_issue_result.py new file mode 100644 index 000000000..d8417fe8e --- /dev/null +++ b/language_model_gateway/gateway/utilities/jira/jira_issue_result.py @@ -0,0 +1,11 @@ +import dataclasses +from typing import List, Optional + +from language_model_gateway.gateway.utilities.jira.jira_issue import JiraIssue + + +@dataclasses.dataclass +class JiraIssueResult: + issues: List[JiraIssue] + query: str + error: Optional[str] diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index fdbb4150b..ff99bb304 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -4,11 +4,16 @@ from logging import Logger from typing import Dict, Optional, List, Any, Literal +from httpx import URL + from language_model_gateway.gateway.http.http_client_factory import HttpClientFactory from language_model_gateway.gateway.utilities.jira.JiraIssuesPerAssigneeInfo import ( JiraIssuesPerAssigneeInfo, ) from language_model_gateway.gateway.utilities.jira.jira_issue import JiraIssue +from language_model_gateway.gateway.utilities.jira.jira_issue_result import ( + JiraIssueResult, +) class JiraIssueHelper: @@ -58,7 +63,7 @@ async def retrieve_closed_issues( sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, include_full_description: Optional[bool] = False, - ) -> List[JiraIssue]: + ) -> JiraIssueResult: """ Async method to retrieve closed issues across Jira projects. @@ -84,6 +89,7 @@ async def retrieve_closed_issues( async with self.http_client_factory.create_http_client( base_url=self.jira_base_url, headers=self.headers, timeout=30.0 ) as client: + query: str = "" try: # Construct JQL (Jira Query Language) based on parameters jql_conditions = ["status = Closed"] @@ -123,7 +129,7 @@ async def retrieve_closed_issues( jql += f" ORDER BY {sort_by} {sort_by_direction}" # Pagination parameters - max_results = max_issues or 100 + max_results = max_issues or 100 # * (max_projects or 10) closed_issues_list: List[JiraIssue] = [] pages_remaining = True @@ -159,6 +165,10 @@ async def retrieve_closed_issues( ) response.raise_for_status() + if not query: + url: URL = response.request.url + query = str(url) + ":" + response.request.content.decode() + issues_data = response.json() for issue in issues_data.get("issues", []): @@ -279,11 +289,16 @@ def read_description(description: Dict[str, Any] | None) -> str: if next_page_token is None: pages_remaining = False - return closed_issues_list + return JiraIssueResult( + issues=closed_issues_list, query=query, error=None + ) except Exception as e: - self.logger.error(f"Error retrieving Jira issues: {e}") - raise + return JiraIssueResult( + issues=[], + query=query, + error=str(e), + ) # noinspection PyMethodMayBeStatic def summarize_issues_by_assignee( diff --git a/tests/gateway/tools/test_jira_issues_analyzer_tool.py b/tests/gateway/tools/test_jira_issues_analyzer_tool.py index 8273bedb8..d9965adac 100644 --- a/tests/gateway/tools/test_jira_issues_analyzer_tool.py +++ b/tests/gateway/tools/test_jira_issues_analyzer_tool.py @@ -256,7 +256,7 @@ async def test_jira_issues_analyzer_full_details_tool( messages=[ { "role": "user", - "content": "Get full details of the jira issues for the EFS project for past 3 months sort by updated", + "content": "Get full details of the jira issues for the EFS project for past 3 months sort by updated. Use verbose logging.", } ], model="General Purpose", diff --git a/tests/gateway/utilities/jira/test_jira_issues_helper.py b/tests/gateway/utilities/jira/test_jira_issues_helper.py index ae9d69524..5ee9d9eec 100644 --- a/tests/gateway/utilities/jira/test_jira_issues_helper.py +++ b/tests/gateway/utilities/jira/test_jira_issues_helper.py @@ -22,6 +22,9 @@ JiraIssuesPerAssigneeInfo, ) from language_model_gateway.gateway.utilities.jira.jira_issue import JiraIssue +from language_model_gateway.gateway.utilities.jira.jira_issue_result import ( + JiraIssueResult, +) from language_model_gateway.gateway.utilities.jira.jira_issues_helper import ( JiraIssueHelper, ) @@ -114,7 +117,7 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: max_issues = 2 # Get issue counts with optional parameters - issues: List[JiraIssue] = await issue_helper.retrieve_closed_issues( + jira_issue_result: JiraIssueResult = await issue_helper.retrieve_closed_issues( max_projects=max_projects, # Optional: limit projects max_issues=max_issues, # Optional: limit issues min_created_at=datetime( @@ -122,6 +125,7 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: ), # Optional: minimum created date include_full_description=True, ) + issues: List[JiraIssue] = jira_issue_result.issues print("========== Issues ========") for issue in issues: From 7e0091a0757cc0210071a1a6223141101e0b1618 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 10:50:17 -0800 Subject: [PATCH 026/237] add add_new_agent.md --- Makefile | 10 ++ README.md | 32 ++---- add_new_agent.md | 203 +++++++++++++++++++++++++++++++++ docker-compose-integration.yml | 4 + 4 files changed, 224 insertions(+), 25 deletions(-) create mode 100644 add_new_agent.md create mode 100644 docker-compose-integration.yml diff --git a/Makefile b/Makefile index 984a7a983..161ca687a 100644 --- a/Makefile +++ b/Makefile @@ -26,6 +26,16 @@ up: ## starts docker containers echo "" @echo language_model_gateway Service: http://localhost:5050/graphql +.PHONY: up-integration +up-integration: ## starts docker containers + docker compose -f docker-compose.yml -f docker-compose-integration.yml up --build -d && \ + echo "waiting for language_model_gateway service to become healthy" && \ + while [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language_model_gateway`" != "restarting" ]; do printf "." && sleep 2; done && \ + if [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "healthy" ]; then docker ps && docker logs language_model_gateway && printf "========== ERROR: language_model_gateway did not start. Run docker logs language_model_gateway =========\n" && exit 1; fi && \ + echo "" + @echo language_model_gateway Service: http://localhost:5050/graphql + + .PHONY: up-open-webui up-open-webui: clean_database ## starts docker containers docker compose --progress=plain -f docker-compose-openwebui.yml up --build -d diff --git a/README.md b/README.md index 668d3133f..eac0d20dd 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,7 @@ ## Overview This project is a language model gateway that provides an OpenAI compatible API for language models. It is built using FastAPI and GraphQL. + ## Prerequisites - Docker @@ -20,9 +21,8 @@ To run the project locally, follow these steps: ``` 2. Create `docker.env` file in the root of the project based on the `docker.env.example`. -Update the keys for the functionality/providers you're planning on using (`AWS_CREDENTIALS_PROFILE` is the only one that -is absolutely required to get going). - +Update the keys for the functionality/providers you're planning on using. +`AWS_CREDENTIALS_PROFILE` is the only one that is absolutely required to get going. Set this to the AWS profile you're part of e.g., `admin_dev`. 3. Set up the development environment: ```sh @@ -31,30 +31,9 @@ is absolutely required to get going). 4. Start the Docker containers: ```sh - make up + make down; make up ``` -4. Navigate to the GraphQL endpoint: - ``` - http://localhost:5050/graphql - ``` - -## Example Query - -Here is a simple GraphQL query to get providers: - -```graphql -query getProviders { - providers( - query_id: "foo" - ) { - total_count - results { - result_id - } - } -} -``` ## Running without OAuth Just run the following commands to run OpenWebUI without OAuth: @@ -77,3 +56,6 @@ Then run: ```shell make down; make up; make up-open-webui-auth ``` + +## How to add a new AI Agent +[add_new_agent.md](add_new_agent.md) diff --git a/add_new_agent.md b/add_new_agent.md new file mode 100644 index 000000000..235705c98 --- /dev/null +++ b/add_new_agent.md @@ -0,0 +1,203 @@ +# How to add a new AI Agent + +## What is an AI Agent +An AI Agent is just code that can be called by an LLM to do external tasks such as querying databases, calling APIs, running Python code etc. + +There is no data science knowledge needed to write an AI Agent. +An AI Agent is just a Python class that derives from a `BaseTool` class and implements a function to do the task. + +Note: "tools" was the old name for this functionality in OpenAI. Then OpenAI renamed it to "functions". But nowadays people call these "AI Agents". So all three are synonymous in this context. + + +## Examples +Simple example of an AI Agent that just returns the current date and time: +[language_model_gateway/gateway/tools/current_time_tool.py](language_model_gateway/gateway/tools/current_time_tool.py) + +Example of an AI Agent that talks to Jira to get list of issues: +[language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py](language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py) + +Example of an AI Agent that talks to Provider Search Service: +[language_model_gateway/gateway/tools/provider_search_tool.py](language_model_gateway/gateway/tools/provider_search_tool.py) + + +## Creating the AI Agent +### Step 1: Add a new file to hold your AI Agent class +Create a new Python file in [language_model_gateway/gateway/tools](language_model_gateway/gateway/tools). + +### Step 2: Define a Pydantic model class to specify the input parameters for your AI Agent +This class should inherit from Pydantic's BaseModel class. This class should have a list of input parameters that you want the LLM to pass to your AI Agent. + +```python +from pydantic import BaseModel, Field +from typing import Type, Optional, List, Tuple, Literal + +class JiraIssuesAnalyzerAgentInput(BaseModel): + """ + Input model for configuring GitHub Pull Request extraction and analysis. + """ + + project_name: Optional[str] = Field( + default=None, + description=( + "Optional specific project name to analyze. " + "PARSING INSTRUCTION: Extract exact project name from the query if query specifies a project name. " + ), + ) +``` +- Mark it as Optional if this is an optional parameter +- Set default if the parameter is Optional +- Provide a description to aid the LLM in knowing what to pass for this parameter +- Add any additional parameters + + +### Step 3: Define your AI Agent class +This class should inherit from `ResilientBaseTool`. ResilientBaseTool is our subclass of LangChain's BaseTool. Our subclass handles parameter naming issue. + +```python +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from typing import Type, Optional, List, Tuple, Literal +from pydantic import BaseModel, Field + +class JiraIssuesAnalyzerTool(ResilientBaseTool): + """ + A LangChain-compatible tool for comprehensive Jira issue analysis. + + This tool can be used to extract and analyze Jira issues across projects and assignees. + + """ + + name: str = "Replace with name of your AI agent" + description: str = ( + "Description of your AI Agent so the LLM knows when to call it." + "---- Sample below -----" + "Advanced Jira Issue analysis tool. " + "USAGE TIPS: " + "- Specify assignee with username " + "- If querying for a specific date range, include 'from [date] to [date]' " + "- Set 'counts_only' if you want to get counts only" + "- Set include_full_description to get full issue description" + "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " + "- Set 'sort_by_direction' to 'asc' or 'desc' " + "- Set use_verbose_logging to get verbose logs" + "- Example queries: " + "'Pull issues in EFS', " + "'Issues assigned to johndoe in EFS', " + "'What issues assigned to imranq2 in EFS project'" + "'Get last 10 issues'" + ) + + args_schema: Type[BaseModel] = JiraIssuesAnalyzerAgentInput # Should be the input parameters class you created above + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + + # You can define any other initialization parameters to your class. These are not passed by the LLM but we can pass them + # during initialization +``` +IMPORTANT: Your description is really important because that's what tells the LLM when and how to use your AI Agent. +If needed, just ask our AI tool what description to use for your class. + +Now implement the `_arun` method to do the actual work. +```python +from typing import Type, Optional, List, Tuple, Literal +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + +class JiraIssuesAnalyzerTool(ResilientBaseTool): + async def _arun( + self, + # add parameters here that mirror the fields in your input parameters class + # For example: + project_name: Optional[str] = None + ) -> Tuple[str, str]: + # do your actual work here + return "response to LLM", "artifact that is not given to LLM but shown in the UI" +``` +IMPORTANT: This function should take the same parameters as the fields in your input parameters class. + +You also have to implement the synchronous version of this method but you can just return `NotImplementedError`. +```python +from typing import Type, Optional, List, Tuple, Literal +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + +class JiraIssuesAnalyzerTool(ResilientBaseTool): + def _run( + self, + # add parameters here that mirror the fields in your input parameters class + # For example: + project_name: Optional[str] = None + ) -> Tuple[str, str]: + """ + Synchronous version of the tool (falls back to async implementation). + + Raises: + NotImplementedError: Always raises to enforce async usage + """ + raise NotImplementedError("Use async version of this tool") + +``` + +Recommendation: Separate your actual code into a utility class that you can test directly without having to go through the LLM. +As an example, see how `language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py` uses +the `language_model_gateway/gateway/utilities/jira/jira_issues_helper.py` class to handle all the communication with Jira. + +This allows us to test the latter with unit tests without using the LLM: +`tests/gateway/utilities/jira/test_jira_issues_helper.py` + +### Step 4: Add your new AI Agent to the tool_provider.py +Add your new AI Agent to the tool_provider.py file in the same directory: `language_model_gateway/gateway/tools/tool_provider.py`. This is where the LLM will look for all available AI Agents. + +```python +from typing import Dict +from langchain_core.tools import BaseTool +from language_model_gateway.gateway.tools.jira_issues_analyzer_tool import ( + JiraIssuesAnalyzerTool, +) +from language_model_gateway.gateway.utilities.jira.jira_issues_helper import ( + JiraIssueHelper, +) + +class ToolProvider: + def __init__( + self, + *, + jira_issues_helper: JiraIssueHelper, + ) -> None: + self.tools: Dict[str, BaseTool] = { + "jira_issues_analyzer": JiraIssuesAnalyzerTool( + jira_issues_helper=jira_issues_helper + ) + } + ``` +Match the name here with the name defined in your AI Agent class + +### Step 5: Add your agent to the configuration for task models +You can now add this to any task model configurations where you want this tool available: `language_model_gateway/configs/chat_completions/testing` + +```json +{ + "tools": [ + { + "name": "current_date" + }, + { + "name": "jira_issues_analyzer" + } + ] +} +``` + +## Unit testing your AI Agent + +### Step 1: Create unit tests for your utility class +If you created a separate utility class, as recommended above, then you can just write unit tests as normal. + + +### Step 2: Create unit test for your AI Agent +Take a look at this example unit test: `tests/gateway/tools/test_jira_issues_analyzer_tool.py`. + +Since we use Dependency Injection (DI) containers, you can override any class by supplying a new implementation in the container. + +When `RUN_TESTS_WITH_REAL_LLM` environment variable is not set, you can mock various parts of the code. +When `RUN_TESTS_WITH_REAL_LLM` is set then you can test against the real LLMs with the same code. + +## Integration testing your AI Agent using real LLMs +Change the `RUN_TESTS_WITH_REAL_LLM` environment variable to "1" in docker-compose.yml. +Now your unit tests will run using real LLMs so you can add breakpoints and step through your code. diff --git a/docker-compose-integration.yml b/docker-compose-integration.yml new file mode 100644 index 000000000..2bc84fc75 --- /dev/null +++ b/docker-compose-integration.yml @@ -0,0 +1,4 @@ +services: + dev: + environment: + RUN_TESTS_WITH_REAL_LLM: 1 From 8cdf2b211f3a3c2fff99fc2172200bc32b68ad6a Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 11:39:40 -0800 Subject: [PATCH 027/237] fix test --- docker-compose-openwebui.yml | 2 +- .../utilities/jira/jira_issues_helper.py | 43 +++++++++---------- .../utilities/jira/test_jira_issues_helper.py | 10 ++++- 3 files changed, 30 insertions(+), 25 deletions(-) diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index cd454331a..27a0a1906 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -51,7 +51,7 @@ services: SAFE_MODE: True ENABLE_WEBSOCKET_SUPPORT: True # disable some unneeded stuff like RAG - RAG_EMBEDDING_MODEL: "" + # RAG_EMBEDDING_MODEL: "" # curl --silent --fail http://localhost:8081/health | jq -ne 'input.status == true' || exit 1 WEBUI_SECRET_KEY: "${WEBUI_SECRET_KEY:-$(openssl rand -hex 32)}" networks: diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index ff99bb304..6588a84d0 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -63,6 +63,7 @@ async def retrieve_closed_issues( sort_by: Optional[Literal["updated", "created", "resolved"]] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, include_full_description: Optional[bool] = False, + status: Optional[str] = "Closed", ) -> JiraIssueResult: """ Async method to retrieve closed issues across Jira projects. @@ -79,6 +80,7 @@ async def retrieve_closed_issues( sort_by (str, optional): Field to sort by sort_by_direction (str, optional): Sort direction include_full_description (bool, optional): Include full description + status: (str, Optional): match status Returns: List[JiraIssue]: List of closed Jira issues @@ -92,7 +94,7 @@ async def retrieve_closed_issues( query: str = "" try: # Construct JQL (Jira Query Language) based on parameters - jql_conditions = ["status = Closed"] + jql_conditions = [f"status = {status}"] if project_key: jql_conditions.append(f"project = {project_key}") @@ -172,7 +174,8 @@ async def retrieve_closed_issues( issues_data = response.json() for issue in issues_data.get("issues", []): - assignee_object: Optional[Dict[str, Any]] = issue["fields"].get( + fields_ = issue["fields"] + assignee_object: Optional[Dict[str, Any]] = fields_.get( "assignee", {} ) assignee_name: str = ( @@ -185,7 +188,7 @@ async def retrieve_closed_issues( if assignee_object else "Unassigned" ) - reporter_object: Optional[Dict[str, Any]] = issue["fields"].get( + reporter_object: Optional[Dict[str, Any]] = fields_.get( "reporter", {} ) reporter_name: str = ( @@ -198,7 +201,7 @@ async def retrieve_closed_issues( if reporter_object else "Unassigned" ) - creator_object: Optional[Dict[str, Any]] = issue["fields"].get( + creator_object: Optional[Dict[str, Any]] = fields_.get( "creator", {} ) creator_name: str = ( @@ -211,12 +214,8 @@ async def retrieve_closed_issues( if creator_object else "Unassigned" ) - issue_type: str = ( - issue["fields"].get("issuetype", {}).get("name") - ) - project_name: str = ( - issue["fields"].get("project", {}).get("name") - ) + issue_type: str = fields_.get("issuetype", {}).get("name") + project_name: str = fields_.get("project", {}).get("name") def read_description(description: Dict[str, Any] | None) -> str: if not include_full_description: @@ -241,25 +240,25 @@ def read_description(description: Dict[str, Any] | None) -> str: return "" item_description: str = read_description( - issue["fields"].get("description", {}) + fields_.get("description", {}) ) - issue_priority: str = issue["fields"]["priority"]["name"] + issue_priority: str = fields_.get("priority", {}).get("name") closed_issues_list.append( JiraIssue( - key=issue["key"], - url=issue["self"], - summary=issue["fields"].get("summary", "No Summary"), - status=issue["fields"].get("status", {}).get("name"), + key=issue.get("key"), + url=issue.get("self"), + summary=fields_.get("summary", "No Summary"), + status=fields_.get("status", {}).get("name"), created_at=datetime.fromisoformat( - issue["fields"]["created"].replace("Z", "+00:00") + fields_["created"].replace("Z", "+00:00") ), closed_at=( datetime.fromisoformat( - issue["fields"] - .get("resolutiondate", "") - .replace("Z", "+00:00") + fields_.get("resolutiondate", "").replace( + "Z", "+00:00" + ) ) - if issue["fields"].get("resolutiondate") + if fields_.get("resolutiondate") else None ), assignee=assignee_name, @@ -272,7 +271,7 @@ def read_description(description: Dict[str, Any] | None) -> str: project_name=project_name, description=item_description, priority=issue_priority, - project=issue["fields"].get("project", {}).get("key"), + project=fields_.get("project", {}).get("key"), ) ) diff --git a/tests/gateway/utilities/jira/test_jira_issues_helper.py b/tests/gateway/utilities/jira/test_jira_issues_helper.py index 5ee9d9eec..5a2240569 100644 --- a/tests/gateway/utilities/jira/test_jira_issues_helper.py +++ b/tests/gateway/utilities/jira/test_jira_issues_helper.py @@ -54,12 +54,13 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: ) # Mock Jira search API response - search_url = f"{jira_base_url}/rest/api/3/search?jql=status+%3D+Closed+AND+created+%3E%3D+%272024-09-01%27&startAt=0&maxResults=2&fields=summary&fields=status&fields=created&fields=resolutiondate&fields=assignee&fields=project" + search_url = f"{jira_base_url}/rest/api/3/search/jql" sample_issues_content: Dict[str, Any] = { "total": 2, "issues": [ { "key": "PROJECT-1", + "self": "http://foo/PROJECT-1", "fields": { "summary": "First test issue", "status": {"name": "Closed"}, @@ -71,6 +72,7 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: }, { "key": "PROJECT-2", + "self": "http://foo/PROJECT-2", "fields": { "summary": "Second test issue", "status": {"name": "Closed"}, @@ -85,7 +87,7 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: httpx_mock.add_response( url=search_url, - method="GET", + method="POST", headers={ "Authorization": f"Bearer {access_token}", "Content-Type": "application/json", @@ -127,6 +129,10 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: ) issues: List[JiraIssue] = jira_issue_result.issues + assert jira_issue_result.error is None + + assert len(issues) > 0, jira_issue_result.error + print("========== Issues ========") for issue in issues: print(issue) From 1885b74482f2a16e980bfb647639dd66f84fd66f Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 12:35:59 -0800 Subject: [PATCH 028/237] show url in github_pull_request_helper.py --- docker-compose-openwebui.yml | 4 +-- docker-compose.yml | 2 +- .../github_pull_request_analyzer_tool.py | 28 ++++++++++++---- .../tools/jira_issues_analyzer_tool.py | 2 ++ .../utilities/github/github_pull_request.py | 4 +++ .../github/github_pull_request_helper.py | 33 ++++++++++++++++--- .../github/github_pull_request_result.py | 13 ++++++++ ...est_github_get_summarized_pull_requests.py | 6 +++- ..._summarized_pull_requests_from_one_repo.py | 22 ++++++++----- 9 files changed, 91 insertions(+), 23 deletions(-) create mode 100644 language_model_gateway/gateway/utilities/github/github_pull_request_result.py diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index 27a0a1906..f6eda6bc6 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -50,8 +50,8 @@ services: AUDIO_TTS_VOICE: "alloy" SAFE_MODE: True ENABLE_WEBSOCKET_SUPPORT: True - # disable some unneeded stuff like RAG - # RAG_EMBEDDING_MODEL: "" + # RAG requires downloading embedding models. On slow connections, this can timeout docker compose + RAG_EMBEDDING_MODEL: "" # curl --silent --fail http://localhost:8081/health | jq -ne 'input.status == true' || exit 1 WEBUI_SECRET_KEY: "${WEBUI_SECRET_KEY:-$(openssl rand -hex 32)}" networks: diff --git a/docker-compose.yml b/docker-compose.yml index b1ed0b3c0..2f39b0fc8 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -13,7 +13,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 0 + RUN_TESTS_WITH_REAL_LLM: 1 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 18d233019..f757ff204 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -15,6 +15,9 @@ from language_model_gateway.gateway.utilities.github.github_pull_request_per_contributor_info import ( GithubPullRequestPerContributorInfo, ) +from language_model_gateway.gateway.utilities.github.github_pull_request_result import ( + GithubPullRequestResult, +) logger = logging.getLogger(__name__) @@ -88,6 +91,10 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): default="desc", description="Sort direction for pull requests. Choices: 'asc', 'desc'. Default is 'desc'.", ) + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class GitHubPullRequestAnalyzerTool(ResilientBaseTool): @@ -154,6 +161,7 @@ def _run( Literal["created", "updated", "popularity", "long-running"] ] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -175,6 +183,7 @@ async def _arun( Literal["created", "updated", "popularity", "long-running"] ] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. @@ -211,7 +220,7 @@ async def _arun( max_pull_requests: int = int( os.environ.get("GITHUB_MAXIMUM_PULL_REQUESTS_PER_REPO", 100) ) - closed_prs: List[GithubPullRequest] = ( + pull_request_result: GithubPullRequestResult = ( await self.github_pull_request_helper.retrieve_closed_prs( max_repos=max_repos, max_pull_requests=max_pull_requests, @@ -223,17 +232,18 @@ async def _arun( sort_by_direction=sort_by_direction, ) ) + pull_requests: List[GithubPullRequest] = pull_request_result.pull_requests full_text: str if include_details: - full_text = "" - for pr in closed_prs: - full_text += f"PR: {pr.title} by {pr.user} closed on {pr.closed_at} - {pr.html_url}\n" + full_text = "Number,Title,User,CreatedAt,ClosedAt,Url,State,Body\n" + for pr in pull_requests: + full_text += f'{pr.pull_request_number},"{pr.title}",{pr.user},{pr.created_at},{pr.closed_at},{pr.html_url},{pr.state},"{pr.body}"\n' else: # Summarize pull requests by engineer pr_counts: Dict[str, GithubPullRequestPerContributorInfo] = ( self.github_pull_request_helper.summarize_prs_by_engineer( - pull_requests=closed_prs + pull_requests=pull_requests ) ) @@ -242,12 +252,16 @@ async def _arun( ) # Create artifact description - artifact = log_prefix + f", Analyzed {len(closed_prs)} closed PRs" + artifact = log_prefix + f", Analyzed {len(pull_requests)} closed PRs" + if pull_request_result.error: + artifact += f"\nError: {pull_request_result.error}" + if use_verbose_logging: + artifact += f"\nJira Query: {pull_request_result.query}" return full_text, artifact except Exception as e: error_msg = f"Error analyzing GitHub pull requests: {str(e)}" - error_artifact = log_prefix + " Analysis Failed" + error_artifact = log_prefix + " Analysis Failed" + str(e) logger.error(error_msg) return error_msg, error_artifact diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index 57d943e6f..7bd54ac68 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -226,6 +226,8 @@ async def _arun( # Create artifact description artifact = log_prefix + f", Analyzed {len(jira_issues)} closed issues." + if jira_issues_result.error: + artifact += f"\nError: {jira_issues_result.error}" if use_verbose_logging: artifact += f"\nJira Query: {jira_issues_result.query}" diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request.py b/language_model_gateway/gateway/utilities/github/github_pull_request.py index b5125a6d0..2e7d24be2 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request.py @@ -5,9 +5,13 @@ @dataclasses.dataclass class GithubPullRequest: + pull_request_number: str repo: str user: str title: str + created_at: Optional[datetime] closed_at: Optional[datetime] html_url: str diff_url: Optional[str] + state: Optional[str] + body: Optional[str] diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index 328ecfdda..91d68103f 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -7,7 +7,7 @@ from urllib.parse import urlparse import httpx -from httpx import Response +from httpx import Response, URL from language_model_gateway.gateway.http.http_client_factory import HttpClientFactory from language_model_gateway.gateway.utilities.github.github_pull_request import ( @@ -16,6 +16,9 @@ from language_model_gateway.gateway.utilities.github.github_pull_request_per_contributor_info import ( GithubPullRequestPerContributorInfo, ) +from language_model_gateway.gateway.utilities.github.github_pull_request_result import ( + GithubPullRequestResult, +) class GithubPullRequestHelper: @@ -95,7 +98,7 @@ async def retrieve_closed_prs( Literal["created", "updated", "popularity", "long-running"] ] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, - ) -> List[GithubPullRequest]: + ) -> GithubPullRequestResult: """ Async method to retrieve closed pull requests across organization repositories. """ @@ -106,6 +109,7 @@ async def retrieve_closed_prs( async with self.http_client_factory.create_http_client( base_url=self.base_url, headers=self.headers, timeout=30.0 ) as client: + query: str = "" try: if repo_name: repos_url = f"{self.base_url}/repos/{self.org_name}/{repo_name}" @@ -116,6 +120,9 @@ async def retrieve_closed_prs( **self.headers, }, ) + if not query: + url: URL = repo_response.request.url + query = str(url) repo_response.raise_for_status() repos = [repo_response.json()] else: @@ -146,6 +153,10 @@ async def retrieve_closed_prs( }, params=params, ) + if not query: + url = repos_response.request.url + query = str(url) + repos_response.raise_for_status() repos.extend(repos_response.json()) if max_repos and len(repos) >= max_repos: @@ -191,8 +202,16 @@ async def retrieve_closed_prs( ] == "closed": closed_prs_list.append( GithubPullRequest( + pull_request_number=pr["number"], repo=repo["name"], title=pr.get("title") or "No Title", + created_at=( + datetime.fromisoformat( + pr["created_at"].replace("Z", "+00:00") + ) + if pr.get("created_at") + else None + ), closed_at=( datetime.fromisoformat( pr["closed_at"].replace("Z", "+00:00") @@ -204,14 +223,20 @@ async def retrieve_closed_prs( diff_url=pr.get("diff_url") or "No URL", user=pr.get("user", {}).get("login") or "No User", + state=pr.get("state"), + body=pr.get("body"), ) ) - return closed_prs_list + return GithubPullRequestResult( + pull_requests=closed_prs_list, query=query, error=None + ) except Exception as e: self.logger.error(f"Error retrieving PRs: {e}") - raise + return GithubPullRequestResult( + pull_requests=[], query=query, error=str(e) + ) # noinspection PyMethodMayBeStatic def summarize_prs_by_engineer( diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_result.py b/language_model_gateway/gateway/utilities/github/github_pull_request_result.py new file mode 100644 index 000000000..c871befaa --- /dev/null +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_result.py @@ -0,0 +1,13 @@ +import dataclasses +from typing import List, Optional + +from language_model_gateway.gateway.utilities.github.github_pull_request import ( + GithubPullRequest, +) + + +@dataclasses.dataclass +class GithubPullRequestResult: + pull_requests: List[GithubPullRequest] + query: str + error: Optional[str] diff --git a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py index eef5f4e5d..283deb27b 100644 --- a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py +++ b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py @@ -27,6 +27,9 @@ from language_model_gateway.gateway.utilities.github.github_pull_request_per_contributor_info import ( GithubPullRequestPerContributorInfo, ) +from language_model_gateway.gateway.utilities.github.github_pull_request_result import ( + GithubPullRequestResult, +) from tests.gateway.mocks.mock_environment_variables import MockEnvironmentVariables @@ -155,7 +158,7 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non ) # Get PR counts with optional parameters - pull_requests: List[GithubPullRequest] = await pr_counter.retrieve_closed_prs( + pull_request_result: GithubPullRequestResult = await pr_counter.retrieve_closed_prs( max_repos=max_repos, # Optional: limit repositories max_pull_requests=200, # Optional: limit PRs min_created_at=datetime( @@ -163,6 +166,7 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non ), # Optional: minimum created date include_merged=True, # Include merged PRs ) + pull_requests: List[GithubPullRequest] = pull_request_result.pull_requests pr_counts: Dict[str, GithubPullRequestPerContributorInfo] = ( pr_counter.summarize_prs_by_engineer(pull_requests=pull_requests) ) diff --git a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py index e5aeb600b..a98bb7e1b 100644 --- a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py +++ b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py @@ -27,6 +27,9 @@ from language_model_gateway.gateway.utilities.github.github_pull_request_per_contributor_info import ( GithubPullRequestPerContributorInfo, ) +from language_model_gateway.gateway.utilities.github.github_pull_request_result import ( + GithubPullRequestResult, +) from tests.gateway.mocks.mock_environment_variables import MockEnvironmentVariables @@ -134,15 +137,18 @@ async def test_github_get_summarized_pull_requests_from_one_repo( try: # Get PR counts with optional parameters - pull_requests: List[GithubPullRequest] = await pr_counter.retrieve_closed_prs( - max_repos=2, # Optional: limit repositories - max_pull_requests=200, # Optional: limit PRs - min_created_at=datetime( - 2024, 9, 1, tzinfo=timezone.utc - ), # Optional: minimum created date - include_merged=True, # Include merged PRs - repo_name="helix.pipelines", + pull_request_result: GithubPullRequestResult = ( + await pr_counter.retrieve_closed_prs( + max_repos=2, # Optional: limit repositories + max_pull_requests=200, # Optional: limit PRs + min_created_at=datetime( + 2024, 9, 1, tzinfo=timezone.utc + ), # Optional: minimum created date + include_merged=True, # Include merged PRs + repo_name="helix.pipelines", + ) ) + pull_requests: List[GithubPullRequest] = pull_request_result.pull_requests pr_counts: Dict[str, GithubPullRequestPerContributorInfo] = ( pr_counter.summarize_prs_by_engineer(pull_requests=pull_requests) ) From 01c36bb1629e8cfe5bf54b95e26f95df34ad44e5 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 12:41:18 -0800 Subject: [PATCH 029/237] show url in github_pull_request_helper.py --- docker-compose-openwebui.yml | 2 +- docker-compose.yml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index f6eda6bc6..53865c723 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -51,7 +51,7 @@ services: SAFE_MODE: True ENABLE_WEBSOCKET_SUPPORT: True # RAG requires downloading embedding models. On slow connections, this can timeout docker compose - RAG_EMBEDDING_MODEL: "" +# RAG_EMBEDDING_MODEL: "" # curl --silent --fail http://localhost:8081/health | jq -ne 'input.status == true' || exit 1 WEBUI_SECRET_KEY: "${WEBUI_SECRET_KEY:-$(openssl rand -hex 32)}" networks: diff --git a/docker-compose.yml b/docker-compose.yml index 2f39b0fc8..b1ed0b3c0 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -13,7 +13,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 1 + RUN_TESTS_WITH_REAL_LLM: 0 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" From 9fa2d9540a1b82e3d238c97cfec96c9ca5c63007 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 21:52:19 -0500 Subject: [PATCH 030/237] show csv as markdown --- docker-compose-openwebui.yml | 2 +- .../github_pull_request_analyzer_tool.py | 28 +++++-- .../gateway/tools/google_search_tool.py | 18 +++- .../tools/jira_issues_analyzer_tool.py | 7 ++ .../utilities/csv_to_markdown_converter.py | 82 +++++++++++++++++++ 5 files changed, 124 insertions(+), 13 deletions(-) create mode 100644 language_model_gateway/gateway/utilities/csv_to_markdown_converter.py diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index 53865c723..f6eda6bc6 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -51,7 +51,7 @@ services: SAFE_MODE: True ENABLE_WEBSOCKET_SUPPORT: True # RAG requires downloading embedding models. On slow connections, this can timeout docker compose -# RAG_EMBEDDING_MODEL: "" + RAG_EMBEDDING_MODEL: "" # curl --silent --fail http://localhost:8081/health | jq -ne 'input.status == true' || exit 1 WEBUI_SECRET_KEY: "${WEBUI_SECRET_KEY:-$(openssl rand -hex 32)}" networks: diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index f757ff204..d82eeee0c 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -6,6 +6,9 @@ from pydantic import BaseModel, Field from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from language_model_gateway.gateway.utilities.csv_to_markdown_converter import ( + CsvToMarkdownConverter, +) from language_model_gateway.gateway.utilities.github.github_pull_request import ( GithubPullRequest, ) @@ -77,9 +80,9 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): default=None, description="Latest date for pull request creation (inclusive)", ) - include_details: Optional[bool] = Field( + counts_only: Optional[bool] = Field( default=False, - description="Include detailed pull request information or just return contributor summary", + description="Whether to return just count of issues or each issue details", ) sort_by: Optional[Literal["created", "updated", "popularity", "long-running"]] = ( Field( @@ -135,9 +138,10 @@ class GitHubPullRequestAnalyzerTool(ResilientBaseTool): "- Specify repository with 'in [repo]' " "- Specify contributor with username " "- If querying for a specific date range, include 'from [date] to [date]' " - "- Set 'include_details' for detailed pull request information " + "- Set 'counts_only' if you want to get counts only" "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " "- Set 'sort_by_direction' to 'asc' or 'desc' " + "- Set use_verbose_logging to get verbose logs" "- Example queries: " "'Pull requests in kubernetes/kubernetes', " "'PRs from johndoe in myorg/myrepo', " @@ -156,7 +160,7 @@ def _run( minimum_created_date: Optional[datetime] = None, maximum_created_date: Optional[datetime] = None, contributor_name: Optional[str] = None, - include_details: Optional[bool] = None, + counts_only: Optional[bool] = None, sort_by: Optional[ Literal["created", "updated", "popularity", "long-running"] ] = None, @@ -178,7 +182,7 @@ async def _arun( minimum_created_date: Optional[datetime] = None, maximum_created_date: Optional[datetime] = None, contributor_name: Optional[str] = None, - include_details: Optional[bool] = None, + counts_only: Optional[bool] = None, sort_by: Optional[ Literal["created", "updated", "popularity", "long-running"] ] = None, @@ -204,8 +208,8 @@ async def _arun( log_prefix_items.append(f"maximum_created_date={maximum_created_date}") if contributor_name: log_prefix_items.append(f"{contributor_name=}") - if include_details: - log_prefix_items.append(f"{include_details=}") + if counts_only: + log_prefix_items.append(f"{counts_only=}") if sort_by: log_prefix_items.append(f"{sort_by=}") if sort_by_direction: @@ -235,7 +239,7 @@ async def _arun( pull_requests: List[GithubPullRequest] = pull_request_result.pull_requests full_text: str - if include_details: + if not counts_only: full_text = "Number,Title,User,CreatedAt,ClosedAt,Url,State,Body\n" for pr in pull_requests: full_text += f'{pr.pull_request_number},"{pr.title}",{pr.user},{pr.created_at},{pr.closed_at},{pr.html_url},{pr.state},"{pr.body}"\n' @@ -252,11 +256,17 @@ async def _arun( ) # Create artifact description - artifact = log_prefix + f", Analyzed {len(pull_requests)} closed PRs" + artifact = log_prefix + f", Analyzed {len(pull_requests)} PRs" if pull_request_result.error: artifact += f"\nError: {pull_request_result.error}" if use_verbose_logging: artifact += f"\nJira Query: {pull_request_result.query}" + artifact += "\n\nRaw:" + artifact += f"\n{full_text}" + artifact += "\n\nMarkdown Table:" + artifact += ( + f"\n{CsvToMarkdownConverter.csv_to_markdown_table(full_text)}" + ) return full_text, artifact diff --git a/language_model_gateway/gateway/tools/google_search_tool.py b/language_model_gateway/gateway/tools/google_search_tool.py index 6c7b104b4..761808d39 100644 --- a/language_model_gateway/gateway/tools/google_search_tool.py +++ b/language_model_gateway/gateway/tools/google_search_tool.py @@ -15,6 +15,10 @@ class GoogleSearchToolInput(BaseModel): query: str = Field(description="The search query to send to Google Search") + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class GoogleSearchTool(ResilientBaseTool): @@ -117,11 +121,15 @@ async def aclose(self) -> None: """Close the HTTP client.""" await self._client.aclose() - def _run(self, query: str) -> Tuple[str, str]: + def _run( + self, query: str, use_verbose_logging: Optional[bool] = None + ) -> Tuple[str, str]: """Use async version of this tool.""" raise NotImplementedError("Use async version of this tool") - async def _arun(self, query: str) -> Tuple[str, str]: + async def _arun( + self, query: str, use_verbose_logging: Optional[bool] = None + ) -> Tuple[str, str]: """Async implementation of the Google search tool.""" assert self._api_key, "GOOGLE_API_KEY environment variable is required" @@ -148,7 +156,11 @@ async def _arun(self, query: str) -> Tuple[str, str]: response: str = "\n".join(snippets) if os.environ.get("LOG_INPUT_AND_OUTPUT", "0") == "1": logger.info(f"Google Search results: {response}") - return response, f'GoogleSearchAgent: Searched Google for "{query}"' + + artifact: str = f'GoogleSearchAgent: Searched Google for "{query}"' + if use_verbose_logging: + artifact += f"\n{response}" + return response, artifact except Exception as e: logger.exception(e, stack_info=True) return ( diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index 7bd54ac68..8dcb1e927 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -6,6 +6,9 @@ from pydantic import BaseModel, Field from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from language_model_gateway.gateway.utilities.csv_to_markdown_converter import ( + CsvToMarkdownConverter, +) from language_model_gateway.gateway.utilities.jira.jira_issue import JiraIssue from language_model_gateway.gateway.utilities.jira.jira_issue_result import ( JiraIssueResult, @@ -230,6 +233,10 @@ async def _arun( artifact += f"\nError: {jira_issues_result.error}" if use_verbose_logging: artifact += f"\nJira Query: {jira_issues_result.query}" + artifact += "\n\nMarkdown Table:" + artifact += ( + f"\n{CsvToMarkdownConverter.csv_to_markdown_table(full_text)}" + ) return full_text, artifact diff --git a/language_model_gateway/gateway/utilities/csv_to_markdown_converter.py b/language_model_gateway/gateway/utilities/csv_to_markdown_converter.py new file mode 100644 index 000000000..a9fe32365 --- /dev/null +++ b/language_model_gateway/gateway/utilities/csv_to_markdown_converter.py @@ -0,0 +1,82 @@ +import csv +from io import StringIO +from typing import List + + +class CsvToMarkdownConverter: + @staticmethod + def csv_to_markdown_table( + csv_string: str, + delimiter: str = ",", + quote_char: str = '"', + has_header: bool = True, + ) -> str: + """ + Convert a CSV string to a Markdown table, handling quoted fields. + + Args: + csv_string (str): The input CSV string + delimiter (str, optional): CSV delimiter. Defaults to ','. + quote_char (str, optional): Quote character. Defaults to '"'. + has_header (bool, optional): Whether the first row is a header. Defaults to True. + + Returns: + str: Markdown formatted table + """ + # Normalize input string and strip whitespace + csv_string = csv_string.strip() + + # Use StringIO to make the CSV string file-like + csv_file = StringIO(csv_string) + + # Use csv reader with quote handling + csv_reader = csv.reader( + csv_file, + delimiter=delimiter, + quotechar=quote_char, + skipinitialspace=True, # Ignore spaces after delimiter + ) + + # Convert rows to list for processing + try: + rows = list(csv_reader) + except csv.Error as e: + return f"Error parsing CSV: {str(e)}" + + if not rows: + return "| No Data |" + + # Separate headers and data rows + headers = ( + rows[0] if has_header else [f"Column {i + 1}" for i in range(len(rows[0]))] + ) + data_rows = rows[1:] if has_header else rows + + # Escape Markdown special characters in cells + def escape_markdown_chars(cell: str) -> str: + """Escape characters that have special meaning in Markdown tables.""" + return cell.replace("|", "\\|") + + # Create Markdown table + # noinspection PyListCreation + markdown_lines: List[str] = [] + + # Header row + markdown_lines.append( + "| " + + " | ".join(escape_markdown_chars(str(header)) for header in headers) + + " |" + ) + + # Separator row with alignment + markdown_lines.append("| " + " | ".join(["---"] * len(headers)) + " |") + + # Data rows + for row in data_rows: + markdown_lines.append( + "| " + + " | ".join(escape_markdown_chars(str(cell)) for cell in row) + + " |" + ) + + return "\n".join(markdown_lines) From b2794617a64bb2ffff98935c5b8265f40984f398 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 22:03:56 -0500 Subject: [PATCH 031/237] show csv as markdown --- .../tools/github_pull_request_diff_tool.py | 9 ++++++- .../gateway/tools/google_search_tool.py | 2 +- .../gateway/tools/pdf_extraction_tool.py | 9 +++++++ .../gateway/tools/provider_search_tool.py | 15 ++++++++--- .../tools/scraping_bee_web_scraper_tool.py | 26 +++++++++++++++---- .../gateway/tools/url_to_markdown_tool.py | 19 +++++++++++--- 6 files changed, 65 insertions(+), 15 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_diff_tool.py b/language_model_gateway/gateway/tools/github_pull_request_diff_tool.py index ea7f560db..77a10b201 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_diff_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_diff_tool.py @@ -19,6 +19,10 @@ class GitHubPullRequestDiffAgentDiffInput(BaseModel): title="Pull Request URL", description="URL of the GitHub pull request to analyze", ) + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class GitHubPullRequestDiffTool(ResilientBaseTool): @@ -37,6 +41,7 @@ class GitHubPullRequestDiffTool(ResilientBaseTool): def _run( self, url: Optional[str] = None, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -49,6 +54,7 @@ def _run( async def _arun( self, url: Optional[str] = None, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. @@ -65,7 +71,8 @@ async def _arun( ) # Create artifact description artifact = f"GitHubPullRequestDiffAgent: Downloaded diff for {url}" - + if use_verbose_logging: + artifact += f"\n===== Content =====\n```{diff_content}```\n===== End of Content =====" return diff_content, artifact except Exception as e: diff --git a/language_model_gateway/gateway/tools/google_search_tool.py b/language_model_gateway/gateway/tools/google_search_tool.py index 761808d39..5babd84b9 100644 --- a/language_model_gateway/gateway/tools/google_search_tool.py +++ b/language_model_gateway/gateway/tools/google_search_tool.py @@ -159,7 +159,7 @@ async def _arun( artifact: str = f'GoogleSearchAgent: Searched Google for "{query}"' if use_verbose_logging: - artifact += f"\n{response}" + artifact += f"\n```{response}```" return response, artifact except Exception as e: logger.exception(e, stack_info=True) diff --git a/language_model_gateway/gateway/tools/pdf_extraction_tool.py b/language_model_gateway/gateway/tools/pdf_extraction_tool.py index 1f9a2b893..92663348a 100644 --- a/language_model_gateway/gateway/tools/pdf_extraction_tool.py +++ b/language_model_gateway/gateway/tools/pdf_extraction_tool.py @@ -36,6 +36,10 @@ class PDFExtractionToolInput(BaseModel): default=False, description="Use OCR (Optical Character Recognition) if text extraction fails", ) + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class PDFExtractionTool(ResilientBaseTool): @@ -61,6 +65,7 @@ def _run( start_page: Optional[int] = None, end_page: Optional[int] = None, use_ocr: bool = False, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -79,6 +84,7 @@ async def _arun( start_page: Optional[int] = None, end_page: Optional[int] = None, use_ocr: bool = False, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[str, str]: """ Asynchronous version of the tool with OCR support. @@ -89,6 +95,7 @@ async def _arun( start_page (Optional[int]): Starting page for extraction end_page (Optional[int]): Ending page for extraction use_ocr (bool): Use AWS Textract for OCR if text extraction fails + use_verbose_logging (Optional[bool]): Whether to enable verbose logging Returns: Tuple of extracted text and artifact description @@ -152,6 +159,8 @@ async def _arun( f"PDFExtractionAgent: Extracted text from pages {start} to {end} " f"(Total pages: {total_pages}, OCR: {'Yes' if use_ocr else 'No'})" ) + if use_verbose_logging: + artifact += f"\n===== Extracted text =====\n```{full_text}```\n====== End of Text ======" return full_text.strip(), artifact diff --git a/language_model_gateway/gateway/tools/provider_search_tool.py b/language_model_gateway/gateway/tools/provider_search_tool.py index 8ef198b05..fb2d1ff9f 100644 --- a/language_model_gateway/gateway/tools/provider_search_tool.py +++ b/language_model_gateway/gateway/tools/provider_search_tool.py @@ -22,6 +22,10 @@ class ProviderSearchToolInput(BaseModel): insurance: Optional[List[str]] = Field( description="List of insurance plans to filter by" ) + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class ProviderSearchTool(ResilientBaseTool): @@ -165,6 +169,7 @@ def _run( distance: Optional[float] = None, specialty: Optional[List[str]] = None, insurance: Optional[List[str]] = None, + use_verbose_logging: Optional[bool] = None, ) -> Dict[str, Any]: """Synchronous execution""" raise NotImplementedError("Use async version of this tool") @@ -177,6 +182,7 @@ async def _arun( distance: Optional[float] = None, specialty: Optional[List[str]] = None, insurance: Optional[List[str]] = None, + use_verbose_logging: Optional[bool] = None, ) -> Tuple[Dict[str, Any], str]: """Asynchronous execution""" @@ -202,10 +208,11 @@ async def _arun( try: response = await async_client.post(self.api_url, json=payload, timeout=30.0) - return ( - self._handle_response(response), - f"ProviderSearchAgent: Searched for {search} {variables} ", - ) + artifact: str = f"ProviderSearchAgent: Searched for {search} {variables} " + if use_verbose_logging: + artifact += f"\nRequest: {payload}" + artifact += f"===== Response ======\n```{response.text}```\n====== End of Response ======" + return self._handle_response(response), artifact except httpx.TimeoutException: raise Exception("Request timed out") diff --git a/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py b/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py index 0ba5cbf9e..168ab0662 100644 --- a/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py +++ b/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py @@ -16,6 +16,10 @@ class ScrapingBeeWebScraperToolInput(BaseModel): url: str = Field(description="url of the webpage to scrape") query: Optional[str] = Field(description="Query to search for on the webpage") + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class ScrapingBeeWebScraperTool(ResilientBaseTool): @@ -112,19 +116,31 @@ async def _extract_text_content_async(self, html_content: str) -> str: html_content=html_content ) - def _run(self, url: str, query: Optional[str] = None) -> Tuple[str, str]: + def _run( + self, + url: str, + query: Optional[str] = None, + use_verbose_logging: Optional[bool] = None, + ) -> Tuple[str, str]: """Synchronous run method required by LangChain""" raise NotImplementedError("Use async version of this tool") - async def _arun(self, url: str, query: Optional[str] = None) -> Tuple[str, str]: + async def _arun( + self, + url: str, + query: Optional[str] = None, + use_verbose_logging: Optional[bool] = None, + ) -> Tuple[str, str]: """Async run method""" content: Optional[str] = await self._async_scrape(url=url, query=query) if content: - return ( - await self._extract_text_content_async(content), - f"ScrapingBeeWebScraperAgent: Scraped content using ScrapingBee from <{url}> ", + artifact: str = ( + f"ScrapingBeeWebScraperAgent: Scraped content using ScrapingBee from <{url}> " ) + if use_verbose_logging: + logger.info(f"\n```\n{content}\n```") + return await self._extract_text_content_async(content), artifact else: return ( "Error: Failed to scrape the webpage.", diff --git a/language_model_gateway/gateway/tools/url_to_markdown_tool.py b/language_model_gateway/gateway/tools/url_to_markdown_tool.py index e51c1255e..37927ceef 100644 --- a/language_model_gateway/gateway/tools/url_to_markdown_tool.py +++ b/language_model_gateway/gateway/tools/url_to_markdown_tool.py @@ -1,6 +1,6 @@ import logging import os -from typing import Type, Literal, Tuple +from typing import Type, Literal, Tuple, Optional import httpx from httpx import Headers @@ -17,6 +17,10 @@ class URLToMarkdownToolInput(BaseModel): url: str = Field(description="url of the webpage to scrape") + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) class URLToMarkdownTool(ResilientBaseTool): @@ -32,7 +36,9 @@ class URLToMarkdownTool(ResilientBaseTool): args_schema: Type[BaseModel] = URLToMarkdownToolInput response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" - def _run(self, url: str) -> Tuple[str, str]: + def _run( + self, url: str, use_verbose_logging: Optional[bool] = None + ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). :param url: The URL of the webpage to fetch. @@ -40,7 +46,9 @@ def _run(self, url: str) -> Tuple[str, str]: """ raise NotImplementedError("Use async version of this tool") - async def _arun(self, url: str) -> Tuple[str, str]: + async def _arun( + self, url: str, use_verbose_logging: Optional[bool] = None + ) -> Tuple[str, str]: """ Asynchronous version of the tool. :param url: The URL of the webpage to fetch. @@ -69,7 +77,10 @@ async def _arun(self, url: str) -> Tuple[str, str]: logger.info( f"====== Scraped {url} ======\n{content}\n====== End of Scraped Markdown ======" ) - return content, f"URLToMarkdownAgent: Scraped content from <{url}> " + artifact: str = f"URLToMarkdownAgent: Scraped content from <{url}> " + if use_verbose_logging: + logger.info(f"\n```\n{content}\n```") + return content, artifact except Exception as e: return ( f"Failed to fetch or process the URL {url}: {str(e)}", From 5ba38f98874977ec9adc2ccfdae04ccfc5cd3bee Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 22:28:59 -0500 Subject: [PATCH 032/237] show csv as markdown --- .../github_pull_request_analyzer_tool.py | 2 +- .../gateway/tools/image_generator_tool.py | 8 +- .../utilities/csv_to_markdown_converter.py | 77 ++++++++++++++++--- 3 files changed, 73 insertions(+), 14 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index d82eeee0c..a043dc5cd 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -262,7 +262,7 @@ async def _arun( if use_verbose_logging: artifact += f"\nJira Query: {pull_request_result.query}" artifact += "\n\nRaw:" - artifact += f"\n{full_text}" + artifact += f"\n```{full_text}```" artifact += "\n\nMarkdown Table:" artifact += ( f"\n{CsvToMarkdownConverter.csv_to_markdown_table(full_text)}" diff --git a/language_model_gateway/gateway/tools/image_generator_tool.py b/language_model_gateway/gateway/tools/image_generator_tool.py index 9df646254..439d4e705 100644 --- a/language_model_gateway/gateway/tools/image_generator_tool.py +++ b/language_model_gateway/gateway/tools/image_generator_tool.py @@ -108,10 +108,12 @@ async def _arun(self, prompt: str) -> Tuple[str, str]: f"ImageGeneratorAgent[{self.model_provider}]: Generated image from prompt: {prompt}: {markdown_image} ", ) else: - return ( - url, - f"ImageGeneratorAgent[{self.model_provider}]: Generated image from prompt: {prompt}: <{url}> ", + markdown_image = f"![Generated Image]({url})" + artifact: str = ( + f"ImageGeneratorAgent[{self.model_provider}]: Generated image from prompt: {prompt}: <{url}> " ) + artifact += f"\n\n{markdown_image}" + return url, artifact except Exception as e: logger.error(f"Failed to generate image: {str(e)}") logger.exception(e, stack_info=True) diff --git a/language_model_gateway/gateway/utilities/csv_to_markdown_converter.py b/language_model_gateway/gateway/utilities/csv_to_markdown_converter.py index a9fe32365..ab170df83 100644 --- a/language_model_gateway/gateway/utilities/csv_to_markdown_converter.py +++ b/language_model_gateway/gateway/utilities/csv_to_markdown_converter.py @@ -1,6 +1,6 @@ import csv from io import StringIO -from typing import List +from typing import Union, Optional class CsvToMarkdownConverter: @@ -10,6 +10,7 @@ def csv_to_markdown_table( delimiter: str = ",", quote_char: str = '"', has_header: bool = True, + max_column_width: Optional[int] = None, ) -> str: """ Convert a CSV string to a Markdown table, handling quoted fields. @@ -19,6 +20,7 @@ def csv_to_markdown_table( delimiter (str, optional): CSV delimiter. Defaults to ','. quote_char (str, optional): Quote character. Defaults to '"'. has_header (bool, optional): Whether the first row is a header. Defaults to True. + max_column_width (Optional[int], optional): Maximum column width before truncation. Defaults to None. Returns: str: Markdown formatted table @@ -52,30 +54,85 @@ def csv_to_markdown_table( ) data_rows = rows[1:] if has_header else rows - # Escape Markdown special characters in cells - def escape_markdown_chars(cell: str) -> str: - """Escape characters that have special meaning in Markdown tables.""" - return cell.replace("|", "\\|") + def escape_markdown_chars(text: str) -> str: + """ + Comprehensively escape characters for Markdown table safety. + + Args: + text (str): Input text to escape + + Returns: + str: Escaped text safe for Markdown tables + """ + # Escape Markdown special characters + escape_map = { + "|": "\\|", # Pipe character (table separator) + "_": "\\_", # Italic/underline marker + "*": "\\*", # Bold/italic marker + "[": "\\[", # Link start + "]": "\\]", # Link end + "`": "\\`", # Code marker + } + + # Escape special characters + escaped_text = "".join(escape_map.get(char, char) for char in text) + + # Handle escape sequences + escaped_text = ( + escaped_text.replace("\n", "\\n") # Newline + .replace("\t", "\\t") # Tab + .replace("\r", "\\r") # Carriage return + ) + + return escaped_text + + def sanitize_cell_content(cell: Union[str, object]) -> str: + """ + Sanitize cell content for Markdown table display. + + Args: + cell (Union[str, object]): Cell content to sanitize + + Returns: + str: Sanitized string representation + """ + # Convert to string and handle None/empty values + if cell is None: + return "" + + # Convert to string and escape + cell_str = str(cell).strip() + + # Escape Markdown and special characters + return escape_markdown_chars(cell_str) + + # Truncate content if max_column_width is specified + def truncate_cell(cell: str) -> str: + if max_column_width and len(cell) > max_column_width: + return cell[: max_column_width - 3] + "..." + return cell # Create Markdown table # noinspection PyListCreation - markdown_lines: List[str] = [] + markdown_lines = [] - # Header row + # Header row with sanitization and optional truncation markdown_lines.append( "| " - + " | ".join(escape_markdown_chars(str(header)) for header in headers) + + " | ".join( + truncate_cell(sanitize_cell_content(header)) for header in headers + ) + " |" ) # Separator row with alignment markdown_lines.append("| " + " | ".join(["---"] * len(headers)) + " |") - # Data rows + # Data rows with sanitization and optional truncation for row in data_rows: markdown_lines.append( "| " - + " | ".join(escape_markdown_chars(str(cell)) for cell in row) + + " | ".join(truncate_cell(sanitize_cell_content(cell)) for cell in row) + " |" ) From 9ccef7f1e02bd2e8fd8ec95972a20433d64ed513 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 22:45:33 -0500 Subject: [PATCH 033/237] fix markdown --- .../github_pull_request_analyzer_tool.py | 27 +++++++++++++------ .../tools/jira_issues_analyzer_tool.py | 19 +++++++++---- .../github/github_pull_request_helper.py | 10 ++++--- .../utilities/jira/jira_issues_helper.py | 5 ++-- 4 files changed, 41 insertions(+), 20 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index a043dc5cd..604486c99 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -98,6 +98,10 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): default=False, description="Whether to enable verbose logging", ) + limit: Optional[int] = Field( + default=100, + description="Maximum number of pull requests to retrieve", + ) class GitHubPullRequestAnalyzerTool(ResilientBaseTool): @@ -166,6 +170,7 @@ def _run( ] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, use_verbose_logging: Optional[bool] = None, + limit: Optional[int] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -188,6 +193,7 @@ async def _arun( ] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, use_verbose_logging: Optional[bool] = None, + limit: Optional[int] = None, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. @@ -224,6 +230,9 @@ async def _arun( max_pull_requests: int = int( os.environ.get("GITHUB_MAXIMUM_PULL_REQUESTS_PER_REPO", 100) ) + if limit: + max_pull_requests = limit + pull_request_result: GithubPullRequestResult = ( await self.github_pull_request_helper.retrieve_closed_prs( max_repos=max_repos, @@ -259,14 +268,16 @@ async def _arun( artifact = log_prefix + f", Analyzed {len(pull_requests)} PRs" if pull_request_result.error: artifact += f"\nError: {pull_request_result.error}" - if use_verbose_logging: - artifact += f"\nJira Query: {pull_request_result.query}" - artifact += "\n\nRaw:" - artifact += f"\n```{full_text}```" - artifact += "\n\nMarkdown Table:" - artifact += ( - f"\n{CsvToMarkdownConverter.csv_to_markdown_table(full_text)}" - ) + + if len(pull_requests) == 0: + artifact += f"\nQueries:\n{pull_request_result.query}" + elif use_verbose_logging: + artifact += f"\nQueries:\n{pull_request_result.query}" + # artifact += "\n\nRaw:" + # artifact += f"\n```{full_text}```" + + artifact += "\n\nResults:" + artifact += f"\n{CsvToMarkdownConverter.csv_to_markdown_table(full_text)}" return full_text, artifact diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index 8dcb1e927..17c0cffef 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -75,6 +75,10 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): default=False, description="Whether to enable verbose logging", ) + limit: Optional[int] = Field( + default=100, + description="Maximum number of jira issues to retrieve", + ) class JiraIssuesAnalyzerTool(ResilientBaseTool): @@ -122,6 +126,7 @@ def _run( sort_by_direction: Optional[Literal["asc", "desc"]] = None, include_full_description: Optional[bool] = None, use_verbose_logging: Optional[bool] = None, + limit: Optional[int] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -145,6 +150,7 @@ async def _arun( sort_by_direction: Optional[Literal["asc", "desc"]] = None, include_full_description: Optional[bool] = None, use_verbose_logging: Optional[bool] = None, + limit: Optional[int] = None, ) -> Tuple[str, str]: """ Asynchronous version of the Jira Issues analyzer tool. @@ -187,6 +193,8 @@ async def _arun( max_issues: int = int( os.environ.get("JIRA_MAXIMUM_ISSUES_PER_PROJECT", 100) ) + if limit: + max_issues = limit jira_issues_result: JiraIssueResult = ( await self.jira_issues_helper.retrieve_closed_issues( max_projects=max_projects, @@ -231,12 +239,13 @@ async def _arun( artifact = log_prefix + f", Analyzed {len(jira_issues)} closed issues." if jira_issues_result.error: artifact += f"\nError: {jira_issues_result.error}" - if use_verbose_logging: + if len(jira_issues) == 0: + artifact += f"\nJira Query:\n{jira_issues_result.query}" + elif use_verbose_logging: artifact += f"\nJira Query: {jira_issues_result.query}" - artifact += "\n\nMarkdown Table:" - artifact += ( - f"\n{CsvToMarkdownConverter.csv_to_markdown_table(full_text)}" - ) + + artifact += "\n\nResults:" + artifact += f"\n{CsvToMarkdownConverter.csv_to_markdown_table(full_text)}" return full_text, artifact diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index 91d68103f..94fd7131d 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -98,6 +98,7 @@ async def retrieve_closed_prs( Literal["created", "updated", "popularity", "long-running"] ] = None, sort_by_direction: Optional[Literal["asc", "desc"]] = None, + status: Optional[Literal["closed"]] = None, ) -> GithubPullRequestResult: """ Async method to retrieve closed pull requests across organization repositories. @@ -122,7 +123,7 @@ async def retrieve_closed_prs( ) if not query: url: URL = repo_response.request.url - query = str(url) + query += f"\n{str(url)}" repo_response.raise_for_status() repos = [repo_response.json()] else: @@ -155,7 +156,7 @@ async def retrieve_closed_prs( ) if not query: url = repos_response.request.url - query = str(url) + query += f"\n{str(url)}" repos_response.raise_for_status() repos.extend(repos_response.json()) @@ -177,11 +178,12 @@ async def retrieve_closed_prs( prs_response = await client.get( prs_url, params={ - "state": "closed", + "state": status or "closed", "sort": "created", "direction": "desc", }, ) + query += f"\n{str(prs_response.request.url)}" prs_response.raise_for_status() prs: List[Dict[str, Any]] = prs_response.json() @@ -199,7 +201,7 @@ async def retrieve_closed_prs( if not max_created_at or pr_created_at <= max_created_at: if (include_merged and pr.get("'merge_commit_sha'")) or pr[ "state" - ] == "closed": + ] == (status or "closed"): closed_prs_list.append( GithubPullRequest( pull_request_number=pr["number"], diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index 6588a84d0..b337ac3ce 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -167,9 +167,8 @@ async def retrieve_closed_issues( ) response.raise_for_status() - if not query: - url: URL = response.request.url - query = str(url) + ":" + response.request.content.decode() + url: URL = response.request.url + query += f"{url}: {response.request.content.decode()}\n" issues_data = response.json() From e54b9dd1834367c7cbf1c73b9759b1e428ccef41 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 22:52:37 -0500 Subject: [PATCH 034/237] fix markdown --- .../github_pull_request_analyzer_tool.py | 4 +- .../tools/jira_issues_analyzer_tool.py | 2 +- .../tools/test_jira_issues_analyzer_tool.py | 81 +++++++++++++++++++ 3 files changed, 84 insertions(+), 3 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 604486c99..5cf4c767b 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -202,7 +202,7 @@ async def _arun( Tuple of pull request analysis text and artifact description """ - log_prefix: str = "GitHubPullRequestAnalyzerAgent:" + log_prefix: str = "GitHubPullRequestAnalyzerAgent: " log_prefix_items: List[str] = [] if repository_name: log_prefix_items.append(f"{repository_name=}") @@ -249,7 +249,7 @@ async def _arun( full_text: str if not counts_only: - full_text = "Number,Title,User,CreatedAt,ClosedAt,Url,State,Body\n" + full_text = "Number,Title,User,Created,Closed,Url,State,Body\n" for pr in pull_requests: full_text += f'{pr.pull_request_number},"{pr.title}",{pr.user},{pr.created_at},{pr.closed_at},{pr.html_url},{pr.state},"{pr.body}"\n' else: diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index 17c0cffef..afea157f3 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -159,7 +159,7 @@ async def _arun( Tuple of Jira issue text and artifact description """ - log_prefix: str = "JiraIssuesAnalyzerAgent:" + log_prefix: str = "JiraIssuesAnalyzerAgent: " log_prefix_items: List[str] = [] if project_name: log_prefix_items.append(f"{project_name=}") diff --git a/tests/gateway/tools/test_jira_issues_analyzer_tool.py b/tests/gateway/tools/test_jira_issues_analyzer_tool.py index d9965adac..733a65085 100644 --- a/tests/gateway/tools/test_jira_issues_analyzer_tool.py +++ b/tests/gateway/tools/test_jira_issues_analyzer_tool.py @@ -276,3 +276,84 @@ async def test_jira_issues_analyzer_full_details_tool( print("====== End of Final Content ======") assert "EFS" in content # assert "data:image/png;base64" in content + + +async def test_jira_issues_analyzer_tool_all_projects( + async_client: httpx.AsyncClient, +) -> None: + print("") + + test_container: SimpleContainer = await get_container_async() + + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + EnvironmentVariables, lambda c: MockEnvironmentVariables() + ) + + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "EFS" + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig(name="current_date"), + AgentConfig(name="jira_issues_analyzer"), + ], + ) + ] + ) + + # Test health endpoint + # response = await async_client.get("/health") + # assert response.status_code == 200 + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # change the default port if needed + http_client=async_client, + ) + + # call API + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": "Get the jira issues per assignee for past 1 month for all projects", + } + ], + model="General Purpose", + ) + + print(chat_completion) + + # print the top "choice" + choices: List[Choice] = chat_completion.choices + print(choices) + content: Optional[str] = ",".join( + [choice.message.content or "" for choice in choices] + ) + assert content is not None + print("======== Final Content ========") + print(content) + print("====== End of Final Content ======") + assert "EFS" in content From ee31cdc51a69e297c4e5dd16b49c9c8cdfb0982f Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 23:10:33 -0500 Subject: [PATCH 035/237] fix markdown --- .../gateway/utilities/jira/jira_issues_helper.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index b337ac3ce..6e248064a 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -94,10 +94,10 @@ async def retrieve_closed_issues( query: str = "" try: # Construct JQL (Jira Query Language) based on parameters - jql_conditions = [f"status = {status}"] + jql_conditions = [f"status = '{status}'"] if project_key: - jql_conditions.append(f"project = {project_key}") + jql_conditions.append(f"project = '{project_key}'") if min_created_at: jql_conditions.append( @@ -120,7 +120,7 @@ async def retrieve_closed_issues( ) if assignee: - jql_conditions.append(f"assignee = {assignee}") + jql_conditions.append(f"assignee = '{assignee}'") jql = " AND ".join(jql_conditions) @@ -129,6 +129,8 @@ async def retrieve_closed_issues( if not sort_by_direction: sort_by_direction = "desc" jql += f" ORDER BY {sort_by} {sort_by_direction}" + else: + jql += " ORDER BY updated desc" # Pagination parameters max_results = max_issues or 100 # * (max_projects or 10) From 6c67bd281462d0b7fda840350c7a93853b084966 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 23:27:45 -0500 Subject: [PATCH 036/237] use paging --- .../github_pull_request_analyzer_tool.py | 4 ++- .../tools/jira_issues_analyzer_tool.py | 3 +- .../github/github_pull_request_helper.py | 34 +++++++++++++------ 3 files changed, 28 insertions(+), 13 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 5cf4c767b..015e606a2 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -251,7 +251,9 @@ async def _arun( if not counts_only: full_text = "Number,Title,User,Created,Closed,Url,State,Body\n" for pr in pull_requests: - full_text += f'{pr.pull_request_number},"{pr.title}",{pr.user},{pr.created_at},{pr.closed_at},{pr.html_url},{pr.state},"{pr.body}"\n' + clean_title: str = pr.title.replace('"', "'") + clean_body: str = pr.body.replace('"', "'") if pr.body else "" + full_text += f'{pr.pull_request_number},"{clean_title}",{pr.user},{pr.created_at},{pr.closed_at},{pr.html_url},{pr.state},"{clean_body}"\n' else: # Summarize pull requests by engineer pr_counts: Dict[str, GithubPullRequestPerContributorInfo] = ( diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index afea157f3..efce30e5c 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -225,7 +225,8 @@ async def _arun( if not counts_only: full_text = "Id,Summary,Status,Assignee,Created,Closed\n" for issue in jira_issues: - full_text += f'{issue.key},"{issue.summary}",{issue.status},{issue.assignee},{issue.created_at},{issue.closed_at}\n' + clean_summary: str = issue.summary.replace('"', "'") + full_text += f'{issue.key},"{clean_summary}",{issue.status},{issue.assignee},{issue.created_at},{issue.closed_at}\n' else: # Summarize issues by engineer pr_summary = self.jira_issues_helper.summarize_issues_by_assignee( diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index 94fd7131d..e669e31c7 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -175,17 +175,29 @@ async def retrieve_closed_prs( prs_url = ( f"{self.base_url}/repos/{self.org_name}/{repo['name']}/pulls" ) - prs_response = await client.get( - prs_url, - params={ - "state": status or "closed", - "sort": "created", - "direction": "desc", - }, - ) - query += f"\n{str(prs_response.request.url)}" - prs_response.raise_for_status() - prs: List[Dict[str, Any]] = prs_response.json() + pages_remaining = True + prs: List[Dict[str, Any]] = [] + page_number = 1 + + while pages_remaining: + prs_response = await client.get( + prs_url, + params={ + "state": status or "closed", + "sort": "created", + "direction": "desc", + "per_page": max_pull_requests or 50, + "page": page_number, + }, + ) + query += f"\n{str(prs_response.request.url)}" + prs_response.raise_for_status() + prs.extend(prs_response.json()) + if len(prs_response.json()) == 0: + pages_remaining = False + elif max_pull_requests and len(prs) >= max_pull_requests: + pages_remaining = False + page_number += 1 for pr_index, pr in enumerate(prs): if max_pull_requests and pr_index >= max_pull_requests: From 6f72d6a4839286e254ce97948076b0dce21b4bf1 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 21 Jan 2025 23:38:45 -0500 Subject: [PATCH 037/237] use paging --- .../utilities/github/github_pull_request_helper.py | 9 +++------ .../gateway/utilities/jira/jira_issues_helper.py | 11 +++-------- 2 files changed, 6 insertions(+), 14 deletions(-) diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index e669e31c7..9f6081b98 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -389,10 +389,7 @@ def export_results( try: with open(output_file, "w") as f: - f.write("Contributor\tPR Count\tRepos\n") - for engineer, info in pr_counts.items(): - repos_text: str = " | ".join(info.repos) if info.repos else "" - f.write(f"{engineer}\t{info.pull_request_count}\t{repos_text}\n") + f.write(self.export_results_as_csv(pr_counts=pr_counts)) self.logger.info(f"Results exported to {output_file}") except IOError as e: self.logger.error(f"Failed to export results: {e}") @@ -410,8 +407,8 @@ def export_results_as_csv( pr_counts (Dict[str, GithubPullRequestPerContributorInfo]): PR counts by engineer """ - result: str = "Contributor\tPR Count\tRepos\n" + result: str = "Contributor,PullRequests,Repos\n" for engineer, info in pr_counts.items(): repos_text: str = " | ".join(info.repos) if info.repos else "" - result += f"{engineer}\t{info.pull_request_count}\t{repos_text}\n" + result += f'{engineer},{info.pull_request_count},"{repos_text}"\n' return result diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index 6e248064a..aeb6d5eaf 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -358,12 +358,7 @@ def export_results( try: with open(output_file, "w") as f: - f.write("Assignee\tIssue Count\tProjects\n") - for assignee, info in issue_counts.items(): - projects_text: str = ( - " | ".join(info.projects) if info.projects else "" - ) - f.write(f"{assignee}\t{info.issue_count}\t{projects_text}\n") + f.write(self.export_results_to_csv(issue_counts=issue_counts)) self.logger.info(f"Results exported to {output_file}") except IOError as e: self.logger.error(f"Failed to export results: {e}") @@ -381,8 +376,8 @@ def export_results_to_csv( issue_counts (Dict[str, Dict[str, Any]]): Issue counts by assignee """ - result: str = "Assignee\tIssue Count\tProjects\n" + result: str = "Assignee,IssueCount,Projects\n" for assignee, info in issue_counts.items(): projects_text: str = " | ".join(info.projects) if info.projects else "" - result += f"{assignee}\t{info.issue_count}\t{projects_text}\n" + result += f'{assignee},{info.issue_count},"{projects_text}"\n' return result From ade1b4912d1490d7d87053140ad182601e06faf9 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 22 Jan 2025 17:26:40 -0500 Subject: [PATCH 038/237] fix test --- .../github/github_pull_request_helper.py | 6 ++-- ...est_github_get_summarized_pull_requests.py | 30 ++++++++++++------- 2 files changed, 22 insertions(+), 14 deletions(-) diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index 9f6081b98..a69772d79 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -154,9 +154,8 @@ async def retrieve_closed_prs( }, params=params, ) - if not query: - url = repos_response.request.url - query += f"\n{str(url)}" + url = repos_response.request.url + query += f"\n{str(url)}" repos_response.raise_for_status() repos.extend(repos_response.json()) @@ -164,6 +163,7 @@ async def retrieve_closed_prs( pages_remaining = False elif len(repos_response.json()) == 0: pages_remaining = False + page_number += 1 # Limit repositories if max_repos is specified repos = repos[:max_repos] if max_repos else repos diff --git a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py index 283deb27b..3735d7f04 100644 --- a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py +++ b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py @@ -45,6 +45,7 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non makedirs(temp_folder) max_repos = 2 + max_pull_requests = 10 test_container: SimpleContainer = await get_container_async() @@ -74,11 +75,9 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non # org_name = "icanbwell" repo_name = "helix.pipelines" - # repos_url = f"https://api.github.com/repos/{org_name}/{repo_name}" - repos_url = f"https://api.github.com/orgs/{org_name}/repos?type=all&sort=pushed&direction=desc&per_page={max_repos}&page=1" httpx_mock.add_response( - url=repos_url, + url=f"https://api.github.com/orgs/{org_name}/repos?type=all&sort=pushed&direction=desc&per_page={max_repos}&page=1", method="GET", headers={ "Authorization": f"Bearer {access_token}", @@ -90,10 +89,7 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non status_code=200, ) - # mock pull API - pull_url: str = ( - f"https://api.github.com/repos/{org_name}/{repo_name}/pulls?state=closed&sort=created&direction=desc" - ) + # mock pull API for first repo sample_pull_content: List[Dict[str, Any]] = [ { "url": "https://api.github.com/repos/icanbwell/helix.pipelines/pulls/1", @@ -119,7 +115,9 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non }, ] httpx_mock.add_response( - url=pull_url, + url=( + f"https://api.github.com/repos/{org_name}/{repo_name}/pulls?state=closed&sort=created&direction=desc&per_page={max_pull_requests}&page=1" + ), method="GET", headers={ "Authorization": f"Bearer {access_token}", @@ -128,10 +126,20 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non content=json.dumps(sample_pull_content).encode(), status_code=200, ) - pull_url = f"https://api.github.com/repos/{org_name}/foo/pulls?state=closed&sort=created&direction=desc" + httpx_mock.add_response( + url=f"https://api.github.com/repos/{org_name}/{repo_name}/pulls?state=closed&sort=created&direction=desc&per_page={max_pull_requests}&page=2", + method="GET", + headers={ + "Authorization": f"Bearer {access_token}", + "Accept": "application/vnd.github+json", + }, + content=json.dumps([]).encode(), + status_code=200, + ) + # now pull requests from second repo sample_pull_content = [] httpx_mock.add_response( - url=pull_url, + url=f"https://api.github.com/repos/{org_name}/foo/pulls?state=closed&sort=created&direction=desc&per_page={max_pull_requests}&page=1", method="GET", headers={ "Authorization": f"Bearer {access_token}", @@ -160,7 +168,7 @@ async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> Non # Get PR counts with optional parameters pull_request_result: GithubPullRequestResult = await pr_counter.retrieve_closed_prs( max_repos=max_repos, # Optional: limit repositories - max_pull_requests=200, # Optional: limit PRs + max_pull_requests=max_pull_requests, # Optional: limit PRs min_created_at=datetime( 2024, 9, 1, tzinfo=timezone.utc ), # Optional: minimum created date From cc2d1fbff4dde707afd5164fd791efab2c7d8a07 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 22 Jan 2025 23:00:27 -0500 Subject: [PATCH 039/237] fix test --- ...ithub_get_summarized_pull_requests_from_one_repo.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py index a98bb7e1b..a02c83a9a 100644 --- a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py +++ b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py @@ -48,6 +48,8 @@ async def test_github_get_summarized_pull_requests_from_one_repo( test_container: SimpleContainer = await get_container_async() + max_pull_requests = 2 + max_repos = 2 if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): org_name: str = "icanbwell" access_token: Optional[str] = "fake_token" @@ -83,7 +85,7 @@ async def test_github_get_summarized_pull_requests_from_one_repo( # mock pull API pull_url: str = ( - f"https://api.github.com/repos/{org_name}/{repo_name}/pulls?state=closed&sort=created&direction=desc" + f"https://api.github.com/repos/{org_name}/{repo_name}/pulls?state=closed&sort=created&direction=desc&per_page={max_pull_requests}&page=1" ) sample_pull_content: List[Dict[str, Any]] = [ { @@ -101,7 +103,7 @@ async def test_github_get_summarized_pull_requests_from_one_repo( "url": "https://api.github.com/repos/icanbwell/helix.pipelines/pulls/2", "html_url": "", "diff_url": "", - "number": 2, + "number": max_repos, "state": "closed", "title": "PR 2", "user": {"login": "user2"}, @@ -139,8 +141,8 @@ async def test_github_get_summarized_pull_requests_from_one_repo( # Get PR counts with optional parameters pull_request_result: GithubPullRequestResult = ( await pr_counter.retrieve_closed_prs( - max_repos=2, # Optional: limit repositories - max_pull_requests=200, # Optional: limit PRs + max_repos=max_repos, # Optional: limit repositories + max_pull_requests=max_pull_requests, # Optional: limit PRs min_created_at=datetime( 2024, 9, 1, tzinfo=timezone.utc ), # Optional: minimum created date From 59a9c2393b22fb568637542ee6888c7ac4faf56e Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 23 Jan 2025 06:56:22 -0500 Subject: [PATCH 040/237] add sorting of GH PRs --- .../github_pull_request_analyzer_tool.py | 16 ++++- .../utilities/github/github_pull_request.py | 1 + .../github/github_pull_request_helper.py | 72 +++++++++++++++---- .../test_github_pull_request_analyzer_tool.py | 2 +- 4 files changed, 75 insertions(+), 16 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 015e606a2..df0f9ea11 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -102,6 +102,10 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): default=100, description="Maximum number of pull requests to retrieve", ) + include_full_description: Optional[bool] = Field( + default=False, + description="Include full issue description or not", + ) class GitHubPullRequestAnalyzerTool(ResilientBaseTool): @@ -139,8 +143,8 @@ class GitHubPullRequestAnalyzerTool(ResilientBaseTool): description: str = ( "Advanced GitHub pull request analysis tool. " "USAGE TIPS: " - "- Specify repository with 'in [repo]' " - "- Specify contributor with username " + "- Specify repository with 'in [repo]'. repository can be null for all repos " + "- Specify contributor with username. contributor can be null for all contributors " "- If querying for a specific date range, include 'from [date] to [date]' " "- Set 'counts_only' if you want to get counts only" "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " @@ -171,6 +175,7 @@ def _run( sort_by_direction: Optional[Literal["asc", "desc"]] = None, use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, + include_full_description: Optional[bool] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -194,6 +199,7 @@ async def _arun( sort_by_direction: Optional[Literal["asc", "desc"]] = None, use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, + include_full_description: Optional[bool] = None, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. @@ -252,7 +258,11 @@ async def _arun( full_text = "Number,Title,User,Created,Closed,Url,State,Body\n" for pr in pull_requests: clean_title: str = pr.title.replace('"', "'") - clean_body: str = pr.body.replace('"', "'") if pr.body else "" + clean_body: str = ( + pr.body.replace('"', "'") + if pr.body and include_full_description + else "" + ) full_text += f'{pr.pull_request_number},"{clean_title}",{pr.user},{pr.created_at},{pr.closed_at},{pr.html_url},{pr.state},"{clean_body}"\n' else: # Summarize pull requests by engineer diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request.py b/language_model_gateway/gateway/utilities/github/github_pull_request.py index 2e7d24be2..05f5003d7 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request.py @@ -11,6 +11,7 @@ class GithubPullRequest: title: str created_at: Optional[datetime] closed_at: Optional[datetime] + updated_at: Optional[datetime] html_url: str diff_url: Optional[str] state: Optional[str] diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index a69772d79..1e5290272 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -1,5 +1,6 @@ import asyncio import logging +import os import re from datetime import datetime from logging import Logger @@ -107,6 +108,16 @@ async def retrieve_closed_prs( assert self.org_name, "Organization name is required" assert self.github_access_token, "GitHub access token is required" + if os.environ.get("LOG_INPUT_AND_OUTPUT", "0") == "1": + self.logger.info( + f"Retrieving closed PRs for {self.org_name} organization" + f" with max_repos={max_repos}, max_pull_requests={max_pull_requests}," + f" min_created_at={min_created_at}, max_created_at={max_created_at}," + f" include_merged={include_merged}, repo_name={repo_name}," + f" sort_by={sort_by}, sort_by_direction={sort_by_direction}," + f" status={status}" + ) + async with self.http_client_factory.create_http_client( base_url=self.base_url, headers=self.headers, timeout=30.0 ) as client: @@ -114,6 +125,8 @@ async def retrieve_closed_prs( try: if repo_name: repos_url = f"{self.base_url}/repos/{self.org_name}/{repo_name}" + if os.environ.get("LOG_INPUT_AND_OUTPUT", "0") == "1": + self.logger.info(f"Fetching repository: {repos_url}") repo_response = await client.get( repos_url, headers={ @@ -121,6 +134,7 @@ async def retrieve_closed_prs( **self.headers, }, ) + if not query: url: URL = repo_response.request.url query += f"\n{str(url)}" @@ -141,11 +155,10 @@ async def retrieve_closed_prs( "per_page": max_repos or 50, "page": page_number, } - if sort_by: - params["sort"] = sort_by - if sort_by and sort_by_direction: - params["direction"] = sort_by_direction - + if os.environ.get("LOG_INPUT_AND_OUTPUT", "0") == "1": + self.logger.info( + f"Fetching repositories: {repos_url}: {params}" + ) repos_response = await client.get( repos_url, headers={ @@ -180,15 +193,19 @@ async def retrieve_closed_prs( page_number = 1 while pages_remaining: + params = { + "state": status or "closed", + "sort": sort_by or "created", + "direction": sort_by_direction or "desc", + "per_page": max_pull_requests or 50, + "page": page_number, + } + if os.environ.get("LOG_INPUT_AND_OUTPUT", "0") == "1": + self.logger.info(f"Fetching PRs: {prs_url}: {params}") + prs_response = await client.get( prs_url, - params={ - "state": status or "closed", - "sort": "created", - "direction": "desc", - "per_page": max_pull_requests or 50, - "page": page_number, - }, + params=params, ) query += f"\n{str(prs_response.request.url)}" prs_response.raise_for_status() @@ -233,6 +250,13 @@ async def retrieve_closed_prs( if pr.get("closed_at") else None ), + updated_at=( + datetime.fromisoformat( + pr["updated_at"].replace("Z", "+00:00") + ) + if pr.get("updated_at") + else None + ), html_url=pr.get("html_url") or "No URL", diff_url=pr.get("diff_url") or "No URL", user=pr.get("user", {}).get("login") @@ -242,6 +266,30 @@ async def retrieve_closed_prs( ) ) + # sort the result across all repos + def sort_func(pr1: GithubPullRequest) -> Union[datetime, int, None]: + if sort_by == "created": + return pr1.created_at + elif sort_by == "updated": + return pr1.updated_at + else: + return pr1.created_at + + closed_prs_list = sorted( + closed_prs_list, + key=sort_func, # type: ignore[arg-type] + reverse=( + True + if not sort_by_direction or sort_by_direction == "desc" + else False + ), + ) + closed_prs_list = ( + closed_prs_list[:max_pull_requests] + if max_pull_requests + else closed_prs_list + ) + return GithubPullRequestResult( pull_requests=closed_prs_list, query=query, error=None ) diff --git a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py index a4d184dde..97df5fbac 100644 --- a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py +++ b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py @@ -256,7 +256,7 @@ async def test_github_pull_request_analyzer_full_details_tool( messages=[ { "role": "user", - "content": "List all the pull requests with title and author for the helix.pipelines repository for past 3 months", + "content": "Get last 3 PRs across all repositories", } ], model="General Purpose", From 65ce6eecff2d0643362888333f04361fe606c8cf Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 23 Jan 2025 07:05:27 -0500 Subject: [PATCH 041/237] add sorting of GH PRs --- .../tools/github_pull_request_analyzer_tool.py | 16 +++++++++------- .../test_github_pull_request_analyzer_tool.py | 2 +- 2 files changed, 10 insertions(+), 8 deletions(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index df0f9ea11..dc96d103e 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -102,9 +102,9 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): default=100, description="Maximum number of pull requests to retrieve", ) - include_full_description: Optional[bool] = Field( + include_description: Optional[bool] = Field( default=False, - description="Include full issue description or not", + description="Whether to include pull request description", ) @@ -149,7 +149,9 @@ class GitHubPullRequestAnalyzerTool(ResilientBaseTool): "- Set 'counts_only' if you want to get counts only" "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " "- Set 'sort_by_direction' to 'asc' or 'desc' " - "- Set use_verbose_logging to get verbose logs" + "- Set 'use_verbose_logging' to get verbose logs" + "- Set 'limit' to limit the number of pull requests to retrieve" + "- Set 'include_description' to include description" "- Example queries: " "'Pull requests in kubernetes/kubernetes', " "'PRs from johndoe in myorg/myrepo', " @@ -175,7 +177,7 @@ def _run( sort_by_direction: Optional[Literal["asc", "desc"]] = None, use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, - include_full_description: Optional[bool] = None, + include_description: Optional[bool] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -199,7 +201,7 @@ async def _arun( sort_by_direction: Optional[Literal["asc", "desc"]] = None, use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, - include_full_description: Optional[bool] = None, + include_description: Optional[bool] = None, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. @@ -255,12 +257,12 @@ async def _arun( full_text: str if not counts_only: - full_text = "Number,Title,User,Created,Closed,Url,State,Body\n" + full_text = "Number,Title,User,Created,Closed,Url,State,Description\n" for pr in pull_requests: clean_title: str = pr.title.replace('"', "'") clean_body: str = ( pr.body.replace('"', "'") - if pr.body and include_full_description + if pr.body and include_description else "" ) full_text += f'{pr.pull_request_number},"{clean_title}",{pr.user},{pr.created_at},{pr.closed_at},{pr.html_url},{pr.state},"{clean_body}"\n' diff --git a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py index 97df5fbac..a4d184dde 100644 --- a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py +++ b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py @@ -256,7 +256,7 @@ async def test_github_pull_request_analyzer_full_details_tool( messages=[ { "role": "user", - "content": "Get last 3 PRs across all repositories", + "content": "List all the pull requests with title and author for the helix.pipelines repository for past 3 months", } ], model="General Purpose", From 9b0f0049035db8af9fba64c4ad26f02c29a128cb Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 23 Jan 2025 07:09:06 -0500 Subject: [PATCH 042/237] add sorting of GH PRs --- .../gateway/tools/github_pull_request_analyzer_tool.py | 1 + tests/gateway/tools/test_github_pull_request_analyzer_tool.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index dc96d103e..c45969475 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -155,6 +155,7 @@ class GitHubPullRequestAnalyzerTool(ResilientBaseTool): "- Example queries: " "'Pull requests in kubernetes/kubernetes', " "'PRs from johndoe in myorg/myrepo', " + "'PRs including description from johndoe in myorg/myrepo', " "'What pull requests from imranq2 in helix.pipelines repo'" ) diff --git a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py index a4d184dde..ff1882ae1 100644 --- a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py +++ b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py @@ -256,7 +256,7 @@ async def test_github_pull_request_analyzer_full_details_tool( messages=[ { "role": "user", - "content": "List all the pull requests with title and author for the helix.pipelines repository for past 3 months", + "content": "List all the pull requests with title, author and description for the helix.pipelines repository for past 3 months", } ], model="General Purpose", From e9ca4fb852b195de0d6b4159a88653693983a96b Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 23 Jan 2025 07:15:59 -0500 Subject: [PATCH 043/237] add sorting of GH PRs --- .../gateway/tools/jira_issues_analyzer_tool.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index efce30e5c..b61c95241 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -99,7 +99,8 @@ class JiraIssuesAnalyzerTool(ResilientBaseTool): "- Set include_full_description to get full issue description" "- Set 'sort_by' to sort by 'created', 'updated', 'popularity', or 'long-running' " "- Set 'sort_by_direction' to 'asc' or 'desc' " - "- Set use_verbose_logging to get verbose logs" + "- Set 'use_verbose_logging' to get verbose logs" + "- Set 'limit' to get a specific number of issues" "- Example queries: " "'Pull issues in EFS', " "'Issues assigned to johndoe in EFS', " From 5780e59ff111f4211ef6ae88344990e3a04f103e Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Thu, 23 Jan 2025 12:02:46 -0600 Subject: [PATCH 044/237] added separate build stages for Local vs Deployment images and enabled hot reload in the local one; moved JIRA_USERNAME env variable to docker.env from docker compose so that each dev can set their own. --- .github/workflows/docker-publish.yml | 1 + Dockerfile | 107 +++++++++++++++++++++++---- docker-compose.yml | 3 +- docker.env.example | 1 + 4 files changed, 96 insertions(+), 16 deletions(-) diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml index 5c0b79a09..ab5c8d5a6 100644 --- a/.github/workflows/docker-publish.yml +++ b/.github/workflows/docker-publish.yml @@ -51,6 +51,7 @@ jobs: run: | docker buildx build \ --platform linux/amd64,linux/arm64 \ + --target production \ -t $REPOSITORY_URL/$IMAGE_NAME:$TAG \ -t $REPOSITORY_URL/$IMAGE_NAME:latest \ --push \ diff --git a/Dockerfile b/Dockerfile index 0c515a1e0..b96bc6966 100644 --- a/Dockerfile +++ b/Dockerfile @@ -48,9 +48,10 @@ RUN python -c "import sys; print(sys.platform, sys.version, sys.maxsize > 2**32) RUN pip debug --verbose RUN pip list -v -# Stage 2: Final runtime image for the application -# This stage creates a minimal image with only the runtime dependencies and the application code. -FROM public.ecr.aws/docker/library/python:3.12-alpine3.20 + +# Stage 2: Development image with hot reload +# This stage is optimized for local development with hot reload capability +FROM public.ecr.aws/docker/library/python:3.12-alpine3.20 AS development # Set terminal width (COLUMNS) and height (LINES) ENV COLUMNS=300 @@ -58,8 +59,7 @@ ENV COLUMNS=300 # Define an argument to control whether to run pipenv lock (not used in this stage) ARG GITHUB_TOKEN -# Install runtime dependencies required by the application (e.g., for shapely, grpcio, scipy, google-crc32 and numpy) -# You can use auditwheel to check any package and identify the native library dependencies +# Install runtime dependencies required by the application RUN apk add --no-cache curl libstdc++ libffi git graphviz graphviz-dev # Install pipenv to manage and run the application @@ -76,31 +76,108 @@ RUN mkdir -p ${PROMETHEUS_MULTIPROC_DIR} # Set the working directory for the project WORKDIR ${PROJECT_DIR} -# Copy the Pipfile and Pipfile.lock files into the runtime image +# Copy the Pipfile and Pipfile.lock files into the development image COPY Pipfile* ${PROJECT_DIR} -# Copy installed Python packages from the previous stage +# Copy installed Python packages from the first stage COPY --from=python_packages /usr/local/lib/python3.12/site-packages /usr/local/lib/python3.12/site-packages COPY --from=python_packages /usr/local/bin /usr/local/bin -# Copy the application code into the runtime image +# Copy the application code into the development image COPY ./language_model_gateway ${PROJECT_DIR}/language_model_gateway COPY ./setup.cfg ${PROJECT_DIR}/ -# Copy the Pipfile.lock from the previous stage in case it was locked +# Copy the Pipfile.lock from the first stage COPY --from=python_packages ${PROJECT_DIR}/Pipfile.lock ${PROJECT_DIR}/Pipfile.lock +COPY --from=python_packages ${PROJECT_DIR}/Pipfile.lock /tmp/Pipfile.lock + +# Create directories and list their contents (for debugging and verification) +RUN mkdir -p /usr/local/lib/python3.12/site-packages && ls -halt /usr/local/lib/python3.12/site-packages +RUN mkdir -p /usr/local/bin && ls -halt /usr/local/bin + +# Create the folder where we will store generated images +RUN mkdir -p ${PROJECT_DIR}/image_generation + +# Install the dependencies using pipenv in the development environment +RUN pipenv sync --dev --system --extra-pip-args="--prefer-binary" + +# Expose port 5000 for the application +EXPOSE 5000 + +# Switch to the root user to perform user management tasks +USER root + +# verify the installed version of the dot command for graphviz +RUN dot -V + +# Create a restricted user (appuser) and group (appgroup) for running the application +RUN addgroup -S appgroup && adduser -S -h /etc/appuser appuser -G appgroup + +# Ensure that the appuser owns the application files and directories +RUN chown -R appuser:appgroup ${PROJECT_DIR} /usr/local/lib/python3.12/site-packages /usr/local/bin ${PROMETHEUS_MULTIPROC_DIR} + +# Switch to the restricted user to enhance security +USER appuser + +# Development CMD with hot reload enabled +CMD ["sh", "-c", "\ + ddtrace-run uvicorn language_model_gateway.gateway.api:app \ + --host 0.0.0.0 \ + --port 5000 \ + --reload \ + --log-level $(echo ${LOG_LEVEL:-info} | tr '[:upper:]' '[:lower:]') \ + "] + +# Stage 3: Production deployment image +# This stage is optimized for deployment with multiple workers +FROM public.ecr.aws/docker/library/python:3.12-alpine3.20 AS production + +# Set terminal width (COLUMNS) and height (LINES) +ENV COLUMNS=300 + +# Define an argument to control whether to run pipenv lock (not used in this stage) +ARG GITHUB_TOKEN + +# Install runtime dependencies required by the application +RUN apk add --no-cache curl libstdc++ libffi git graphviz graphviz-dev + +# Install pipenv to manage and run the application +RUN pip install --no-cache-dir pipenv + +# Set environment variables for project configuration +ENV PROJECT_DIR=/usr/src/language_model_gateway +ENV PROMETHEUS_MULTIPROC_DIR=/tmp/prometheus +ENV PIP_ROOT_USER_ACTION=ignore + +# Create the directory for Prometheus metrics +RUN mkdir -p ${PROMETHEUS_MULTIPROC_DIR} + +# Set the working directory for the project +WORKDIR ${PROJECT_DIR} + +# Copy the Pipfile and Pipfile.lock files into the development image +COPY Pipfile* ${PROJECT_DIR} -# Copy Pipfile.lock to a temporary directory so it can be retrieved if needed +# Copy installed Python packages from the first stage +COPY --from=python_packages /usr/local/lib/python3.12/site-packages /usr/local/lib/python3.12/site-packages +COPY --from=python_packages /usr/local/bin /usr/local/bin + +# Copy the application code into the development image +COPY ./language_model_gateway ${PROJECT_DIR}/language_model_gateway +COPY ./setup.cfg ${PROJECT_DIR}/ + +# Copy the Pipfile.lock from the first stage +COPY --from=python_packages ${PROJECT_DIR}/Pipfile.lock ${PROJECT_DIR}/Pipfile.lock COPY --from=python_packages ${PROJECT_DIR}/Pipfile.lock /tmp/Pipfile.lock # Create directories and list their contents (for debugging and verification) RUN mkdir -p /usr/local/lib/python3.12/site-packages && ls -halt /usr/local/lib/python3.12/site-packages RUN mkdir -p /usr/local/bin && ls -halt /usr/local/bin -# create the folder where we will store generated images +# Create the folder where we will store generated images RUN mkdir -p ${PROJECT_DIR}/image_generation -# Install the dependencies using pipenv in the final runtime environment +# Install the dependencies using pipenv in the development environment RUN pipenv sync --dev --system --extra-pip-args="--prefer-binary" # Expose port 5000 for the application @@ -124,13 +201,13 @@ USER appuser # The number of workers can be controlled using the NUM_WORKERS environment variable # Otherwise the number of workers for uvicorn (using the multiprocessing worker) is chosen based on these guidelines: # (https://sentry.io/answers/number-of-uvicorn-workers-needed-in-production/) -# basically (cores * threads + 1) +# basically (cores _threads + 1) CMD ["sh", "-c", "\ # Get CPU info \ CORE_COUNT=$(nproc) && \ THREAD_COUNT=$(nproc --all) && \ \ - # Calculate workers using formula: (cores * threads + 1) \ + # Calculate workers using formula: (cores_ threads + 1) \ WORKER_COUNT=$((CORE_COUNT * THREAD_COUNT + 1)) && \ FINAL_WORKERS=${NUM_WORKERS:-$WORKER_COUNT} && \ \ @@ -143,4 +220,4 @@ CMD ["sh", "-c", "\ --port 5000 \ --workers $FINAL_WORKERS \ --log-level $(echo ${LOG_LEVEL:-info} | tr '[:upper:]' '[:lower:]') \ - "] + "] \ No newline at end of file diff --git a/docker-compose.yml b/docker-compose.yml index b1ed0b3c0..704f99618 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -3,6 +3,7 @@ services: build: dockerfile: Dockerfile context: . + target: development container_name: language_model_gateway environment: DEBUG_METRICS: 0 @@ -38,7 +39,7 @@ services: GITHUB_MAXIMUM_REPOS: "100" GITHUB_MAXIMUM_PULL_REQUESTS_PER_REPO: "100" JIRA_BASE_URL: "https://icanbwell.atlassian.net" - JIRA_USERNAME: "imran.qureshi@icanbwell.com" +# JIRA_USERNAME: "imran.qureshi@icanbwell.com" JIRA_MAXIMUM_PROJECTS: "100" JIRA_MAXIMUM_ISSUES_PER_PROJECT: "100" env_file: docker.env diff --git a/docker.env.example b/docker.env.example index c4aab32ed..9d6fe65f1 100644 --- a/docker.env.example +++ b/docker.env.example @@ -10,3 +10,4 @@ TAVILY_API_KEY= SCRAPING_BEE_API_KEY= GITHUB_TOKEN= JIRA_TOKEN= +JIRA_USERNAME= From 476d35acd61e9b1180be1d065088c2d0d8a4ebc3 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Fri, 24 Jan 2025 09:58:23 -0600 Subject: [PATCH 045/237] initial attempt at creating a tool to retrieve a specific Jira issue; added it to the Development Tools model --- .../testing/development_tools.json | 67 +++++----- .../gateway/tools/jira_issue_retriever.py | 124 ++++++++++++++++++ .../tools/jira_issues_analyzer_tool.py | 2 +- .../gateway/tools/tool_provider.py | 6 + .../github/github_pull_request_helper.py | 3 + .../utilities/jira/jira_issues_helper.py | 114 ++++++++++++++++ 6 files changed, 283 insertions(+), 33 deletions(-) create mode 100644 language_model_gateway/gateway/tools/jira_issue_retriever.py diff --git a/language_model_gateway/configs/chat_completions/testing/development_tools.json b/language_model_gateway/configs/chat_completions/testing/development_tools.json index eda3b7c77..115d34bf7 100644 --- a/language_model_gateway/configs/chat_completions/testing/development_tools.json +++ b/language_model_gateway/configs/chat_completions/testing/development_tools.json @@ -1,33 +1,36 @@ { - "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", - "id": "development_tools", - "name": "Development Tools", - "description": "This model allows searching pull requests across repos, getting git diff and getting issues from Jira.", - "owner": "Imran Qureshi", - "system_prompts": [ - { - "role": "system", - "content": "You are an agent that can search pull requests across repos and get git diff." - } - ], - "example_prompts": [ - { - "role": "user", - "content": "start" - } - ], - "tools": [ - { - "name": "current_date" - }, - { - "name": "github_pull_request_analyzer" - }, - { - "name": "github_pull_request_diff" - }, - { - "name": "jira_issues_analyzer" - } - ] -} + "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", + "id": "development_tools", + "name": "Development Tools", + "description": "This model allows searching pull requests across repos, getting git diff and getting issues from Jira.", + "owner": "Imran Qureshi", + "system_prompts": [ + { + "role": "system", + "content": "You are an advanced pull request analysis agent. Core capabilities:\\n\\n1. Jira Ticket Detection:\\n- Identify tickets: 2-4 capital letters + hyphen + 1-5 digits\\n- Examples: ATC-1234, EA-567, EFS-5263\\n- Scan PR title and description for ticket references\\n\\n2. Analysis Workflow:\\n- Search and retrieve PR details\\n- Extract git diff\\n- Use jira_issue_retriever for additional context\\n- Correlate code changes with Jira ticket info\\n\\n3. Guidelines:\\n- Verify ticket references\\n- Flag PR-ticket discrepancies\\n- Provide comprehensive findings\\n\\n4. Error Handling:\\n- Proceed with standard review if no tickets\\n- Communicate retrieval limitations\\n\\n5. Ethics:\\n- Respect access permissions\\n- Maintain objectivity\\n- Protect sensitive information" + } + ], + "example_prompts": [ + { + "role": "user", + "content": "start" + } + ], + "tools": [ + { + "name": "current_date" + }, + { + "name": "github_pull_request_analyzer" + }, + { + "name": "github_pull_request_diff" + }, + { + "name": "jira_issues_analyzer" + }, + { + "name": "jira_issue_retriever" + } + ] +} \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/jira_issue_retriever.py b/language_model_gateway/gateway/tools/jira_issue_retriever.py new file mode 100644 index 000000000..559e6ce32 --- /dev/null +++ b/language_model_gateway/gateway/tools/jira_issue_retriever.py @@ -0,0 +1,124 @@ +import logging +from typing import Type, Tuple, Literal +from pydantic import BaseModel, Field +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from language_model_gateway.gateway.utilities.jira.jira_issue_result import JiraIssueResult +from language_model_gateway.gateway.utilities.jira.jira_issues_helper import JiraIssueHelper + +logger = logging.getLogger(__name__) + +class JiraIssueRetrieverAgentInput(BaseModel): + """ + Input model for retrieving a specific Jira issue by ID. + """ + issue_id: str = Field( + default=None, + description="The ID of the Jira issue to retrieve. It typically follows this format: 2-4 capital letters + hyphen + 1-5 digits. Examples: ATC-1234, EFS-564", + ) + +class JiraIssueRetriever(ResilientBaseTool): + """ + A LangChain-compatible tool for retrieving a specific Jira issue by ID. + """ + name: str = "jira_issue_retriever" + description: str = ( + "Tool to retrieve a specific Jira issue by ID. " + "USAGE TIPS: " + "- Provide the Jira issue ID to retrieve the issue details." + "- ID typically follows this format: 2-4 capital letters + hyphen + 1-5 digits. Examples: ATC-1234, EFS-564" + ) + + args_schema: Type[BaseModel] = JiraIssueRetrieverAgentInput + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + + jira_issues_helper: JiraIssueHelper + + async def _arun( + self, + issue_id: str, + ) -> Tuple[str, str]: + """ + Asynchronous version of the Jira Issue by ID tool. + + Returns: + Tuple of Jira issue text and artifact description + """ + log_prefix: str = f"JiraIssueRetriever: issue_id={issue_id}" + + try: + jira_issue_result: JiraIssueResult = await self.jira_issues_helper.retrieve_issue_by_id(issue_id=issue_id) + + if jira_issue_result.error: + error_msg = f"Error retrieving Jira issue: {jira_issue_result.error}" + error_artifact = log_prefix + f" Retrieval Failed: {jira_issue_result.error}" + logger.error(error_msg) + return error_msg, error_artifact + + jira_issue = jira_issue_result.issues[0] + + full_text = ( + f"Id: {jira_issue.key}\n" + f"Summary: {jira_issue.summary}\n" + f"Status: {jira_issue.status}\n" + f"Assignee: {jira_issue.assignee}\n" + f"Created: {jira_issue.created_at}\n" + f"Closed: {jira_issue.closed_at}\n" + f"Description: {jira_issue.description}\n" + ) + + artifact = log_prefix + f", Retrieved issue {jira_issue.key}." + artifact += "\n\nResults:" + artifact += f"\n{full_text}" + + return full_text, artifact + + except Exception as e: + error_msg = f"Error retrieving Jira issue: {str(e)}" + error_artifact = log_prefix + " Retrieval Failed: " + str(e) + logger.error(error_msg) + return error_msg, error_artifact + + def _run( + self, + issue_id: str, + ) -> Tuple[str, str]: + """ + Synchronous version of the Jira Issue by ID tool. + + Returns: + Tuple of Jira issue text and artifact description + """ + log_prefix: str = f"JiraIssueRetriever: issue_id={issue_id}" + + try: + jira_issue_result: JiraIssueResult = self.jira_issues_helper.retrieve_issue_by_id(issue_id=issue_id) + + if jira_issue_result.error: + error_msg = f"Error retrieving Jira issue: {jira_issue_result.error}" + error_artifact = log_prefix + f" Retrieval Failed: {jira_issue_result.error}" + logger.error(error_msg) + return error_msg, error_artifact + + jira_issue = jira_issue_result.issues[0] + + full_text = ( + f"Id: {jira_issue.key}\n" + f"Summary: {jira_issue.summary}\n" + f"Status: {jira_issue.status}\n" + f"Assignee: {jira_issue.assignee}\n" + f"Created: {jira_issue.created_at}\n" + f"Closed: {jira_issue.closed_at}\n" + f"Description: {jira_issue.description}\n" + ) + + artifact = log_prefix + f", Retrieved issue {jira_issue.key}." + artifact += "\n\nResults:" + artifact += f"\n{full_text}" + + return full_text, artifact + + except Exception as e: + error_msg = f"Error retrieving Jira issue: {str(e)}" + error_artifact = log_prefix + " Retrieval Failed: " + str(e) + logger.error(error_msg) + return error_msg, error_artifact \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index b61c95241..f994fed90 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -22,7 +22,7 @@ class JiraIssuesAnalyzerAgentInput(BaseModel): """ - Input model for configuring GitHub Pull Request extraction and analysis. + Input model for configuring Jira data extraction and analysis. """ project_name: Optional[str] = Field( diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 5141535f2..1f913c73a 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -38,6 +38,9 @@ from language_model_gateway.gateway.tools.jira_issues_analyzer_tool import ( JiraIssuesAnalyzerTool, ) +from language_model_gateway.gateway.tools.jira_issue_retriever import ( + JiraIssueRetriever, +) from language_model_gateway.gateway.tools.network_topology_diagram_tool import ( NetworkTopologyGeneratorTool, ) @@ -137,6 +140,9 @@ def __init__( "jira_issues_analyzer": JiraIssuesAnalyzerTool( jira_issues_helper=jira_issues_helper ), + "jira_issue_retriever": JiraIssueRetriever( + jira_issues_helper=jira_issues_helper + ), # "sql_query": QuerySQLDataBaseTool( # db=SQLDatabase( # engine=Engine( diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index 1e5290272..db6c46ad0 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -217,6 +217,7 @@ async def retrieve_closed_prs( page_number += 1 for pr_index, pr in enumerate(prs): + self.logger.info(f"PR DETAILS:\n{pr}") if max_pull_requests and pr_index >= max_pull_requests: break @@ -413,6 +414,8 @@ async def get_pr_diff_content(self, *, pr_url: str) -> str: ) pr_response.raise_for_status() + # self.logger.info(f"PR Response:\n{pr_response.text}") + return pr_response.text except Exception as e: diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index aeb6d5eaf..8c80397d8 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -381,3 +381,117 @@ def export_results_to_csv( projects_text: str = " | ".join(info.projects) if info.projects else "" result += f'{assignee},{info.issue_count},"{projects_text}"\n' return result + + async def retrieve_issue_by_id( + self, + issue_id: str, + ) -> JiraIssueResult: + """ + Async method to retrieve a specific Jira issue by ID. + + Args: + issue_id (str): The ID of the Jira issue to retrieve + + Returns: + JiraIssueResult: The result containing the Jira issue + """ + assert self.jira_base_url, "Jira base URL is required" + assert self.jira_access_token, "Jira access token is required" + + async with self.http_client_factory.create_http_client( + base_url=self.jira_base_url, headers=self.headers, timeout=30.0 + ) as client: + query: str = "" + try: + response = await client.get(f"{self.jira_base_url}/rest/api/3/issue/{issue_id}") + response.raise_for_status() + + url: URL = response.request.url + query += f"{url}: {response.request.content.decode()}\n" + + issue_data = response.json() + fields_ = issue_data["fields"] + + assignee_object: Optional[Dict[str, Any]] = fields_.get("assignee", {}) + assignee_name: str = ( + assignee_object.get("displayName", "Unassigned") + if assignee_object + else "Unassigned" + ) + assignee_email: str = ( + assignee_object.get("emailAddress", "Unassigned") + if assignee_object + else "Unassigned" + ) + reporter_object: Optional[Dict[str, Any]] = fields_.get("reporter", {}) + reporter_name: str = ( + reporter_object.get("displayName", "Unassigned") + if reporter_object + else "Unassigned" + ) + reporter_email: str = ( + reporter_object.get("emailAddress", "Unassigned") + if reporter_object + else "Unassigned" + ) + creator_object: Optional[Dict[str, Any]] = fields_.get("creator", {}) + creator_name: str = ( + creator_object.get("displayName", "Unassigned") + if creator_object + else "Unassigned" + ) + creator_email: str = ( + creator_object.get("emailAddress", "Unassigned") + if creator_object + else "Unassigned" + ) + issue_type: str = fields_.get("issuetype", {}).get("name") + project_name: str = fields_.get("project", {}).get("name") + + def read_description(description: Dict[str, Any] | None) -> str: + if not description: + return "" + try: + description1 = "" + content: List[Dict[str, Any]] = description.get("content", []) + for item in content: + if item.get("type") == "paragraph": + for element in item.get("content", []): + if element.get("type") == "text": + description1 += element.get("text", "") + return description1 + except Exception as e: + self.logger.error(f"Error reading description: {e}: {description}") + return "" + + item_description: str = read_description(fields_.get("description", {})) + issue_priority: str = fields_.get("priority", {}).get("name") + + jira_issue = JiraIssue( + key=issue_data.get("key"), + url=issue_data.get("self"), + summary=fields_.get("summary", "No Summary"), + status=fields_.get("status", {}).get("name"), + created_at=datetime.fromisoformat(fields_["created"].replace("Z", "+00:00")), + closed_at=( + datetime.fromisoformat(fields_.get("resolutiondate", "").replace("Z", "+00:00")) + if fields_.get("resolutiondate") + else None + ), + assignee=assignee_name, + assignee_email=assignee_email, + reporter=reporter_name, + reporter_email=reporter_email, + creator=creator_name, + creator_email=creator_email, + issue_type=issue_type, + project_name=project_name, + description=item_description, + priority=issue_priority, + project=fields_.get("project", {}).get("key"), + ) + + return JiraIssueResult(issues=[jira_issue], query=query, error=None) + + except Exception as e: + return JiraIssueResult(issues=[], query=query, error=str(e)) From a8f437692502909c1b0c3d379294f07fc8db833c Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Fri, 24 Jan 2025 12:16:54 -0600 Subject: [PATCH 046/237] rolled back my changes to the existing Development Tools model and instead created a new PR Reviewer model to use my newly created tools; implemented a GH PR Retriever tool that can grab all the metadata about a PR --- .../testing/development_tools.json | 65 ++++++++-------- .../chat_completions/testing/pr_reviewer.json | 33 ++++++++ .../github_pull_request_retriever_tool.py | 75 +++++++++++++++++++ .../gateway/tools/jira_issue_retriever.py | 4 +- .../gateway/tools/tool_provider.py | 4 + .../github/github_pull_request_helper.py | 52 +++++++++++++ 6 files changed, 197 insertions(+), 36 deletions(-) create mode 100644 language_model_gateway/configs/chat_completions/testing/pr_reviewer.json create mode 100644 language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py diff --git a/language_model_gateway/configs/chat_completions/testing/development_tools.json b/language_model_gateway/configs/chat_completions/testing/development_tools.json index 115d34bf7..19be5a837 100644 --- a/language_model_gateway/configs/chat_completions/testing/development_tools.json +++ b/language_model_gateway/configs/chat_completions/testing/development_tools.json @@ -1,36 +1,33 @@ { - "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", - "id": "development_tools", - "name": "Development Tools", - "description": "This model allows searching pull requests across repos, getting git diff and getting issues from Jira.", - "owner": "Imran Qureshi", - "system_prompts": [ - { - "role": "system", - "content": "You are an advanced pull request analysis agent. Core capabilities:\\n\\n1. Jira Ticket Detection:\\n- Identify tickets: 2-4 capital letters + hyphen + 1-5 digits\\n- Examples: ATC-1234, EA-567, EFS-5263\\n- Scan PR title and description for ticket references\\n\\n2. Analysis Workflow:\\n- Search and retrieve PR details\\n- Extract git diff\\n- Use jira_issue_retriever for additional context\\n- Correlate code changes with Jira ticket info\\n\\n3. Guidelines:\\n- Verify ticket references\\n- Flag PR-ticket discrepancies\\n- Provide comprehensive findings\\n\\n4. Error Handling:\\n- Proceed with standard review if no tickets\\n- Communicate retrieval limitations\\n\\n5. Ethics:\\n- Respect access permissions\\n- Maintain objectivity\\n- Protect sensitive information" - } - ], - "example_prompts": [ - { - "role": "user", - "content": "start" - } - ], - "tools": [ - { - "name": "current_date" - }, - { - "name": "github_pull_request_analyzer" - }, - { - "name": "github_pull_request_diff" - }, - { - "name": "jira_issues_analyzer" - }, - { - "name": "jira_issue_retriever" - } - ] + "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", + "id": "development_tools", + "name": "Development Tools", + "description": "This model allows searching pull requests across repos, getting git diff and getting issues from Jira.", + "owner": "Imran Qureshi", + "system_prompts": [ + { + "role": "system", + "content": "You are an agent that can search pull requests across repos and get git diff." + } + ], + "example_prompts": [ + { + "role": "user", + "content": "start" + } + ], + "tools": [ + { + "name": "current_date" + }, + { + "name": "github_pull_request_analyzer" + }, + { + "name": "github_pull_request_diff" + }, + { + "name": "jira_issues_analyzer" + } + ] } \ No newline at end of file diff --git a/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json new file mode 100644 index 000000000..5b2889bef --- /dev/null +++ b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json @@ -0,0 +1,33 @@ +{ + "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", + "id": "pr_reviewer", + "name": "PR Reviewer", + "description": "This model allows retrieving meta data about a pull request, figuring out the corresponding Jira ticket, getting git diff of the changes, and then analyzing the quality of the code as well as whether the changes match the requirements outlined in the Jira.", + "owner": "Denis Chaykovskiy", + "system_prompts": [ + { + "role": "system", + "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets.\\n\\nSYSTEM CAPABILITIES:\\n\\nI. Ticket Detection Protocol\\n- Ticket Pattern: [A-Z]{2,4}[ -]\\\\d{1,5}\\n- Scanning Locations (PRIORITIZED):\\n 1. Pull Request Title (HIGHEST PRIORITY)\\n 2. Pull Request Description\\n- Valid Examples: ATC-1234, Atc 6789, EA-567, EFS-5263\\n- Extraction Method: Strict Regex-based identification\\n\\nII. Ticket Retrieval Workflow\\n1. Ticket Identification\\n- FIRST: Scan PR title for ticket references using STRICT regex matching\\n- IF no ticket found in title, THEN scan description\\n- Use case-insensitive regex to extract potential ticket identifiers\\n- Validate ticket format with STRICT validation\\n- Prioritize tickets found in title over description\\n\\n2. Ticket Context Gathering\\n- Utilize jira_issue_retriever for comprehensive ticket details\\n- Retrieve:\\n * Ticket description\\n * Acceptance criteria\\n * Current status\\n * Associated requirements\\n\\nIII. Ticket Validation Rules\\n- Ticket Pattern Validation:\\n * Must start with 2-4 uppercase letters\\n * Followed by a hyphen or space\\n * Ending with 1-5 digits\\n * Strict regex validation\\n\\nIV. Extraction Confidence Scoring\\n- Title match: 100% confidence\\n- Description match: 50% confidence\\n- Multiple potential matches: Flag for manual review\\n\\nV. Code Diff Analysis\\n1. Git Diff Extraction\\n- Retrieve full code difference\\n- Analyze:\\n * Added lines\\n * Removed lines\\n * Modified sections\\n\\n2. Requirement Correlation\\n- Map code changes against Jira ticket requirements\\n- Verify:\\n * Are all requirements implemented?\\n * Do code changes align with ticket description?\\n * Are there any deviations or potential misunderstandings?\\n\\nVI. Comprehensive Reporting\\n- Generate detailed analysis including:\\n * Identified Jira Tickets\\n * Code Change Summary\\n * Requirement Fulfillment Status\\n * Ticket Extraction Method\\n * Extraction Confidence Level\\n * Potential Discrepancies\\n * Recommendation for Review\\n\\nVII. Error Handling\\n- Logging of all ticket extraction attempts\\n- Explicit reporting of:\\n * Source of ticket identification (Title/Description)\\n * Confidence level of ticket extraction\\n * Any ambiguities in ticket identification\\n\\n- If no tickets detected:\\n * Perform standard code review\\n * Note lack of ticket references\\n- If ticket retrieval fails:\\n * Document specific retrieval limitations\\n * Proceed with available information\\n\\nOPERATIONAL CONSTRAINTS:\\n- Respect GitHub and Jira API usage limits\\n- Ensure secure token management\\n- Prioritize code and requirement integrity\\n\\nOUTPUT FORMAT:\\n\\n []\\n \\n \\n \\n \\n \\n \\n \\n
\\n \\n \\n\\n\\nAUTHENTICATION:\\n- GitHub Token: {$GITHUB_TOKEN}\\n- Jira Token: {$JIRA_TOKEN}\\n\\nBegin analysis of pull request: {$PR_DETAILS}" + } + ], + "example_prompts": [ + { + "role": "user", + "content": "review this PR: https://github.com/icanbwell/helix.providersearch/pull/493" + } + ], + "tools": [ + { + "name": "current_date" + }, + { + "name": "github_pull_request_retriever" + }, + { + "name": "github_pull_request_diff" + }, + { + "name": "jira_issue_retriever" + } + ] +} \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py b/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py new file mode 100644 index 000000000..7e823a610 --- /dev/null +++ b/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py @@ -0,0 +1,75 @@ +import logging + +from pydantic import BaseModel, Field + +from typing import Type, Optional, Tuple, Literal +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from language_model_gateway.gateway.utilities.github.github_pull_request import GithubPullRequest +from language_model_gateway.gateway.utilities.github.github_pull_request_helper import GithubPullRequestHelper + +logger = logging.getLogger(__name__) + +class GitHubPullRequestRetrieverInput(BaseModel): + """Input model for GitHub Pull Request retriever tool.""" + url: str = Field( + ..., + title="Pull Request URL", + description="URL of the GitHub pull request to retrieve information from", + ) + use_verbose_logging: Optional[bool] = Field( + default=False, + description="Whether to enable verbose logging", + ) + +class GitHubPullRequestRetriever(ResilientBaseTool): + """ + LangChain-compatible tool for retrieving information about a GitHub pull request. + """ + name: str = "github_pull_request_retriever" + description: str = "Retrieves information about a GitHub pull request given its URL, such as title, description, etc." + + args_schema: Type[BaseModel] = GitHubPullRequestRetrieverInput + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + + github_pull_request_helper: GithubPullRequestHelper + + def _run( + self, + url: Optional[str] = None, + use_verbose_logging: Optional[bool] = None, + ) -> Tuple[str, str]: + """ + Synchronous version of the tool (falls back to async implementation). + + Raises: + NotImplementedError: Always raises to enforce async usage + """ + raise NotImplementedError("Use async version of this tool") + + async def _arun( + self, + url: Optional[str] = None, + use_verbose_logging: Optional[bool] = None, + ) -> Tuple[str, str]: + """ + Asynchronous version of the GitHub Pull Request retriever tool. + + Returns: + Tuple of pull request information and artifact description + """ + assert url, "Pull request URL is required" + + try: + pull_request: GithubPullRequest = ( + await self.github_pull_request_helper.get_pr_info(pr_url=url) + ) + artifact = f"GitHubPullRequestRetriever: Retrieved information for {url}" + if use_verbose_logging: + artifact += f"\n===== Pull Request Info =====\n{pull_request}\n===== End of Info =====" + return str(pull_request), artifact + + except Exception as e: + error_msg = f"Error retrieving GitHub pull request: {str(e)}" + error_artifact = "GitHubPullRequestRetriever: Retrieval failed" + logger.error(error_msg) + return error_msg, error_artifact \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/jira_issue_retriever.py b/language_model_gateway/gateway/tools/jira_issue_retriever.py index 559e6ce32..d130bb116 100644 --- a/language_model_gateway/gateway/tools/jira_issue_retriever.py +++ b/language_model_gateway/gateway/tools/jira_issue_retriever.py @@ -13,7 +13,7 @@ class JiraIssueRetrieverAgentInput(BaseModel): """ issue_id: str = Field( default=None, - description="The ID of the Jira issue to retrieve. It typically follows this format: 2-4 capital letters + hyphen + 1-5 digits. Examples: ATC-1234, EFS-564", + description="The ID of the Jira issue to retrieve. It typically follows this format: 2-4 capital letters + hyphen or space + 1-5 digits. Examples: ATC-1234, Atc 6789, EFS-564", ) class JiraIssueRetriever(ResilientBaseTool): @@ -25,7 +25,7 @@ class JiraIssueRetriever(ResilientBaseTool): "Tool to retrieve a specific Jira issue by ID. " "USAGE TIPS: " "- Provide the Jira issue ID to retrieve the issue details." - "- ID typically follows this format: 2-4 capital letters + hyphen + 1-5 digits. Examples: ATC-1234, EFS-564" + "- ID typically follows this format: 2-4 capital letters + hyphen or space + 1-5 digits. Examples: ATC-1234, Atc 6789, EFS-564" ) args_schema: Type[BaseModel] = JiraIssueRetrieverAgentInput diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 1f913c73a..4688d0048 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -30,6 +30,7 @@ from language_model_gateway.gateway.tools.github_pull_request_diff_tool import ( GitHubPullRequestDiffTool, ) +from language_model_gateway.gateway.tools.github_pull_request_retriever_tool import GitHubPullRequestRetriever from language_model_gateway.gateway.tools.google_search_tool import GoogleSearchTool from language_model_gateway.gateway.tools.graph_viz_diagram_generator_tool import ( GraphVizDiagramGeneratorTool, @@ -143,6 +144,9 @@ def __init__( "jira_issue_retriever": JiraIssueRetriever( jira_issues_helper=jira_issues_helper ), + "github_pull_request_retriever": GitHubPullRequestRetriever( + github_pull_request_helper=github_pull_request_helper + ), # "sql_query": QuerySQLDataBaseTool( # db=SQLDatabase( # engine=Engine( diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index db6c46ad0..eca3ca553 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -463,3 +463,55 @@ def export_results_as_csv( repos_text: str = " | ".join(info.repos) if info.repos else "" result += f'{engineer},{info.pull_request_count},"{repos_text}"\n' return result + + async def get_pr_info(self, *, pr_url: str) -> GithubPullRequest: + """ + Async method to fetch information for a given GitHub PR URL. + + Args: + pr_url (str): Full GitHub PR URL + + Returns: + GithubPullRequest: The pull request information + """ + assert self.org_name, "Organization name is required" + assert self.github_access_token, "GitHub access token is required" + + async with self.http_client_factory.create_http_client( + base_url=self.base_url + ) as client: + try: + # Parse the PR URL + pr_details: Dict[str, Any] = self.parse_pr_url(pr_url=pr_url) + + # Construct PR URL + pr_url = f"{self.base_url}/repos/{pr_details['owner']}/{pr_details['repo']}/pulls/{pr_details['pr_number']}" + headers: Dict[str, str] = { + "Authorization": f"Bearer {self.github_access_token}", + "Accept": "application/vnd.github.v3+json", + "User-Agent": "AsyncGithubPullRequestHelper", + } + # Fetch PR details + pr_response: Response = await client.get( + url=pr_url, headers=headers, follow_redirects=True + ) + pr_response.raise_for_status() + pr_data = pr_response.json() + + return GithubPullRequest( + pull_request_number=pr_data["number"], + repo=pr_data["base"]["repo"]["name"], + user=pr_data["user"]["login"], + title=pr_data["title"], + created_at=datetime.fromisoformat(pr_data["created_at"].replace("Z", "+00:00")), + closed_at=datetime.fromisoformat(pr_data["closed_at"].replace("Z", "+00:00")) if pr_data.get("closed_at") else None, + updated_at=datetime.fromisoformat(pr_data["updated_at"].replace("Z", "+00:00")), + html_url=pr_data["html_url"], + diff_url=pr_data.get("diff_url"), + state=pr_data["state"], + body=pr_data.get("body"), + ) + + except Exception as e: + self.logger.error(f"Error fetching PR information: {e}") + raise From 6e857ad4acdc50bab50b12938bd2012734557671 Mon Sep 17 00:00:00 2001 From: Drew Simmons <162177915+drew-bwell@users.noreply.github.com> Date: Fri, 24 Jan 2025 13:21:47 -0500 Subject: [PATCH 047/237] IOP-4114: add CONNECTHUB to provider search datasets --- language_model_gateway/gateway/tools/provider_search_tool.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/provider_search_tool.py b/language_model_gateway/gateway/tools/provider_search_tool.py index fb2d1ff9f..d8b7f554a 100644 --- a/language_model_gateway/gateway/tools/provider_search_tool.py +++ b/language_model_gateway/gateway/tools/provider_search_tool.py @@ -48,7 +48,7 @@ def _build_query(self) -> str: ) { searchProviders( searchProvidersInput: { - client: [{ dataSets: NPPES }] + client: [{ dataSets: [NPPES, CONNECTHUB] }] search: $search searchPosition: $searchPosition specialty: $specialty From 5bc51b84a9cb3ab5f67f3b7b1399f5744c818e54 Mon Sep 17 00:00:00 2001 From: anuragverma099 Date: Sat, 25 Jan 2025 03:00:28 +0530 Subject: [PATCH 048/237] Added health summary generator tool --- .../testing/health_summary_generator.json | 46 +++++++++ .../tools/health_summary_generator_tool.py | 97 +++++++++++++++++++ .../gateway/tools/tool_provider.py | 6 ++ 3 files changed, 149 insertions(+) create mode 100644 language_model_gateway/configs/chat_completions/testing/health_summary_generator.json create mode 100644 language_model_gateway/gateway/tools/health_summary_generator_tool.py diff --git a/language_model_gateway/configs/chat_completions/testing/health_summary_generator.json b/language_model_gateway/configs/chat_completions/testing/health_summary_generator.json new file mode 100644 index 000000000..64322a086 --- /dev/null +++ b/language_model_gateway/configs/chat_completions/testing/health_summary_generator.json @@ -0,0 +1,46 @@ +{ + "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", + "id": "health_summary_generator", + "name": "Health Summary Generator", + "description": "An AI assistant to generate the healthcare summary from the files for diagnosis.", + "owner": "Anurag Verma, Naveen Kumar Yadav", + "type": "langchain", + "model": { + "provider": "bedrock", + "model": "us.anthropic.claude-3-5-haiku-20241022-v1:0" + }, + "system_prompts": [ + { + "role": "system", + "content": "You are an expert data processor tasked with analyzing a general claims file, which may include data on Diagnoses, Procedures, Pharmaceuticals, Pharmacies, and Hospitals. Your job is to generate a health summary report for each user in the file. Follow these steps:\n\n1. **Diagnoses:**\n - Check the file for diagnosis-related columns, which may contain either diagnosis names or codes.\n - If the file contains diagnosis codes:\n - Search the web for descriptions of these codes.\n - Deduplicate the descriptions and store them.\n - If the file contains diagnosis names but not codes:\n - Collect and deduplicate the diagnosis names.\n - Print the deduplicated list of diagnosis names.\n\n2. **Procedures:**\n - Identify columns related to procedures.\n - Like diagnoses, check if columns contain procedure codes:\n - Fetch descriptions for codes and deduplicate.\n - If the columns contain procedure names only:\n - Deduplicate the procedure names.\n - Print the deduplicated list of procedure names.\n\n3. **Pharmaceuticals:**\n - Repeat the same process as Diagnoses and Procedures:\n - Check for codes, acquire descriptions, and deduplicate.\n - If names only exist, deduplicate them.\n\n4. **Output Structure:**\n - For each user (assume `user1name` as a placeholder for the given user ID in your file):\n - Create a JSON object with their health summary.\n - The JSON should include lists of deduplicated information for diagnosis and procedures.\n - Example output:\n ```json\n {\n \"user1name\": {\n \"diagnosis\": [\"diagnosis_description1\", \"diagnosis_description2\"],\n \"procedure\": [\"procedure_description1\", \"procedure_description2\"]\n }\n }\n ```\n\n5. **Final Output:**\n - Return the complete structured JSON for all users.\n - Print this JSON data." + } + ], + "tools": [ + { + "name": "health_summary_generator" + }, + { + "name": "web_search" + } + ], + "example_prompts": [ + { + "role": "user", + "content": "I am giving you the s3_url for the file 's3://test-bucket/abc.csv'. Give me the health summary for the users in the file." + }, + { + "role": "user", + "content": "I am giving you the s3_url for the file 's3://test-bucket/abc.csv'. Give me the health summary for the first 5 users in the file." + } + ], + "model_parameters": [ + { + "key": "max_tokens", + "value": "1000" + }, + { + "key": "temperature", + "value": "0.3" + } + ] +} \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/health_summary_generator_tool.py b/language_model_gateway/gateway/tools/health_summary_generator_tool.py new file mode 100644 index 000000000..50f4129e4 --- /dev/null +++ b/language_model_gateway/gateway/tools/health_summary_generator_tool.py @@ -0,0 +1,97 @@ +from language_model_gateway.gateway.file_managers.file_manager import FileManager +from language_model_gateway.gateway.file_managers.file_manager_factory import ( + FileManagerFactory, +) +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from pydantic import BaseModel, Field +from typing import Type, Optional, Tuple, Literal +from starlette.responses import Response, StreamingResponse + +from language_model_gateway.gateway.utilities.s3_url import S3Url + + +class HealthSummaryGeneratorModel(BaseModel): + """ + Model to generate the health summary report for each user showing the diagnosis, procedures and medications of the + user + """ + + url: Optional[str] = Field( + default=None, + description="S3 uri for the file for which we will be generating the health summary", + ) + + +class HealthSummaryGeneratorTool(ResilientBaseTool): + """ + The HealthSummaryGeneratorTool is designed to generate comprehensive health summary reports for users + by processing claims data files stored in S3. This tool extracts and deduplicates information about + diagnoses, procedures, and medications for each user, producing a structured JSON report. + """ + + name: str = "health_summary_generator" + + description: str = """ + The HealthSummaryGeneratorTool is designed to generate comprehensive health summary reports for users + by processing claims data files stored in S3. This tool extracts and deduplicates information about + diagnoses, procedures, and medications for each user, producing a structured JSON report. + Features: + - Accepts a file URL pointing to a claims file in S3. + - Extracts data related to diagnoses, procedures, and pharmaceuticals, checking for both names and codes. + - Searches for descriptions of codes if provided, using them for further processing. + - Deduplicates all extracted data to ensure clean output. + - Generates a summary JSON object for each user, outlining consolidated health data. + """ + + args_schema: Type[BaseModel] = ( + HealthSummaryGeneratorModel # Should be the input parameters class you created above + ) + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + file_manager_factory: FileManagerFactory + + # You can define any other initialization parameters to your class. These are not passed by the LLM but we can pass them + # during initialization + + async def _arun(self, url: Optional[str] = None) -> Tuple[str, str]: + # do your actual work here + if not url: + return "No URL provided", "URL for S3 object is required" + + # Create a file manager instance from the factory + file_manager: FileManager = self.file_manager_factory.get_file_manager( + folder=url + ) + + s3_uri = S3Url(url) + bucket_name = s3_uri.bucket + file_name = s3_uri.key + + # Download the file from the S3 bucket + response: StreamingResponse | Response = await file_manager.read_file_async( + folder=bucket_name, file_path=file_name + ) + + # Check if the response is successful + if not isinstance(response, StreamingResponse): + return "Failed to retrieve the file", f"Error retrieving file: {response}" + + # Extract content from the file + content = await self._extract_content(response) + return content, "File successfully fetched" + + def _run(self, url: Optional[str] = None) -> Tuple[str, str]: + """ + Synchronous version of the tool (falls back to async implementation). + Raises: + NotImplementedError: Always raises to enforce async usage + """ + raise NotImplementedError("Use async version of this tool") + + async def _extract_content(self, response: StreamingResponse) -> str: + """Extracts and returns content from a streaming response.""" + extracted_content = "" + async for chunk in response.body_iterator: + # Decode the chunk, assuming it is UTF-8 encoded + extracted_content += chunk.decode("utf-8") # type: ignore + + return extracted_content diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 5141535f2..3b07b2846 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -24,6 +24,9 @@ from language_model_gateway.gateway.tools.flow_chart_generator_tool import ( FlowChartGeneratorTool, ) +from language_model_gateway.gateway.tools.health_summary_generator_tool import ( + HealthSummaryGeneratorTool, +) from language_model_gateway.gateway.tools.github_pull_request_analyzer_tool import ( GitHubPullRequestAnalyzerTool, ) @@ -96,6 +99,9 @@ def __init__( "python_repl": PythonReplTool(), "get_web_page": URLToMarkdownTool(), "arxiv_search": ArxivQueryRun(), + "health_summary_generator": HealthSummaryGeneratorTool( + file_manager_factory=file_manager_factory, + ), "image_generator": ImageGeneratorTool( image_generator_factory=image_generator_factory, file_manager_factory=file_manager_factory, From 1711849327375d395cdb9360b180740df304d3da Mon Sep 17 00:00:00 2001 From: anuragverma099 Date: Sat, 25 Jan 2025 03:00:28 +0530 Subject: [PATCH 049/237] fixed pre commit error --- .../gateway/tools/health_summary_generator_tool.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/health_summary_generator_tool.py b/language_model_gateway/gateway/tools/health_summary_generator_tool.py index 50f4129e4..c0919ae20 100644 --- a/language_model_gateway/gateway/tools/health_summary_generator_tool.py +++ b/language_model_gateway/gateway/tools/health_summary_generator_tool.py @@ -92,6 +92,6 @@ async def _extract_content(self, response: StreamingResponse) -> str: extracted_content = "" async for chunk in response.body_iterator: # Decode the chunk, assuming it is UTF-8 encoded - extracted_content += chunk.decode("utf-8") # type: ignore + extracted_content += chunk.decode("utf-8") # type: ignore return extracted_content From 413c26adb06e6e30866b81f9f445a4b5ce5e4bdb Mon Sep 17 00:00:00 2001 From: anuragverma099 Date: Sat, 25 Jan 2025 17:17:09 +0530 Subject: [PATCH 050/237] added documentation in the code --- docker.env.example | 12 ------- .../testing/health_summary_generator.json | 2 +- .../tools/health_summary_generator_tool.py | 32 ++++++++++++------- 3 files changed, 21 insertions(+), 25 deletions(-) delete mode 100644 docker.env.example diff --git a/docker.env.example b/docker.env.example deleted file mode 100644 index c4aab32ed..000000000 --- a/docker.env.example +++ /dev/null @@ -1,12 +0,0 @@ -OPENAI_API_KEY=s -LANGCHAIN_API_KEY= -LANGCHAIN_TRACING_V2="false" -LOAD_PROMPT_FROM_LANGCHAIN_HUB="false" -AZURE_OPENAI_API_KEY= -AWS_CREDENTIALS_PROFILE= -GOOGLE_API_KEY= -GOOGLE_CSE_ID= -TAVILY_API_KEY= -SCRAPING_BEE_API_KEY= -GITHUB_TOKEN= -JIRA_TOKEN= diff --git a/language_model_gateway/configs/chat_completions/testing/health_summary_generator.json b/language_model_gateway/configs/chat_completions/testing/health_summary_generator.json index 64322a086..f8e294097 100644 --- a/language_model_gateway/configs/chat_completions/testing/health_summary_generator.json +++ b/language_model_gateway/configs/chat_completions/testing/health_summary_generator.json @@ -2,7 +2,7 @@ "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", "id": "health_summary_generator", "name": "Health Summary Generator", - "description": "An AI assistant to generate the healthcare summary from the files for diagnosis.", + "description": "An AI assistant to generate the healthcare summary from the s3 files for users.", "owner": "Anurag Verma, Naveen Kumar Yadav", "type": "langchain", "model": { diff --git a/language_model_gateway/gateway/tools/health_summary_generator_tool.py b/language_model_gateway/gateway/tools/health_summary_generator_tool.py index c0919ae20..dc9360207 100644 --- a/language_model_gateway/gateway/tools/health_summary_generator_tool.py +++ b/language_model_gateway/gateway/tools/health_summary_generator_tool.py @@ -16,7 +16,7 @@ class HealthSummaryGeneratorModel(BaseModel): user """ - url: Optional[str] = Field( + s3_uri: Optional[str] = Field( default=None, description="S3 uri for the file for which we will be generating the health summary", ) @@ -49,20 +49,22 @@ class HealthSummaryGeneratorTool(ResilientBaseTool): response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" file_manager_factory: FileManagerFactory - # You can define any other initialization parameters to your class. These are not passed by the LLM but we can pass them - # during initialization - - async def _arun(self, url: Optional[str] = None) -> Tuple[str, str]: + async def _arun(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: + """ + Asynchronous version of the health summary generator tool. + :param s3_uri: (string) s3 uri of the file which we need to parse. + :return: The content of the file. + """ # do your actual work here - if not url: - return "No URL provided", "URL for S3 object is required" + if not s3_uri: + return "No s3 file path provided", "uri for S3 object is required" # Create a file manager instance from the factory file_manager: FileManager = self.file_manager_factory.get_file_manager( - folder=url + folder=s3_uri ) - s3_uri = S3Url(url) + s3_uri = S3Url(s3_uri) bucket_name = s3_uri.bucket file_name = s3_uri.key @@ -79,16 +81,22 @@ async def _arun(self, url: Optional[str] = None) -> Tuple[str, str]: content = await self._extract_content(response) return content, "File successfully fetched" - def _run(self, url: Optional[str] = None) -> Tuple[str, str]: + def _run(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). + :param s3_uri: (string) s3 uri of the file which we need to parse. Raises: NotImplementedError: Always raises to enforce async usage """ raise NotImplementedError("Use async version of this tool") - async def _extract_content(self, response: StreamingResponse) -> str: - """Extracts and returns content from a streaming response.""" + @staticmethod + async def _extract_content(response: StreamingResponse) -> str: + """ + Extracts and returns content from a streaming response. + :param response: (StreamingResponse) s3 response for the file + :return: returns the file content in string format. + """ extracted_content = "" async for chunk in response.body_iterator: # Decode the chunk, assuming it is UTF-8 encoded From a7f32feaec93ed62b474373e1bea6280edb31d3f Mon Sep 17 00:00:00 2001 From: anuragverma099 Date: Sat, 25 Jan 2025 17:19:50 +0530 Subject: [PATCH 051/237] added env example file --- docker.env.example | 12 ++++++++++++ .../gateway/tools/health_summary_generator_tool.py | 6 +++--- 2 files changed, 15 insertions(+), 3 deletions(-) create mode 100644 docker.env.example diff --git a/docker.env.example b/docker.env.example new file mode 100644 index 000000000..c4aab32ed --- /dev/null +++ b/docker.env.example @@ -0,0 +1,12 @@ +OPENAI_API_KEY=s +LANGCHAIN_API_KEY= +LANGCHAIN_TRACING_V2="false" +LOAD_PROMPT_FROM_LANGCHAIN_HUB="false" +AZURE_OPENAI_API_KEY= +AWS_CREDENTIALS_PROFILE= +GOOGLE_API_KEY= +GOOGLE_CSE_ID= +TAVILY_API_KEY= +SCRAPING_BEE_API_KEY= +GITHUB_TOKEN= +JIRA_TOKEN= diff --git a/language_model_gateway/gateway/tools/health_summary_generator_tool.py b/language_model_gateway/gateway/tools/health_summary_generator_tool.py index dc9360207..dc97a38ad 100644 --- a/language_model_gateway/gateway/tools/health_summary_generator_tool.py +++ b/language_model_gateway/gateway/tools/health_summary_generator_tool.py @@ -64,9 +64,9 @@ async def _arun(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: folder=s3_uri ) - s3_uri = S3Url(s3_uri) - bucket_name = s3_uri.bucket - file_name = s3_uri.key + s3_url_object = S3Url(s3_uri) + bucket_name = s3_url_object.bucket + file_name = s3_url_object.key # Download the file from the S3 bucket response: StreamingResponse | Response = await file_manager.read_file_async( From 60f47a9590aabddcc62c41aa477a84bd890c2d07 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Sat, 25 Jan 2025 10:59:41 -0600 Subject: [PATCH 052/237] added a basic tool for searching Confluence and created a new Confluence model to test the tool --- .../chat_completions/testing/confluence.json | 27 ++++ .../container/container_factory.py | 12 ++ .../gateway/tools/confluence_search_tool.py | 79 +++++++++++ .../gateway/tools/tool_provider.py | 6 + .../gateway/utilities/confluence/__init__.py | 0 .../utilities/confluence/confluence_helper.py | 125 ++++++++++++++++++ .../confluence/confluence_search_result.py | 11 ++ 7 files changed, 260 insertions(+) create mode 100644 language_model_gateway/configs/chat_completions/testing/confluence.json create mode 100644 language_model_gateway/gateway/tools/confluence_search_tool.py create mode 100644 language_model_gateway/gateway/utilities/confluence/__init__.py create mode 100644 language_model_gateway/gateway/utilities/confluence/confluence_helper.py create mode 100644 language_model_gateway/gateway/utilities/confluence/confluence_search_result.py diff --git a/language_model_gateway/configs/chat_completions/testing/confluence.json b/language_model_gateway/configs/chat_completions/testing/confluence.json new file mode 100644 index 000000000..07ec0e199 --- /dev/null +++ b/language_model_gateway/configs/chat_completions/testing/confluence.json @@ -0,0 +1,27 @@ +{ + "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", + "id": "confluence", + "name": "Confluence", + "description": "This model allows retrieving searching through Confluence for relevant articles.", + "owner": "Denis Chaykovskiy", + "system_prompts": [ + { + "role": "system", + "content": "You are an advanced Confluence search and information retrieval AI assistant with the following core capabilities:\n\n## Search Strategy\n\n- _Carefully analyze the user's query to extract key search terms_\n- Break down complex queries into precise, targeted search phrases\n- _Perform multiple search iterations if initial results are insufficient_\n- _If 'space' is used in the query and there are no results, try the same search without the 'space'_\n- Prioritize relevance and accuracy in search results\n\n## Search Execution Rules\n\n1. Use the provided ConfluenceSearchTool to perform searches\n2. Conduct searches using:\n - _Exact phrase matching_\n - Keyword variations\n - _Semantic intent analysis_\n\n## Response Generation Guidelines\n\n- Provide a concise, direct answer to the user's query\n- Include verbatim excerpts from source documents\n- Cite ALL sources with full Confluence document URLs\n- Ensure answers are clear, professional, and directly address the query\n\n## Output Format\n\n```markdown\n# Search Results\n\n## Query Summary\n[Brief restatement of the original user query]\n\n## Answer\n[Concise, direct answer to the query]\n\n## Sources\n\n### Source 1\n- **Document Title**: [Title of Confluence Document]\n- **Document URL**: [Full URL to Confluence Document]\n- **Relevance Score**: [0-100 percentage score]\n- **Excerpt**: [Most relevant 1-2 sentence excerpt]\n\n[Additional source entries follow same structure]\n```\n\n## Error Handling\n\nIf no relevant documents are found:\n\n```markdown\n# No Results\n\nUnfortunately, no Confluence documents were found matching your query.\n\n**Suggestions:**\n- Try alternative search terms\n- Verify the topic exists in our documentation\n- Contact support for further assistance\n```\n\n## Confidence and Transparency\n\n- Always indicate the confidence level of search results\n- If uncertain about a complete answer, clearly state limitations\n- Encourage users to verify critical information\n\n## Ethical Considerations\n\n- Respect document access permissions\n- Do not disclose sensitive or confidential information\n- Prioritize user privacy and information security\n\n```bash\n# Function Call\nConfluenceSearchTool(query=\"{USER_QUERY}\")\n```\n\n## Example Interaction\n\n**User**: \"How do we set up continuous integration for our Python projects?\"\n\n```markdown\n# Search Results\n\n## Query Summary\nContinuous Integration Setup for Python Projects\n\n## Answer\nTo set up continuous integration for Python projects, we recommend using GitHub Actions with a standard Python workflow. Key steps include:\n1. Create a .github/workflows directory\n2. Define a YAML workflow file\n3. Specify Python version and testing commands\n4. Configure automatic testing on push and pull requests\n\n## Sources\n\n### Source 1\n- **Document Title**: DevOps: Python CI/CD Best Practices\n- **Document URL**: https://company.confluence.com/devops/python-ci-guide\n- **Relevance Score**: 95\n- **Excerpt**: GitHub Actions provides a robust framework for continuous integration in Python projects, allowing automated testing and deployment.\n```" + } + ], + "example_prompts": [ + { + "role": "user", + "content": "is there anything documented in Confluence regarding the concept of data sets in PSS in ATC space?." + } + ], + "tools": [ + { + "name": "current_date" + }, + { + "name": "confluence_search_tool" + } + ] +} \ No newline at end of file diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 66a917fef..b06601e51 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -34,6 +34,7 @@ OpenAiChatCompletionsProvider, ) from language_model_gateway.gateway.tools.tool_provider import ToolProvider +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) @@ -120,6 +121,16 @@ async def create_container_async(self) -> SimpleContainer: ), ) + container.register( + ConfluenceHelper, + lambda c: ConfluenceHelper( + http_client_factory=c.resolve(HttpClientFactory), + confluence_base_url=c.resolve(EnvironmentVariables).jira_base_url, + access_token=c.resolve(EnvironmentVariables).jira_token, + username=c.resolve(EnvironmentVariables).jira_username, + ), + ) + container.register( ToolProvider, lambda c: ToolProvider( @@ -129,6 +140,7 @@ async def create_container_async(self) -> SimpleContainer: environment_variables=c.resolve(EnvironmentVariables), github_pull_request_helper=c.resolve(GithubPullRequestHelper), jira_issues_helper=c.resolve(JiraIssueHelper), + confluence_helper=c.resolve(ConfluenceHelper), ), ) container.register( diff --git a/language_model_gateway/gateway/tools/confluence_search_tool.py b/language_model_gateway/gateway/tools/confluence_search_tool.py new file mode 100644 index 000000000..bab6c9e08 --- /dev/null +++ b/language_model_gateway/gateway/tools/confluence_search_tool.py @@ -0,0 +1,79 @@ +import logging +from typing import Type, Literal, Optional, Tuple +from pydantic import BaseModel, Field + +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper +from language_model_gateway.gateway.utilities.csv_to_markdown_converter import CsvToMarkdownConverter + +logger = logging.getLogger(__name__) + + +class ConfluenceSearchToolInput(BaseModel): + """ + Input model for configuring Confluence search and analysis. + + IMPORTANT LLM PARSING GUIDANCE: + - When a query mentions a specific space, extract the space name exactly as written + - If there are no search results returned when 'space' is used, try the same query without the 'space' + - Examples of parsing: + * "what is PSS in ATC space" + -> space = "atc" + * "how are vitals processed in athd space" + -> space = "athd" + + Attributes: + space (Optional[str]): + Specific Confluence space where the search must be constrained in. + PARSING HINT: Directly use the repository name mentioned in the query. + Can include organization prefix (e.g., "org/repo"). + Example: "atc", "athd" + + # ... (rest of the attributes remain the same) + """ + search_string: str = Field(..., description="The search string to use for querying Confluence content.") + space: Optional[str] = Field(..., description="The Confluence space where the user is asking to search in.") + limit: Optional[int] = Field(default=10, description="Maximum number of search results to retrieve.") + + +class ConfluenceSearchTool(ResilientBaseTool): + name: str = "confluence_search_tool" + description: str = ( + "Tool for searching content in Confluence. " + "USAGE TIPS: " + "- Provide a search string to search content in Confluence." + "- Indicate the Confluence space to limit the search results." + ) + + args_schema: Type[BaseModel] = ConfluenceSearchToolInput + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + + confluence_helper: ConfluenceHelper + + async def _arun(self, search_string: str, space: Optional[str] = None, limit: Optional[int] = 10) -> Tuple[str, str]: + try: + search_results = await self.confluence_helper.search_content(search_string, limit, space) + + logger.info(f"CONFLUENCE SEARCH TOOL, RESULTS:\n{search_results}") + + if not search_results: + return "No results found.", "No results found." + + csv_results = self.confluence_helper.format_results_as_csv(search_results) + csv_results_display = self.confluence_helper.format_results_as_csv_for_display(search_results) + markdown_results = CsvToMarkdownConverter.csv_to_markdown_table(csv_results_display) + + artifact = f"Search results for query: {search_string}\n\nResults:\n{markdown_results}" + return csv_results, artifact + except Exception as e: + error_msg = f"Error searching Confluence content: {str(e)}" + return error_msg, error_msg + + def _run(self, search_string: str, limit: Optional[int] = 10) -> Tuple[str, str]: + """ + Synchronous version of the tool (falls back to async implementation). + + Raises: + NotImplementedError: Always raises to enforce async usage + """ + raise NotImplementedError("Use async version of this tool") \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 4688d0048..4ce1fce6a 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -15,6 +15,7 @@ ImageGeneratorFactory, ) from language_model_gateway.gateway.ocr.ocr_extractor_factory import OCRExtractorFactory +from language_model_gateway.gateway.tools.confluence_search_tool import ConfluenceSearchTool from language_model_gateway.gateway.tools.current_time_tool import CurrentTimeTool from langchain_community.tools.pubmed.tool import PubmedQueryRun @@ -55,6 +56,7 @@ SequenceDiagramGeneratorTool, ) from language_model_gateway.gateway.tools.url_to_markdown_tool import URLToMarkdownTool +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) @@ -76,6 +78,7 @@ def __init__( environment_variables: EnvironmentVariables, github_pull_request_helper: GithubPullRequestHelper, jira_issues_helper: JiraIssueHelper, + confluence_helper: ConfluenceHelper ) -> None: web_search_tool: BaseTool default_web_search_tool: str = environ.get( @@ -147,6 +150,9 @@ def __init__( "github_pull_request_retriever": GitHubPullRequestRetriever( github_pull_request_helper=github_pull_request_helper ), + "confluence_search_tool": ConfluenceSearchTool( + confluence_helper=confluence_helper + ), # "sql_query": QuerySQLDataBaseTool( # db=SQLDatabase( # engine=Engine( diff --git a/language_model_gateway/gateway/utilities/confluence/__init__.py b/language_model_gateway/gateway/utilities/confluence/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py new file mode 100644 index 000000000..02373f53d --- /dev/null +++ b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py @@ -0,0 +1,125 @@ +import base64 +import csv +import logging +from datetime import datetime +from typing import List, Optional +from urllib.parse import urlencode + +from language_model_gateway.gateway.utilities.confluence.confluence_search_result import ConfluenceSearchResult + + +class ConfluenceHelper: + def __init__(self, *, http_client_factory, confluence_base_url: str, access_token: str, username: str): + self.http_client_factory = http_client_factory + self.logger = logging.getLogger(__name__) + self.confluence_base_url = confluence_base_url.rstrip("/") + self.confluence_access_token = access_token + self.username = username + + credentials = base64.b64encode(f"{username}:{access_token}".encode()).decode() + self.headers = { + "Authorization": f"Basic {credentials}", + "Content-Type": "application/json", + "Accept": "application/json", + "User-Agent": "AsyncConfluenceHelper", + } + + async def search_content(self, search_string: str, limit: int = 10, space: Optional[str] = None) -> List[ConfluenceSearchResult]: + async with self.http_client_factory.create_http_client( + base_url=self.confluence_base_url, headers=self.headers, timeout=30.0 + ) as client: + try: + self.logger.info(f"Searching Confluence for: {search_string}") + cql_query = f'text ~ "{search_string}"' + if space: + cql_query += f' AND space="{space}"' + + base_url = f"{self.confluence_base_url}/wiki/rest/api/search" + params = {"cql": cql_query, "limit": limit} + + # Combine them to create the full URL for logging + full_url = f"{base_url}?{urlencode(params)}" + self.logger.info(f"Making Confluence request to: {full_url}") + + # Make the actual request + response = await client.get(base_url, params=params) + + response.raise_for_status() + + results = response.json().get("results", []) + self.logger.info(f"Confluence raw response:\n{results}") + search_results = [] + for result in results: + content = result.get('content', {}) + search_results.append(ConfluenceSearchResult( + id=content.get('id'), + title=content.get('title'), + url=f"{self.confluence_base_url}/wiki/{content.get('_links', {}).get('webui')}", + updated_at=datetime.fromisoformat(result.get('lastModified').replace("Z", "+00:00")), + excerpt=result.get('excerpt'), + )) + return search_results + except Exception as e: + self.logger.error(f"Error searching Confluence content: {str(e)}") + return [] + + def write_results_to_csv(self, search_results: List[ConfluenceSearchResult], output_file: str) -> None: + """ + Export search results to a CSV file. + + Args: + search_results (List[ConfluenceSearchResult]): List of search results + output_file (str): Path to the output CSV file + """ + assert output_file, "Output file path is required" + assert search_results, "Search results are required" + + try: + with open(output_file, mode='w', newline='') as file: + writer = csv.writer(file) + writer.writerow(["Id", "Title", "URL", "Updated", "Excerpt"]) + for result in search_results: + writer.writerow([ + result.id, + result.title, + result.url, + result.updated_at.isoformat(), + result.excerpt + ]) + self.logger.info(f"Results exported to {output_file}") + except IOError as e: + self.logger.error(f"Failed to export results: {e}") + + def format_results_as_csv(self, search_results: List[ConfluenceSearchResult]) -> str: + """ + Export search results to a CSV formatted string. + + Args: + search_results (List[ConfluenceSearchResult]): List of search results + + Returns: + str: CSV formatted string of search results + """ + assert search_results, "Search results are required" + + output = "Id,Title,URL,Updated,Excerpt\n" + for result in search_results: + output += f'{result.id},"{result.title}",{result.url},{result.updated_at.isoformat()},"{result.excerpt}"\n' + return output + + def format_results_as_csv_for_display(self, search_results: List[ConfluenceSearchResult]) -> str: + """ + Export search results to a CSV formatted string. + + Args: + search_results (List[ConfluenceSearchResult]): List of search results + + Returns: + str: CSV formatted string of search results + """ + assert search_results, "Search results are required" + + output = "Id,Title,URL,Updated\n" + for result in search_results: + output += f'{result.id},"{result.title}",{result.url},{result.updated_at.isoformat()}"\n' + return output \ No newline at end of file diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_search_result.py b/language_model_gateway/gateway/utilities/confluence/confluence_search_result.py new file mode 100644 index 000000000..ebb9bcac8 --- /dev/null +++ b/language_model_gateway/gateway/utilities/confluence/confluence_search_result.py @@ -0,0 +1,11 @@ +from dataclasses import dataclass +from datetime import datetime +from typing import Optional + +@dataclass +class ConfluenceSearchResult: + id: str + title: str + url: str + updated_at: Optional[datetime] = None + excerpt: Optional[str] = None From 12bb0e6307b616215f10e99d13515f3123de4615 Mon Sep 17 00:00:00 2001 From: anuragverma099 Date: Sat, 25 Jan 2025 22:31:28 +0530 Subject: [PATCH 053/237] moved extract method to file manager class --- .../configs/config_schema.json | 6 ++++-- .../gateway/file_managers/file_manager.py | 14 ++++++++++++++ .../tools/health_summary_generator_tool.py | 16 +--------------- 3 files changed, 19 insertions(+), 17 deletions(-) diff --git a/language_model_gateway/configs/config_schema.json b/language_model_gateway/configs/config_schema.json index aadff0ec6..e4686bf53 100644 --- a/language_model_gateway/configs/config_schema.json +++ b/language_model_gateway/configs/config_schema.json @@ -214,7 +214,8 @@ "pdf_text_extractor ", "github_pull_request_analyzer", "github_pull_request_diff", - "jira_issues_analyzer" + "jira_issues_analyzer", + "health_summary_generator" ] }, { @@ -278,7 +279,8 @@ "pdf_text_extractor ", "github_pull_request_analyzer", "github_pull_request_diff", - "jira_issues_analyzer" + "jira_issues_analyzer", + "health_summary_generator" ] }, { diff --git a/language_model_gateway/gateway/file_managers/file_manager.py b/language_model_gateway/gateway/file_managers/file_manager.py index 2a0359dc9..2438ad4da 100644 --- a/language_model_gateway/gateway/file_managers/file_manager.py +++ b/language_model_gateway/gateway/file_managers/file_manager.py @@ -26,3 +26,17 @@ async def read_file_async( self, *, folder: str, file_path: str ) -> StreamingResponse | Response: raise NotImplementedError("Must be implemented in a subclass") + + @staticmethod + async def extract_content(response: StreamingResponse) -> str: + """ + Extracts and returns content from a streaming response. + :param response: (StreamingResponse) s3 response for the file + :return: returns the file content in string format. + """ + extracted_content = "" + async for chunk in response.body_iterator: + # Decode the chunk, assuming it is UTF-8 encoded + extracted_content += chunk.decode("utf-8") # type: ignore + + return extracted_content diff --git a/language_model_gateway/gateway/tools/health_summary_generator_tool.py b/language_model_gateway/gateway/tools/health_summary_generator_tool.py index dc97a38ad..cade844bd 100644 --- a/language_model_gateway/gateway/tools/health_summary_generator_tool.py +++ b/language_model_gateway/gateway/tools/health_summary_generator_tool.py @@ -78,7 +78,7 @@ async def _arun(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: return "Failed to retrieve the file", f"Error retrieving file: {response}" # Extract content from the file - content = await self._extract_content(response) + content = await file_manager.extract_content(response) return content, "File successfully fetched" def _run(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: @@ -89,17 +89,3 @@ def _run(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: NotImplementedError: Always raises to enforce async usage """ raise NotImplementedError("Use async version of this tool") - - @staticmethod - async def _extract_content(response: StreamingResponse) -> str: - """ - Extracts and returns content from a streaming response. - :param response: (StreamingResponse) s3 response for the file - :return: returns the file content in string format. - """ - extracted_content = "" - async for chunk in response.body_iterator: - # Decode the chunk, assuming it is UTF-8 encoded - extracted_content += chunk.decode("utf-8") # type: ignore - - return extracted_content From 1db77fd82bfe9c07f0a983bfe010c8ef8b1dd5e7 Mon Sep 17 00:00:00 2001 From: anuragverma099 Date: Sun, 26 Jan 2025 10:31:04 +0530 Subject: [PATCH 054/237] made the param required to process the file --- .../gateway/tools/health_summary_generator_tool.py | 13 ++++--------- 1 file changed, 4 insertions(+), 9 deletions(-) diff --git a/language_model_gateway/gateway/tools/health_summary_generator_tool.py b/language_model_gateway/gateway/tools/health_summary_generator_tool.py index cade844bd..59c9de7c0 100644 --- a/language_model_gateway/gateway/tools/health_summary_generator_tool.py +++ b/language_model_gateway/gateway/tools/health_summary_generator_tool.py @@ -4,7 +4,7 @@ ) from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool from pydantic import BaseModel, Field -from typing import Type, Optional, Tuple, Literal +from typing import Type, Tuple, Literal from starlette.responses import Response, StreamingResponse from language_model_gateway.gateway.utilities.s3_url import S3Url @@ -16,8 +16,7 @@ class HealthSummaryGeneratorModel(BaseModel): user """ - s3_uri: Optional[str] = Field( - default=None, + s3_uri: str = Field( description="S3 uri for the file for which we will be generating the health summary", ) @@ -49,16 +48,12 @@ class HealthSummaryGeneratorTool(ResilientBaseTool): response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" file_manager_factory: FileManagerFactory - async def _arun(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: + async def _arun(self, s3_uri: str) -> Tuple[str, str]: """ Asynchronous version of the health summary generator tool. :param s3_uri: (string) s3 uri of the file which we need to parse. :return: The content of the file. """ - # do your actual work here - if not s3_uri: - return "No s3 file path provided", "uri for S3 object is required" - # Create a file manager instance from the factory file_manager: FileManager = self.file_manager_factory.get_file_manager( folder=s3_uri @@ -81,7 +76,7 @@ async def _arun(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: content = await file_manager.extract_content(response) return content, "File successfully fetched" - def _run(self, s3_uri: Optional[str] = None) -> Tuple[str, str]: + def _run(self, s3_uri: str) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). :param s3_uri: (string) s3 uri of the file which we need to parse. From 3fa401e1261f5f6b65c554e3a42577258b5179d0 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Sun, 26 Jan 2025 08:26:04 -0600 Subject: [PATCH 055/237] created a new tool for getting a Confluence page by ID --- .../chat_completions/testing/confluence.json | 7 +- .../tools/confluence_page_retriever.py | 91 +++++++++++++++++++ .../gateway/tools/tool_provider.py | 4 + .../confluence/confluence_document.py | 11 +++ .../utilities/confluence/confluence_helper.py | 32 ++++++- 5 files changed, 142 insertions(+), 3 deletions(-) create mode 100644 language_model_gateway/gateway/tools/confluence_page_retriever.py create mode 100644 language_model_gateway/gateway/utilities/confluence/confluence_document.py diff --git a/language_model_gateway/configs/chat_completions/testing/confluence.json b/language_model_gateway/configs/chat_completions/testing/confluence.json index 07ec0e199..e99d0dd98 100644 --- a/language_model_gateway/configs/chat_completions/testing/confluence.json +++ b/language_model_gateway/configs/chat_completions/testing/confluence.json @@ -2,12 +2,12 @@ "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", "id": "confluence", "name": "Confluence", - "description": "This model allows retrieving searching through Confluence for relevant articles.", + "description": "This model allows searching through Confluence for relevant articles and retrieving specific pages based on search results.", "owner": "Denis Chaykovskiy", "system_prompts": [ { "role": "system", - "content": "You are an advanced Confluence search and information retrieval AI assistant with the following core capabilities:\n\n## Search Strategy\n\n- _Carefully analyze the user's query to extract key search terms_\n- Break down complex queries into precise, targeted search phrases\n- _Perform multiple search iterations if initial results are insufficient_\n- _If 'space' is used in the query and there are no results, try the same search without the 'space'_\n- Prioritize relevance and accuracy in search results\n\n## Search Execution Rules\n\n1. Use the provided ConfluenceSearchTool to perform searches\n2. Conduct searches using:\n - _Exact phrase matching_\n - Keyword variations\n - _Semantic intent analysis_\n\n## Response Generation Guidelines\n\n- Provide a concise, direct answer to the user's query\n- Include verbatim excerpts from source documents\n- Cite ALL sources with full Confluence document URLs\n- Ensure answers are clear, professional, and directly address the query\n\n## Output Format\n\n```markdown\n# Search Results\n\n## Query Summary\n[Brief restatement of the original user query]\n\n## Answer\n[Concise, direct answer to the query]\n\n## Sources\n\n### Source 1\n- **Document Title**: [Title of Confluence Document]\n- **Document URL**: [Full URL to Confluence Document]\n- **Relevance Score**: [0-100 percentage score]\n- **Excerpt**: [Most relevant 1-2 sentence excerpt]\n\n[Additional source entries follow same structure]\n```\n\n## Error Handling\n\nIf no relevant documents are found:\n\n```markdown\n# No Results\n\nUnfortunately, no Confluence documents were found matching your query.\n\n**Suggestions:**\n- Try alternative search terms\n- Verify the topic exists in our documentation\n- Contact support for further assistance\n```\n\n## Confidence and Transparency\n\n- Always indicate the confidence level of search results\n- If uncertain about a complete answer, clearly state limitations\n- Encourage users to verify critical information\n\n## Ethical Considerations\n\n- Respect document access permissions\n- Do not disclose sensitive or confidential information\n- Prioritize user privacy and information security\n\n```bash\n# Function Call\nConfluenceSearchTool(query=\"{USER_QUERY}\")\n```\n\n## Example Interaction\n\n**User**: \"How do we set up continuous integration for our Python projects?\"\n\n```markdown\n# Search Results\n\n## Query Summary\nContinuous Integration Setup for Python Projects\n\n## Answer\nTo set up continuous integration for Python projects, we recommend using GitHub Actions with a standard Python workflow. Key steps include:\n1. Create a .github/workflows directory\n2. Define a YAML workflow file\n3. Specify Python version and testing commands\n4. Configure automatic testing on push and pull requests\n\n## Sources\n\n### Source 1\n- **Document Title**: DevOps: Python CI/CD Best Practices\n- **Document URL**: https://company.confluence.com/devops/python-ci-guide\n- **Relevance Score**: 95\n- **Excerpt**: GitHub Actions provides a robust framework for continuous integration in Python projects, allowing automated testing and deployment.\n```" + "content": "You are an advanced Confluence search and information retrieval AI assistant with the following core capabilities:\n\n## Search Strategy\n\n- _Carefully analyze the user's query to extract key search terms_\n- Break down complex queries into precise, targeted search phrases\n- _Perform multiple search iterations if initial results are insufficient_\n- _If 'space' is used in the query and there are no results, try the same search without the 'space'_\n- Prioritize relevance and accuracy in search results\n\n## Search Execution Rules\n\n1. Use the provided confluence_search_tool to perform searches\n2. Conduct searches using:\n - _Exact phrase matching_\n - Keyword variations\n - _Semantic intent analysis_\n\n## Response Generation Guidelines\n\n- Provide a concise, direct answer to the user's query\n- Include verbatim excerpts from source documents\n- Cite ALL sources with full Confluence document URLs\n- Ensure answers are clear, professional, and directly address the query\n- Once relevant pages are identified based on search results, retrieve the full pages by using the confluence_page_retriever tool and passing the page ID.\n\n## Output Format\n\n```markdown\n# Search Results\n\n## Query Summary\n[Brief restatement of the original user query]\n\n## Answer\n[Concise, direct answer to the query]\n\n## Sources\n\n### Source 1\n- **Document Title**: [Title of Confluence Document]\n- **Document URL**: [Full URL to Confluence Document]\n- **Relevance Score**: [0-100 percentage score]\n- **Excerpt**: [Most relevant 1-2 sentence excerpt]\n\n[Additional source entries follow same structure]\n```\n\n## Error Handling\n\nIf no relevant documents are found:\n\n```markdown\n# No Results\n\nUnfortunately, no Confluence documents were found matching your query.\n\n**Suggestions:**\n- Try alternative search terms\n- Verify the topic exists in our documentation\n- Contact support for further assistance\n```\n\n## Confidence and Transparency\n\n- Always indicate the confidence level of search results\n- If uncertain about a complete answer, clearly state limitations\n- Encourage users to verify critical information\n\n## Ethical Considerations\n\n- Respect document access permissions\n- Do not disclose sensitive or confidential information\n- Prioritize user privacy and information security\n\n```bash\n# Function Call\nConfluenceSearchTool(query=\"{USER_QUERY}\")\n```\n\n## Example Interaction\n\n**User**: \"How do we set up continuous integration for our Python projects?\"\n\n```markdown\n# Search Results\n\n## Query Summary\nContinuous Integration Setup for Python Projects\n\n## Answer\nTo set up continuous integration for Python projects, we recommend using GitHub Actions with a standard Python workflow. Key steps include:\n1. Create a .github/workflows directory\n2. Define a YAML workflow file\n3. Specify Python version and testing commands\n4. Configure automatic testing on push and pull requests\n\n## Sources\n\n### Source 1\n- **Document Title**: DevOps: Python CI/CD Best Practices\n- **Document URL**: https://company.confluence.com/devops/python-ci-guide\n- **Relevance Score**: 95\n- **Excerpt**: GitHub Actions provides a robust framework for continuous integration in Python projects, allowing automated testing and deployment.\n```" } ], "example_prompts": [ @@ -22,6 +22,9 @@ }, { "name": "confluence_search_tool" + }, + { + "name": "confluence_page_retriever" } ] } \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/confluence_page_retriever.py b/language_model_gateway/gateway/tools/confluence_page_retriever.py new file mode 100644 index 000000000..a281d331d --- /dev/null +++ b/language_model_gateway/gateway/tools/confluence_page_retriever.py @@ -0,0 +1,91 @@ +import logging +from typing import Optional, Type, Tuple, Literal +from pydantic import BaseModel, Field +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from language_model_gateway.gateway.utilities.confluence.confluence_document import ConfluenceDocument +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper + +logger = logging.getLogger(__name__) + +class ConfluencePageRetrieverAgentInput(BaseModel): + """ + Input model for retrieving a specific Confluence page by ID. + """ + page_id: str = Field( + default=None, + description="The ID of the Confluence page to retrieve." + ) + +class ConfluencePageRetriever(ResilientBaseTool): + """ + A LangChain-compatible tool for retrieving a specific Confluence page by ID. + """ + name: str = "confluence_page_retriever" + description: str = ( + "Tool to retrieve a specific Confluence page by ID. " + "USAGE TIPS: " + "- Provide the Confluence page ID to retrieve the page details." + ) + + args_schema: Type[BaseModel] = ConfluencePageRetrieverAgentInput + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + + confluence_helper: ConfluenceHelper + + async def _arun( + self, + page_id: str, + ) -> Tuple[str, str]: + """ + Asynchronous version of the Confluence Page by ID tool. + + Returns: + Tuple of Confluence page text and artifact description + """ + log_prefix: str = f"ConfluencePageRetriever: page_id={page_id}" + + try: + confluence_page: Optional[ConfluenceDocument] = await self.confluence_helper.retrieve_page_by_id(page_id=page_id) + + if not confluence_page: + error_msg = f"Error retrieving Confluence page: Page not found" + error_artifact = log_prefix + " Retrieval Failed: Page not found" + logger.error(error_msg) + return error_msg, error_artifact + + full_text_display = ( + f"Id: {confluence_page.id}\n" + f"Title: {confluence_page.title}\n" + f"URL: {confluence_page.url}\n" + f"Updated: {confluence_page.updated_at}\n" + f"Author: {confluence_page.author_name}\n" + ) + + full_text = ( + f"{full_text_display}" + f"Content: {confluence_page.content}\n" + ) + + artifact = log_prefix + f", Retrieved page {confluence_page.id}." + artifact += "\n\nResults:" + artifact += f"\n{full_text_display}" + + return full_text, artifact + + except Exception as e: + error_msg = f"Error retrieving Confluence page: {str(e)}" + error_artifact = log_prefix + " Retrieval Failed: " + str(e) + logger.error(error_msg) + return error_msg, error_artifact + + def _run( + self, + page_id: str, + ) -> Tuple[str, str]: + """ + Synchronous version of the Confluence Page by ID tool. + + Returns: + Tuple of Confluence page text and artifact description + """ + raise NotImplementedError("Use async version of this tool") \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 4ce1fce6a..921c1d499 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -15,6 +15,7 @@ ImageGeneratorFactory, ) from language_model_gateway.gateway.ocr.ocr_extractor_factory import OCRExtractorFactory +from language_model_gateway.gateway.tools.confluence_page_retriever import ConfluencePageRetriever from language_model_gateway.gateway.tools.confluence_search_tool import ConfluenceSearchTool from language_model_gateway.gateway.tools.current_time_tool import CurrentTimeTool from langchain_community.tools.pubmed.tool import PubmedQueryRun @@ -153,6 +154,9 @@ def __init__( "confluence_search_tool": ConfluenceSearchTool( confluence_helper=confluence_helper ), + "confluence_page_retriever": ConfluencePageRetriever( + confluence_helper=confluence_helper + ), # "sql_query": QuerySQLDataBaseTool( # db=SQLDatabase( # engine=Engine( diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_document.py b/language_model_gateway/gateway/utilities/confluence/confluence_document.py new file mode 100644 index 000000000..59c4d9bf5 --- /dev/null +++ b/language_model_gateway/gateway/utilities/confluence/confluence_document.py @@ -0,0 +1,11 @@ +from dataclasses import dataclass +from datetime import datetime + +@dataclass +class ConfluenceDocument: + id: str + title: str + url: str + updated_at: datetime + author_name: str + content: str \ No newline at end of file diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py index 02373f53d..b0efa2e90 100644 --- a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py +++ b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py @@ -5,6 +5,7 @@ from typing import List, Optional from urllib.parse import urlencode +from language_model_gateway.gateway.utilities.confluence.confluence_document import ConfluenceDocument from language_model_gateway.gateway.utilities.confluence.confluence_search_result import ConfluenceSearchResult @@ -122,4 +123,33 @@ def format_results_as_csv_for_display(self, search_results: List[ConfluenceSearc output = "Id,Title,URL,Updated\n" for result in search_results: output += f'{result.id},"{result.title}",{result.url},{result.updated_at.isoformat()}"\n' - return output \ No newline at end of file + return output + + async def retrieve_page_by_id(self, page_id: str) -> Optional[ConfluenceDocument]: + async with self.http_client_factory.create_http_client( + base_url=self.confluence_base_url, headers=self.headers, timeout=30.0 + ) as client: + try: + url = f"{self.confluence_base_url}/wiki/rest/api/content/{page_id}?expand=body.storage,version.by" + self.logger.info(f"Retrieving Confluence page with ID: {page_id}, full URL: {url}") + + response = await client.get(url) + response.raise_for_status() + + result = response.json() + content = result.get('body', {}).get('storage', {}).get('value', '') + updated_at = datetime.fromisoformat(result.get('version', {}).get('when').replace("Z", "+00:00")) + author_name = result.get('version', {}).get('by', {}).get('displayName', 'Unknown') + + page = ConfluenceDocument( + id=result.get('id'), + title=result.get('title'), + url=f"{self.confluence_base_url}/wiki/{result.get('_links', {}).get('webui')}", + updated_at=updated_at, + author_name=author_name, + content=content + ) + return page + except Exception as e: + self.logger.error(f"Error retrieving Confluence page: {str(e)}") + return None \ No newline at end of file From 31f91a3cbdb92c0633360296601296714bf2ab52 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Sun, 26 Jan 2025 08:38:10 -0600 Subject: [PATCH 056/237] updated the system prompt for PR Reviewer model to produce readable markdown rather than xml-like structured output. --- .../configs/chat_completions/testing/confluence.json | 2 +- .../configs/chat_completions/testing/pr_reviewer.json | 8 +++++++- 2 files changed, 8 insertions(+), 2 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/testing/confluence.json b/language_model_gateway/configs/chat_completions/testing/confluence.json index e99d0dd98..399ebc744 100644 --- a/language_model_gateway/configs/chat_completions/testing/confluence.json +++ b/language_model_gateway/configs/chat_completions/testing/confluence.json @@ -7,7 +7,7 @@ "system_prompts": [ { "role": "system", - "content": "You are an advanced Confluence search and information retrieval AI assistant with the following core capabilities:\n\n## Search Strategy\n\n- _Carefully analyze the user's query to extract key search terms_\n- Break down complex queries into precise, targeted search phrases\n- _Perform multiple search iterations if initial results are insufficient_\n- _If 'space' is used in the query and there are no results, try the same search without the 'space'_\n- Prioritize relevance and accuracy in search results\n\n## Search Execution Rules\n\n1. Use the provided confluence_search_tool to perform searches\n2. Conduct searches using:\n - _Exact phrase matching_\n - Keyword variations\n - _Semantic intent analysis_\n\n## Response Generation Guidelines\n\n- Provide a concise, direct answer to the user's query\n- Include verbatim excerpts from source documents\n- Cite ALL sources with full Confluence document URLs\n- Ensure answers are clear, professional, and directly address the query\n- Once relevant pages are identified based on search results, retrieve the full pages by using the confluence_page_retriever tool and passing the page ID.\n\n## Output Format\n\n```markdown\n# Search Results\n\n## Query Summary\n[Brief restatement of the original user query]\n\n## Answer\n[Concise, direct answer to the query]\n\n## Sources\n\n### Source 1\n- **Document Title**: [Title of Confluence Document]\n- **Document URL**: [Full URL to Confluence Document]\n- **Relevance Score**: [0-100 percentage score]\n- **Excerpt**: [Most relevant 1-2 sentence excerpt]\n\n[Additional source entries follow same structure]\n```\n\n## Error Handling\n\nIf no relevant documents are found:\n\n```markdown\n# No Results\n\nUnfortunately, no Confluence documents were found matching your query.\n\n**Suggestions:**\n- Try alternative search terms\n- Verify the topic exists in our documentation\n- Contact support for further assistance\n```\n\n## Confidence and Transparency\n\n- Always indicate the confidence level of search results\n- If uncertain about a complete answer, clearly state limitations\n- Encourage users to verify critical information\n\n## Ethical Considerations\n\n- Respect document access permissions\n- Do not disclose sensitive or confidential information\n- Prioritize user privacy and information security\n\n```bash\n# Function Call\nConfluenceSearchTool(query=\"{USER_QUERY}\")\n```\n\n## Example Interaction\n\n**User**: \"How do we set up continuous integration for our Python projects?\"\n\n```markdown\n# Search Results\n\n## Query Summary\nContinuous Integration Setup for Python Projects\n\n## Answer\nTo set up continuous integration for Python projects, we recommend using GitHub Actions with a standard Python workflow. Key steps include:\n1. Create a .github/workflows directory\n2. Define a YAML workflow file\n3. Specify Python version and testing commands\n4. Configure automatic testing on push and pull requests\n\n## Sources\n\n### Source 1\n- **Document Title**: DevOps: Python CI/CD Best Practices\n- **Document URL**: https://company.confluence.com/devops/python-ci-guide\n- **Relevance Score**: 95\n- **Excerpt**: GitHub Actions provides a robust framework for continuous integration in Python projects, allowing automated testing and deployment.\n```" + "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets.\\n\\n... [previous content remains the same] ...\\n\\nOUTPUT FORMAT:\\n\\n# Ticket Analysis\\n\\n## Identified Tickets\\n- List of ticket identifiers found in the pull request\\n\\n## Ticket Extraction Metadata\\n- **Source**: Specify where tickets were found (PR Title/Description)\\n- **Confidence**: Percentage or confidence level of ticket extraction\\n\\n## Code Changes Summary\\n- Detailed overview of code modifications\\n- Key changes and their significance\\n\\n## Requirement Fulfillment\\n- **Status**: Fully Met / Partially Met / Not Met\\n- **Details**: Specific analysis of how code changes map to ticket requirements\\n\\n## Recommendations\\n- Specific suggestions for code improvements\\n- Any potential issues or areas of concern\\n\\nAUTHENTICATION:\\n- GitHub Token: {$GITHUB_TOKEN}\\n- Jira Token: {$JIRA_TOKEN}\\n\\nBegin analysis of pull request: {$PR_DETAILS}" } ], "example_prompts": [ diff --git a/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json index 5b2889bef..b537c1ac1 100644 --- a/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json +++ b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json @@ -7,7 +7,7 @@ "system_prompts": [ { "role": "system", - "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets.\\n\\nSYSTEM CAPABILITIES:\\n\\nI. Ticket Detection Protocol\\n- Ticket Pattern: [A-Z]{2,4}[ -]\\\\d{1,5}\\n- Scanning Locations (PRIORITIZED):\\n 1. Pull Request Title (HIGHEST PRIORITY)\\n 2. Pull Request Description\\n- Valid Examples: ATC-1234, Atc 6789, EA-567, EFS-5263\\n- Extraction Method: Strict Regex-based identification\\n\\nII. Ticket Retrieval Workflow\\n1. Ticket Identification\\n- FIRST: Scan PR title for ticket references using STRICT regex matching\\n- IF no ticket found in title, THEN scan description\\n- Use case-insensitive regex to extract potential ticket identifiers\\n- Validate ticket format with STRICT validation\\n- Prioritize tickets found in title over description\\n\\n2. Ticket Context Gathering\\n- Utilize jira_issue_retriever for comprehensive ticket details\\n- Retrieve:\\n * Ticket description\\n * Acceptance criteria\\n * Current status\\n * Associated requirements\\n\\nIII. Ticket Validation Rules\\n- Ticket Pattern Validation:\\n * Must start with 2-4 uppercase letters\\n * Followed by a hyphen or space\\n * Ending with 1-5 digits\\n * Strict regex validation\\n\\nIV. Extraction Confidence Scoring\\n- Title match: 100% confidence\\n- Description match: 50% confidence\\n- Multiple potential matches: Flag for manual review\\n\\nV. Code Diff Analysis\\n1. Git Diff Extraction\\n- Retrieve full code difference\\n- Analyze:\\n * Added lines\\n * Removed lines\\n * Modified sections\\n\\n2. Requirement Correlation\\n- Map code changes against Jira ticket requirements\\n- Verify:\\n * Are all requirements implemented?\\n * Do code changes align with ticket description?\\n * Are there any deviations or potential misunderstandings?\\n\\nVI. Comprehensive Reporting\\n- Generate detailed analysis including:\\n * Identified Jira Tickets\\n * Code Change Summary\\n * Requirement Fulfillment Status\\n * Ticket Extraction Method\\n * Extraction Confidence Level\\n * Potential Discrepancies\\n * Recommendation for Review\\n\\nVII. Error Handling\\n- Logging of all ticket extraction attempts\\n- Explicit reporting of:\\n * Source of ticket identification (Title/Description)\\n * Confidence level of ticket extraction\\n * Any ambiguities in ticket identification\\n\\n- If no tickets detected:\\n * Perform standard code review\\n * Note lack of ticket references\\n- If ticket retrieval fails:\\n * Document specific retrieval limitations\\n * Proceed with available information\\n\\nOPERATIONAL CONSTRAINTS:\\n- Respect GitHub and Jira API usage limits\\n- Ensure secure token management\\n- Prioritize code and requirement integrity\\n\\nOUTPUT FORMAT:\\n\\n []\\n \\n \\n \\n \\n \\n \\n \\n
\\n \\n \\n\\n\\nAUTHENTICATION:\\n- GitHub Token: {$GITHUB_TOKEN}\\n- Jira Token: {$JIRA_TOKEN}\\n\\nBegin analysis of pull request: {$PR_DETAILS}" + "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets.\\n\\nSYSTEM CAPABILITIES:\\n\\nI. Ticket Detection Protocol\\n- Ticket Pattern: [A-Z]{2,4}[ -]\\\\d{1,5}\\n- Scanning Locations (PRIORITIZED):\\n 1. Pull Request Title (HIGHEST PRIORITY)\\n 2. Pull Request Description\\n- Valid Examples: ATC-1234, Atc 6789, EA-567, EFS-5263\\n- Extraction Method: Strict Regex-based identification\\n\\nII. Ticket Retrieval Workflow\\n1. Ticket Identification\\n- FIRST: Scan PR title for ticket references using STRICT regex matching\\n- IF no ticket found in title, THEN scan description\\n- Use case-insensitive regex to extract potential ticket identifiers\\n- Validate ticket format with STRICT validation\\n- Prioritize tickets found in title over description\\n\\n2. Ticket Context Gathering\\n- Utilize jira_issue_retriever for comprehensive ticket details\\n- Retrieve:\\n - Ticket description\\n - Acceptance criteria\\n - Current status\\n - Associated requirements\\n\\nIII. Ticket Validation Rules\\n- Ticket Pattern Validation:\\n - Must start with 2-4 uppercase letters\\n - Followed by a hyphen or space\\n - Ending with 1-5 digits\\n - Strict regex validation\\n\\nIV. Extraction Confidence Scoring\\n- Title match: 100% confidence\\n- Description match: 50% confidence\\n- Multiple potential matches: Flag for manual review\\n\\nV. Code Diff Analysis\\n1. Git Diff Extraction\\n- Retrieve full code difference\\n- Analyze:\\n - Added lines\\n - Removed lines\\n - Modified sections\\n\\n2. Requirement Correlation\\n- Map code changes against Jira ticket requirements\\n- Verify:\\n - Are all requirements implemented?\\n - Do code changes align with ticket description?\\n - Are there any deviations or potential misunderstandings?\\n\\nVI. Comprehensive Reporting\\n- Generate detailed analysis including:\\n - Identified Jira Tickets\\n - Code Change Summary\\n - Requirement Fulfillment Status\\n - Ticket Extraction Method\\n - Extraction Confidence Level\\n - Potential Discrepancies\\n - Recommendation for Review\\n\\nVII. Error Handling\\n- Logging of all ticket extraction attempts\\n- Explicit reporting of:\\n - Source of ticket identification (Title/Description)\\n - Confidence level of ticket extraction\\n - Any ambiguities in ticket identification\\n\\n- If no tickets detected:\\n - Perform standard code review\\n - Note lack of ticket references\\n- If ticket retrieval fails:\\n - Document specific retrieval limitations\\n - Proceed with available information\\n\\nOPERATIONAL CONSTRAINTS:\\n- Respect GitHub and Jira API usage limits\\n- Ensure secure token management\\n- Prioritize code and requirement integrity\\n\\nOUTPUT FORMAT:\\n```markdown\\n# Ticket Analysis\\n\\n## Identified Tickets\\n- []\\n\\n## Ticket Extraction Metadata\\n- **Source**: \\n- **Confidence**: \\n\\n## Code Changes Summary\\n\\n## Requirement Fulfillment\\n- **Status**: \\n- **Details**: \\n\\n## Recommendations\\n```\\n\\nAUTHENTICATION:\\n- GitHub Token: {$GITHUB_TOKEN}\\n- Jira Token: {$JIRA_TOKEN}\\n\\nBegin analysis of pull request: {$PR_DETAILS}" } ], "example_prompts": [ @@ -28,6 +28,12 @@ }, { "name": "jira_issue_retriever" + }, + { + "name": "confluence_search_tool" + }, + { + "name": "confluence_page_retriever" } ] } \ No newline at end of file From 5a46bf3e82259bfc42363c05e3571e6422b22b65 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Sun, 26 Jan 2025 10:50:26 -0600 Subject: [PATCH 057/237] removed the functionality around trying to figure out the proper Confluence space before doing a search, since it seems to make things worse; switched from text to siteSearch for Confluence search; updated the prompts for PR Reviewer and Confluence models. --- .../chat_completions/testing/confluence.json | 4 ++-- .../chat_completions/testing/pr_reviewer.json | 2 +- .../gateway/tools/confluence_search_tool.py | 22 ++----------------- .../utilities/confluence/confluence_helper.py | 10 ++++----- 4 files changed, 10 insertions(+), 28 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/testing/confluence.json b/language_model_gateway/configs/chat_completions/testing/confluence.json index 399ebc744..c1dd2d3b4 100644 --- a/language_model_gateway/configs/chat_completions/testing/confluence.json +++ b/language_model_gateway/configs/chat_completions/testing/confluence.json @@ -7,13 +7,13 @@ "system_prompts": [ { "role": "system", - "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets.\\n\\n... [previous content remains the same] ...\\n\\nOUTPUT FORMAT:\\n\\n# Ticket Analysis\\n\\n## Identified Tickets\\n- List of ticket identifiers found in the pull request\\n\\n## Ticket Extraction Metadata\\n- **Source**: Specify where tickets were found (PR Title/Description)\\n- **Confidence**: Percentage or confidence level of ticket extraction\\n\\n## Code Changes Summary\\n- Detailed overview of code modifications\\n- Key changes and their significance\\n\\n## Requirement Fulfillment\\n- **Status**: Fully Met / Partially Met / Not Met\\n- **Details**: Specific analysis of how code changes map to ticket requirements\\n\\n## Recommendations\\n- Specific suggestions for code improvements\\n- Any potential issues or areas of concern\\n\\nAUTHENTICATION:\\n- GitHub Token: {$GITHUB_TOKEN}\\n- Jira Token: {$JIRA_TOKEN}\\n\\nBegin analysis of pull request: {$PR_DETAILS}" + "content": "You are an advanced search and information retrieval AI assistant that can search Confluence and analyze Confluence pages with the following MANDATORY source tracking and citation requirements:\\n\\n## Enhanced Search Strategy\\n\\n### Keyword Extraction Protocol\\n- Extract NO MORE than 5 most important keywords\\n- Keywords MUST be:\\n Alphanumeric only\\n Separated by single space\\n No quotes or special characters\\n Represent core query intent\\n\\n### Source Tracking Protocol\\n- EVERY search MUST create a detailed source tracking log\\n- Maintain a comprehensive source_log during entire search process\\n- Log MUST include:\\n _FULL, CLICKABLE DOCUMENT URL (e.g., https://company.atlassian.net/wiki/spaces/DEPT/pages/12345678/Specific+Page+Title)\\n _Complete document title\\n _Exact excerpt\\n _Relevance score\\n _Timestamp of retrieval\\n\\n## Keyword Extraction Example\\n\\n### Query: How do we set up continuous integration for Python projects?\\n### Extracted Keywords: continuous integration python projects devops\\n\\n## Mandatory Search Execution Rules\\n\\n1. Source Logging Requirements:\\n - Immediately log source for EVERY piece of retrieved information\\n - NO information can be used without a COMPLETE, CLICKABLE source URL\\n - Create source entry BEFORE including information in final response\\n\\n2. Search Execution Steps:\\n - Extract core keywords\\n - Perform targeted searches\\n - Capture ALL potential sources\\n - Rate and rank sources\\n - Log detailed source information WITH FULL URLs\\n - Cross-reference sources\\n - Verify source credibility\\n\\n## Strict Response Generation Guidelines\\n\\n- EVERY statement in response MUST have a corresponding source WITH A COMPLETE, CLICKABLE URL\\n- Inline citations are REQUIRED\\n- Source log must be comprehensive and transparent\\n- Confidence level must be explicitly stated for each source\\n\\n## Mandatory Output Format\\n\\n# Comprehensive Search Results\\n\\n## Extracted Keywords\\n[List of 5 max keywords used in search]\\n\\n## Source Log\\n[COMPLETE list of ALL sources, with FULL, CLICKABLE URLs and complete details]\\n\\n## Query Analysis\\n[Detailed breakdown of search strategy]\\n\\n## Answer\\n[Cited answer with MANDATORY inline source references]\\n\\n### Source Citation Format\\n- REQUIRED: [FULL, CLICKABLE Source URL] (Confidence: X%)\\n- REQUIRED: Exact page/section reference\\n- REQUIRED: Verbatim excerpt\\n\\n## Verification Mechanism\\n- Cross-reference sources\\n- Highlight potential conflicts or discrepancies\\n- Explicitly state limitations in source information\\n\\n## Ethical Source Handling\\n- Prioritize authoritative and verifiable sources\\n- Immediately discard unverifiable or low-credibility sources\\n- Maintain transparent source evaluation process\\n\\n## Failure Conditions\\n- IF no credible sources found: MUST provide detailed explanation\\n- MUST suggest alternative search strategies\\n- CANNOT generate response without proper sourcing WITH COMPLETE URLS\\n\\n## Confidence Scoring\\n- Implement 0-100 confidence scoring for:\\n _Individual sources\\n _Overall response\\n _Information reliability\\n\\n## Example Enforcement\\n\\n### Bad Response (REJECTED):\\n- Unsourced claims\\n- No citation details\\n- Vague information\\n- Missing or incomplete URLs\\n\\n### Good Response (ACCEPTED):\\n- Comprehensive source log\\n- Inline citations\\n- Transparent confidence levels\\n- Verifiable references WITH COMPLETE, CLICKABLE URLS\\n\\nAny deviation from these sourcing requirements results in response rejection and mandatory re-execution of the search with full source tracking." } ], "example_prompts": [ { "role": "user", - "content": "is there anything documented in Confluence regarding the concept of data sets in PSS in ATC space?." + "content": "is there anything documented in Confluence regarding the concept of data sets in PSS?" } ], "tools": [ diff --git a/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json index b537c1ac1..bf4530436 100644 --- a/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json +++ b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json @@ -7,7 +7,7 @@ "system_prompts": [ { "role": "system", - "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets.\\n\\nSYSTEM CAPABILITIES:\\n\\nI. Ticket Detection Protocol\\n- Ticket Pattern: [A-Z]{2,4}[ -]\\\\d{1,5}\\n- Scanning Locations (PRIORITIZED):\\n 1. Pull Request Title (HIGHEST PRIORITY)\\n 2. Pull Request Description\\n- Valid Examples: ATC-1234, Atc 6789, EA-567, EFS-5263\\n- Extraction Method: Strict Regex-based identification\\n\\nII. Ticket Retrieval Workflow\\n1. Ticket Identification\\n- FIRST: Scan PR title for ticket references using STRICT regex matching\\n- IF no ticket found in title, THEN scan description\\n- Use case-insensitive regex to extract potential ticket identifiers\\n- Validate ticket format with STRICT validation\\n- Prioritize tickets found in title over description\\n\\n2. Ticket Context Gathering\\n- Utilize jira_issue_retriever for comprehensive ticket details\\n- Retrieve:\\n - Ticket description\\n - Acceptance criteria\\n - Current status\\n - Associated requirements\\n\\nIII. Ticket Validation Rules\\n- Ticket Pattern Validation:\\n - Must start with 2-4 uppercase letters\\n - Followed by a hyphen or space\\n - Ending with 1-5 digits\\n - Strict regex validation\\n\\nIV. Extraction Confidence Scoring\\n- Title match: 100% confidence\\n- Description match: 50% confidence\\n- Multiple potential matches: Flag for manual review\\n\\nV. Code Diff Analysis\\n1. Git Diff Extraction\\n- Retrieve full code difference\\n- Analyze:\\n - Added lines\\n - Removed lines\\n - Modified sections\\n\\n2. Requirement Correlation\\n- Map code changes against Jira ticket requirements\\n- Verify:\\n - Are all requirements implemented?\\n - Do code changes align with ticket description?\\n - Are there any deviations or potential misunderstandings?\\n\\nVI. Comprehensive Reporting\\n- Generate detailed analysis including:\\n - Identified Jira Tickets\\n - Code Change Summary\\n - Requirement Fulfillment Status\\n - Ticket Extraction Method\\n - Extraction Confidence Level\\n - Potential Discrepancies\\n - Recommendation for Review\\n\\nVII. Error Handling\\n- Logging of all ticket extraction attempts\\n- Explicit reporting of:\\n - Source of ticket identification (Title/Description)\\n - Confidence level of ticket extraction\\n - Any ambiguities in ticket identification\\n\\n- If no tickets detected:\\n - Perform standard code review\\n - Note lack of ticket references\\n- If ticket retrieval fails:\\n - Document specific retrieval limitations\\n - Proceed with available information\\n\\nOPERATIONAL CONSTRAINTS:\\n- Respect GitHub and Jira API usage limits\\n- Ensure secure token management\\n- Prioritize code and requirement integrity\\n\\nOUTPUT FORMAT:\\n```markdown\\n# Ticket Analysis\\n\\n## Identified Tickets\\n- []\\n\\n## Ticket Extraction Metadata\\n- **Source**: \\n- **Confidence**: \\n\\n## Code Changes Summary\\n\\n## Requirement Fulfillment\\n- **Status**: \\n- **Details**: \\n\\n## Recommendations\\n```\\n\\nAUTHENTICATION:\\n- GitHub Token: {$GITHUB_TOKEN}\\n- Jira Token: {$JIRA_TOKEN}\\n\\nBegin analysis of pull request: {$PR_DETAILS}" + "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets and identifying potential Confluence documentation updates. SYSTEM WORKFLOW: I. Jira Ticket Analysis - PRIMARY INVESTIGATION PHASE 1. Ticket Detection Protocol: - Ticket Pattern: [A-Z]{2,4}[ -]\\d{1,5} - Scanning Locations (PRIORITIZED): a. Pull Request Title (HIGHEST PRIORITY) b. Pull Request Description - Valid Examples: ATC-1234, Atc 6789, EA-567, EFS-5263 - Extraction Method: Strict Regex-based identification 2. Ticket Context Extraction: - Retrieve full Jira ticket details - Analyze ticket description thoroughly - Understand complete context of the change II. Keyword Extraction for Confluence Search - CRITICAL STEP: Identify maximum 5 most relevant keywords - Keyword Extraction Process: - Analyze extracted Jira ticket information - Examine pull request title and description - Extract keywords based on: Core technical domain Specific component or system name Unique technical concept or feature - KEYWORD SELECTION CRITERIA: - Prefer precise, technical terms - Avoid generic words - Prioritize keywords that uniquely identify the context - EXAMPLES of GOOD KEYWORDS: Specific microservice name Unique algorithm or process Distinct system component or module - KEYWORD CONFIDENCE RANKING: - High Confidence: Directly from Jira ticket - Medium Confidence: From PR title - Low Confidence: Derived from code diff III. Confluence Documentation Search - SECONDARY INVESTIGATION PHASE 1. Keyword Preparation: - Finalize maximum 5 most relevant keywords - Ensure keywords are specific and meaningful 2. Confluence Page Search: - Perform search using extracted keywords - Search without using quotes on search terms - Retrieve most relevant documentation pages 3. Documentation Relevance Scoring: - Apply confidence scoring to found pages - Prioritize pages with highest keyword match 4. DOCUMENTATION LINK REQUIREMENT: - ESSENTIAL: Include FULL and DIRECT hyperlinks to each relevant Confluence document - Ensure links are complete and clickable - Provide links immediately after each document summary AUTHENTICATION: - GitHub Token: {$GITHUB_TOKEN} - Jira Token: {$JIRA_TOKEN} - Confluence Token: {$CONFLUENCE_TOKEN} Begin analysis of pull request: {$PR_DETAILS}." } ], "example_prompts": [ diff --git a/language_model_gateway/gateway/tools/confluence_search_tool.py b/language_model_gateway/gateway/tools/confluence_search_tool.py index bab6c9e08..0a6aaf4b8 100644 --- a/language_model_gateway/gateway/tools/confluence_search_tool.py +++ b/language_model_gateway/gateway/tools/confluence_search_tool.py @@ -13,26 +13,8 @@ class ConfluenceSearchToolInput(BaseModel): """ Input model for configuring Confluence search and analysis. - IMPORTANT LLM PARSING GUIDANCE: - - When a query mentions a specific space, extract the space name exactly as written - - If there are no search results returned when 'space' is used, try the same query without the 'space' - - Examples of parsing: - * "what is PSS in ATC space" - -> space = "atc" - * "how are vitals processed in athd space" - -> space = "athd" - - Attributes: - space (Optional[str]): - Specific Confluence space where the search must be constrained in. - PARSING HINT: Directly use the repository name mentioned in the query. - Can include organization prefix (e.g., "org/repo"). - Example: "atc", "athd" - - # ... (rest of the attributes remain the same) """ search_string: str = Field(..., description="The search string to use for querying Confluence content.") - space: Optional[str] = Field(..., description="The Confluence space where the user is asking to search in.") limit: Optional[int] = Field(default=10, description="Maximum number of search results to retrieve.") @@ -50,9 +32,9 @@ class ConfluenceSearchTool(ResilientBaseTool): confluence_helper: ConfluenceHelper - async def _arun(self, search_string: str, space: Optional[str] = None, limit: Optional[int] = 10) -> Tuple[str, str]: + async def _arun(self, search_string: str, limit: Optional[int] = 10) -> Tuple[str, str]: try: - search_results = await self.confluence_helper.search_content(search_string, limit, space) + search_results = await self.confluence_helper.search_content(search_string, limit) logger.info(f"CONFLUENCE SEARCH TOOL, RESULTS:\n{search_results}") diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py index b0efa2e90..176df861a 100644 --- a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py +++ b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py @@ -1,6 +1,7 @@ import base64 import csv import logging +import re from datetime import datetime from typing import List, Optional from urllib.parse import urlencode @@ -25,15 +26,14 @@ def __init__(self, *, http_client_factory, confluence_base_url: str, access_toke "User-Agent": "AsyncConfluenceHelper", } - async def search_content(self, search_string: str, limit: int = 10, space: Optional[str] = None) -> List[ConfluenceSearchResult]: + async def search_content(self, search_string: str, limit: int = 10) -> List[ConfluenceSearchResult]: async with self.http_client_factory.create_http_client( base_url=self.confluence_base_url, headers=self.headers, timeout=30.0 ) as client: try: - self.logger.info(f"Searching Confluence for: {search_string}") - cql_query = f'text ~ "{search_string}"' - if space: - cql_query += f' AND space="{space}"' + cleaned_string = re.sub(r'[^a-zA-Z0-9\s]', '', search_string) + self.logger.info(f"Searching Confluence for: {search_string}; pre-cleaned search string was: {search_string}") + cql_query = f'siteSearch ~ "{cleaned_string}"' # 'siteSearch' gives much better results than doing 'text' base_url = f"{self.confluence_base_url}/wiki/rest/api/search" params = {"cql": cql_query, "limit": limit} From 253a75a318ea8e0c2563a67cd06ac41cf31f2b1c Mon Sep 17 00:00:00 2001 From: drcate Date: Fri, 24 Jan 2025 16:37:32 -0500 Subject: [PATCH 058/237] Base python code for Graphql Generator Tool --- .../tools/graphql_query_generator_tool.py | 383 ++++++++++++++++++ 1 file changed, 383 insertions(+) create mode 100644 language_model_gateway/gateway/tools/graphql_query_generator_tool.py diff --git a/language_model_gateway/gateway/tools/graphql_query_generator_tool.py b/language_model_gateway/gateway/tools/graphql_query_generator_tool.py new file mode 100644 index 000000000..c1858b357 --- /dev/null +++ b/language_model_gateway/gateway/tools/graphql_query_generator_tool.py @@ -0,0 +1,383 @@ +from typing import Dict, Any, Optional, List, Union +from dataclasses import dataclass, field +from enum import Enum, auto +import os +import json +import re +import spacy +from spacy.tokens import Doc +from transformers import pipeline +import graphene +import requests # For potential schema fetching +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + +class GraphqlQueryGeneratorTool(ResilientBaseTool): + """ + Advanced schema loader for FHIR GraphQL schemas + + Enhanced FHIR GraphQL Query Generator with Dynamic Schema Loading + """ + nlp_model: Any = field(default_factory=lambda: spacy.load("en_core_web_sm")) + intent_classifier: Any = field(default_factory=lambda: pipeline("zero-shot-classification")) + resource_schemas: Dict[str, Dict[str, Any]] = field(default_factory=dict) + + def __post_init__(self): + """ + Initialize with dynamically loaded schemas + """ + self.resource_schemas = self.load_schemas_from_github() + self._setup_intent_classification() + + @staticmethod + def load_schemas_from_github() -> Dict[str, Dict[str, Any]]: + """ + Dynamically fetch and parse schemas from GitHub + + Returns: + Dict of parsed schemas + """ + base_url = "https://raw.githubusercontent.com/icanbwell/fhir-server/main/src/graphqlv2/schemas/" + + # List of schema files (you might want to dynamically fetch this) + schema_files = [ + "account.graphql", + "activity_definition.graphql", + "adverse_event.graphql", + "allergy_intolerance.graphql", + "appointment.graphql", + "appointment_response.graphql", + "artifact_assessment.graphql", + "basic.graphql", + "binary.graphql", + "biologically_derived_product.graphql", + "body_structure.graphql", + "bundle.graphql", + "capability_statement.graphql", + "care_plan.graphql", + "care_team.graphql", + "charge_item.graphql", + "charge_item_definition.graphql", + "citation.graphql", + "claim.graphql", + "claim_response.graphql", + "clinical_impression.graphql", + "communication.graphql", + "communication_request.graphql", + "compartment_definition.graphql", + "composition.graphql", + "concept_map.graphql", + "condition.graphql", + "consent.graphql", + "contract.graphql", + "coverage.graphql", + "coverage_eligibility_request.graphql", + "coverage_eligibility_response.graphql", + "detected_issue.graphql", + "device.graphql", + "device_definition.graphql", + "device_metric.graphql", + "device_request.graphql", + "device_use_statement.graphql", + "diagnostic_report.graphql", + "document_manifest.graphql", + "document_reference.graphql", + "encounter.graphql", + "endpoint.graphql", + "enrollment_request.graphql", + "enrollment_response.graphql", + "episode_of_care.graphql", + "example_scenario.graphql", + "explanation_of_benefit.graphql", + "family_member_history.graphql", + "flag.graphql", + "goal.graphql", + "graph_definition.graphql", + "group.graphql", + "guidance_response.graphql", + "healthcare_service.graphql", + "imaging_study.graphql", + "immunization.graphql", + "immunization_evaluation.graphql", + "immunization_recommendation.graphql", + "implementation_guide.graphql", + "ingredient.graphql", + "insurance_plan.graphql", + "inventory_report.graphql", + "invoice.graphql", + "library.graphql", + "linkage.graphql", + "list.graphql", + "location.graphql", + "manufactured_item_definition.graphql", + "measure.graphql", + "measure_report.graphql", + "medication.graphql", + "medication_administration.graphql", + "medication_dispense.graphql", + "medication_request.graphql", + "medication_statement.graphql", + "medicinal_product_definition.graphql", + "message_definition.graphql", + "message_header.graphql", + "molecular_sequence.graphql", + "naming_system.graphql", + "nutrition_intake.graphql", + "nutrition_order.graphql", + "observation.graphql", + "observation_definition.graphql", + "operation_definition.graphql", + "operation_outcome.graphql", + "organization.graphql", + "organization_affiliation.graphql", + "pack_age_definition.graphql", + "patient.graphql", + "payment_notice.graphql", + "payment_reconciliation.graphql", + "permission.graphql", + "person.graphql", + "plan_definition.graphql", + "practitioner.graphql", + "practitioner_role.graphql", + "procedure.graphql", + "provenance.graphql", + "questionnaire.graphql", + "questionnaire_response.graphql", + "regulation.graphql", + "related_person.graphql", + "request_group.graphql", + "research_study.graphql", + "research_subject.graphql", + "risk_assessment.graphql", + "schedule.graphql", + "search_parameter.graphql", + "service_request.graphql", + "slot.graphql", + "specimen.graphql", + "specimen_definition.graphql", + "structure_definition.graphql", + "subscription.graphql", + "substance.graphql", + "substance_definition.graphql", + "supply_delivery.graphql", + "supply_request.graphql", + "task.graphql", + "terminology_capabilities.graphql", + "test_report.graphql", + "test_script.graphql", + "value_set.graphql", + "verification_result.graphql", + "vision_prescription.graphql", + # Add more schema files + ] + + schemas = {} + + for schema_file in schema_files: + try: + response = requests.get(base_url + schema_file) + if response.status_code == 200: + # Basic schema parsing (simplified) + resource_name = schema_file.replace(".graphql", "").upper() + schemas[resource_name] = { + "fields": self._extract_fields_from_schema(response.text) + } + except Exception as e: + print(f"Error loading schema {schema_file}: {e}") + + return schemas + + @staticmethod + def _extract_fields_from_schema(schema_text: str) -> List[str]: + """ + Extract valid fields from schema text + + Args: + schema_text (str): Schema file content + + Returns: + List of valid field names + """ + # Regex to extract field definitions + field_patterns = [ + r'(\w+)\s*=\s*graphene\.\w+Field', + r'def resolve_(\w+)', + r'class \w+\(graphene\.\w+\):', + ] + + fields = [] + for pattern in field_patterns: + fields.extend(re.findall(pattern, schema_text)) + + # Clean and deduplicate fields + return list(set( + field.lower() + for field in fields + if not field.startswith('_') and len(field) > 1 + )) + + def _setup_intent_classification(self): + """ + Setup advanced intent classification + """ + self.candidate_labels = list(self.resource_schemas.keys()) + + def classify_resource_intent(self, query_text: str) -> str: + """ + Use zero-shot classification to determine resource type + + Args: + query_text (str): Natural language query + + Returns: + str: Predicted resource type + """ + try: + classification_result = self.intent_classifier( + query_text, + self.candidate_labels, + multi_label=False + ) + + return classification_result['labels'][0] + except Exception as e: + # Fallback mechanism + print(f"Intent classification failed: {e}") + return self.candidate_labels[0] # Default to first resource type + + def parse_natural_language(self, query_text: str) -> Dict[str, Any]: + """ + Advanced NLP-based query parsing with dynamic schema validation + + Args: + query_text (str): Natural language query + + Returns: + Dict with parsed query components + """ + doc: Doc = self.nlp_model(query_text) + + # Classify resource type + resource_type = self.classify_resource_intent(query_text) + + intent = { + "resource_type": resource_type, + "fields": [], + "filters": {}, + "sorting": None, + "pagination": {"limit": 10, "offset": 0} + } + + # Extract potential fields from available schema + available_fields = self.resource_schemas.get(resource_type, {}).get('fields', []) + + # Field extraction with schema validation + potential_fields = [ + chunk.root.lemma_ + for chunk in doc.noun_chunks + if chunk.root.pos_ in ["NOUN", "PROPN"] + ] + + # Filter fields based on available schema fields + intent["fields"] = [ + field for field in potential_fields + if field in available_fields + ] + + # Fallback to all available fields if no specific fields found + if not intent["fields"]: + intent["fields"] = available_fields[:5] # Limit to first 5 fields + + # Extract filters from named entities + for ent in doc.ents: + if ent.label_ in ["PERSON", "ORG", "DATE"]: + intent["filters"][ent.label_.lower()] = ent.text + + return intent + + def generate_graphql_query(self, query_intent: Dict[str, Any]) -> str: + """ + Generate sophisticated GraphQL query with schema-validated fields + + Args: + query_intent (Dict): Parsed query intent + + Returns: + str: GraphQL query string + """ + resource_name = query_intent["resource_type"].lower() + "s" + + # Validate and select fields + available_fields = self.resource_schemas.get( + query_intent["resource_type"], + {"fields": ["id"]} + )["fields"] + + selected_fields = [ + field for field in query_intent["fields"] + if field in available_fields + ] or available_fields[:5] + + # Build filters + filter_str = " ".join([ + f"{k}: {{ eq: \"{v}\" }}" + for k, v in query_intent["filters"].items() + ]) + + query = f""" + query {{ + {resource_name}( + {filter_str} + _count: {query_intent["pagination"]["limit"]} + _offset: {query_intent["pagination"]["offset"]} + ) {{ + entry {{ + resource {{ + {" ".join(selected_fields)} + }} + }} + total + }} + }} + """ + return query + + def process_query(self, query_text: str) -> str: + """ + Comprehensive query processing pipeline + + Args: + query_text (str): Natural language query + + Returns: + str: Generated GraphQL query + """ + try: + query_intent = self.parse_natural_language(query_text) + graphql_query = self.generate_graphql_query(query_intent) + return graphql_query + except Exception as e: + return f"Error generating query: {str(e)}" + + +# def main(): +# query_generator = GraphqlQueryGeneratorTool() +# +# test_queries = [ +# "Find all patients with name John", +# "Get recent observations for diabetes", +# "List patient details", +# "Search for medical records", +# "Retrieve account information" +# ] +# +# for query in test_queries: +# print(f"Natural Language Query: {query}") +# try: +# graphql_result = query_generator.process_query(query) +# print(f"Generated GraphQL Query:\n{graphql_result}\n") +# except Exception as e: +# print(f"Query generation error: {e}\n") +# +# +# if __name__ == "__main__": +# main() \ No newline at end of file From 1722647252f16cefb17571515b3f6fbe9e2f744d Mon Sep 17 00:00:00 2001 From: shubhamgoel24 Date: Mon, 27 Jan 2025 16:42:29 +0530 Subject: [PATCH 059/237] Updated FHIR GraphQL query creator --- fhir_graphql_sdl/fhir_graphql_schema.graphql | 22027 ++++++++++++++++ .../testing/graphql_query_generator.json | 46 + .../configs/config_schema.json | 6 +- .../tools/fhir_graphql_schema_provider.py | 33 + .../tools/graphql_query_generator_tool.py | 383 - .../gateway/tools/tool_provider.py | 4 + 6 files changed, 22114 insertions(+), 385 deletions(-) create mode 100644 fhir_graphql_sdl/fhir_graphql_schema.graphql create mode 100644 language_model_gateway/configs/chat_completions/testing/graphql_query_generator.json create mode 100644 language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py delete mode 100644 language_model_gateway/gateway/tools/graphql_query_generator_tool.py diff --git a/fhir_graphql_sdl/fhir_graphql_schema.graphql b/fhir_graphql_sdl/fhir_graphql_schema.graphql new file mode 100644 index 000000000..e6d913323 --- /dev/null +++ b/fhir_graphql_sdl/fhir_graphql_schema.graphql @@ -0,0 +1,22027 @@ +directive @key(fields: _FieldSet!, resolvable: Boolean = true) on OBJECT | INTERFACE + +directive @requires(fields: _FieldSet!) on FIELD_DEFINITION + +directive @provides(fields: _FieldSet!) on FIELD_DEFINITION + +directive @external(reason: String) on OBJECT | FIELD_DEFINITION + +directive @tag(name: String!) on FIELD_DEFINITION | OBJECT | INTERFACE | UNION | ARGUMENT_DEFINITION | SCALAR | ENUM | ENUM_VALUE | INPUT_OBJECT | INPUT_FIELD_DEFINITION + +directive @extends on OBJECT | INTERFACE + +""" +Indicates exactly one field must be supplied and this field must not be `null`. +""" +directive @oneOf on INPUT_OBJECT + +enum TotalType { + accurate + estimate +} + +type Query { + id: String + accounts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, name: SearchString, owner: SearchReference, patient: SearchReference, period: SearchDate, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AccountBundle + activityDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ActivityDefinitionBundle + administrableProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device: SearchReference, dose_form: SearchToken, form_of: SearchReference, identifier: SearchToken, ingredient: SearchToken, manufactured_item: SearchReference, route: SearchToken, target_species: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AdministrableProductDefinitionBundle + adverseEvents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actuality: SearchToken, category: SearchToken, date: SearchDate, event: SearchToken, location: SearchReference, recorder: SearchReference, resultingcondition: SearchReference, seriousness: SearchToken, severity: SearchToken, study: SearchReference, subject: SearchReference, substance: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AdverseEventBundle + allergyIntolerances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, asserter: SearchReference, category: SearchToken, clinical_status: SearchToken, code: SearchToken, criticality: SearchToken, date: SearchDate, identifier: SearchToken, last_date: SearchDate, manifestation: SearchToken, onset: SearchDate, patient: SearchReference, recorder: SearchReference, route: SearchToken, severity: SearchToken, type: SearchToken, verification_status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AllergyIntoleranceBundle + appointments(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actor: SearchReference, appointment_type: SearchToken, based_on: SearchReference, date: SearchDate, identifier: SearchToken, location: SearchReference, part_status: SearchToken, patient: SearchReference, practitioner: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, service_category: SearchToken, service_type: SearchToken, slot: SearchReference, specialty: SearchToken, status: SearchToken, supporting_info: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AppointmentBundle + appointmentResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actor: SearchReference, appointment: SearchReference, identifier: SearchToken, location: SearchReference, part_status: SearchToken, patient: SearchReference, practitioner: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AppointmentResponseBundle + auditEvents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, action: SearchToken, address: SearchString, agent: SearchReference, agent_name: SearchString, agent_role: SearchToken, altid: SearchToken, date: SearchDate, entity: SearchReference, entity_name: SearchString, entity_role: SearchToken, entity_type: SearchToken, outcome: SearchToken, patient: SearchReference, policy: SearchString, site: SearchToken, source: SearchReference, subtype: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AuditEventBundle + basics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, created: SearchDate, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BasicBundle + binaries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BinaryBundle + biologicallyDerivedProducts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BiologicallyDerivedProductBundle + bodyStructures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, location: SearchToken, morphology: SearchToken, patient: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BodyStructureBundle + bundles(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, composition: SearchReference, identifier: SearchToken, message: SearchReference, timestamp: SearchDate, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BundleBundle + capabilityStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, fhirversion: SearchToken, format: SearchToken, guide: SearchReference, jurisdiction: SearchToken, mode: SearchToken, name: SearchString, publisher: SearchString, resource: SearchToken, resource_profile: SearchReference, security_service: SearchToken, software: SearchString, status: SearchToken, supported_profile: SearchReference, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CapabilityStatementBundle + carePlans(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, activity_code: SearchToken, activity_date: SearchDate, activity_reference: SearchReference, based_on: SearchReference, care_team: SearchReference, category: SearchToken, condition: SearchReference, date: SearchDate, encounter: SearchReference, goal: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, part_of: SearchReference, patient: SearchReference, performer: SearchReference, replaces: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CarePlanBundle + careTeams(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, participant: SearchReference, patient: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CareTeamBundle + catalogEntries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CatalogEntryBundle + chargeItems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, code: SearchToken, context: SearchReference, entered_date: SearchDate, enterer: SearchReference, factor_override: SearchNumber, identifier: SearchToken, occurrence: SearchDate, patient: SearchReference, performer_actor: SearchReference, performer_function: SearchToken, performing_organization: SearchReference, price_override: SearchQuantity, quantity: SearchQuantity, requesting_organization: SearchReference, service: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ChargeItemBundle + chargeItemDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ChargeItemDefinitionBundle + citations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CitationBundle + claims(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_team: SearchReference, created: SearchDate, detail_udi: SearchReference, encounter: SearchReference, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, insurer: SearchReference, item_udi: SearchReference, patient: SearchReference, payee: SearchReference, priority: SearchToken, procedure_udi: SearchReference, provider: SearchReference, status: SearchToken, subdetail_udi: SearchReference, use: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClaimBundle + claimResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, insurer: SearchReference, outcome: SearchToken, patient: SearchReference, payment_date: SearchDate, request: SearchReference, requestor: SearchReference, status: SearchToken, use: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClaimResponseBundle + clinicalImpressions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, assessor: SearchReference, date: SearchDate, encounter: SearchReference, finding_code: SearchToken, finding_ref: SearchReference, identifier: SearchToken, investigation: SearchReference, patient: SearchReference, previous: SearchReference, problem: SearchReference, status: SearchToken, subject: SearchReference, supporting_info: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClinicalImpressionBundle + clinicalUseDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contraindication: SearchToken, contraindication_reference: SearchReference, effect: SearchToken, effect_reference: SearchReference, identifier: SearchToken, indication: SearchToken, indication_reference: SearchReference, interaction: SearchToken, product: SearchReference, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClinicalUseDefinitionBundle + codeSystems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, content_mode: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, language: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, supplements: SearchReference, system: SearchString, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CodeSystemBundle + communications(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, medium: SearchToken, part_of: SearchReference, patient: SearchReference, received: SearchDate, recipient: SearchReference, sender: SearchReference, sent: SearchDate, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CommunicationBundle + communicationRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored: SearchDate, based_on: SearchReference, category: SearchToken, encounter: SearchReference, group_identifier: SearchToken, identifier: SearchToken, medium: SearchToken, occurrence: SearchDate, patient: SearchReference, priority: SearchToken, recipient: SearchReference, replaces: SearchReference, requester: SearchReference, sender: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CommunicationRequestBundle + compartmentDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, name: SearchString, publisher: SearchString, resource: SearchToken, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CompartmentDefinitionBundle + compositions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, attester: SearchReference, author: SearchReference, category: SearchToken, confidentiality: SearchToken, context: SearchToken, date: SearchDate, encounter: SearchReference, entry: SearchReference, identifier: SearchToken, patient: SearchReference, period: SearchDate, related_id: SearchToken, related_ref: SearchReference, section: SearchToken, status: SearchToken, subject: SearchReference, title: SearchString, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CompositionBundle + conceptMaps(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, dependson: SearchString, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, other: SearchReference, product: SearchString, publisher: SearchString, source: SearchReference, source_code: SearchToken, source_system: SearchString, source_uri: SearchReference, status: SearchToken, target: SearchReference, target_code: SearchToken, target_system: SearchString, target_uri: SearchReference, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConceptMapBundle + conditions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, abatement_age: SearchQuantity, abatement_date: SearchDate, abatement_string: SearchString, asserter: SearchReference, body_site: SearchToken, category: SearchToken, clinical_status: SearchToken, code: SearchToken, encounter: SearchReference, evidence: SearchToken, evidence_detail: SearchReference, identifier: SearchToken, onset_age: SearchQuantity, onset_date: SearchDate, onset_info: SearchString, patient: SearchReference, recorded_date: SearchDate, severity: SearchToken, stage: SearchToken, subject: SearchReference, verification_status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConditionBundle + consents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, action: SearchToken, actor: SearchReference, category: SearchToken, consentor: SearchReference, data: SearchReference, date: SearchDate, identifier: SearchToken, organization: SearchReference, patient: SearchReference, period: SearchDate, purpose: SearchToken, scope: SearchToken, security_label: SearchToken, source_reference: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConsentBundle + contracts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authority: SearchReference, domain: SearchReference, identifier: SearchToken, instantiates: SearchString, issued: SearchDate, patient: SearchReference, signer: SearchReference, status: SearchToken, subject: SearchReference, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ContractBundle + coverages(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, beneficiary: SearchReference, class_type: SearchToken, class_value: SearchString, dependent: SearchString, identifier: SearchToken, patient: SearchReference, payor: SearchReference, policy_holder: SearchReference, status: SearchToken, subscriber: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageBundle + coverageEligibilityRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, patient: SearchReference, provider: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageEligibilityRequestBundle + coverageEligibilityResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, insurer: SearchReference, outcome: SearchToken, patient: SearchReference, request: SearchReference, requestor: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageEligibilityResponseBundle + detectedIssues(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, identified: SearchDate, identifier: SearchToken, implicated: SearchReference, patient: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DetectedIssueBundle + devices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device_name: SearchString, identifier: SearchToken, location: SearchReference, manufacturer: SearchString, model: SearchString, organization: SearchReference, patient: SearchReference, status: SearchToken, type: SearchToken, udi_carrier: SearchString, udi_di: SearchString, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceBundle + deviceDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, parent: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceDefinitionBundle + deviceMetrics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, identifier: SearchToken, parent: SearchReference, source: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceMetricBundle + deviceRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored_on: SearchDate, based_on: SearchReference, code: SearchToken, device: SearchReference, encounter: SearchReference, event_date: SearchDate, group_identifier: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, insurance: SearchReference, intent: SearchToken, patient: SearchReference, performer: SearchReference, prior_request: SearchReference, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceRequestBundle + deviceUseStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device: SearchReference, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceUseStatementBundle + diagnosticReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, conclusion: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, issued: SearchDate, media: SearchReference, patient: SearchReference, performer: SearchReference, result: SearchReference, results_interpreter: SearchReference, specimen: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DiagnosticReportBundle + documentManifests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, created: SearchDate, description: SearchString, identifier: SearchToken, item: SearchReference, patient: SearchReference, recipient: SearchReference, related_id: SearchToken, related_ref: SearchReference, source: SearchString, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DocumentManifestBundle + documentReferences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authenticator: SearchReference, author: SearchReference, category: SearchToken, contenttype: SearchToken, custodian: SearchReference, date: SearchDate, description: SearchString, encounter: SearchReference, event: SearchToken, facility: SearchToken, format: SearchToken, identifier: SearchToken, language: SearchToken, location: SearchString, patient: SearchReference, period: SearchDate, related: SearchReference, relatesto: SearchReference, relation: SearchToken, security_label: SearchToken, setting: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DocumentReferenceBundle + encounters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, appointment: SearchReference, based_on: SearchReference, class: SearchToken, date: SearchDate, diagnosis: SearchReference, episode_of_care: SearchReference, identifier: SearchToken, length: SearchQuantity, location: SearchReference, location_period: SearchDate, part_of: SearchReference, participant: SearchReference, participant_type: SearchToken, patient: SearchReference, practitioner: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, service_provider: SearchReference, special_arrangement: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EncounterBundle + endpoints(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, connection_type: SearchToken, identifier: SearchToken, name: SearchString, organization: SearchReference, payload_type: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EndpointBundle + enrollmentRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EnrollmentRequestBundle + enrollmentResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, request: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EnrollmentResponseBundle + episodesOfCare(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_manager: SearchReference, condition: SearchReference, date: SearchDate, identifier: SearchToken, incoming_referral: SearchReference, organization: SearchReference, patient: SearchReference, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EpisodeOfCareBundle + eventDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EventDefinitionBundle + evidences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceBundle + evidenceReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, identifier: SearchToken, publisher: SearchString, status: SearchToken, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceReportBundle + evidenceVariables(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceVariableBundle + exampleScenarios(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ExampleScenarioBundle + explanationOfBenefits(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_team: SearchReference, claim: SearchReference, coverage: SearchReference, created: SearchDate, detail_udi: SearchReference, disposition: SearchString, encounter: SearchReference, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, item_udi: SearchReference, patient: SearchReference, payee: SearchReference, procedure_udi: SearchReference, provider: SearchReference, status: SearchToken, subdetail_udi: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ExplanationOfBenefitBundle + familyMemberHistories(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, date: SearchDate, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, patient: SearchReference, relationship: SearchToken, sex: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): FamilyMemberHistoryBundle + flags(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, date: SearchDate, encounter: SearchReference, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): FlagBundle + goals(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, achievement_status: SearchToken, category: SearchToken, identifier: SearchToken, lifecycle_status: SearchToken, patient: SearchReference, start_date: SearchDate, subject: SearchReference, target_date: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GoalBundle + graphDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, start: SearchToken, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GraphDefinitionBundle + groups(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actual: SearchToken, characteristic: SearchToken, code: SearchToken, exclude: SearchToken, identifier: SearchToken, managing_entity: SearchReference, member: SearchReference, type: SearchToken, value: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GroupBundle + guidanceResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, request: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GuidanceResponseBundle + healthcareServices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, characteristic: SearchToken, coverage_area: SearchReference, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, name: SearchString, organization: SearchReference, program: SearchToken, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): HealthcareServiceBundle + imagingStudies(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, basedon: SearchReference, bodysite: SearchToken, dicom_class: SearchToken, encounter: SearchReference, endpoint: SearchReference, identifier: SearchToken, instance: SearchToken, interpreter: SearchReference, modality: SearchToken, patient: SearchReference, performer: SearchReference, reason: SearchToken, referrer: SearchReference, series: SearchToken, started: SearchDate, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImagingStudyBundle + immunizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, location: SearchReference, lot_number: SearchString, manufacturer: SearchReference, patient: SearchReference, performer: SearchReference, reaction: SearchReference, reaction_date: SearchDate, reason_code: SearchToken, reason_reference: SearchReference, series: SearchString, status: SearchToken, status_reason: SearchToken, target_disease: SearchToken, vaccine_code: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationBundle + immunizationEvaluations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, dose_status: SearchToken, identifier: SearchToken, immunization_event: SearchReference, patient: SearchReference, status: SearchToken, target_disease: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationEvaluationBundle + immunizationRecommendations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, information: SearchReference, patient: SearchReference, status: SearchToken, support: SearchReference, target_disease: SearchToken, vaccine_type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationRecommendationBundle + implementationGuides(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, description: SearchString, experimental: SearchToken, global: SearchReference, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, resource: SearchReference, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImplementationGuideBundle + ingredients(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, for: SearchReference, function: SearchToken, identifier: SearchToken, manufacturer: SearchReference, role: SearchToken, substance: SearchReference, substance_code: SearchToken, substance_definition: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): IngredientBundle + insurancePlans(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, administered_by: SearchReference, endpoint: SearchReference, identifier: SearchToken, name: SearchString, owned_by: SearchReference, phonetic: SearchString, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): InsurancePlanBundle + invoices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, date: SearchDate, identifier: SearchToken, issuer: SearchReference, participant: SearchReference, participant_role: SearchToken, patient: SearchReference, recipient: SearchReference, status: SearchToken, subject: SearchReference, totalgross: SearchQuantity, totalnet: SearchQuantity, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): InvoiceBundle + libraries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, content_type: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LibraryBundle + linkages(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, item: SearchReference, source: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LinkageBundle + lists(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, date: SearchDate, empty_reason: SearchToken, encounter: SearchReference, identifier: SearchToken, item: SearchReference, notes: SearchString, patient: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, title: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ListBundle + locations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, endpoint: SearchReference, identifier: SearchToken, name: SearchString, near: String, operational_status: SearchToken, organization: SearchReference, partof: SearchReference, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LocationBundle + manufacturedItemDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, dose_form: SearchToken, identifier: SearchToken, ingredient: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ManufacturedItemDefinitionBundle + measures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MeasureBundle + measureReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, evaluated_resource: SearchReference, identifier: SearchToken, measure: SearchReference, patient: SearchReference, period: SearchDate, reporter: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MeasureReportBundle + media(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, created: SearchDate, device: SearchReference, encounter: SearchReference, identifier: SearchToken, modality: SearchToken, operator: SearchReference, patient: SearchReference, site: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, view: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MediaBundle + medications(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, expiration_date: SearchDate, form: SearchToken, identifier: SearchToken, ingredient: SearchReference, ingredient_code: SearchToken, lot_number: SearchToken, manufacturer: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationBundle + medicationAdministrations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchReference, device: SearchReference, effective_time: SearchDate, identifier: SearchToken, medication: SearchReference, patient: SearchReference, performer: SearchReference, reason_given: SearchToken, reason_not_given: SearchToken, request: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationAdministrationBundle + medicationDispenses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchReference, destination: SearchReference, identifier: SearchToken, medication: SearchReference, patient: SearchReference, performer: SearchReference, prescription: SearchReference, receiver: SearchReference, responsibleparty: SearchReference, status: SearchToken, subject: SearchReference, type: SearchToken, whenhandedover: SearchDate, whenprepared: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationDispenseBundle + medicationKnowledges(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, classification: SearchToken, classification_type: SearchToken, code: SearchToken, doseform: SearchToken, ingredient: SearchReference, ingredient_code: SearchToken, manufacturer: SearchReference, monitoring_program_name: SearchToken, monitoring_program_type: SearchToken, monograph: SearchReference, monograph_type: SearchToken, source_cost: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationKnowledgeBundle + medicationRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authoredon: SearchDate, category: SearchToken, code: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, intended_dispenser: SearchReference, intended_performer: SearchReference, intended_performertype: SearchToken, intent: SearchToken, medication: SearchReference, patient: SearchReference, priority: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationRequestBundle + medicationStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, code: SearchToken, context: SearchReference, effective: SearchDate, identifier: SearchToken, medication: SearchReference, part_of: SearchReference, patient: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationStatementBundle + medicinalProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, characteristic: SearchToken, characteristic_type: SearchToken, contact: SearchReference, domain: SearchToken, identifier: SearchToken, ingredient: SearchToken, master_file: SearchReference, name: SearchString, name_language: SearchToken, product_classification: SearchToken, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicinalProductDefinitionBundle + messageDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, event: SearchToken, focus: SearchToken, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, parent: SearchReference, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MessageDefinitionBundle + messageHeaders(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, destination: SearchString, destination_uri: SearchString, enterer: SearchReference, event: SearchToken, focus: SearchReference, receiver: SearchReference, response_id: SearchToken, responsible: SearchReference, sender: SearchReference, source: SearchString, source_uri: SearchString, target: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MessageHeaderBundle + molecularSequences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, chromosome: SearchToken, identifier: SearchToken, patient: SearchReference, referenceseqid: SearchToken, type: SearchToken, variant_end: SearchNumber, variant_start: SearchNumber, window_end: SearchNumber, window_start: SearchNumber, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MolecularSequenceBundle + namingSystems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contact: SearchString, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, id_type: SearchToken, jurisdiction: SearchToken, kind: SearchToken, name: SearchString, period: SearchDate, publisher: SearchString, responsible: SearchString, status: SearchToken, telecom: SearchToken, type: SearchToken, value: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NamingSystemBundle + nutritionOrders(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, additive: SearchToken, datetime: SearchDate, encounter: SearchReference, formula: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, oraldiet: SearchToken, patient: SearchReference, provider: SearchReference, status: SearchToken, supplement: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NutritionOrderBundle + nutritionProducts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NutritionProductBundle + observations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, combo_code: SearchToken, combo_data_absent_reason: SearchToken, combo_value_concept: SearchToken, combo_value_quantity: SearchQuantity, component_code: SearchToken, component_data_absent_reason: SearchToken, component_value_concept: SearchToken, component_value_quantity: SearchQuantity, data_absent_reason: SearchToken, date: SearchDate, derived_from: SearchReference, device: SearchReference, encounter: SearchReference, focus: SearchReference, has_member: SearchReference, identifier: SearchToken, method: SearchToken, part_of: SearchReference, patient: SearchReference, performer: SearchReference, specimen: SearchReference, status: SearchToken, subject: SearchReference, value_concept: SearchToken, value_date: SearchDate, value_quantity: SearchQuantity, value_string: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ObservationBundle + observationDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ObservationDefinitionBundle + operationDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, base: SearchReference, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, input_profile: SearchReference, instance: SearchToken, jurisdiction: SearchToken, kind: SearchToken, name: SearchString, output_profile: SearchReference, publisher: SearchString, status: SearchToken, system: SearchToken, title: SearchString, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OperationDefinitionBundle + operationOutcomes(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OperationOutcomeBundle + organizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, endpoint: SearchReference, identifier: SearchToken, name: SearchString, partof: SearchReference, phonetic: SearchString, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OrganizationBundle + organizationAffiliations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, date: SearchDate, email: SearchToken, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, network: SearchReference, participating_organization: SearchReference, phone: SearchToken, primary_organization: SearchReference, role: SearchToken, service: SearchReference, specialty: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OrganizationAffiliationBundle + packagedProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, biological: SearchReference, contained_item: SearchReference, device: SearchReference, identifier: SearchToken, manufactured_item: SearchReference, medication: SearchReference, name: SearchToken, nutrition: SearchReference, package: SearchReference, package_for: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PackagedProductDefinitionBundle + parameters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ParametersBundle + patients(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, death_date: SearchDate, deceased: SearchToken, email: SearchToken, family: SearchString, gender: SearchToken, general_practitioner: SearchReference, given: SearchString, identifier: SearchToken, language: SearchToken, link: SearchReference, name: SearchString, organization: SearchReference, phone: SearchToken, phonetic: SearchString, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PatientBundle + paymentNotices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, identifier: SearchToken, payment_status: SearchToken, provider: SearchReference, request: SearchReference, response: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PaymentNoticeBundle + paymentReconciliations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, outcome: SearchToken, payment_issuer: SearchReference, request: SearchReference, requestor: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PaymentReconciliationBundle + persons(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, email: SearchToken, family: SearchString, gender: SearchToken, given: SearchString, identifier: SearchToken, link: SearchReference, name: SearchString, organization: SearchReference, patient: SearchReference, phone: SearchToken, phonetic: SearchString, practitioner: SearchReference, relatedperson: SearchReference, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PersonBundle + planDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, definition: SearchReference, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PlanDefinitionBundle + practitioners(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, communication: SearchToken, email: SearchToken, family: SearchString, gender: SearchToken, given: SearchString, identifier: SearchToken, name: SearchString, phone: SearchToken, phonetic: SearchString, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PractitionerBundle + practitionerRoles(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, date: SearchDate, email: SearchToken, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, organization: SearchReference, phone: SearchToken, practitioner: SearchReference, role: SearchToken, service: SearchReference, specialty: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PractitionerRoleBundle + procedures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, location: SearchReference, part_of: SearchReference, patient: SearchReference, performer: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ProcedureBundle + provenances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, agent: SearchReference, agent_role: SearchToken, agent_type: SearchToken, entity: SearchReference, location: SearchReference, patient: SearchReference, recorded: SearchDate, signature_type: SearchToken, target: SearchReference, when: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ProvenanceBundle + questionnaires(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, definition: SearchString, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, subject_type: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): QuestionnaireBundle + questionnaireResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, authored: SearchDate, based_on: SearchReference, encounter: SearchReference, identifier: SearchToken, part_of: SearchReference, patient: SearchReference, questionnaire: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): QuestionnaireResponseBundle + regulatedAuthorizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, case: SearchToken, case_type: SearchToken, holder: SearchReference, identifier: SearchToken, region: SearchToken, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RegulatedAuthorizationBundle + relatedPersons(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, email: SearchToken, gender: SearchToken, identifier: SearchToken, name: SearchString, patient: SearchReference, phone: SearchToken, phonetic: SearchString, relationship: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RelatedPersonBundle + requestGroups(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, authored: SearchDate, code: SearchToken, encounter: SearchReference, group_identifier: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, participant: SearchReference, patient: SearchReference, priority: SearchToken, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RequestGroupBundle + researchDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchDefinitionBundle + researchElementDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchElementDefinitionBundle + researchStudies(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, focus: SearchToken, identifier: SearchToken, keyword: SearchToken, location: SearchToken, partof: SearchReference, principalinvestigator: SearchReference, protocol: SearchReference, site: SearchReference, sponsor: SearchReference, status: SearchToken, title: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchStudyBundle + researchSubjects(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, individual: SearchReference, patient: SearchReference, status: SearchToken, study: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchSubjectBundle + riskAssessments(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, condition: SearchReference, date: SearchDate, encounter: SearchReference, identifier: SearchToken, method: SearchToken, patient: SearchReference, performer: SearchReference, probability: SearchNumber, risk: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RiskAssessmentBundle + schedules(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, actor: SearchReference, date: SearchDate, identifier: SearchToken, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ScheduleBundle + searchParameters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, base: SearchToken, code: SearchToken, component: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, derived_from: SearchReference, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, target: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SearchParameterBundle + serviceRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored: SearchDate, based_on: SearchReference, body_site: SearchToken, category: SearchToken, code: SearchToken, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, occurrence: SearchDate, patient: SearchReference, performer: SearchReference, performer_type: SearchToken, priority: SearchToken, replaces: SearchReference, requester: SearchReference, requisition: SearchToken, specimen: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ServiceRequestBundle + slots(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, appointment_type: SearchToken, identifier: SearchToken, schedule: SearchReference, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, start: SearchDate, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SlotBundle + specimens(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, accession: SearchToken, bodysite: SearchToken, collected: SearchDate, collector: SearchReference, container: SearchToken, container_id: SearchToken, identifier: SearchToken, parent: SearchReference, patient: SearchReference, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SpecimenBundle + specimenDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, container: SearchToken, identifier: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SpecimenDefinitionBundle + structureDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, abstract: SearchToken, base: SearchReference, base_path: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, derivation: SearchToken, description: SearchString, experimental: SearchToken, ext_context: SearchToken, identifier: SearchToken, jurisdiction: SearchToken, keyword: SearchToken, kind: SearchToken, name: SearchString, path: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, type: SearchString, url: SearchString, valueset: SearchReference, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): StructureDefinitionBundle + structureMaps(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): StructureMapBundle + subscriptions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contact: SearchToken, criteria: SearchString, payload: SearchToken, status: SearchToken, type: SearchToken, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionBundle + subscriptionStatuses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionStatusBundle + subscriptionTopics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, derived_or_self: SearchString, identifier: SearchToken, resource: SearchString, status: SearchToken, title: SearchString, trigger_description: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionTopicBundle + substances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, code: SearchToken, container_identifier: SearchToken, expiry: SearchDate, identifier: SearchToken, quantity: SearchQuantity, status: SearchToken, substance_reference: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubstanceBundle + substanceDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, classification: SearchToken, code: SearchToken, domain: SearchToken, identifier: SearchToken, name: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubstanceDefinitionBundle + supplyDeliveries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, receiver: SearchReference, status: SearchToken, supplier: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SupplyDeliveryBundle + supplyRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, identifier: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, supplier: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SupplyRequestBundle + tasks(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored_on: SearchDate, based_on: SearchReference, business_status: SearchToken, code: SearchToken, encounter: SearchReference, focus: SearchReference, group_identifier: SearchToken, identifier: SearchToken, intent: SearchToken, modified: SearchDate, owner: SearchReference, part_of: SearchReference, patient: SearchReference, performer: SearchToken, period: SearchDate, priority: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TaskBundle + terminologyCapabilities(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TerminologyCapabilitiesBundle + testReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, issued: SearchDate, participant: SearchString, result: SearchToken, tester: SearchString, testscript: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TestReportBundle + testScripts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, testscript_capability: SearchString, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TestScriptBundle + valueSets(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, expansion: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, reference: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ValueSetBundle + verificationResults(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, target: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): VerificationResultBundle + visionPrescriptions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, datewritten: SearchDate, encounter: SearchReference, identifier: SearchToken, patient: SearchReference, prescriber: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): VisionPrescriptionBundle + _entities(representations: [_Any!]!): [_Entity]! + _service: _Service! +} + +type AccountCoverageCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type AccountCoverage { + id: String + extension: [Extension] + modifierExtension: [Extension] + coverage: AccountCoverageCoverageReference + priority: Int +} + +union AccountGuarantorParty = Patient | RelatedPerson | Organization + +type AccountGuarantorPartyReference { + id: String + extension: [Extension] + reference: String + resource: AccountGuarantorParty + type: URI + identifier: Identifier + display: String +} + +type AccountGuarantor { + id: String + extension: [Extension] + modifierExtension: [Extension] + party: AccountGuarantorPartyReference + onHold: Boolean + period: Period +} + +type ActivityDefinitionDynamicValue { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + expression: Expression +} + +type ActivityDefinitionParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + role: CodeableConcept +} + +type AdministrableProductDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment + status: CodeableConcept +} + +type AdministrableProductDefinitionRouteOfAdministration { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + firstDose: Quantity + maxSingleDose: Quantity + maxDosePerDay: Quantity + maxDosePerTreatmentPeriod: Ratio + maxTreatmentPeriod: Quantity + targetSpecies: [AdministrableProductDefinitionTargetSpecies] +} + +type AdministrableProductDefinitionTargetSpecies { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + withdrawalPeriod: [AdministrableProductDefinitionWithdrawalPeriod] +} + +type AdministrableProductDefinitionWithdrawalPeriod { + id: String + extension: [Extension] + modifierExtension: [Extension] + tissue: CodeableConcept + value: Quantity + supportingInformation: String +} + +union AdverseEventCausalityAuthor = Practitioner | PractitionerRole + +type AdverseEventCausalityAuthorReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventCausalityAuthor + type: URI + identifier: Identifier + display: String +} + +type AdverseEventCausality { + id: String + extension: [Extension] + modifierExtension: [Extension] + assessment: CodeableConcept + productRelatedness: String + author: AdverseEventCausalityAuthorReference + method: CodeableConcept +} + +union AdverseEventSuspectEntityInstance = Immunization | Procedure | Substance | Medication | MedicationAdministration | MedicationStatement | Device + +type AdverseEventSuspectEntityInstanceReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventSuspectEntityInstance + type: URI + identifier: Identifier + display: String +} + +type AdverseEventSuspectEntity { + id: String + extension: [Extension] + modifierExtension: [Extension] + instance: AdverseEventSuspectEntityInstanceReference + causality: [AdverseEventCausality] +} + +type AllergyIntoleranceReaction { + id: String + extension: [Extension] + modifierExtension: [Extension] + substance: CodeableConcept + manifestation: [CodeableConcept] + description: String + onset: DateTime + severity: Code + exposureRoute: CodeableConcept + note: [Annotation] +} + +union AppointmentParticipantActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location + +type AppointmentParticipantActorReference { + id: String + extension: [Extension] + reference: String + resource: AppointmentParticipantActor + type: URI + identifier: Identifier + display: String +} + +type AppointmentParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + actor: AppointmentParticipantActorReference + required: Code + status: Code + period: Period +} + +union AuditEventAgentWho = PractitionerRole | Practitioner | Organization | Device | Patient | RelatedPerson + +type AuditEventAgentWhoReference { + id: String + extension: [Extension] + reference: String + resource: AuditEventAgentWho + type: URI + identifier: Identifier + display: String +} + +type AuditEventAgentLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type AuditEventAgent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + role: [CodeableConcept] + who: AuditEventAgentWhoReference + altId: String + name: String + requestor: Boolean + location: AuditEventAgentLocationReference + policy: [URI] + media: Coding + network: AuditEventNetwork + purposeOfUse: [CodeableConcept] +} + +type AuditEventDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: String + valueString: String + valueBase64Binary: Base64Binary +} + +type AuditEventEntityWhatReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type AuditEventEntity { + id: String + extension: [Extension] + modifierExtension: [Extension] + what: AuditEventEntityWhatReference + type: Coding + role: Coding + lifecycle: Coding + securityLabel: [Coding] + name: String + description: String + query: Base64Binary + detail: [AuditEventDetail] +} + +type AuditEventNetwork { + id: String + extension: [Extension] + modifierExtension: [Extension] + address: String + type: Code +} + +union AuditEventSourceObserver = PractitionerRole | Practitioner | Organization | Device | Patient | RelatedPerson + +type AuditEventSourceObserverReference { + id: String + extension: [Extension] + reference: String + resource: AuditEventSourceObserver + type: URI + identifier: Identifier + display: String +} + +type AuditEventSource { + id: String + extension: [Extension] + modifierExtension: [Extension] + site: String + observer: AuditEventSourceObserverReference + type: [Coding] +} + +union BiologicallyDerivedProductCollectionCollector = Practitioner | PractitionerRole + +type BiologicallyDerivedProductCollectionCollectorReference { + id: String + extension: [Extension] + reference: String + resource: BiologicallyDerivedProductCollectionCollector + type: URI + identifier: Identifier + display: String +} + +union BiologicallyDerivedProductCollectionSource = Patient | Organization + +type BiologicallyDerivedProductCollectionSourceReference { + id: String + extension: [Extension] + reference: String + resource: BiologicallyDerivedProductCollectionSource + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProductCollection { + id: String + extension: [Extension] + modifierExtension: [Extension] + collector: BiologicallyDerivedProductCollectionCollectorReference + source: BiologicallyDerivedProductCollectionSourceReference + collectedDateTime: DateTime + collectedPeriod: Period +} + +type BiologicallyDerivedProductManipulation { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + timeDateTime: DateTime + timePeriod: Period +} + +type BiologicallyDerivedProductProcessingAdditiveReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProductProcessing { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + procedure: CodeableConcept + additive: BiologicallyDerivedProductProcessingAdditiveReference + timeDateTime: DateTime + timePeriod: Period +} + +type BiologicallyDerivedProductStorage { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + temperature: Float + scale: Code + duration: Period +} + +type BundleEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + link: [BundleLink] + fullUrl: URI + resource: Resource + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BundleLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + relation: String + url: URI +} + +type BundleRequest { + id: String + extension: [Extension] + modifierExtension: [Extension] + method: Code + url: URI + ifNoneMatch: String + ifModifiedSince: Instant + ifMatch: String + ifNoneExist: String +} + +type BundleResponse { + id: String + extension: [Extension] + modifierExtension: [Extension] + status: String + location: URI + etag: String + lastModified: Instant + outcome: Resource +} + +type BundleSearch { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + score: Float +} + +type CapabilityStatementDocument { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + documentation: Markdown + profile: Canonical +} + +type CapabilityStatementEndpoint { + id: String + extension: [Extension] + modifierExtension: [Extension] + protocol: Coding + address: URL +} + +type CapabilityStatementImplementationCustodianReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CapabilityStatementImplementation { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + url: URL + custodian: CapabilityStatementImplementationCustodianReference +} + +type CapabilityStatementInteraction { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + documentation: Markdown +} + +type CapabilityStatementInteraction1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + documentation: Markdown +} + +type CapabilityStatementMessaging { + id: String + extension: [Extension] + modifierExtension: [Extension] + endpoint: [CapabilityStatementEndpoint] + reliableCache: Int + documentation: Markdown + supportedMessage: [CapabilityStatementSupportedMessage] +} + +type CapabilityStatementOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + definition: Canonical + documentation: Markdown +} + +type CapabilityStatementResource { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + profile: Canonical + supportedProfile: [Canonical] + documentation: Markdown + interaction: [CapabilityStatementInteraction] + versioning: Code + readHistory: Boolean + updateCreate: Boolean + conditionalCreate: Boolean + conditionalRead: Code + conditionalUpdate: Boolean + conditionalDelete: Code + referencePolicy: [Code] + searchInclude: [String] + searchRevInclude: [String] + searchParam: [CapabilityStatementSearchParam] + operation: [CapabilityStatementOperation] +} + +type CapabilityStatementRest { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + documentation: Markdown + security: CapabilityStatementSecurity + resource: [CapabilityStatementResource] + interaction: [CapabilityStatementInteraction1] + searchParam: [CapabilityStatementSearchParam] + operation: [CapabilityStatementOperation] + compartment: [Canonical] +} + +type CapabilityStatementSearchParam { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + definition: Canonical + type: Code + documentation: Markdown +} + +type CapabilityStatementSecurity { + id: String + extension: [Extension] + modifierExtension: [Extension] + cors: Boolean + service: [CodeableConcept] + description: Markdown +} + +type CapabilityStatementSoftware { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + version: String + releaseDate: DateTime +} + +type CapabilityStatementSupportedMessage { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + definition: Canonical +} + +type CarePlanActivityOutcomeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union CarePlanActivityReference = Appointment | CommunicationRequest | DeviceRequest | MedicationRequest | NutritionOrder | Task | ServiceRequest | VisionPrescription | RequestGroup + +type CarePlanActivityReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanActivityReference + type: URI + identifier: Identifier + display: String +} + +type CarePlanActivity { + id: String + extension: [Extension] + modifierExtension: [Extension] + outcomeCodeableConcept: [CodeableConcept] + outcomeReference: [CarePlanActivityOutcomeReferenceReference] + progress: [Annotation] + reference: CarePlanActivityReferenceReference + detail: CarePlanDetail +} + +union CarePlanDetailReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type CarePlanDetailReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanDetailReasonReference + type: URI + identifier: Identifier + display: String +} + +type CarePlanDetailGoalReference { + id: String + extension: [Extension] + reference: String + resource: Goal + type: URI + identifier: Identifier + display: String +} + +type CarePlanDetailLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union CarePlanDetailPerformer = Practitioner | PractitionerRole | Organization | RelatedPerson | Patient | CareTeam | HealthcareService | Device + +type CarePlanDetailPerformerReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanDetailPerformer + type: URI + identifier: Identifier + display: String +} + +union CarePlanDetailProductReference = Medication | Substance + +type CarePlanDetailProductReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanDetailProductReference + type: URI + identifier: Identifier + display: String +} + +type CarePlanDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + kind: Code + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + code: CodeableConcept + reasonCode: [CodeableConcept] + reasonReference: [CarePlanDetailReasonReferenceReference] + goal: [CarePlanDetailGoalReference] + status: Code + statusReason: CodeableConcept + doNotPerform: Boolean + scheduledTiming: Timing + scheduledPeriod: Period + scheduledString: String + location: CarePlanDetailLocationReference + performer: [CarePlanDetailPerformerReference] + productCodeableConcept: CodeableConcept + productReference: CarePlanDetailProductReferenceReference + dailyAmount: Quantity + quantity: Quantity + description: String +} + +union CareTeamParticipantMember = Practitioner | PractitionerRole | RelatedPerson | Patient | Organization | CareTeam + +type CareTeamParticipantMemberReference { + id: String + extension: [Extension] + reference: String + resource: CareTeamParticipantMember + type: URI + identifier: Identifier + display: String +} + +type CareTeamParticipantOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CareTeamParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: [CodeableConcept] + member: CareTeamParticipantMemberReference + onBehalfOf: CareTeamParticipantOnBehalfOfReference + period: Period +} + +type CatalogEntryRelatedEntryItemReference { + id: String + extension: [Extension] + reference: String + resource: CatalogEntry + type: URI + identifier: Identifier + display: String +} + +type CatalogEntryRelatedEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationtype: Code + item: CatalogEntryRelatedEntryItemReference +} + +type ChargeItemDefinitionApplicability { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + language: String + expression: String +} + +type ChargeItemDefinitionPriceComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + code: CodeableConcept + factor: Float + amount: Money +} + +type ChargeItemDefinitionPropertyGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + applicability: [ChargeItemDefinitionApplicability] + priceComponent: [ChargeItemDefinitionPriceComponent] +} + +union ChargeItemPerformerActor = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson + +type ChargeItemPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemPerformerActor + type: URI + identifier: Identifier + display: String +} + +type ChargeItemPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ChargeItemPerformerActorReference +} + +type CitationAbstract { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + language: CodeableConcept + text: Markdown + copyright: Markdown +} + +type CitationAffiliationInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + affiliation: String + role: String + identifier: [Identifier] +} + +type CitationCitedArtifact { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + relatedIdentifier: [Identifier] + dateAccessed: DateTime + version: CitationVersion + currentState: [CodeableConcept] + statusDate: [CitationStatusDate1] + title: [CitationTitle] + abstract: [CitationAbstract] + part: CitationPart + relatesTo: [CitationRelatesTo1] + publicationForm: [CitationPublicationForm] + webLocation: [CitationWebLocation] + classification: [CitationClassification1] + contributorship: CitationContributorship + note: [Annotation] +} + +type CitationClassification { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + classifier: [CodeableConcept] +} + +type CitationClassification1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + classifier: [CodeableConcept] + whoClassified: CitationWhoClassified +} + +type CitationContributionInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + time: DateTime +} + +type CitationContributorship { + id: String + extension: [Extension] + modifierExtension: [Extension] + complete: Boolean + entry: [CitationEntry] + summary: [CitationSummary1] +} + +type CitationDateOfPublication { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: Date + year: String + month: String + day: String + season: String + text: String +} + +type CitationEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: HumanName + initials: String + collectiveName: String + identifier: [Identifier] + affiliationInfo: [CitationAffiliationInfo] + address: [Address] + telecom: [ContactPoint] + contributionType: [CodeableConcept] + role: CodeableConcept + contributionInstance: [CitationContributionInstance] + correspondingContact: Boolean + listOrder: Int +} + +type CitationPartBaseCitationReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type CitationPart { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + value: String + baseCitation: CitationPartBaseCitationReference +} + +type CitationPeriodicRelease { + id: String + extension: [Extension] + modifierExtension: [Extension] + citedMedium: CodeableConcept + volume: String + issue: String + dateOfPublication: CitationDateOfPublication +} + +type CitationPublicationForm { + id: String + extension: [Extension] + modifierExtension: [Extension] + publishedIn: CitationPublishedIn + periodicRelease: CitationPeriodicRelease + articleDate: DateTime + lastRevisionDate: DateTime + language: [CodeableConcept] + accessionNumber: String + pageString: String + firstPage: String + lastPage: String + pageCount: String + copyright: Markdown +} + +type CitationPublishedInPublisherReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CitationPublishedIn { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + identifier: [Identifier] + title: String + publisher: CitationPublishedInPublisherReference + publisherLocation: String +} + +type CitationRelatesToTargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CitationRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationshipType: CodeableConcept + targetClassifier: [CodeableConcept] + targetUri: URI + targetIdentifier: Identifier + targetReference: CitationRelatesToTargetReferenceReference + targetAttachment: Attachment +} + +type CitationRelatesTo1TargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CitationRelatesTo1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationshipType: CodeableConcept + targetClassifier: [CodeableConcept] + targetUri: URI + targetIdentifier: Identifier + targetReference: CitationRelatesTo1TargetReferenceReference + targetAttachment: Attachment +} + +type CitationStatusDate { + id: String + extension: [Extension] + modifierExtension: [Extension] + activity: CodeableConcept + actual: Boolean + period: Period +} + +type CitationStatusDate1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + activity: CodeableConcept + actual: Boolean + period: Period +} + +type CitationSummary { + id: String + extension: [Extension] + modifierExtension: [Extension] + style: CodeableConcept + text: Markdown +} + +type CitationSummary1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + style: CodeableConcept + source: CodeableConcept + value: Markdown +} + +type CitationTitle { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + language: CodeableConcept + text: Markdown +} + +type CitationVersionBaseCitationReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type CitationVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + value: String + baseCitation: CitationVersionBaseCitationReference +} + +type CitationWebLocation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + url: URI +} + +union CitationWhoClassifiedPerson = Person | Practitioner + +type CitationWhoClassifiedPersonReference { + id: String + extension: [Extension] + reference: String + resource: CitationWhoClassifiedPerson + type: URI + identifier: Identifier + display: String +} + +type CitationWhoClassifiedOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CitationWhoClassifiedPublisherReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CitationWhoClassified { + id: String + extension: [Extension] + modifierExtension: [Extension] + person: CitationWhoClassifiedPersonReference + organization: CitationWhoClassifiedOrganizationReference + publisher: CitationWhoClassifiedPublisherReference + classifierCopyright: String + freeToShare: Boolean +} + +type ClaimAccidentLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ClaimAccident { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: Date + type: CodeableConcept + locationAddress: Address + locationReference: ClaimAccidentLocationReferenceReference +} + +union ClaimCareTeamProvider = Practitioner | PractitionerRole | Organization + +type ClaimCareTeamProviderReference { + id: String + extension: [Extension] + reference: String + resource: ClaimCareTeamProvider + type: URI + identifier: Identifier + display: String +} + +type ClaimCareTeam { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + provider: ClaimCareTeamProviderReference + responsible: Boolean + role: CodeableConcept + qualification: CodeableConcept +} + +type ClaimDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ClaimDetailUdiReference] + subDetail: [ClaimSubDetail] +} + +type ClaimDiagnosisDiagnosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type ClaimDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + diagnosisCodeableConcept: CodeableConcept + diagnosisReference: ClaimDiagnosisDiagnosisReferenceReference + type: [CodeableConcept] + onAdmission: CodeableConcept + packageCode: CodeableConcept +} + +type ClaimInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type ClaimInsuranceClaimResponseReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponse + type: URI + identifier: Identifier + display: String +} + +type ClaimInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + focal: Boolean + identifier: Identifier + coverage: ClaimInsuranceCoverageReference + businessArrangement: String + preAuthRef: [String] + claimResponse: ClaimInsuranceClaimResponseReference +} + +type ClaimItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ClaimItemUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimItemEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type ClaimItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + careTeamSequence: [Int] + diagnosisSequence: [Int] + procedureSequence: [Int] + informationSequence: [Int] + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ClaimItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ClaimItemUdiReference] + bodySite: CodeableConcept + subSite: [CodeableConcept] + encounter: [ClaimItemEncounterReference] + detail: [ClaimDetail] +} + +union ClaimPayeeParty = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson + +type ClaimPayeePartyReference { + id: String + extension: [Extension] + reference: String + resource: ClaimPayeeParty + type: URI + identifier: Identifier + display: String +} + +type ClaimPayee { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + party: ClaimPayeePartyReference +} + +type ClaimProcedureProcedureReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type ClaimProcedureUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimProcedure { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + type: [CodeableConcept] + date: DateTime + procedureCodeableConcept: CodeableConcept + procedureReference: ClaimProcedureProcedureReferenceReference + udi: [ClaimProcedureUdiReference] +} + +type ClaimRelatedClaimReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ClaimRelated { + id: String + extension: [Extension] + modifierExtension: [Extension] + claim: ClaimRelatedClaimReference + relationship: CodeableConcept + reference: Identifier +} + +union ClaimResponseAddItemProvider = Practitioner | PractitionerRole | Organization + +type ClaimResponseAddItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponseAddItemProvider + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseAddItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseAddItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: [Int] + detailSequence: [Int] + subdetailSequence: [Int] + provider: [ClaimResponseAddItemProviderReference] + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ClaimResponseAddItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + bodySite: CodeableConcept + subSite: [CodeableConcept] + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + detail: [ClaimResponseDetail1] +} + +type ClaimResponseAdjudication { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + reason: CodeableConcept + amount: Money + value: Float +} + +type ClaimResponseDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + detailSequence: Int + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + subDetail: [ClaimResponseSubDetail] +} + +type ClaimResponseDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + subDetail: [ClaimResponseSubDetail1] +} + +type ClaimResponseError { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: Int + detailSequence: Int + subDetailSequence: Int + code: CodeableConcept +} + +type ClaimResponseInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseInsuranceClaimResponseReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponse + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + focal: Boolean + coverage: ClaimResponseInsuranceCoverageReference + businessArrangement: String + claimResponse: ClaimResponseInsuranceClaimResponseReference +} + +type ClaimResponseItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: Int + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + detail: [ClaimResponseDetail] +} + +type ClaimResponsePayment { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + adjustment: Money + adjustmentReason: CodeableConcept + date: Date + amount: Money + identifier: Identifier +} + +type ClaimResponseProcessNote { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: Int + type: Code + text: String + language: CodeableConcept +} + +type ClaimResponseSubDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + subDetailSequence: Int + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] +} + +type ClaimResponseSubDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] +} + +type ClaimResponseTotal { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + amount: Money +} + +type ClaimSubDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimSubDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ClaimSubDetailUdiReference] +} + +type ClaimSupportingInfoValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ClaimSupportingInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + category: CodeableConcept + code: CodeableConcept + timingDate: Date + timingPeriod: Period + valueBoolean: Boolean + valueString: String + valueQuantity: Quantity + valueAttachment: Attachment + valueReference: ClaimSupportingInfoValueReferenceReference + reason: CodeableConcept +} + +union ClinicalImpressionFindingItemReference = Condition | Observation | Media + +type ClinicalImpressionFindingItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionFindingItemReference + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionFinding { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemCodeableConcept: CodeableConcept + itemReference: ClinicalImpressionFindingItemReferenceReference + basis: String +} + +union ClinicalImpressionInvestigationItem = Observation | QuestionnaireResponse | FamilyMemberHistory | DiagnosticReport | RiskAssessment | ImagingStudy | Media + +type ClinicalImpressionInvestigationItemReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionInvestigationItem + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionInvestigation { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + item: [ClinicalImpressionInvestigationItemReference] +} + +type ClinicalUseDefinitionContraindicationDiseaseSymptomProcedureReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindicationDiseaseStatusReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindicationComorbidityReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindicationIndicationReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindication { + id: String + extension: [Extension] + modifierExtension: [Extension] + diseaseSymptomProcedure: ClinicalUseDefinitionContraindicationDiseaseSymptomProcedureReference + diseaseStatus: ClinicalUseDefinitionContraindicationDiseaseStatusReference + comorbidity: [ClinicalUseDefinitionContraindicationComorbidityReference] + indication: [ClinicalUseDefinitionContraindicationIndicationReference] + otherTherapy: [ClinicalUseDefinitionOtherTherapy] +} + +type ClinicalUseDefinitionIndicationDiseaseSymptomProcedureReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationDiseaseStatusReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationComorbidityReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationIntendedEffectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationUndesirableEffectReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndication { + id: String + extension: [Extension] + modifierExtension: [Extension] + diseaseSymptomProcedure: ClinicalUseDefinitionIndicationDiseaseSymptomProcedureReference + diseaseStatus: ClinicalUseDefinitionIndicationDiseaseStatusReference + comorbidity: [ClinicalUseDefinitionIndicationComorbidityReference] + intendedEffect: ClinicalUseDefinitionIndicationIntendedEffectReference + durationRange: Range + durationString: String + undesirableEffect: [ClinicalUseDefinitionIndicationUndesirableEffectReference] + otherTherapy: [ClinicalUseDefinitionOtherTherapy] +} + +union ClinicalUseDefinitionInteractantItemReference = MedicinalProductDefinition | Medication | Substance | ObservationDefinition + +type ClinicalUseDefinitionInteractantItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinitionInteractantItemReference + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionInteractant { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemReference: ClinicalUseDefinitionInteractantItemReferenceReference + itemCodeableConcept: CodeableConcept +} + +type ClinicalUseDefinitionInteractionEffectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionInteraction { + id: String + extension: [Extension] + modifierExtension: [Extension] + interactant: [ClinicalUseDefinitionInteractant] + type: CodeableConcept + effect: ClinicalUseDefinitionInteractionEffectReference + incidence: CodeableConcept + management: [CodeableConcept] +} + +union ClinicalUseDefinitionOtherTherapyTherapy = MedicinalProductDefinition | Medication | Substance | SubstanceDefinition | ActivityDefinition + +type ClinicalUseDefinitionOtherTherapyTherapyReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinitionOtherTherapyTherapy + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionOtherTherapy { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationshipType: CodeableConcept + therapy: ClinicalUseDefinitionOtherTherapyTherapyReference +} + +type ClinicalUseDefinitionUndesirableEffectSymptomConditionEffectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionUndesirableEffect { + id: String + extension: [Extension] + modifierExtension: [Extension] + symptomConditionEffect: ClinicalUseDefinitionUndesirableEffectSymptomConditionEffectReference + classification: CodeableConcept + frequencyOfOccurrence: CodeableConcept +} + +type ClinicalUseDefinitionWarning { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + code: CodeableConcept +} + +type CodeSystemConcept { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + definition: String + designation: [CodeSystemDesignation] + property: [CodeSystemProperty1] + concept: [CodeSystemConcept] +} + +type CodeSystemDesignation { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: Code + use: Coding + value: String +} + +type CodeSystemFilter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + description: String + operator: [Code] + value: String +} + +type CodeSystemProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + uri: URI + description: String + type: Code +} + +type CodeSystemProperty1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + valueCode: Code + valueCoding: Coding + valueString: String + valueInteger: Int + valueBoolean: Boolean + valueDateTime: DateTime + valueDecimal: Float +} + +type CommunicationPayloadContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationPayload { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentString: String + contentAttachment: Attachment + contentReference: CommunicationPayloadContentReferenceReference +} + +type CommunicationRequestPayloadContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestPayload { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentString: String + contentAttachment: Attachment + contentReference: CommunicationRequestPayloadContentReferenceReference +} + +type CompartmentDefinitionResource { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + param: [String] + documentation: String +} + +union CompositionAttesterParty = Patient | RelatedPerson | Practitioner | PractitionerRole | Organization + +type CompositionAttesterPartyReference { + id: String + extension: [Extension] + reference: String + resource: CompositionAttesterParty + type: URI + identifier: Identifier + display: String +} + +type CompositionAttester { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + time: DateTime + party: CompositionAttesterPartyReference +} + +type CompositionEventDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionEvent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + period: Period + detail: [CompositionEventDetailReference] +} + +type CompositionRelatesToTargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Composition + type: URI + identifier: Identifier + display: String +} + +type CompositionRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + targetIdentifier: Identifier + targetReference: CompositionRelatesToTargetReferenceReference +} + +union CompositionSectionAuthor = Practitioner | PractitionerRole | Device | Patient | RelatedPerson | Organization + +type CompositionSectionAuthorReference { + id: String + extension: [Extension] + reference: String + resource: CompositionSectionAuthor + type: URI + identifier: Identifier + display: String +} + +type CompositionSectionFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionSectionEntryReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionSection { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + code: CodeableConcept + author: [CompositionSectionAuthorReference] + focus: CompositionSectionFocusReference + text: Narrative + mode: Code + orderedBy: CodeableConcept + entry: [CompositionSectionEntryReference] + emptyReason: CodeableConcept + section: [CompositionSection] +} + +type ConceptMapDependsOn { + id: String + extension: [Extension] + modifierExtension: [Extension] + property: URI + system: Canonical + value: String + display: String +} + +type ConceptMapElement { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + target: [ConceptMapTarget] +} + +type ConceptMapGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + source: URI + sourceVersion: String + target: URI + targetVersion: String + element: [ConceptMapElement] + unmapped: ConceptMapUnmapped +} + +type ConceptMapTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + equivalence: Code + comment: String + dependsOn: [ConceptMapDependsOn] + product: [ConceptMapDependsOn] +} + +type ConceptMapUnmapped { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + code: Code + display: String + url: Canonical +} + +type ConditionEvidenceDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ConditionEvidence { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + detail: [ConditionEvidenceDetailReference] +} + +union ConditionStageAssessment = ClinicalImpression | DiagnosticReport | Observation + +type ConditionStageAssessmentReference { + id: String + extension: [Extension] + reference: String + resource: ConditionStageAssessment + type: URI + identifier: Identifier + display: String +} + +type ConditionStage { + id: String + extension: [Extension] + modifierExtension: [Extension] + summary: CodeableConcept + assessment: [ConditionStageAssessmentReference] + type: CodeableConcept +} + +union ConsentActorReference = Device | Group | CareTeam | Organization | Patient | Practitioner | RelatedPerson | PractitionerRole + +type ConsentActorReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ConsentActorReference + type: URI + identifier: Identifier + display: String +} + +type ConsentActor { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: CodeableConcept + reference: ConsentActorReferenceReference +} + +type ConsentDataReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ConsentData { + id: String + extension: [Extension] + modifierExtension: [Extension] + meaning: Code + reference: ConsentDataReferenceReference +} + +type ConsentPolicy { + id: String + extension: [Extension] + modifierExtension: [Extension] + authority: URI + uri: URI +} + +type ConsentProvision { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + period: Period + actor: [ConsentActor] + action: [CodeableConcept] + securityLabel: [Coding] + purpose: [Coding] + class: [Coding] + code: [CodeableConcept] + dataPeriod: Period + data: [ConsentData] + provision: [ConsentProvision] +} + +union ConsentVerificationVerifiedWith = Patient | RelatedPerson + +type ConsentVerificationVerifiedWithReference { + id: String + extension: [Extension] + reference: String + resource: ConsentVerificationVerifiedWith + type: URI + identifier: Identifier + display: String +} + +type ConsentVerification { + id: String + extension: [Extension] + modifierExtension: [Extension] + verified: Boolean + verifiedWith: ConsentVerificationVerifiedWithReference + verificationDate: DateTime +} + +union ContractActionContext = Encounter | EpisodeOfCare + +type ContractActionContextReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionContext + type: URI + identifier: Identifier + display: String +} + +union ContractActionRequester = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization + +type ContractActionRequesterReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionRequester + type: URI + identifier: Identifier + display: String +} + +union ContractActionPerformer = RelatedPerson | Patient | Practitioner | PractitionerRole | CareTeam | Device | Substance | Organization | Location + +type ContractActionPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionPerformer + type: URI + identifier: Identifier + display: String +} + +union ContractActionReasonReference = Condition | Observation | DiagnosticReport | DocumentReference | Questionnaire | QuestionnaireResponse + +type ContractActionReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionReasonReference + type: URI + identifier: Identifier + display: String +} + +type ContractAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + doNotPerform: Boolean + type: CodeableConcept + subject: [ContractSubject] + intent: CodeableConcept + linkId: [String] + status: CodeableConcept + context: ContractActionContextReference + contextLinkId: [String] + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + requester: [ContractActionRequesterReference] + requesterLinkId: [String] + performerType: [CodeableConcept] + performerRole: CodeableConcept + performer: ContractActionPerformerReference + performerLinkId: [String] + reasonCode: [CodeableConcept] + reasonReference: [ContractActionReasonReferenceReference] + reason: [String] + reasonLinkId: [String] + note: [Annotation] + securityLabelNumber: [Int] +} + +type ContractAnswerValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractAnswer { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueBoolean: Boolean + valueDecimal: Float + valueInteger: Int + valueDate: Date + valueDateTime: DateTime + valueTime: Time + valueString: String + valueUri: URI + valueAttachment: Attachment + valueCoding: Coding + valueQuantity: Quantity + valueReference: ContractAnswerValueReferenceReference +} + +type ContractAssetTypeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractAsset { + id: String + extension: [Extension] + modifierExtension: [Extension] + scope: CodeableConcept + type: [CodeableConcept] + typeReference: [ContractAssetTypeReferenceReference] + subtype: [CodeableConcept] + relationship: Coding + context: [ContractContext] + condition: String + periodType: [CodeableConcept] + period: [Period] + usePeriod: [Period] + text: String + linkId: [String] + answer: [ContractAnswer] + securityLabelNumber: [Int] + valuedItem: [ContractValuedItem] +} + +union ContractContentDefinitionPublisher = Practitioner | PractitionerRole | Organization + +type ContractContentDefinitionPublisherReference { + id: String + extension: [Extension] + reference: String + resource: ContractContentDefinitionPublisher + type: URI + identifier: Identifier + display: String +} + +type ContractContentDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + subType: CodeableConcept + publisher: ContractContentDefinitionPublisherReference + publicationDate: DateTime + publicationStatus: Code + copyright: Markdown +} + +type ContractContextReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractContext { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: ContractContextReferenceReference + code: [CodeableConcept] + text: String +} + +union ContractFriendlyContentReference = Composition | DocumentReference | QuestionnaireResponse + +type ContractFriendlyContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractFriendlyContentReference + type: URI + identifier: Identifier + display: String +} + +type ContractFriendly { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentAttachment: Attachment + contentReference: ContractFriendlyContentReferenceReference +} + +union ContractLegalContentReference = Composition | DocumentReference | QuestionnaireResponse + +type ContractLegalContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractLegalContentReference + type: URI + identifier: Identifier + display: String +} + +type ContractLegal { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentAttachment: Attachment + contentReference: ContractLegalContentReferenceReference +} + +type ContractOfferTopicReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractOffer { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + party: [ContractParty] + topic: ContractOfferTopicReference + type: CodeableConcept + decision: CodeableConcept + decisionMode: [CodeableConcept] + answer: [ContractAnswer] + text: String + linkId: [String] + securityLabelNumber: [Int] +} + +union ContractPartyReference = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization + +type ContractPartyReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractPartyReference + type: URI + identifier: Identifier + display: String +} + +type ContractParty { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: [ContractPartyReferenceReference] + role: CodeableConcept +} + +type ContractRuleContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type ContractRule { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentAttachment: Attachment + contentReference: ContractRuleContentReferenceReference +} + +type ContractSecurityLabel { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: [Int] + classification: Coding + category: [Coding] + control: [Coding] +} + +union ContractSignerParty = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type ContractSignerPartyReference { + id: String + extension: [Extension] + reference: String + resource: ContractSignerParty + type: URI + identifier: Identifier + display: String +} + +type ContractSigner { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Coding + party: ContractSignerPartyReference + signature: [Signature] +} + +union ContractSubjectReference = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization + +type ContractSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractSubjectReference + type: URI + identifier: Identifier + display: String +} + +type ContractSubject { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: [ContractSubjectReferenceReference] + role: CodeableConcept +} + +type ContractTermTopicReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractTerm { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + issued: DateTime + applies: Period + topicCodeableConcept: CodeableConcept + topicReference: ContractTermTopicReferenceReference + type: CodeableConcept + subType: CodeableConcept + text: String + securityLabel: [ContractSecurityLabel] + offer: ContractOffer + asset: [ContractAsset] + action: [ContractAction] + group: [ContractTerm] +} + +type ContractValuedItemEntityReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union ContractValuedItemResponsible = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type ContractValuedItemResponsibleReference { + id: String + extension: [Extension] + reference: String + resource: ContractValuedItemResponsible + type: URI + identifier: Identifier + display: String +} + +union ContractValuedItemRecipient = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type ContractValuedItemRecipientReference { + id: String + extension: [Extension] + reference: String + resource: ContractValuedItemRecipient + type: URI + identifier: Identifier + display: String +} + +type ContractValuedItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + entityCodeableConcept: CodeableConcept + entityReference: ContractValuedItemEntityReferenceReference + identifier: Identifier + effectiveTime: DateTime + quantity: Quantity + unitPrice: Money + factor: Float + points: Float + net: Money + payment: String + paymentDate: DateTime + responsible: ContractValuedItemResponsibleReference + recipient: ContractValuedItemRecipientReference + linkId: [String] + securityLabelNumber: [Int] +} + +type CoverageClass { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + value: String + name: String +} + +type CoverageCostToBeneficiary { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueQuantity: Quantity + valueMoney: Money + exception: [CoverageException] +} + +type CoverageEligibilityRequestDiagnosisDiagnosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + diagnosisCodeableConcept: CodeableConcept + diagnosisReference: CoverageEligibilityRequestDiagnosisDiagnosisReferenceReference +} + +type CoverageEligibilityRequestInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + focal: Boolean + coverage: CoverageEligibilityRequestInsuranceCoverageReference + businessArrangement: String +} + +union CoverageEligibilityRequestItemProvider = Practitioner | PractitionerRole + +type CoverageEligibilityRequestItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestItemProvider + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityRequestItemFacility = Location | Organization + +type CoverageEligibilityRequestItemFacilityReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestItemFacility + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestItemDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + supportingInfoSequence: [Int] + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + provider: CoverageEligibilityRequestItemProviderReference + quantity: Quantity + unitPrice: Money + facility: CoverageEligibilityRequestItemFacilityReference + diagnosis: [CoverageEligibilityRequestDiagnosis] + detail: [CoverageEligibilityRequestItemDetailReference] +} + +type CoverageEligibilityRequestSupportingInfoInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestSupportingInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + information: CoverageEligibilityRequestSupportingInfoInformationReference + appliesToAll: Boolean +} + +type CoverageEligibilityResponseBenefit { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + allowedUnsignedInt: Int + allowedString: String + allowedMoney: Money + usedUnsignedInt: Int + usedString: String + usedMoney: Money +} + +type CoverageEligibilityResponseError { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept +} + +type CoverageEligibilityResponseInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + coverage: CoverageEligibilityResponseInsuranceCoverageReference + inforce: Boolean + benefitPeriod: Period + item: [CoverageEligibilityResponseItem] +} + +union CoverageEligibilityResponseItemProvider = Practitioner | PractitionerRole + +type CoverageEligibilityResponseItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityResponseItemProvider + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + provider: CoverageEligibilityResponseItemProviderReference + excluded: Boolean + name: String + description: String + network: CodeableConcept + unit: CodeableConcept + term: CodeableConcept + benefit: [CoverageEligibilityResponseBenefit] + authorizationRequired: Boolean + authorizationSupporting: [CodeableConcept] + authorizationUrl: URI +} + +type CoverageException { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + period: Period +} + +type DetectedIssueEvidenceDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DetectedIssueEvidence { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + detail: [DetectedIssueEvidenceDetailReference] +} + +union DetectedIssueMitigationAuthor = Practitioner | PractitionerRole + +type DetectedIssueMitigationAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssueMitigationAuthor + type: URI + identifier: Identifier + display: String +} + +type DetectedIssueMitigation { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: CodeableConcept + date: DateTime + author: DetectedIssueMitigationAuthorReference +} + +type DeviceDefinitionCapability { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + description: [CodeableConcept] +} + +type DeviceDefinitionDeviceName { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: Code +} + +type DeviceDefinitionMaterial { + id: String + extension: [Extension] + modifierExtension: [Extension] + substance: CodeableConcept + alternate: Boolean + allergenicIndicator: Boolean +} + +type DeviceDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueQuantity: [Quantity] + valueCode: [CodeableConcept] +} + +type DeviceDefinitionSpecialization { + id: String + extension: [Extension] + modifierExtension: [Extension] + systemType: String + version: String +} + +type DeviceDefinitionUdiDeviceIdentifier { + id: String + extension: [Extension] + modifierExtension: [Extension] + deviceIdentifier: String + issuer: URI + jurisdiction: URI +} + +type DeviceDeviceName { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: Code +} + +type DeviceMetricCalibration { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + state: Code + time: Instant +} + +type DeviceProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueQuantity: [Quantity] + valueCode: [CodeableConcept] +} + +type DeviceRequestParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range + valueBoolean: Boolean +} + +type DeviceSpecialization { + id: String + extension: [Extension] + modifierExtension: [Extension] + systemType: CodeableConcept + version: String +} + +type DeviceUdiCarrier { + id: String + extension: [Extension] + modifierExtension: [Extension] + deviceIdentifier: String + issuer: URI + jurisdiction: URI + carrierAIDC: Base64Binary + carrierHRF: String + entryType: Code +} + +type DeviceVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + component: Identifier + value: String +} + +type DiagnosticReportMediaLinkReference { + id: String + extension: [Extension] + reference: String + resource: Media + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportMedia { + id: String + extension: [Extension] + modifierExtension: [Extension] + comment: String + link: DiagnosticReportMediaLinkReference +} + +type DocumentManifestRelatedRefReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DocumentManifestRelated { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + ref: DocumentManifestRelatedRefReference +} + +type DocumentReferenceContent { + id: String + extension: [Extension] + modifierExtension: [Extension] + attachment: DocumentReferenceAttachment + format: Coding +} + +union DocumentReferenceContextEncounter = Encounter | EpisodeOfCare + +type DocumentReferenceContextEncounterReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceContextEncounter + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceContextSourcePatientInfoReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceContextRelatedReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceContext { + id: String + extension: [Extension] + modifierExtension: [Extension] + encounter: [DocumentReferenceContextEncounterReference] + event: [CodeableConcept] + period: Period + facilityType: CodeableConcept + practiceSetting: CodeableConcept + sourcePatientInfo: DocumentReferenceContextSourcePatientInfoReference + related: [DocumentReferenceContextRelatedReference] +} + +type DocumentReferenceRelatesToTargetReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + target: DocumentReferenceRelatesToTargetReference +} + +type Dosage { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + text: String + additionalInstruction: [CodeableConcept] + patientInstruction: String + timing: Timing + asNeededBoolean: Boolean + asNeededCodeableConcept: CodeableConcept + site: CodeableConcept + route: CodeableConcept + method: CodeableConcept + doseAndRate: [DosageDoseAndRate] + maxDosePerPeriod: Ratio + maxDosePerAdministration: Quantity + maxDosePerLifetime: Quantity +} + +type DosageDoseAndRate { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + doseRange: Range + doseQuantity: Quantity + rateRatio: Ratio + rateRange: Range + rateQuantity: Quantity +} + +type ElementDefinitionDefaultValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinitionFixedReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinitionPatternReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + representation: [Code] + sliceName: String + sliceIsConstraining: Boolean + label: String + code: [Coding] + slicing: ElementDefinitionSlicing + short: String + definition: Markdown + comment: Markdown + requirements: Markdown + alias: [String] + min: Int + max: String + base: ElementDefinitionBase + contentReference: URI + type: [ElementDefinitionType] + defaultValueBase64Binary: Base64Binary + defaultValueBoolean: Boolean + defaultValueCanonical: Canonical + defaultValueCode: Code + defaultValueDate: Date + defaultValueDateTime: DateTime + defaultValueDecimal: Float + defaultValueId: ID + defaultValueInstant: Instant + defaultValueInteger: Int + defaultValueMarkdown: Markdown + defaultValueOid: OID + defaultValuePositiveInt: Int + defaultValueString: String + defaultValueTime: Time + defaultValueUnsignedInt: Int + defaultValueUri: URI + defaultValueUrl: URL + defaultValueUuid: UUID + defaultValueAddress: Address + defaultValueAge: Quantity + defaultValueAnnotation: Annotation + defaultValueAttachment: Attachment + defaultValueCodeableConcept: CodeableConcept + defaultValueCodeableReference: CodeableReference + defaultValueCoding: Coding + defaultValueContactPoint: ContactPoint + defaultValueCount: Quantity + defaultValueDistance: Quantity + defaultValueDuration: Quantity + defaultValueHumanName: HumanName + defaultValueIdentifier: Identifier + defaultValueMoney: Money + defaultValuePeriod: Period + defaultValueQuantity: Quantity + defaultValueRange: Range + defaultValueRatio: Ratio + defaultValueRatioRange: RatioRange + defaultValueReference: ElementDefinitionDefaultValueReferenceReference + defaultValueSampledData: SampledData + defaultValueSignature: Signature + defaultValueTiming: Timing + defaultValueContactDetail: ContactDetail + defaultValueContributor: Contributor + defaultValueDataRequirement: DataRequirement + defaultValueExpression: Expression + defaultValueParameterDefinition: ParameterDefinition + defaultValueRelatedArtifact: RelatedArtifact + defaultValueTriggerDefinition: TriggerDefinition + defaultValueUsageContext: UsageContext + defaultValueDosage: Dosage + meaningWhenMissing: Markdown + orderMeaning: String + fixedBase64Binary: Base64Binary + fixedBoolean: Boolean + fixedCanonical: Canonical + fixedCode: Code + fixedDate: Date + fixedDateTime: DateTime + fixedDecimal: Float + fixedId: ID + fixedInstant: Instant + fixedInteger: Int + fixedMarkdown: Markdown + fixedOid: OID + fixedPositiveInt: Int + fixedString: String + fixedTime: Time + fixedUnsignedInt: Int + fixedUri: URI + fixedUrl: URL + fixedUuid: UUID + fixedAddress: Address + fixedAge: Quantity + fixedAnnotation: Annotation + fixedAttachment: Attachment + fixedCodeableConcept: CodeableConcept + fixedCodeableReference: CodeableReference + fixedCoding: Coding + fixedContactPoint: ContactPoint + fixedCount: Quantity + fixedDistance: Quantity + fixedDuration: Quantity + fixedHumanName: HumanName + fixedIdentifier: Identifier + fixedMoney: Money + fixedPeriod: Period + fixedQuantity: Quantity + fixedRange: Range + fixedRatio: Ratio + fixedRatioRange: RatioRange + fixedReference: ElementDefinitionFixedReferenceReference + fixedSampledData: SampledData + fixedSignature: Signature + fixedTiming: Timing + fixedContactDetail: ContactDetail + fixedContributor: Contributor + fixedDataRequirement: DataRequirement + fixedExpression: Expression + fixedParameterDefinition: ParameterDefinition + fixedRelatedArtifact: RelatedArtifact + fixedTriggerDefinition: TriggerDefinition + fixedUsageContext: UsageContext + fixedDosage: Dosage + patternBase64Binary: Base64Binary + patternBoolean: Boolean + patternCanonical: Canonical + patternCode: Code + patternDate: Date + patternDateTime: DateTime + patternDecimal: Float + patternId: ID + patternInstant: Instant + patternInteger: Int + patternMarkdown: Markdown + patternOid: OID + patternPositiveInt: Int + patternString: String + patternTime: Time + patternUnsignedInt: Int + patternUri: URI + patternUrl: URL + patternUuid: UUID + patternAddress: Address + patternAge: Quantity + patternAnnotation: Annotation + patternAttachment: Attachment + patternCodeableConcept: CodeableConcept + patternCodeableReference: CodeableReference + patternCoding: Coding + patternContactPoint: ContactPoint + patternCount: Quantity + patternDistance: Quantity + patternDuration: Quantity + patternHumanName: HumanName + patternIdentifier: Identifier + patternMoney: Money + patternPeriod: Period + patternQuantity: Quantity + patternRange: Range + patternRatio: Ratio + patternRatioRange: RatioRange + patternReference: ElementDefinitionPatternReferenceReference + patternSampledData: SampledData + patternSignature: Signature + patternTiming: Timing + patternContactDetail: ContactDetail + patternContributor: Contributor + patternDataRequirement: DataRequirement + patternExpression: Expression + patternParameterDefinition: ParameterDefinition + patternRelatedArtifact: RelatedArtifact + patternTriggerDefinition: TriggerDefinition + patternUsageContext: UsageContext + patternDosage: Dosage + example: [ElementDefinitionExample] + minValueDate: Date + minValueDateTime: DateTime + minValueInstant: Instant + minValueTime: Time + minValueDecimal: Float + minValueInteger: Int + minValuePositiveInt: Int + minValueUnsignedInt: Int + minValueQuantity: Quantity + maxValueDate: Date + maxValueDateTime: DateTime + maxValueInstant: Instant + maxValueTime: Time + maxValueDecimal: Float + maxValueInteger: Int + maxValuePositiveInt: Int + maxValueUnsignedInt: Int + maxValueQuantity: Quantity + maxLength: Int + condition: [ID] + constraint: [ElementDefinitionConstraint] + mustSupport: Boolean + isModifier: Boolean + isModifierReason: String + isSummary: Boolean + binding: ElementDefinitionBinding + mapping: [ElementDefinitionMapping] +} + +type ElementDefinitionBase { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + min: Int + max: String +} + +type ElementDefinitionBinding { + id: String + extension: [Extension] + modifierExtension: [Extension] + strength: Code + description: String + valueSet: Canonical +} + +type ElementDefinitionConstraint { + id: String + extension: [Extension] + modifierExtension: [Extension] + key: ID + requirements: String + severity: Code + human: String + expression: String + xpath: String + source: Canonical +} + +type ElementDefinitionDiscriminator { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + path: String +} + +type ElementDefinitionExampleValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinitionExample { + id: String + extension: [Extension] + modifierExtension: [Extension] + label: String + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCodeableReference: CodeableReference + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueRatioRange: RatioRange + valueReference: ElementDefinitionExampleValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage +} + +type ElementDefinitionMapping { + id: String + extension: [Extension] + modifierExtension: [Extension] + identity: ID + language: Code + map: String + comment: String +} + +type ElementDefinitionSlicing { + id: String + extension: [Extension] + modifierExtension: [Extension] + discriminator: [ElementDefinitionDiscriminator] + description: String + ordered: Boolean + rules: Code +} + +type ElementDefinitionType { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: URI + profile: [Canonical] + targetProfile: [Canonical] + aggregation: [Code] + versioning: Code +} + +type EncounterClassHistory { + id: String + extension: [Extension] + modifierExtension: [Extension] + class: Coding + period: Period +} + +union EncounterDiagnosisCondition = Condition | Procedure + +type EncounterDiagnosisConditionReference { + id: String + extension: [Extension] + reference: String + resource: EncounterDiagnosisCondition + type: URI + identifier: Identifier + display: String +} + +type EncounterDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + condition: EncounterDiagnosisConditionReference + use: CodeableConcept + rank: Int +} + +union EncounterHospitalizationOrigin = Location | Organization + +type EncounterHospitalizationOriginReference { + id: String + extension: [Extension] + reference: String + resource: EncounterHospitalizationOrigin + type: URI + identifier: Identifier + display: String +} + +union EncounterHospitalizationDestination = Location | Organization + +type EncounterHospitalizationDestinationReference { + id: String + extension: [Extension] + reference: String + resource: EncounterHospitalizationDestination + type: URI + identifier: Identifier + display: String +} + +type EncounterHospitalization { + id: String + extension: [Extension] + modifierExtension: [Extension] + preAdmissionIdentifier: Identifier + origin: EncounterHospitalizationOriginReference + admitSource: CodeableConcept + reAdmission: CodeableConcept + dietPreference: [CodeableConcept] + specialCourtesy: [CodeableConcept] + specialArrangement: [CodeableConcept] + destination: EncounterHospitalizationDestinationReference + dischargeDisposition: CodeableConcept +} + +type EncounterLocationLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type EncounterLocation { + id: String + extension: [Extension] + modifierExtension: [Extension] + location: EncounterLocationLocationReference + status: Code + physicalType: CodeableConcept + period: Period +} + +union EncounterParticipantIndividual = Practitioner | PractitionerRole | RelatedPerson + +type EncounterParticipantIndividualReference { + id: String + extension: [Extension] + reference: String + resource: EncounterParticipantIndividual + type: URI + identifier: Identifier + display: String +} + +type EncounterParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + period: Period + individual: EncounterParticipantIndividualReference +} + +type EncounterStatusHistory { + id: String + extension: [Extension] + modifierExtension: [Extension] + status: Code + period: Period +} + +type EpisodeOfCareDiagnosisConditionReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + condition: EpisodeOfCareDiagnosisConditionReference + role: CodeableConcept + rank: Int +} + +type EpisodeOfCareStatusHistory { + id: String + extension: [Extension] + modifierExtension: [Extension] + status: Code + period: Period +} + +type EvidenceAttributeEstimate { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + type: CodeableConcept + quantity: Quantity + level: Float + range: Range + attributeEstimate: [EvidenceAttributeEstimate] +} + +type EvidenceCertainty { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + type: CodeableConcept + rating: CodeableConcept + rater: String + subcomponent: [EvidenceCertainty] +} + +type EvidenceModelCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + value: Quantity + variable: [BackboneEvidenceVariable] + attributeEstimate: [EvidenceAttributeEstimate] +} + +type EvidenceReportCharacteristicValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueReference: EvidenceReportCharacteristicValueReferenceReference + valueCodeableConcept: CodeableConcept + valueBoolean: Boolean + valueQuantity: Quantity + valueRange: Range + exclude: Boolean + period: Period +} + +type EvidenceReportRelatesToTargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceReport + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + targetIdentifier: Identifier + targetReference: EvidenceReportRelatesToTargetReferenceReference +} + +type EvidenceReportSectionFocusReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union EvidenceReportSectionAuthor = Person | Device | Group | Organization + +type EvidenceReportSectionAuthorReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceReportSectionAuthor + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportSectionEntryReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportSection { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + focus: CodeableConcept + focusReference: EvidenceReportSectionFocusReferenceReference + author: [EvidenceReportSectionAuthorReference] + text: Narrative + mode: Code + orderedBy: CodeableConcept + entryClassifier: [CodeableConcept] + entryReference: [EvidenceReportSectionEntryReferenceReference] + entryQuantity: [Quantity] + emptyReason: CodeableConcept + section: [EvidenceReportSection] +} + +type EvidenceReportSubject { + id: String + extension: [Extension] + modifierExtension: [Extension] + characteristic: [EvidenceReportCharacteristic] + note: [Annotation] +} + +type EvidenceSampleSize { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + numberOfStudies: Int + numberOfParticipants: Int + knownDataCount: Int +} + +type EvidenceStatistic { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + statisticType: CodeableConcept + category: CodeableConcept + quantity: Quantity + numberOfEvents: Int + numberAffected: Int + sampleSize: EvidenceSampleSize + attributeEstimate: [EvidenceAttributeEstimate] + modelCharacteristic: [EvidenceModelCharacteristic] +} + +union EvidenceVariableVariableDefinition = Group | EvidenceVariable + +type EvidenceVariableVariableDefinitionReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableVariableDefinition + type: URI + identifier: Identifier + display: String +} + +type BackboneEvidenceVariable { + id: String + extension: [Extension] + modifierExtension: [Extension] + variableDefinition: EvidenceVariableVariableDefinitionReference + handling: Code + valueCategory: [CodeableConcept] + valueQuantity: [Quantity] + valueRange: [Range] +} + +type EvidenceVariableCategory { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range +} + +union EvidenceVariableCharacteristicDefinitionReference = Group | EvidenceVariable + +type EvidenceVariableCharacteristicDefinitionReferenceReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableCharacteristicDefinitionReference + type: URI + identifier: Identifier + display: String +} + +union EvidenceVariableCharacteristicDevice = Device | DeviceMetric + +type EvidenceVariableCharacteristicDeviceReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableCharacteristicDevice + type: URI + identifier: Identifier + display: String +} + +type EvidenceVariableCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + definitionReference: EvidenceVariableCharacteristicDefinitionReferenceReference + definitionCanonical: Canonical + definitionCodeableConcept: CodeableConcept + definitionExpression: Expression + method: CodeableConcept + device: EvidenceVariableCharacteristicDeviceReference + exclude: Boolean + timeFromStart: EvidenceVariableTimeFromStart + groupMeasure: Code +} + +union EvidenceVariableDefinitionObserved = Group | EvidenceVariable + +type EvidenceVariableDefinitionObservedReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableDefinitionObserved + type: URI + identifier: Identifier + display: String +} + +union EvidenceVariableDefinitionIntended = Group | EvidenceVariable + +type EvidenceVariableDefinitionIntendedReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableDefinitionIntended + type: URI + identifier: Identifier + display: String +} + +type EvidenceVariableDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + note: [Annotation] + variableRole: CodeableConcept + observed: EvidenceVariableDefinitionObservedReference + intended: EvidenceVariableDefinitionIntendedReference + directnessMatch: CodeableConcept +} + +type EvidenceVariableTimeFromStart { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + quantity: Quantity + range: Range + note: [Annotation] +} + +type ExampleScenarioActor { + id: String + extension: [Extension] + modifierExtension: [Extension] + actorId: String + type: Code + name: String + description: Markdown +} + +type ExampleScenarioAlternative { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + description: Markdown + step: [ExampleScenarioStep] +} + +type ExampleScenarioContainedInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + resourceId: String + versionId: String +} + +type ExampleScenarioInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + resourceId: String + resourceType: Code + name: String + description: Markdown + version: [ExampleScenarioVersion] + containedInstance: [ExampleScenarioContainedInstance] +} + +type ExampleScenarioOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: String + type: String + name: String + initiator: String + receiver: String + description: Markdown + initiatorActive: Boolean + receiverActive: Boolean + request: ExampleScenarioContainedInstance + response: ExampleScenarioContainedInstance +} + +type ExampleScenarioProcess { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + description: Markdown + preConditions: Markdown + postConditions: Markdown + step: [ExampleScenarioStep] +} + +type ExampleScenarioStep { + id: String + extension: [Extension] + modifierExtension: [Extension] + process: [ExampleScenarioProcess] + pause: Boolean + operation: ExampleScenarioOperation + alternative: [ExampleScenarioAlternative] +} + +type ExampleScenarioVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + versionId: String + description: Markdown +} + +type ExplanationOfBenefitAccidentLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitAccident { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: Date + type: CodeableConcept + locationAddress: Address + locationReference: ExplanationOfBenefitAccidentLocationReferenceReference +} + +union ExplanationOfBenefitAddItemProvider = Practitioner | PractitionerRole | Organization + +type ExplanationOfBenefitAddItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitAddItemProvider + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitAddItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitAddItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: [Int] + detailSequence: [Int] + subDetailSequence: [Int] + provider: [ExplanationOfBenefitAddItemProviderReference] + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ExplanationOfBenefitAddItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + bodySite: CodeableConcept + subSite: [CodeableConcept] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + detail: [ExplanationOfBenefitDetail1] +} + +type ExplanationOfBenefitAdjudication { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + reason: CodeableConcept + amount: Money + value: Float +} + +type ExplanationOfBenefitBenefitBalance { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + excluded: Boolean + name: String + description: String + network: CodeableConcept + unit: CodeableConcept + term: CodeableConcept + financial: [ExplanationOfBenefitFinancial] +} + +union ExplanationOfBenefitCareTeamProvider = Practitioner | PractitionerRole | Organization + +type ExplanationOfBenefitCareTeamProviderReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitCareTeamProvider + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitCareTeam { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + provider: ExplanationOfBenefitCareTeamProviderReference + responsible: Boolean + role: CodeableConcept + qualification: CodeableConcept +} + +type ExplanationOfBenefitDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ExplanationOfBenefitDetailUdiReference] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + subDetail: [ExplanationOfBenefitSubDetail] +} + +type ExplanationOfBenefitDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + subDetail: [ExplanationOfBenefitSubDetail1] +} + +type ExplanationOfBenefitDiagnosisDiagnosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + diagnosisCodeableConcept: CodeableConcept + diagnosisReference: ExplanationOfBenefitDiagnosisDiagnosisReferenceReference + type: [CodeableConcept] + onAdmission: CodeableConcept + packageCode: CodeableConcept +} + +type ExplanationOfBenefitFinancial { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + allowedUnsignedInt: Int + allowedString: String + allowedMoney: Money + usedUnsignedInt: Int + usedMoney: Money +} + +type ExplanationOfBenefitInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + focal: Boolean + coverage: ExplanationOfBenefitInsuranceCoverageReference + preAuthRef: [String] +} + +type ExplanationOfBenefitItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitItemUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitItemEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + careTeamSequence: [Int] + diagnosisSequence: [Int] + procedureSequence: [Int] + informationSequence: [Int] + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ExplanationOfBenefitItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ExplanationOfBenefitItemUdiReference] + bodySite: CodeableConcept + subSite: [CodeableConcept] + encounter: [ExplanationOfBenefitItemEncounterReference] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + detail: [ExplanationOfBenefitDetail] +} + +union ExplanationOfBenefitPayeeParty = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson + +type ExplanationOfBenefitPayeePartyReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitPayeeParty + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitPayee { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + party: ExplanationOfBenefitPayeePartyReference +} + +type ExplanationOfBenefitPayment { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + adjustment: Money + adjustmentReason: CodeableConcept + date: Date + amount: Money + identifier: Identifier +} + +type ExplanationOfBenefitProcedureProcedureReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitProcedureUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitProcedure { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + type: [CodeableConcept] + date: DateTime + procedureCodeableConcept: CodeableConcept + procedureReference: ExplanationOfBenefitProcedureProcedureReferenceReference + udi: [ExplanationOfBenefitProcedureUdiReference] +} + +type ExplanationOfBenefitProcessNote { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: Int + type: Code + text: String + language: CodeableConcept +} + +type ExplanationOfBenefitRelatedClaimReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitRelated { + id: String + extension: [Extension] + modifierExtension: [Extension] + claim: ExplanationOfBenefitRelatedClaimReference + relationship: CodeableConcept + reference: Identifier +} + +type ExplanationOfBenefitSubDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitSubDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ExplanationOfBenefitSubDetailUdiReference] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] +} + +type ExplanationOfBenefitSubDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] +} + +type ExplanationOfBenefitSupportingInfoValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitSupportingInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + category: CodeableConcept + code: CodeableConcept + timingDate: Date + timingPeriod: Period + valueBoolean: Boolean + valueString: String + valueQuantity: Quantity + valueAttachment: Attachment + valueReference: ExplanationOfBenefitSupportingInfoValueReferenceReference + reason: Coding +} + +type ExplanationOfBenefitTotal { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + amount: Money +} + +type FamilyMemberHistoryCondition { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + outcome: CodeableConcept + contributedToDeath: Boolean + onsetAge: Quantity + onsetRange: Range + onsetPeriod: Period + onsetString: String + note: [Annotation] +} + +type GoalTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + measure: CodeableConcept + detailQuantity: Quantity + detailRange: Range + detailCodeableConcept: CodeableConcept + detailString: String + detailBoolean: Boolean + detailInteger: Int + detailRatio: Ratio + dueDate: Date + dueDuration: Quantity +} + +type GraphDefinitionCompartment { + id: String + extension: [Extension] + modifierExtension: [Extension] + use: Code + code: Code + rule: Code + expression: String + description: String +} + +type GraphDefinitionLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + sliceName: String + min: Int + max: String + description: String + target: [GraphDefinitionTarget] +} + +type GraphDefinitionTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + params: String + profile: Canonical + compartment: [GraphDefinitionCompartment] + link: [GraphDefinitionLink] +} + +type GroupCharacteristicValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type GroupCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueCodeableConcept: CodeableConcept + valueBoolean: Boolean + valueQuantity: Quantity + valueRange: Range + valueReference: GroupCharacteristicValueReferenceReference + exclude: Boolean + period: Period +} + +union GroupMemberEntity = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Medication | Substance | Group + +type GroupMemberEntityReference { + id: String + extension: [Extension] + reference: String + resource: GroupMemberEntity + type: URI + identifier: Identifier + display: String +} + +type GroupMember { + id: String + extension: [Extension] + modifierExtension: [Extension] + entity: GroupMemberEntityReference + period: Period + inactive: Boolean +} + +type HealthcareServiceAvailableTime { + id: String + extension: [Extension] + modifierExtension: [Extension] + daysOfWeek: [Code] + allDay: Boolean + availableStartTime: Time + availableEndTime: Time +} + +type HealthcareServiceEligibility { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + comment: Markdown +} + +type HealthcareServiceNotAvailable { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + during: Period +} + +type ImagingStudyInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + uid: ID + sopClass: Coding + number: Int + title: String +} + +union ImagingStudyPerformerActor = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson + +type ImagingStudyPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyPerformerActor + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ImagingStudyPerformerActorReference +} + +type ImagingStudySeriesEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type ImagingStudySeriesSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type ImagingStudySeries { + id: String + extension: [Extension] + modifierExtension: [Extension] + uid: ID + number: Int + modality: Coding + description: String + numberOfInstances: Int + endpoint: [ImagingStudySeriesEndpointReference] + bodySite: Coding + laterality: Coding + specimen: [ImagingStudySeriesSpecimenReference] + started: DateTime + performer: [ImagingStudyPerformer] + instance: [ImagingStudyInstance] +} + +type ImmunizationEducation { + id: String + extension: [Extension] + modifierExtension: [Extension] + documentType: String + reference: URI + publicationDate: DateTime + presentationDate: DateTime +} + +union ImmunizationPerformerActor = Practitioner | PractitionerRole | Organization + +type ImmunizationPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ImmunizationPerformerActor + type: URI + identifier: Identifier + display: String +} + +type ImmunizationPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ImmunizationPerformerActorReference +} + +type ImmunizationProtocolAppliedAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationProtocolApplied { + id: String + extension: [Extension] + modifierExtension: [Extension] + series: String + authority: ImmunizationProtocolAppliedAuthorityReference + targetDisease: [CodeableConcept] + doseNumberPositiveInt: Int + doseNumberString: String + seriesDosesPositiveInt: Int + seriesDosesString: String +} + +type ImmunizationReactionDetailReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type ImmunizationReaction { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: DateTime + detail: ImmunizationReactionDetailReference + reported: Boolean +} + +type ImmunizationRecommendationDateCriterion { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + value: DateTime +} + +union ImmunizationRecommendationRecommendationSupportingImmunization = Immunization | ImmunizationEvaluation + +type ImmunizationRecommendationRecommendationSupportingImmunizationReference { + id: String + extension: [Extension] + reference: String + resource: ImmunizationRecommendationRecommendationSupportingImmunization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendationRecommendationSupportingPatientInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendationRecommendation { + id: String + extension: [Extension] + modifierExtension: [Extension] + vaccineCode: [CodeableConcept] + targetDisease: CodeableConcept + contraindicatedVaccineCode: [CodeableConcept] + forecastStatus: CodeableConcept + forecastReason: [CodeableConcept] + dateCriterion: [ImmunizationRecommendationDateCriterion] + description: String + series: String + doseNumberPositiveInt: Int + doseNumberString: String + seriesDosesPositiveInt: Int + seriesDosesString: String + supportingImmunization: [ImmunizationRecommendationRecommendationSupportingImmunizationReference] + supportingPatientInformation: [ImmunizationRecommendationRecommendationSupportingPatientInformationReference] +} + +type ImplementationGuideDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + grouping: [ImplementationGuideGrouping] + resource: [ImplementationGuideResource] + page: ImplementationGuidePage + parameter: [ImplementationGuideParameter] + template: [ImplementationGuideTemplate] +} + +type ImplementationGuideDependsOn { + id: String + extension: [Extension] + modifierExtension: [Extension] + uri: Canonical + packageId: ID + version: String +} + +type ImplementationGuideGlobal { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + profile: Canonical +} + +type ImplementationGuideGrouping { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + description: String +} + +type ImplementationGuideManifest { + id: String + extension: [Extension] + modifierExtension: [Extension] + rendering: URL + resource: [ImplementationGuideResource1] + page: [ImplementationGuidePage1] + image: [String] + other: [String] +} + +type ImplementationGuidePageNameReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Binary + type: URI + identifier: Identifier + display: String +} + +type ImplementationGuidePage { + id: String + extension: [Extension] + modifierExtension: [Extension] + nameUrl: URL + nameReference: ImplementationGuidePageNameReferenceReference + title: String + generation: Code + page: [ImplementationGuidePage] +} + +type ImplementationGuidePage1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + title: String + anchor: [String] +} + +type ImplementationGuideParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + value: String +} + +type ImplementationGuideResourceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ImplementationGuideResource { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: ImplementationGuideResourceReferenceReference + fhirVersion: [Code] + name: String + description: String + exampleBoolean: Boolean + exampleCanonical: Canonical + groupingId: ID +} + +type ImplementationGuideResource1ReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ImplementationGuideResource1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: ImplementationGuideResource1ReferenceReference + exampleBoolean: Boolean + exampleCanonical: Canonical + relativePath: URL +} + +type ImplementationGuideTemplate { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + source: String + scope: String +} + +type IngredientManufacturerManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type IngredientManufacturer { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: Code + manufacturer: IngredientManufacturerManufacturerReference +} + +type IngredientReferenceStrengthSubstanceReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type IngredientReferenceStrength { + id: String + extension: [Extension] + modifierExtension: [Extension] + substance: IngredientReferenceStrengthSubstanceReference + strengthRatio: Ratio + strengthRatioRange: RatioRange + measurementPoint: String + country: [CodeableConcept] +} + +type IngredientStrength { + id: String + extension: [Extension] + modifierExtension: [Extension] + presentationRatio: Ratio + presentationRatioRange: RatioRange + textPresentation: String + concentrationRatio: Ratio + concentrationRatioRange: RatioRange + textConcentration: String + measurementPoint: String + country: [CodeableConcept] + referenceStrength: [IngredientReferenceStrength] +} + +type IngredientSubstanceCodeReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type IngredientSubstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: IngredientSubstanceCodeReference + strength: [IngredientStrength] +} + +type InsurancePlanBenefit { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + requirement: String + limit: [InsurancePlanLimit] +} + +type InsurancePlanBenefit1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + cost: [InsurancePlanCost] +} + +type InsurancePlanContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + purpose: CodeableConcept + name: HumanName + telecom: [ContactPoint] + address: Address +} + +type InsurancePlanCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + applicability: CodeableConcept + qualifiers: [CodeableConcept] + value: Quantity +} + +type InsurancePlanCoverageNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanCoverage { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + network: [InsurancePlanCoverageNetworkReference] + benefit: [InsurancePlanBenefit] +} + +type InsurancePlanGeneralCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + groupSize: Int + cost: Money + comment: String +} + +type InsurancePlanLimit { + id: String + extension: [Extension] + modifierExtension: [Extension] + value: Quantity + code: CodeableConcept +} + +type InsurancePlanPlanCoverageAreaReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanPlanNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanPlan { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + coverageArea: [InsurancePlanPlanCoverageAreaReference] + network: [InsurancePlanPlanNetworkReference] + generalCost: [InsurancePlanGeneralCost] + specificCost: [InsurancePlanSpecificCost] +} + +type InsurancePlanSpecificCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + benefit: [InsurancePlanBenefit1] +} + +type InvoiceLineItemChargeItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItem + type: URI + identifier: Identifier + display: String +} + +type InvoiceLineItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + chargeItemReference: InvoiceLineItemChargeItemReferenceReference + chargeItemCodeableConcept: CodeableConcept + priceComponent: [InvoicePriceComponent] +} + +union InvoiceParticipantActor = Practitioner | Organization | Patient | PractitionerRole | Device | RelatedPerson + +type InvoiceParticipantActorReference { + id: String + extension: [Extension] + reference: String + resource: InvoiceParticipantActor + type: URI + identifier: Identifier + display: String +} + +type InvoiceParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: CodeableConcept + actor: InvoiceParticipantActorReference +} + +type InvoicePriceComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + code: CodeableConcept + factor: Float + amount: Money +} + +type LinkageItemResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type LinkageItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + resource: LinkageItemResourceReference +} + +type ListEntryItemReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ListEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + flag: CodeableConcept + deleted: Boolean + date: DateTime + item: ListEntryItemReference +} + +type LocationHoursOfOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + daysOfWeek: [Code] + allDay: Boolean + openingTime: Time + closingTime: Time +} + +type LocationPosition { + id: String + extension: [Extension] + modifierExtension: [Extension] + longitude: Float + latitude: Float + altitude: Float +} + +type ManufacturedItemDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +type MarketingStatus { + id: String + extension: [Extension] + modifierExtension: [Extension] + country: CodeableConcept + jurisdiction: CodeableConcept + status: CodeableConcept + dateRange: Period + restoreDate: DateTime +} + +type MeasureComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + criteria: Expression +} + +type MeasureGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + population: [MeasurePopulation] + stratifier: [MeasureStratifier] +} + +type MeasurePopulation { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + criteria: Expression +} + +type MeasureReportComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + value: CodeableConcept +} + +type MeasureReportGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + population: [MeasureReportPopulation] + measureScore: Quantity + stratifier: [MeasureReportStratifier] +} + +type MeasureReportPopulationSubjectResultsReference { + id: String + extension: [Extension] + reference: String + resource: List + type: URI + identifier: Identifier + display: String +} + +type MeasureReportPopulation { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + count: Int + subjectResults: MeasureReportPopulationSubjectResultsReference +} + +type MeasureReportPopulation1SubjectResultsReference { + id: String + extension: [Extension] + reference: String + resource: List + type: URI + identifier: Identifier + display: String +} + +type MeasureReportPopulation1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + count: Int + subjectResults: MeasureReportPopulation1SubjectResultsReference +} + +type MeasureReportStratifier { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + stratum: [MeasureReportStratum] +} + +type MeasureReportStratum { + id: String + extension: [Extension] + modifierExtension: [Extension] + value: CodeableConcept + component: [MeasureReportComponent] + population: [MeasureReportPopulation1] + measureScore: Quantity +} + +type MeasureStratifier { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + criteria: Expression + component: [MeasureComponent] +} + +type MeasureSupplementalData { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + usage: [CodeableConcept] + description: String + criteria: Expression +} + +type MedicationAdministrationDosage { + id: String + extension: [Extension] + modifierExtension: [Extension] + text: String + site: CodeableConcept + route: CodeableConcept + method: CodeableConcept + dose: Quantity + rateRatio: Ratio + rateQuantity: Quantity +} + +union MedicationAdministrationPerformerActor = Practitioner | PractitionerRole | Patient | RelatedPerson | Device + +type MedicationAdministrationPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationPerformerActor + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: MedicationAdministrationPerformerActorReference +} + +type MedicationBatch { + id: String + extension: [Extension] + modifierExtension: [Extension] + lotNumber: String + expirationDate: DateTime +} + +union MedicationDispensePerformerActor = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson + +type MedicationDispensePerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispensePerformerActor + type: URI + identifier: Identifier + display: String +} + +type MedicationDispensePerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: MedicationDispensePerformerActorReference +} + +union MedicationDispenseSubstitutionResponsibleParty = Practitioner | PractitionerRole + +type MedicationDispenseSubstitutionResponsiblePartyReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseSubstitutionResponsibleParty + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseSubstitution { + id: String + extension: [Extension] + modifierExtension: [Extension] + wasSubstituted: Boolean + type: CodeableConcept + reason: [CodeableConcept] + responsibleParty: [MedicationDispenseSubstitutionResponsiblePartyReference] +} + +union MedicationIngredientItemReference = Substance | Medication + +type MedicationIngredientItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationIngredientItemReference + type: URI + identifier: Identifier + display: String +} + +type MedicationIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemCodeableConcept: CodeableConcept + itemReference: MedicationIngredientItemReferenceReference + isActive: Boolean + strength: Ratio +} + +type MedicationKnowledgeAdministrationGuidelinesIndicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeAdministrationGuidelines { + id: String + extension: [Extension] + modifierExtension: [Extension] + dosage: [MedicationKnowledgeDosage] + indicationCodeableConcept: CodeableConcept + indicationReference: MedicationKnowledgeAdministrationGuidelinesIndicationReferenceReference + patientCharacteristics: [MedicationKnowledgePatientCharacteristics] +} + +type MedicationKnowledgeCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + source: String + cost: Money +} + +type MedicationKnowledgeDosage { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + dosage: [Dosage] +} + +type MedicationKnowledgeDrugCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueString: String + valueQuantity: Quantity + valueBase64Binary: Base64Binary +} + +type MedicationKnowledgeIngredientItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemCodeableConcept: CodeableConcept + itemReference: MedicationKnowledgeIngredientItemReferenceReference + isActive: Boolean + strength: Ratio +} + +type MedicationKnowledgeKinetics { + id: String + extension: [Extension] + modifierExtension: [Extension] + areaUnderCurve: [Quantity] + lethalDose50: [Quantity] + halfLifePeriod: Quantity +} + +type MedicationKnowledgeMaxDispense { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + period: Quantity +} + +type MedicationKnowledgeMedicineClassification { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + classification: [CodeableConcept] +} + +type MedicationKnowledgeMonitoringProgram { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + name: String +} + +union MedicationKnowledgeMonographSource = DocumentReference | Media + +type MedicationKnowledgeMonographSourceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationKnowledgeMonographSource + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeMonograph { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + source: MedicationKnowledgeMonographSourceReference +} + +type MedicationKnowledgePackaging { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + quantity: Quantity +} + +type MedicationKnowledgePatientCharacteristics { + id: String + extension: [Extension] + modifierExtension: [Extension] + characteristicCodeableConcept: CodeableConcept + characteristicQuantity: Quantity + value: [String] +} + +type MedicationKnowledgeRegulatoryRegulatoryAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeRegulatory { + id: String + extension: [Extension] + modifierExtension: [Extension] + regulatoryAuthority: MedicationKnowledgeRegulatoryRegulatoryAuthorityReference + substitution: [MedicationKnowledgeSubstitution] + schedule: [MedicationKnowledgeSchedule] + maxDispense: MedicationKnowledgeMaxDispense +} + +type MedicationKnowledgeRelatedMedicationKnowledgeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationKnowledge + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeRelatedMedicationKnowledge { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + reference: [MedicationKnowledgeRelatedMedicationKnowledgeReferenceReference] +} + +type MedicationKnowledgeSchedule { + id: String + extension: [Extension] + modifierExtension: [Extension] + schedule: CodeableConcept +} + +type MedicationKnowledgeSubstitution { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + allowed: Boolean +} + +type MedicationRequestDispenseRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestDispenseRequest { + id: String + extension: [Extension] + modifierExtension: [Extension] + initialFill: MedicationRequestInitialFill + dispenseInterval: Quantity + validityPeriod: Period + numberOfRepeatsAllowed: Int + quantity: Quantity + expectedSupplyDuration: Quantity + performer: MedicationRequestDispenseRequestPerformerReference +} + +type MedicationRequestInitialFill { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + duration: Quantity +} + +type MedicationRequestSubstitution { + id: String + extension: [Extension] + modifierExtension: [Extension] + allowedBoolean: Boolean + allowedCodeableConcept: CodeableConcept + reason: CodeableConcept +} + +type MedicinalProductDefinitionCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +union MedicinalProductDefinitionContactContact = Organization | PractitionerRole + +type MedicinalProductDefinitionContactContactReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinitionContactContact + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + contact: MedicinalProductDefinitionContactContactReference +} + +type MedicinalProductDefinitionCountryLanguage { + id: String + extension: [Extension] + modifierExtension: [Extension] + country: CodeableConcept + jurisdiction: CodeableConcept + language: CodeableConcept +} + +type MedicinalProductDefinitionCrossReferenceProductReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinition + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionCrossReference { + id: String + extension: [Extension] + modifierExtension: [Extension] + product: MedicinalProductDefinitionCrossReferenceProductReference + type: CodeableConcept +} + +type MedicinalProductDefinitionName { + id: String + extension: [Extension] + modifierExtension: [Extension] + productName: String + type: CodeableConcept + namePart: [MedicinalProductDefinitionNamePart] + countryLanguage: [MedicinalProductDefinitionCountryLanguage] +} + +type MedicinalProductDefinitionNamePart { + id: String + extension: [Extension] + modifierExtension: [Extension] + part: String + type: CodeableConcept +} + +union MedicinalProductDefinitionOperationType = ActivityDefinition | PlanDefinition + +type MedicinalProductDefinitionOperationTypeReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinitionOperationType + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionOperationOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: MedicinalProductDefinitionOperationTypeReference + effectiveDate: Period + organization: [MedicinalProductDefinitionOperationOrganizationReference] + confidentialityIndicator: CodeableConcept +} + +type MessageDefinitionAllowedResponse { + id: String + extension: [Extension] + modifierExtension: [Extension] + message: Canonical + situation: Markdown +} + +type MessageDefinitionFocus { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + profile: Canonical + min: Int + max: String +} + +type MessageHeaderDestinationTargetReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderDestinationReceiver = Practitioner | PractitionerRole | Organization + +type MessageHeaderDestinationReceiverReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderDestinationReceiver + type: URI + identifier: Identifier + display: String +} + +type MessageHeaderDestination { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + target: MessageHeaderDestinationTargetReference + endpoint: URL + receiver: MessageHeaderDestinationReceiverReference +} + +type MessageHeaderResponseDetailsReference { + id: String + extension: [Extension] + reference: String + resource: OperationOutcome + type: URI + identifier: Identifier + display: String +} + +type MessageHeaderResponse { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: ID + code: Code + details: MessageHeaderResponseDetailsReference +} + +type MessageHeaderSource { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + software: String + version: String + contact: ContactPoint + endpoint: URL +} + +type MolecularSequenceInner { + id: String + extension: [Extension] + modifierExtension: [Extension] + start: Int + end: Int +} + +type MolecularSequenceOuter { + id: String + extension: [Extension] + modifierExtension: [Extension] + start: Int + end: Int +} + +type MolecularSequenceQuality { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + standardSequence: CodeableConcept + start: Int + end: Int + score: Quantity + method: CodeableConcept + truthTP: Float + queryTP: Float + truthFN: Float + queryFP: Float + gtFP: Float + precision: Float + recall: Float + fScore: Float + roc: MolecularSequenceRoc +} + +type MolecularSequenceReferenceSeqReferenceSeqPointerReference { + id: String + extension: [Extension] + reference: String + resource: MolecularSequence + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceReferenceSeq { + id: String + extension: [Extension] + modifierExtension: [Extension] + chromosome: CodeableConcept + genomeBuild: String + orientation: Code + referenceSeqId: CodeableConcept + referenceSeqPointer: MolecularSequenceReferenceSeqReferenceSeqPointerReference + referenceSeqString: String + strand: Code + windowStart: Int + windowEnd: Int +} + +type MolecularSequenceRepository { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + url: URI + name: String + datasetId: String + variantsetId: String + readsetId: String +} + +type MolecularSequenceRoc { + id: String + extension: [Extension] + modifierExtension: [Extension] + score: [Int] + numTP: [Int] + numFP: [Int] + numFN: [Int] + precision: [Float] + sensitivity: [Float] + fMeasure: [Float] +} + +type MolecularSequenceStructureVariant { + id: String + extension: [Extension] + modifierExtension: [Extension] + variantType: CodeableConcept + exact: Boolean + length: Int + outer: MolecularSequenceOuter + inner: MolecularSequenceInner +} + +type MolecularSequenceVariantVariantPointerReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceVariant { + id: String + extension: [Extension] + modifierExtension: [Extension] + start: Int + end: Int + observedAllele: String + referenceAllele: String + cigar: String + variantPointer: MolecularSequenceVariantVariantPointerReference +} + +type NamingSystemUniqueId { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + value: String + preferred: Boolean + comment: String + period: Period +} + +type NutritionOrderAdministration { + id: String + extension: [Extension] + modifierExtension: [Extension] + schedule: Timing + quantity: Quantity + rateQuantity: Quantity + rateRatio: Ratio +} + +type NutritionOrderEnteralFormula { + id: String + extension: [Extension] + modifierExtension: [Extension] + baseFormulaType: CodeableConcept + baseFormulaProductName: String + additiveType: CodeableConcept + additiveProductName: String + caloricDensity: Quantity + routeofAdministration: CodeableConcept + administration: [NutritionOrderAdministration] + maxVolumeToDeliver: Quantity + administrationInstruction: String +} + +type NutritionOrderNutrient { + id: String + extension: [Extension] + modifierExtension: [Extension] + modifier: CodeableConcept + amount: Quantity +} + +type NutritionOrderOralDiet { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + schedule: [Timing] + nutrient: [NutritionOrderNutrient] + texture: [NutritionOrderTexture] + fluidConsistencyType: [CodeableConcept] + instruction: String +} + +type NutritionOrderSupplement { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + productName: String + schedule: [Timing] + quantity: Quantity + instruction: String +} + +type NutritionOrderTexture { + id: String + extension: [Extension] + modifierExtension: [Extension] + modifier: CodeableConcept + foodType: CodeableConcept +} + +type NutritionProductIngredientItemReference { + id: String + extension: [Extension] + reference: String + resource: NutritionProduct + type: URI + identifier: Identifier + display: String +} + +type NutritionProductIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + item: NutritionProductIngredientItemReference + amount: [Ratio] +} + +type NutritionProductInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + identifier: [Identifier] + lotNumber: String + expiry: DateTime + useBy: DateTime +} + +type NutritionProductNutrientItemReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type NutritionProductNutrient { + id: String + extension: [Extension] + modifierExtension: [Extension] + item: NutritionProductNutrientItemReference + amount: [Ratio] +} + +type NutritionProductProductCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueString: String + valueQuantity: Quantity + valueBase64Binary: Base64Binary + valueAttachment: Attachment + valueBoolean: Boolean +} + +type ObservationComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueQuantity: Quantity + valueCodeableConcept: CodeableConcept + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueRange: Range + valueRatio: Ratio + valueSampledData: SampledData + valueTime: Time + valueDateTime: DateTime + valuePeriod: Period + dataAbsentReason: CodeableConcept + interpretation: [CodeableConcept] + referenceRange: [ObservationReferenceRange] +} + +type ObservationDefinitionQualifiedInterval { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: Code + range: Range + context: CodeableConcept + appliesTo: [CodeableConcept] + gender: Code + age: Range + gestationalAge: Range + condition: String +} + +type ObservationDefinitionQuantitativeDetails { + id: String + extension: [Extension] + modifierExtension: [Extension] + customaryUnit: CodeableConcept + unit: CodeableConcept + conversionFactor: Float + decimalPrecision: Int +} + +type ObservationReferenceRange { + id: String + extension: [Extension] + modifierExtension: [Extension] + low: Quantity + high: Quantity + type: CodeableConcept + appliesTo: [CodeableConcept] + age: Range + text: String +} + +type OperationDefinitionBinding { + id: String + extension: [Extension] + modifierExtension: [Extension] + strength: Code + valueSet: Canonical +} + +type OperationDefinitionOverload { + id: String + extension: [Extension] + modifierExtension: [Extension] + parameterName: [String] + comment: String +} + +type OperationDefinitionParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: Code + use: Code + min: Int + max: String + documentation: String + type: Code + targetProfile: [Canonical] + searchType: Code + binding: OperationDefinitionBinding + referencedFrom: [OperationDefinitionReferencedFrom] + part: [OperationDefinitionParameter] +} + +type OperationDefinitionReferencedFrom { + id: String + extension: [Extension] + modifierExtension: [Extension] + source: String + sourceId: String +} + +type OperationOutcomeIssue { + id: String + extension: [Extension] + modifierExtension: [Extension] + severity: Code + code: Code + details: CodeableConcept + diagnostics: String + location: [String] + expression: [String] +} + +type OrganizationContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + purpose: CodeableConcept + name: HumanName + telecom: [ContactPoint] + address: Address +} + +union PackagedProductDefinitionContainedItemItem = ManufacturedItemDefinition | DeviceDefinition | PackagedProductDefinition | BiologicallyDerivedProduct | NutritionProduct + +type PackagedProductDefinitionContainedItemItemReference { + id: String + extension: [Extension] + reference: String + resource: PackagedProductDefinitionContainedItemItem + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinitionContainedItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + item: PackagedProductDefinitionContainedItemItemReference + amount: Quantity +} + +type PackagedProductDefinitionLegalStatusOfSupply { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + jurisdiction: CodeableConcept +} + +type PackagedProductDefinitionPackageManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinitionPackage { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + quantity: Int + material: [CodeableConcept] + alternateMaterial: [CodeableConcept] + shelfLifeStorage: [PackagedProductDefinitionShelfLifeStorage] + manufacturer: [PackagedProductDefinitionPackageManufacturerReference] + property: [PackagedProductDefinitionProperty] + containedItem: [PackagedProductDefinitionContainedItem] + package: [PackagedProductDefinitionPackage] +} + +type PackagedProductDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +type PackagedProductDefinitionShelfLifeStorage { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + periodDuration: Quantity + periodString: String + specialPrecautionsForStorage: [CodeableConcept] +} + +type ParametersParameterValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ParametersParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueReference: ParametersParameterValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage + valueMeta: Meta + resource: Resource + part: [ParametersParameter] +} + +type PatientCommunication { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: CodeableConcept + preferred: Boolean +} + +type PatientContactOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PatientContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationship: [CodeableConcept] + name: HumanName + telecom: [ContactPoint] + address: Address + gender: Code + organization: PatientContactOrganizationReference + period: Period +} + +union PatientLinkOther = Patient | RelatedPerson + +type PatientLinkOtherReference { + id: String + extension: [Extension] + reference: String + resource: PatientLinkOther + type: URI + identifier: Identifier + display: String +} + +type PatientLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + other: PatientLinkOtherReference + type: Code +} + +type PaymentReconciliationDetailRequestReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union PaymentReconciliationDetailSubmitter = Practitioner | PractitionerRole | Organization + +type PaymentReconciliationDetailSubmitterReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliationDetailSubmitter + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationDetailResponseReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationDetailResponsibleReference { + id: String + extension: [Extension] + reference: String + resource: PractitionerRole + type: URI + identifier: Identifier + display: String +} + +union PaymentReconciliationDetailPayee = Practitioner | PractitionerRole | Organization + +type PaymentReconciliationDetailPayeeReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliationDetailPayee + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + predecessor: Identifier + type: CodeableConcept + request: PaymentReconciliationDetailRequestReference + submitter: PaymentReconciliationDetailSubmitterReference + response: PaymentReconciliationDetailResponseReference + date: Date + responsible: PaymentReconciliationDetailResponsibleReference + payee: PaymentReconciliationDetailPayeeReference + amount: Money +} + +type PaymentReconciliationProcessNote { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + text: String +} + +union PersonLinkTarget = Patient | Practitioner | RelatedPerson | Person + +type PersonLinkTargetReference { + id: String + extension: [Extension] + reference: String + resource: PersonLinkTarget + type: URI + identifier: Identifier + display: String +} + +type PersonLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + target: PersonLinkTargetReference + assurance: Code +} + +type PlanDefinitionActionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type PlanDefinitionAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + prefix: String + title: String + description: String + textEquivalent: String + priority: Code + code: [CodeableConcept] + reason: [CodeableConcept] + documentation: [RelatedArtifact] + goalId: [ID] + subjectCodeableConcept: CodeableConcept + subjectReference: PlanDefinitionActionSubjectReferenceReference + subjectCanonical: Canonical + trigger: [TriggerDefinition] + condition: [PlanDefinitionCondition] + input: [DataRequirement] + output: [DataRequirement] + relatedAction: [PlanDefinitionRelatedAction] + timingDateTime: DateTime + timingAge: Quantity + timingPeriod: Period + timingDuration: Quantity + timingRange: Range + timingTiming: Timing + participant: [PlanDefinitionParticipant] + type: CodeableConcept + groupingBehavior: Code + selectionBehavior: Code + requiredBehavior: Code + precheckBehavior: Code + cardinalityBehavior: Code + definitionCanonical: Canonical + definitionUri: URI + transform: Canonical + dynamicValue: [PlanDefinitionDynamicValue] + action: [PlanDefinitionAction] +} + +type PlanDefinitionCondition { + id: String + extension: [Extension] + modifierExtension: [Extension] + kind: Code + expression: Expression +} + +type PlanDefinitionDynamicValue { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + expression: Expression +} + +type PlanDefinitionGoal { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + description: CodeableConcept + priority: CodeableConcept + start: CodeableConcept + addresses: [CodeableConcept] + documentation: [RelatedArtifact] + target: [PlanDefinitionTarget] +} + +type PlanDefinitionParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + role: CodeableConcept +} + +type PlanDefinitionRelatedAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + actionId: ID + relationship: Code + offsetDuration: Quantity + offsetRange: Range +} + +type PlanDefinitionTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + measure: CodeableConcept + detailQuantity: Quantity + detailRange: Range + detailCodeableConcept: CodeableConcept + due: Quantity +} + +type Population { + id: String + extension: [Extension] + modifierExtension: [Extension] + ageRange: Range + ageCodeableConcept: CodeableConcept + gender: CodeableConcept + race: CodeableConcept + physiologicalCondition: CodeableConcept +} + +type PractitionerQualificationIssuerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PractitionerQualification { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + code: CodeableConcept + period: Period + issuer: PractitionerQualificationIssuerReference +} + +type PractitionerRoleAvailableTime { + id: String + extension: [Extension] + modifierExtension: [Extension] + daysOfWeek: [Code] + allDay: Boolean + availableStartTime: Time + availableEndTime: Time +} + +type PractitionerRoleNotAvailable { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + during: Period +} + +type ProcedureFocalDeviceManipulatedReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ProcedureFocalDevice { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: CodeableConcept + manipulated: ProcedureFocalDeviceManipulatedReference +} + +union ProcedurePerformerActor = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type ProcedurePerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ProcedurePerformerActor + type: URI + identifier: Identifier + display: String +} + +type ProcedurePerformerOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ProcedurePerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ProcedurePerformerActorReference + onBehalfOf: ProcedurePerformerOnBehalfOfReference +} + +type ProdCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + height: Quantity + width: Quantity + depth: Quantity + weight: Quantity + nominalVolume: Quantity + externalDiameter: Quantity + shape: String + color: [String] + imprint: [String] + image: [Attachment] + scoring: CodeableConcept +} + +type ProductShelfLife { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + type: CodeableConcept + period: Quantity + specialPrecautionsForStorage: [CodeableConcept] +} + +union ProvenanceAgentWho = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type ProvenanceAgentWhoReference { + id: String + extension: [Extension] + reference: String + resource: ProvenanceAgentWho + type: URI + identifier: Identifier + display: String +} + +union ProvenanceAgentOnBehalfOf = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type ProvenanceAgentOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: ProvenanceAgentOnBehalfOf + type: URI + identifier: Identifier + display: String +} + +type ProvenanceAgent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + role: [CodeableConcept] + who: ProvenanceAgentWhoReference + onBehalfOf: ProvenanceAgentOnBehalfOfReference +} + +type ProvenanceEntityWhatReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ProvenanceEntity { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: Code + what: ProvenanceEntityWhatReference + agent: [ProvenanceAgent] +} + +type QuestionnaireAnswerOptionValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireAnswerOption { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueInteger: Int + valueDate: Date + valueTime: Time + valueString: String + valueCoding: Coding + valueReference: QuestionnaireAnswerOptionValueReferenceReference + initialSelected: Boolean +} + +type QuestionnaireEnableWhenAnswerReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireEnableWhen { + id: String + extension: [Extension] + modifierExtension: [Extension] + question: String + operator: Code + answerBoolean: Boolean + answerDecimal: Float + answerInteger: Int + answerDate: Date + answerDateTime: DateTime + answerTime: Time + answerString: String + answerCoding: Coding + answerQuantity: Quantity + answerReference: QuestionnaireEnableWhenAnswerReferenceReference +} + +type QuestionnaireInitialValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireInitial { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueBoolean: Boolean + valueDecimal: Float + valueInteger: Int + valueDate: Date + valueDateTime: DateTime + valueTime: Time + valueString: String + valueUri: URI + valueAttachment: Attachment + valueCoding: Coding + valueQuantity: Quantity + valueReference: QuestionnaireInitialValueReferenceReference +} + +type QuestionnaireItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + linkId: String + definition: URI + code: [Coding] + prefix: String + text: String + type: Code + enableWhen: [QuestionnaireEnableWhen] + enableBehavior: Code + required: Boolean + repeats: Boolean + readOnly: Boolean + maxLength: Int + answerValueSet: Canonical + answerOption: [QuestionnaireAnswerOption] + initial: [QuestionnaireInitial] + item: [QuestionnaireItem] +} + +type QuestionnaireResponseAnswerValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponseAnswer { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueBoolean: Boolean + valueDecimal: Float + valueInteger: Int + valueDate: Date + valueDateTime: DateTime + valueTime: Time + valueString: String + valueUri: URI + valueAttachment: Attachment + valueCoding: Coding + valueQuantity: Quantity + valueReference: QuestionnaireResponseAnswerValueReferenceReference + item: [QuestionnaireResponseItem] +} + +type QuestionnaireResponseItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + linkId: String + definition: URI + text: String + answer: [QuestionnaireResponseAnswer] + item: [QuestionnaireResponseItem] +} + +type RegulatedAuthorizationCase { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + type: CodeableConcept + status: CodeableConcept + datePeriod: Period + dateDateTime: DateTime + application: [RegulatedAuthorizationCase] +} + +type RelatedPersonCommunication { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: CodeableConcept + preferred: Boolean +} + +union RequestGroupActionParticipant = Patient | Practitioner | PractitionerRole | RelatedPerson | Device + +type RequestGroupActionParticipantReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupActionParticipant + type: URI + identifier: Identifier + display: String +} + +type RequestGroupActionResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RequestGroupAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + prefix: String + title: String + description: String + textEquivalent: String + priority: Code + code: [CodeableConcept] + documentation: [RelatedArtifact] + condition: [RequestGroupCondition] + relatedAction: [RequestGroupRelatedAction] + timingDateTime: DateTime + timingAge: Quantity + timingPeriod: Period + timingDuration: Quantity + timingRange: Range + timingTiming: Timing + participant: [RequestGroupActionParticipantReference] + type: CodeableConcept + groupingBehavior: Code + selectionBehavior: Code + requiredBehavior: Code + precheckBehavior: Code + cardinalityBehavior: Code + resource: RequestGroupActionResourceReference + action: [RequestGroupAction] +} + +type RequestGroupCondition { + id: String + extension: [Extension] + modifierExtension: [Extension] + kind: Code + expression: Expression +} + +type RequestGroupRelatedAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + actionId: ID + relationship: Code + offsetDuration: Quantity + offsetRange: Range +} + +type ResearchElementDefinitionCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + definitionCodeableConcept: CodeableConcept + definitionCanonical: Canonical + definitionExpression: Expression + definitionDataRequirement: DataRequirement + usageContext: [UsageContext] + exclude: Boolean + unitOfMeasure: CodeableConcept + studyEffectiveDescription: String + studyEffectiveDateTime: DateTime + studyEffectivePeriod: Period + studyEffectiveDuration: Quantity + studyEffectiveTiming: Timing + studyEffectiveTimeFromStart: Quantity + studyEffectiveGroupMeasure: Code + participantEffectiveDescription: String + participantEffectiveDateTime: DateTime + participantEffectivePeriod: Period + participantEffectiveDuration: Quantity + participantEffectiveTiming: Timing + participantEffectiveTimeFromStart: Quantity + participantEffectiveGroupMeasure: Code +} + +type ResearchStudyArm { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: CodeableConcept + description: String +} + +type ResearchStudyObjective { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: CodeableConcept +} + +type RiskAssessmentPrediction { + id: String + extension: [Extension] + modifierExtension: [Extension] + outcome: CodeableConcept + probabilityDecimal: Float + probabilityRange: Range + qualitativeRisk: CodeableConcept + relativeRisk: Float + whenPeriod: Period + whenRange: Range + rationale: String +} + +type SearchParameterComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + definition: Canonical + expression: String +} + +union SpecimenCollectionCollector = Practitioner | PractitionerRole + +type SpecimenCollectionCollectorReference { + id: String + extension: [Extension] + reference: String + resource: SpecimenCollectionCollector + type: URI + identifier: Identifier + display: String +} + +type SpecimenCollection { + id: String + extension: [Extension] + modifierExtension: [Extension] + collector: SpecimenCollectionCollectorReference + collectedDateTime: DateTime + collectedPeriod: Period + duration: Quantity + quantity: Quantity + method: CodeableConcept + bodySite: CodeableConcept + fastingStatusCodeableConcept: CodeableConcept + fastingStatusDuration: Quantity +} + +type SpecimenContainerAdditiveReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SpecimenContainer { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + description: String + type: CodeableConcept + capacity: Quantity + specimenQuantity: Quantity + additiveCodeableConcept: CodeableConcept + additiveReference: SpecimenContainerAdditiveReferenceReference +} + +type SpecimenDefinitionAdditiveAdditiveReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SpecimenDefinitionAdditive { + id: String + extension: [Extension] + modifierExtension: [Extension] + additiveCodeableConcept: CodeableConcept + additiveReference: SpecimenDefinitionAdditiveAdditiveReferenceReference +} + +type SpecimenDefinitionContainer { + id: String + extension: [Extension] + modifierExtension: [Extension] + material: CodeableConcept + type: CodeableConcept + cap: CodeableConcept + description: String + capacity: Quantity + minimumVolumeQuantity: Quantity + minimumVolumeString: String + additive: [SpecimenDefinitionAdditive] + preparation: String +} + +type SpecimenDefinitionHandling { + id: String + extension: [Extension] + modifierExtension: [Extension] + temperatureQualifier: CodeableConcept + temperatureRange: Range + maxDuration: Quantity + instruction: String +} + +type SpecimenDefinitionTypeTested { + id: String + extension: [Extension] + modifierExtension: [Extension] + isDerived: Boolean + type: CodeableConcept + preference: Code + container: SpecimenDefinitionContainer + requirement: String + retentionTime: Quantity + rejectionCriterion: [CodeableConcept] + handling: [SpecimenDefinitionHandling] +} + +type SpecimenProcessingAdditiveReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SpecimenProcessing { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + procedure: CodeableConcept + additive: [SpecimenProcessingAdditiveReference] + timeDateTime: DateTime + timePeriod: Period +} + +type StructureDefinitionContext { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + expression: String +} + +type StructureDefinitionDifferential { + id: String + extension: [Extension] + modifierExtension: [Extension] + element: [ElementDefinition] +} + +type StructureDefinitionMapping { + id: String + extension: [Extension] + modifierExtension: [Extension] + identity: ID + uri: URI + name: String + comment: String +} + +type StructureDefinitionSnapshot { + id: String + extension: [Extension] + modifierExtension: [Extension] + element: [ElementDefinition] +} + +type StructureMapDependent { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + variable: [String] +} + +type StructureMapGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + extends: ID + typeMode: Code + documentation: String + input: [StructureMapInput] + rule: [StructureMapRule] +} + +type StructureMapInput { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + type: String + mode: Code + documentation: String +} + +type StructureMapParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueId: ID + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueDecimal: Float +} + +type StructureMapRule { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + source: [StructureMapSource] + target: [StructureMapTarget] + rule: [StructureMapRule] + dependent: [StructureMapDependent] + documentation: String +} + +type StructureMapSourceDefaultValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type StructureMapSource { + id: String + extension: [Extension] + modifierExtension: [Extension] + context: ID + min: Int + max: String + type: String + defaultValueBase64Binary: Base64Binary + defaultValueBoolean: Boolean + defaultValueCanonical: Canonical + defaultValueCode: Code + defaultValueDate: Date + defaultValueDateTime: DateTime + defaultValueDecimal: Float + defaultValueId: ID + defaultValueInstant: Instant + defaultValueInteger: Int + defaultValueMarkdown: Markdown + defaultValueOid: OID + defaultValuePositiveInt: Int + defaultValueString: String + defaultValueTime: Time + defaultValueUnsignedInt: Int + defaultValueUri: URI + defaultValueUrl: URL + defaultValueUuid: UUID + defaultValueAddress: Address + defaultValueAge: Quantity + defaultValueAnnotation: Annotation + defaultValueAttachment: Attachment + defaultValueCodeableConcept: CodeableConcept + defaultValueCoding: Coding + defaultValueContactPoint: ContactPoint + defaultValueCount: Quantity + defaultValueDistance: Quantity + defaultValueDuration: Quantity + defaultValueHumanName: HumanName + defaultValueIdentifier: Identifier + defaultValueMoney: Money + defaultValuePeriod: Period + defaultValueQuantity: Quantity + defaultValueRange: Range + defaultValueRatio: Ratio + defaultValueReference: StructureMapSourceDefaultValueReferenceReference + defaultValueSampledData: SampledData + defaultValueSignature: Signature + defaultValueTiming: Timing + defaultValueContactDetail: ContactDetail + defaultValueContributor: Contributor + defaultValueDataRequirement: DataRequirement + defaultValueExpression: Expression + defaultValueParameterDefinition: ParameterDefinition + defaultValueRelatedArtifact: RelatedArtifact + defaultValueTriggerDefinition: TriggerDefinition + defaultValueUsageContext: UsageContext + defaultValueDosage: Dosage + defaultValueMeta: Meta + element: String + listMode: Code + variable: ID + condition: String + check: String + logMessage: String +} + +type StructureMapStructure { + id: String + extension: [Extension] + modifierExtension: [Extension] + url: Canonical + mode: Code + alias: String + documentation: String +} + +type StructureMapTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + context: ID + contextType: Code + element: String + variable: ID + listMode: [Code] + listRuleId: ID + transform: Code + parameter: [StructureMapParameter] +} + +type SubscriptionChannel { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + endpoint: URL + payload: Code + header: [String] +} + +type SubscriptionStatusNotificationEventFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type SubscriptionStatusNotificationEventAdditionalContextReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type SubscriptionStatusNotificationEvent { + id: String + extension: [Extension] + modifierExtension: [Extension] + eventNumber: String + timestamp: Instant + focus: SubscriptionStatusNotificationEventFocusReference + additionalContext: [SubscriptionStatusNotificationEventAdditionalContextReference] +} + +type SubscriptionTopicCanFilterBy { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + resource: URI + filterParameter: String + filterDefinition: URI + modifier: [Code] +} + +type SubscriptionTopicEventTrigger { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + event: CodeableConcept + resource: URI +} + +type SubscriptionTopicNotificationShape { + id: String + extension: [Extension] + modifierExtension: [Extension] + resource: URI + include: [String] + revInclude: [String] +} + +type SubscriptionTopicQueryCriteria { + id: String + extension: [Extension] + modifierExtension: [Extension] + previous: String + resultForCreate: Code + current: String + resultForDelete: Code + requireBoth: Boolean +} + +type SubscriptionTopicResourceTrigger { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + resource: URI + supportedInteraction: [Code] + queryCriteria: SubscriptionTopicQueryCriteria + fhirPathCriteria: String +} + +type SubstanceDefinitionCodeSourceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionCode { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + status: CodeableConcept + statusDate: DateTime + note: [Annotation] + source: [SubstanceDefinitionCodeSourceReference] +} + +type SubstanceDefinitionMoiety { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: CodeableConcept + identifier: Identifier + name: String + stereochemistry: CodeableConcept + opticalActivity: CodeableConcept + molecularFormula: String + amountQuantity: Quantity + amountString: String + measurementType: CodeableConcept +} + +type SubstanceDefinitionMolecularWeight { + id: String + extension: [Extension] + modifierExtension: [Extension] + method: CodeableConcept + type: CodeableConcept + amount: Quantity +} + +type SubstanceDefinitionNameSourceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionName { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: CodeableConcept + status: CodeableConcept + preferred: Boolean + language: [CodeableConcept] + domain: [CodeableConcept] + jurisdiction: [CodeableConcept] + synonym: [SubstanceDefinitionName] + translation: [SubstanceDefinitionName] + official: [SubstanceDefinitionOfficial] + source: [SubstanceDefinitionNameSourceReference] +} + +type SubstanceDefinitionOfficial { + id: String + extension: [Extension] + modifierExtension: [Extension] + authority: CodeableConcept + status: CodeableConcept + date: DateTime +} + +type SubstanceDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +type SubstanceDefinitionRelationshipSubstanceDefinitionReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionRelationshipSourceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionRelationship { + id: String + extension: [Extension] + modifierExtension: [Extension] + substanceDefinitionReference: SubstanceDefinitionRelationshipSubstanceDefinitionReferenceReference + substanceDefinitionCodeableConcept: CodeableConcept + type: CodeableConcept + isDefining: Boolean + amountQuantity: Quantity + amountRatio: Ratio + amountString: String + ratioHighLimitAmount: Ratio + comparator: CodeableConcept + source: [SubstanceDefinitionRelationshipSourceReference] +} + +type SubstanceDefinitionRepresentationDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionRepresentation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + representation: String + format: CodeableConcept + document: SubstanceDefinitionRepresentationDocumentReference +} + +type SubstanceDefinitionSourceMaterial { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + genus: CodeableConcept + species: CodeableConcept + part: CodeableConcept + countryOfOrigin: [CodeableConcept] +} + +type SubstanceDefinitionStructureSourceDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionStructure { + id: String + extension: [Extension] + modifierExtension: [Extension] + stereochemistry: CodeableConcept + opticalActivity: CodeableConcept + molecularFormula: String + molecularFormulaByMoiety: String + molecularWeight: SubstanceDefinitionMolecularWeight + technique: [CodeableConcept] + sourceDocument: [SubstanceDefinitionStructureSourceDocumentReference] + representation: [SubstanceDefinitionRepresentation] +} + +type SubstanceIngredientSubstanceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SubstanceIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Ratio + substanceCodeableConcept: CodeableConcept + substanceReference: SubstanceIngredientSubstanceReferenceReference +} + +type SubstanceInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + expiry: DateTime + quantity: Quantity +} + +union SupplyDeliverySuppliedItemItemReference = Medication | Substance | Device + +type SupplyDeliverySuppliedItemItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliverySuppliedItemItemReference + type: URI + identifier: Identifier + display: String +} + +type SupplyDeliverySuppliedItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + itemCodeableConcept: CodeableConcept + itemReference: SupplyDeliverySuppliedItemItemReferenceReference +} + +type SupplyRequestParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range + valueBoolean: Boolean +} + +type TaskInputValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskInput { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueReference: TaskInputValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage + valueMeta: Meta +} + +type TaskOutputValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskOutput { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueReference: TaskOutputValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage + valueMeta: Meta +} + +union TaskRestrictionRecipient = Patient | Practitioner | PractitionerRole | RelatedPerson | Group | Organization + +type TaskRestrictionRecipientReference { + id: String + extension: [Extension] + reference: String + resource: TaskRestrictionRecipient + type: URI + identifier: Identifier + display: String +} + +type TaskRestriction { + id: String + extension: [Extension] + modifierExtension: [Extension] + repetitions: Int + period: Period + recipient: [TaskRestrictionRecipientReference] +} + +type TerminologyCapabilitiesClosure { + id: String + extension: [Extension] + modifierExtension: [Extension] + translation: Boolean +} + +type TerminologyCapabilitiesCodeSystem { + id: String + extension: [Extension] + modifierExtension: [Extension] + uri: Canonical + version: [TerminologyCapabilitiesVersion] + subsumption: Boolean +} + +type TerminologyCapabilitiesExpansion { + id: String + extension: [Extension] + modifierExtension: [Extension] + hierarchical: Boolean + paging: Boolean + incomplete: Boolean + parameter: [TerminologyCapabilitiesParameter] + textFilter: Markdown +} + +type TerminologyCapabilitiesFilter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + op: [Code] +} + +type TerminologyCapabilitiesImplementation { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + url: URL +} + +type TerminologyCapabilitiesParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: Code + documentation: String +} + +type TerminologyCapabilitiesSoftware { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + version: String +} + +type TerminologyCapabilitiesTranslation { + id: String + extension: [Extension] + modifierExtension: [Extension] + needsMap: Boolean +} + +type TerminologyCapabilitiesValidateCode { + id: String + extension: [Extension] + modifierExtension: [Extension] + translations: Boolean +} + +type TerminologyCapabilitiesVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: String + isDefault: Boolean + compositional: Boolean + language: [Code] + filter: [TerminologyCapabilitiesFilter] + property: [Code] +} + +type TestReportAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestReportOperation + assert: TestReportAssert +} + +type TestReportAction1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestReportOperation + assert: TestReportAssert +} + +type TestReportAction2 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestReportOperation +} + +type TestReportAssert { + id: String + extension: [Extension] + modifierExtension: [Extension] + result: Code + message: Markdown + detail: String +} + +type TestReportOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + result: Code + message: Markdown + detail: URI +} + +type TestReportParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + uri: URI + display: String +} + +type TestReportSetup { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestReportAction] +} + +type TestReportTeardown { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestReportAction2] +} + +type TestReportTest { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + description: String + action: [TestReportAction1] +} + +type TestScriptAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestScriptOperation + assert: TestScriptAssert +} + +type TestScriptAction1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestScriptOperation + assert: TestScriptAssert +} + +type TestScriptAction2 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestScriptOperation +} + +type TestScriptAssert { + id: String + extension: [Extension] + modifierExtension: [Extension] + label: String + description: String + direction: Code + compareToSourceId: String + compareToSourceExpression: String + compareToSourcePath: String + contentType: Code + expression: String + headerField: String + minimumId: String + navigationLinks: Boolean + operator: Code + path: String + requestMethod: Code + requestURL: String + resource: Code + response: Code + responseCode: String + sourceId: ID + validateProfileId: ID + value: String + warningOnly: Boolean +} + +type TestScriptCapability { + id: String + extension: [Extension] + modifierExtension: [Extension] + required: Boolean + validated: Boolean + description: String + origin: [Int] + destination: Int + link: [URI] + capabilities: Canonical +} + +type TestScriptDestination { + id: String + extension: [Extension] + modifierExtension: [Extension] + index: Int + profile: Coding +} + +type TestScriptFixtureResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TestScriptFixture { + id: String + extension: [Extension] + modifierExtension: [Extension] + autocreate: Boolean + autodelete: Boolean + resource: TestScriptFixtureResourceReference +} + +type TestScriptLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + url: URI + description: String +} + +type TestScriptMetadata { + id: String + extension: [Extension] + modifierExtension: [Extension] + link: [TestScriptLink] + capability: [TestScriptCapability] +} + +type TestScriptOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Coding + resource: Code + label: String + description: String + accept: Code + contentType: Code + destination: Int + encodeRequestUrl: Boolean + method: Code + origin: Int + params: String + requestHeader: [TestScriptRequestHeader] + requestId: ID + responseId: ID + sourceId: ID + targetId: ID + url: String +} + +type TestScriptOrigin { + id: String + extension: [Extension] + modifierExtension: [Extension] + index: Int + profile: Coding +} + +type TestScriptRequestHeader { + id: String + extension: [Extension] + modifierExtension: [Extension] + field: String + value: String +} + +type TestScriptSetup { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestScriptAction] +} + +type TestScriptTeardown { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestScriptAction2] +} + +type TestScriptTest { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + description: String + action: [TestScriptAction1] +} + +type TestScriptVariable { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + defaultValue: String + description: String + expression: String + headerField: String + hint: String + path: String + sourceId: ID +} + +type Timing { + id: String + extension: [Extension] + modifierExtension: [Extension] + event: [DateTime] + repeat: TimingRepeat + code: CodeableConcept +} + +type TimingRepeat { + id: String + extension: [Extension] + modifierExtension: [Extension] + boundsDuration: Quantity + boundsRange: Range + boundsPeriod: Period + count: Int + countMax: Int + duration: Float + durationMax: Float + durationUnit: Code + frequency: Int + frequencyMax: Int + period: Float + periodMax: Float + periodUnit: Code + dayOfWeek: [Code] + timeOfDay: [Time] + when: [Code] + offset: Int +} + +type ValueSetCompose { + id: String + extension: [Extension] + modifierExtension: [Extension] + lockedDate: Date + inactive: Boolean + include: [ValueSetInclude] + exclude: [ValueSetInclude] +} + +type ValueSetConcept { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + designation: [ValueSetDesignation] +} + +type ValueSetContains { + id: String + extension: [Extension] + modifierExtension: [Extension] + system: URI + abstract: Boolean + inactive: Boolean + version: String + code: Code + display: String + designation: [ValueSetDesignation] + contains: [ValueSetContains] +} + +type ValueSetDesignation { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: Code + use: Coding + value: String +} + +type ValueSetExpansion { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: URI + timestamp: DateTime + total: Int + offset: Int + parameter: [ValueSetParameter] + contains: [ValueSetContains] +} + +type ValueSetFilter { + id: String + extension: [Extension] + modifierExtension: [Extension] + property: Code + op: Code + value: String +} + +type ValueSetInclude { + id: String + extension: [Extension] + modifierExtension: [Extension] + system: URI + version: String + concept: [ValueSetConcept] + filter: [ValueSetFilter] + valueSet: [Canonical] +} + +type ValueSetParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueDecimal: Float + valueUri: URI + valueCode: Code + valueDateTime: DateTime +} + +union VerificationResultAttestationWho = Practitioner | PractitionerRole | Organization + +type VerificationResultAttestationWhoReference { + id: String + extension: [Extension] + reference: String + resource: VerificationResultAttestationWho + type: URI + identifier: Identifier + display: String +} + +union VerificationResultAttestationOnBehalfOf = Organization | Practitioner | PractitionerRole + +type VerificationResultAttestationOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: VerificationResultAttestationOnBehalfOf + type: URI + identifier: Identifier + display: String +} + +type VerificationResultAttestation { + id: String + extension: [Extension] + modifierExtension: [Extension] + who: VerificationResultAttestationWhoReference + onBehalfOf: VerificationResultAttestationOnBehalfOfReference + communicationMethod: CodeableConcept + date: Date + sourceIdentityCertificate: String + proxyIdentityCertificate: String + proxySignature: Signature + sourceSignature: Signature +} + +union VerificationResultPrimarySourceWho = Organization | Practitioner | PractitionerRole + +type VerificationResultPrimarySourceWhoReference { + id: String + extension: [Extension] + reference: String + resource: VerificationResultPrimarySourceWho + type: URI + identifier: Identifier + display: String +} + +type VerificationResultPrimarySource { + id: String + extension: [Extension] + modifierExtension: [Extension] + who: VerificationResultPrimarySourceWhoReference + type: [CodeableConcept] + communicationMethod: [CodeableConcept] + validationStatus: CodeableConcept + validationDate: DateTime + canPushUpdates: CodeableConcept + pushTypeAvailable: [CodeableConcept] +} + +type VerificationResultValidatorOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type VerificationResultValidator { + id: String + extension: [Extension] + modifierExtension: [Extension] + organization: VerificationResultValidatorOrganizationReference + identityCertificate: String + attestationSignature: Signature +} + +type VisionPrescriptionLensSpecification { + id: String + extension: [Extension] + modifierExtension: [Extension] + product: CodeableConcept + eye: Code + sphere: Float + cylinder: Float + axis: Int + prism: [VisionPrescriptionPrism] + add: Float + power: Float + backCurve: Float + diameter: Float + duration: Quantity + color: String + brand: String + note: [Annotation] +} + +type VisionPrescriptionPrism { + id: String + extension: [Extension] + modifierExtension: [Extension] + amount: Float + base: Code +} + +type Address { + id: String + extension: [Extension] + use: Code + type: Code + text: String + line: [String] + city: String + district: String + state: String + postalCode: String + country: String + period: Period +} + +type Age { + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +union AnnotationAuthorReference = Practitioner | Patient | RelatedPerson | Organization + +type AnnotationAuthorReferenceReference { + id: String + extension: [Extension] + reference: String + resource: AnnotationAuthorReference + type: URI + identifier: Identifier + display: String +} + +type Annotation { + id: String + extension: [Extension] + authorReference: AnnotationAuthorReferenceReference + authorString: String + time: DateTime + text: Markdown +} + +type Attachment { + id: String + extension: [Extension] + contentType: Code + language: Code + data: Base64Binary + url: URL + size: Int + hash: Base64Binary + title: String + creation: DateTime +} + +type BackboneElement { + id: String + extension: [Extension] + modifierExtension: [Extension] +} + +type CodeableConcept { + id: String + extension: [Extension] + coding: [Coding] + text: String +} + +type CodeableReferenceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CodeableReference { + id: String + extension: [Extension] + concept: CodeableConcept + reference: CodeableReferenceReferenceReference +} + +type Coding { + id: String + extension: [Extension] + system: URI + version: String + code: Code + display: String + userSelected: Boolean +} + +type ContactDetail { + id: String + extension: [Extension] + name: String + telecom: [ContactPoint] +} + +type ContactPoint { + id: String + extension: [Extension] + system: Code + value: String + use: Code + rank: Int + period: Period +} + +type Contributor { + id: String + extension: [Extension] + type: Code + name: String + contact: [ContactDetail] +} + +type Count { + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type DataRequirementSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type DataRequirement { + id: String + extension: [Extension] + type: Code + profile: [Canonical] + subjectCodeableConcept: CodeableConcept + subjectReference: DataRequirementSubjectReferenceReference + mustSupport: [String] + codeFilter: [DataRequirementCodeFilter] + dateFilter: [DataRequirementDateFilter] + limit: Int + sort: [DataRequirementSort] +} + +type DataRequirementCodeFilter { + id: String + extension: [Extension] + path: String + searchParam: String + valueSet: Canonical + code: [Coding] +} + +type DataRequirementDateFilter { + id: String + extension: [Extension] + path: String + searchParam: String + valueDateTime: DateTime + valuePeriod: Period + valueDuration: Quantity +} + +type DataRequirementSort { + id: String + extension: [Extension] + path: String + direction: Code +} + +type Distance { + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type Duration { + id: String + extension: [Extension] + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type Element { + id: String + extension: [Extension] +} + +type Expression { + id: String + extension: [Extension] + description: String + name: ID + language: Code + expression: String + reference: URI +} + +type HumanName { + id: String + extension: [Extension] + use: Code + text: String + family: String + given: [String] + prefix: [String] + suffix: [String] + period: Period +} + +type IdentifierAssignerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Identifier { + id: String + extension: [Extension] + use: Code + type: CodeableConcept + system: URI + value: String + period: Period + assigner: IdentifierAssignerReference +} + +type Meta { + id: String + extension: [Extension] + versionId: ID + lastUpdated: Instant + source: URI + profile: [Canonical] + security: [Coding] + tag: [Coding] +} + +type Money { + id: String + extension: [Extension] + value: Float + currency: Code +} + +type Narrative { + id: String + extension: [Extension] + status: Code + div: XHTML +} + +type ParameterDefinition { + id: String + extension: [Extension] + name: Code + use: Code + min: Int + max: String + documentation: String + type: Code + profile: Canonical +} + +type Period { + id: String + extension: [Extension] + start: DateTime + end: DateTime +} + +type Quantity { + id: String + extension: [Extension] + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type Range { + id: String + extension: [Extension] + low: Quantity + high: Quantity +} + +type Ratio { + id: String + extension: [Extension] + numerator: Quantity + denominator: Quantity +} + +type RatioRange { + id: String + extension: [Extension] + lowNumerator: Quantity + highNumerator: Quantity + denominator: Quantity +} + +type Reference { + id: String + extension: [Extension] + reference: String + type: URI + identifier: Identifier + display: String +} + +type RelatedArtifact { + id: String + extension: [Extension] + type: Code + label: String + display: String + citation: Markdown + url: URL + document: Attachment + resource: Canonical +} + +type SampledData { + id: String + extension: [Extension] + origin: Quantity + period: Float + factor: Float + lowerLimit: Float + upperLimit: Float + dimensions: Int + data: String +} + +union SignatureWho = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type SignatureWhoReference { + id: String + extension: [Extension] + reference: String + resource: SignatureWho + type: URI + identifier: Identifier + display: String +} + +union SignatureOnBehalfOf = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type SignatureOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: SignatureOnBehalfOf + type: URI + identifier: Identifier + display: String +} + +type Signature { + id: String + extension: [Extension] + type: [Coding] + when: Instant + who: SignatureWhoReference + onBehalfOf: SignatureOnBehalfOfReference + targetFormat: Code + sigFormat: Code + data: Base64Binary +} + +type TriggerDefinitionTimingReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Schedule + type: URI + identifier: Identifier + display: String +} + +type TriggerDefinition { + id: String + extension: [Extension] + type: Code + name: String + timingTiming: Timing + timingReference: TriggerDefinitionTimingReferenceReference + timingDate: Date + timingDateTime: DateTime + data: [DataRequirement] + condition: Expression +} + +union UsageContextValueReference = PlanDefinition | ResearchStudy | InsurancePlan | HealthcareService | Group | Location | Organization + +type UsageContextValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: UsageContextValueReference + type: URI + identifier: Identifier + display: String +} + +type UsageContext { + id: String + extension: [Extension] + code: Coding + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range + valueReference: UsageContextValueReferenceReference +} + +""" +DocumentReferenceAttachment + For referring to data content defined in other formats. + If the element is present, it must have a value for at least one of the + defined elements, an @id referenced from the Narrative, or extensions +""" +type DocumentReferenceAttachment { + """None""" + id: String + + """ + May be used to represent additional information that is not part of the basic + definition of the element. To make the use of extensions safe and manageable, + there is a strict set of governance applied to the definition and use of + extensions. Though any implementer can define an extension, there is a set of + requirements that SHALL be met as part of the definition of the extension. + """ + extension: [Extension] + + """ + Identifies the type of the data in the attachment and allows a method to be + chosen to interpret or render the data. Includes mime type parameters such as + charset where appropriate. + """ + contentType: Code + + """ + The human language of the content. The value can be any valid value according + to BCP 47. + """ + language: Code + + """ + The actual data of the attachment - a sequence of bytes, base64 encoded. + """ + data: Base64Binary + + """A location where the data can be accessed.""" + url: URL + + """For accessing binary resource saved in 'url' field.""" + resource: Binary + + """ + The number of bytes of data that make up this attachment (before base64 + encoding, if that is done). + """ + size: Int + + """The calculated hash of the data using SHA-1. Represented using base64.""" + hash: Base64Binary + + """A label or set of text to display in place of the data.""" + title: String + + """The date that the attachment was first created.""" + creation: DateTime +} + +type MedicationRequest implements DomainResource & Resource { + dispense: [MedicationDispense] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusReason: CodeableConcept + intent: Code + category: [CodeableConcept] + priority: Code + doNotPerform: Boolean + reportedBoolean: Boolean + reportedReference: MedicationRequestReportedReferenceReference + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationRequestMedicationReferenceReference + subject: MedicationRequestSubjectReference + encounter: MedicationRequestEncounterReference + supportingInformation: [MedicationRequestSupportingInformationReference] + authoredOn: DateTime + requester: MedicationRequestRequesterReference + performer: MedicationRequestPerformerReference + performerType: CodeableConcept + recorder: MedicationRequestRecorderReference + reasonCode: [CodeableConcept] + reasonReference: [MedicationRequestReasonReferenceReference] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [MedicationRequestBasedOnReference] + groupIdentifier: Identifier + courseOfTherapyType: CodeableConcept + insurance: [MedicationRequestInsuranceReference] + note: [Annotation] + dosageInstruction: [Dosage] + dispenseRequest: MedicationRequestDispenseRequest + substitution: MedicationRequestSubstitution + priorPrescription: MedicationRequestPriorPrescriptionReference + detectedIssue: [MedicationRequestDetectedIssueReference] + eventHistory: [MedicationRequestEventHistoryReference] +} + +type Patient implements DomainResource & Resource { + accounts: [Account] + adverseEvents: [AdverseEvent] + allergyIntolerances: [AllergyIntolerance] + appointments: [Appointment] + appointmentResponses: [AppointmentResponse] + basics: [Basic] + bodyStructures: [BodyStructure] + carePlans: [CarePlan] + careTeams: [CareTeam] + chargeItems: [ChargeItem] + claims: [Claim] + claimResponses: [ClaimResponse] + clinicalImpressions: [ClinicalImpression] + communications: [Communication] + communicationRequests: [CommunicationRequest] + compositions: [Composition] + conditions: [Condition] + consents: [Consent] + contracts: [Contract] + coverages: [Coverage] + coverageEligibilityRequests: [CoverageEligibilityRequest] + coverageEligibilityResponses: [CoverageEligibilityResponse] + detectedIssues: [DetectedIssue] + devices: [Device] + deviceRequests: [DeviceRequest] + deviceUseStatements: [DeviceUseStatement] + diagnosticReports: [DiagnosticReport] + documentManifests: [DocumentManifest] + documentReferences: [DocumentReference] + encounters: [Encounter] + enrollmentRequests: [EnrollmentRequest] + episodesOfCare: [EpisodeOfCare] + explanationOfBenefits: [ExplanationOfBenefit] + familyMemberHistories: [FamilyMemberHistory] + flags: [Flag] + goals: [Goal] + groups: [Group] + guidanceResponses: [GuidanceResponse] + imagingStudies: [ImagingStudy] + immunizations: [Immunization] + immunizationEvaluations: [ImmunizationEvaluation] + immunizationRecommendations: [ImmunizationRecommendation] + invoices: [Invoice] + linkages: [Linkage] + lists: [List] + measureReports: [MeasureReport] + media: [Media] + medicationAdministrations: [MedicationAdministration] + medicationDispenses: [MedicationDispense] + medicationRequests: [MedicationRequest] + medicationStatements: [MedicationStatement] + molecularSequences: [MolecularSequence] + nutritionOrders: [NutritionOrder] + observations: [Observation] + paymentNotices: [PaymentNotice] + persons: [Person] + procedures: [Procedure] + provenances: [Provenance] + questionnaireResponses: [QuestionnaireResponse] + relatedPersons: [RelatedPerson] + requestGroups: [RequestGroup] + researchSubjects: [ResearchSubject] + riskAssessments: [RiskAssessment] + schedules: [Schedule] + serviceRequests: [ServiceRequest] + specimens: [Specimen] + subscriptions: [Subscription] + subscriptionStatuses: [SubscriptionStatus] + subscriptionTopics: [SubscriptionTopic] + supplyDeliveries: [SupplyDelivery] + supplyRequests: [SupplyRequest] + tasks: [Task] + visionPrescriptions: [VisionPrescription] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + name: [HumanName] + telecom: [ContactPoint] + gender: Code + birthDate: Date + deceasedBoolean: Boolean + deceasedDateTime: DateTime + address: [Address] + maritalStatus: CodeableConcept + multipleBirthBoolean: Boolean + multipleBirthInteger: Int + photo: [Attachment] + contact: [PatientContact] + communication: [PatientCommunication] + generalPractitioner: [PatientGeneralPractitionerReference] + managingOrganization: PatientManagingOrganizationReference + link: [PatientLink] +} + +type Practitioner implements DomainResource & Resource { + practitionerRole: [PractitionerRole] + group: [Group] + measureReport: [MeasureReport] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + name: [HumanName] + telecom: [ContactPoint] + address: [Address] + gender: Code + birthDate: Date + photo: [Attachment] + qualification: [PractitionerQualification] + communication: [CodeableConcept] +} + +type Subscription implements DomainResource & Resource { + subscriptionStatus: [SubscriptionStatus] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + status: Code + contact: [ContactPoint] + end: Instant + reason: String + criteria: String + error: String + channel: SubscriptionChannel +} + +type SubscriptionStatus implements DomainResource & Resource { + subscriptionTopic: SubscriptionTopic + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + status: Code + type: Code + eventsSinceSubscriptionStart: String + notificationEvent: [SubscriptionStatusNotificationEvent] + subscription: SubscriptionStatusSubscriptionReference + topic: Canonical + error: [CodeableConcept] +} + +type ExtensionValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type Extension { + id: String + extension: [Extension] + url: URI + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCodeableReference: CodeableReference + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueRatioRange: RatioRange + valueReference: ExtensionValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage +} + +input SearchDateValue { + """ + the value for the parameter in the resource is equal to the provided value + """ + equals: Date + + """ + the value for the parameter in the resource is not equal to the provided value + """ + notEquals: Date + + """ + the value for the parameter in the resource is greater than the provided value + """ + greaterThan: Date + + """ + the value for the parameter in the resource is greater or equal to the provided value + """ + greaterThanOrEqualTo: Date + + """ + the value for the parameter in the resource is less than the provided value + """ + lessThan: Date + + """ + the value for the parameter in the resource is less or equal to the provided value + """ + lessThanOrEqualTo: Date + + """ + the value for the parameter in the resource starts after the provided value + """ + startsAfter: Date + + """ + the value for the parameter in the resource ends before the provided value + """ + endsBefore: Date + + """ + the value for the parameter in the resource is approximately the same to the provided value. + Note that the recommended value for the approximation is 10% of the stated value (or for a date, 10% of the gap between now and the date), but systems may choose other values where appropriate + """ + approximately: Date +} + +input SearchDate { + searchType: String = "date" + value: SearchDateValue + values: [SearchDateValue] + missing: Boolean +} + +input SearchExtensionValue { + url: String + valueString: String + notEquals: NotSearchExtensionValue +} + +input NotSearchExtensionValue { + url: String + valueString: String + values: [SearchExtensionValue] +} + +input SearchExtension { + searchType: String = "token" + value: SearchExtensionValue + values: [SearchExtensionValue] + missing: Boolean + notEquals: NotSearchExtensionValue +} + +input SearchNumberValue { + """ + the value for the parameter in the resource is equal to the provided value + """ + equals: Decimal + + """ + the value for the parameter in the resource is not equal to the provided value + """ + notEquals: Decimal + + """ + the value for the parameter in the resource is greater than the provided value + """ + greaterThan: Decimal + + """ + the value for the parameter in the resource is greater or equal to the provided value + """ + greaterThanOrEqualTo: Decimal + + """ + the value for the parameter in the resource is less than the provided value + """ + lessThan: Decimal + + """ + the value for the parameter in the resource is less or equal to the provided value + """ + lessThanOrEqualTo: Decimal + + """ + the value for the parameter in the resource starts after the provided value + """ + startsAfter: Decimal + + """ + the value for the parameter in the resource ends before the provided value + """ + endsBefore: Decimal + + """ + the value for the parameter in the resource is approximately the same to the provided value. + Note that the recommended value for the approximation is 10% of the stated value (or for a date, 10% of the gap between now and the date), but systems may choose other values where appropriate + """ + approximately: Decimal +} + +input SearchNumber { + searchType: String = "number" + value: SearchNumberValue + values: [SearchNumberValue] + missing: Boolean +} + +input SearchQuantityValue { + prefix: String + value: Decimal + system: String + code: String +} + +input SearchQuantity { + searchType: String = "quantity" + prefix: String + value: Decimal + system: String + code: String + missing: Boolean + notEquals: SearchQuantityValue +} + +input SearchReferenceValue { + value: String + target: String +} + +input SearchReference { + searchType: String = "reference" + value: String + target: String + missing: Boolean + notEquals: SearchReferenceValue +} + +input SearchStringValue { + value: String + values: [String] +} + +input SearchString { + searchType: String = "string" + value: String + values: [String] + missing: Boolean + above: Boolean + below: Boolean + notEquals: SearchStringValue + contains: String + exact: String +} + +input SearchTokenValue { + code: String + value: String + system: String + notEquals: NotSearchTokenValue +} + +input NotSearchTokenValue { + code: String + value: String + system: String + values: [SearchTokenValue] +} + +input SearchToken { + searchType: String = "token" + value: SearchTokenValue + values: [SearchTokenValue] + missing: Boolean + notEquals: NotSearchTokenValue + text: String + ofType: SearchTokenValue +} + +interface DomainResource implements Resource { + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] +} + +interface Resource { + id: ID! + meta: Meta + implicitRules: URI + language: Code +} + +union AccountSubject = Patient | Device | Practitioner | PractitionerRole | Location | HealthcareService | Organization + +type AccountSubjectReference { + id: String + extension: [Extension] + reference: String + resource: AccountSubject + type: URI + identifier: Identifier + display: String +} + +type AccountOwnerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type AccountPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type Account implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + name: String + subject: [AccountSubjectReference] + servicePeriod: Period + coverage: [AccountCoverage] + owner: AccountOwnerReference + description: String + guarantor: [AccountGuarantor] + partOf: AccountPartOfReference +} + +type AccountBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Account + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AccountBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AccountBundleEntry] +} + +type ActivityDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ActivityDefinitionProductReference = Medication | Substance | Ingredient + +type ActivityDefinitionProductReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ActivityDefinitionProductReference + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionSpecimenRequirementReference { + id: String + extension: [Extension] + reference: String + resource: SpecimenDefinition + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionObservationRequirementReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionObservationResultRequirementReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: ActivityDefinitionSubjectReferenceReference + subjectCanonical: Canonical + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + kind: Code + profile: Canonical + code: CodeableConcept + intent: Code + priority: Code + doNotPerform: Boolean + timingTiming: Timing + timingDateTime: DateTime + timingAge: Quantity + timingPeriod: Period + timingRange: Range + timingDuration: Quantity + location: ActivityDefinitionLocationReference + participant: [ActivityDefinitionParticipant] + productReference: ActivityDefinitionProductReferenceReference + productCodeableConcept: CodeableConcept + quantity: Quantity + dosage: [Dosage] + bodySite: [CodeableConcept] + specimenRequirement: [ActivityDefinitionSpecimenRequirementReference] + observationRequirement: [ActivityDefinitionObservationRequirementReference] + observationResultRequirement: [ActivityDefinitionObservationResultRequirementReference] + transform: Canonical + dynamicValue: [ActivityDefinitionDynamicValue] +} + +type ActivityDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ActivityDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ActivityDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ActivityDefinitionBundleEntry] +} + +type AdministrableProductDefinitionFormOfReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinition + type: URI + identifier: Identifier + display: String +} + +type AdministrableProductDefinitionProducedFromReference { + id: String + extension: [Extension] + reference: String + resource: ManufacturedItemDefinition + type: URI + identifier: Identifier + display: String +} + +type AdministrableProductDefinitionDeviceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceDefinition + type: URI + identifier: Identifier + display: String +} + +type AdministrableProductDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + formOf: [AdministrableProductDefinitionFormOfReference] + administrableDoseForm: CodeableConcept + unitOfPresentation: CodeableConcept + producedFrom: [AdministrableProductDefinitionProducedFromReference] + ingredient: [CodeableConcept] + device: AdministrableProductDefinitionDeviceReference + property: [AdministrableProductDefinitionProperty] + routeOfAdministration: [AdministrableProductDefinitionRouteOfAdministration] +} + +type AdministrableProductDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AdministrableProductDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AdministrableProductDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AdministrableProductDefinitionBundleEntry] +} + +union AdverseEventSubject = Patient | Group | Practitioner | RelatedPerson + +type AdverseEventSubjectReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventSubject + type: URI + identifier: Identifier + display: String +} + +type AdverseEventEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type AdverseEventResultingConditionReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type AdverseEventLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union AdverseEventRecorder = Patient | Practitioner | PractitionerRole | RelatedPerson + +type AdverseEventRecorderReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventRecorder + type: URI + identifier: Identifier + display: String +} + +union AdverseEventContributor = Practitioner | PractitionerRole | Device + +type AdverseEventContributorReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventContributor + type: URI + identifier: Identifier + display: String +} + +union AdverseEventSubjectMedicalHistory = Condition | Observation | AllergyIntolerance | FamilyMemberHistory | Immunization | Procedure | Media | DocumentReference + +type AdverseEventSubjectMedicalHistoryReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventSubjectMedicalHistory + type: URI + identifier: Identifier + display: String +} + +type AdverseEventReferenceDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type AdverseEventStudyReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type AdverseEvent implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + actuality: Code + category: [CodeableConcept] + event: CodeableConcept + subject: AdverseEventSubjectReference + encounter: AdverseEventEncounterReference + date: DateTime + detected: DateTime + recordedDate: DateTime + resultingCondition: [AdverseEventResultingConditionReference] + location: AdverseEventLocationReference + seriousness: CodeableConcept + severity: CodeableConcept + outcome: CodeableConcept + recorder: AdverseEventRecorderReference + contributor: [AdverseEventContributorReference] + suspectEntity: [AdverseEventSuspectEntity] + subjectMedicalHistory: [AdverseEventSubjectMedicalHistoryReference] + referenceDocument: [AdverseEventReferenceDocumentReference] + study: [AdverseEventStudyReference] +} + +type AdverseEventBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AdverseEvent + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AdverseEventBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AdverseEventBundleEntry] +} + +type AllergyIntolerancePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type AllergyIntoleranceEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union AllergyIntoleranceRecorder = Practitioner | PractitionerRole | Patient | RelatedPerson + +type AllergyIntoleranceRecorderReference { + id: String + extension: [Extension] + reference: String + resource: AllergyIntoleranceRecorder + type: URI + identifier: Identifier + display: String +} + +union AllergyIntoleranceAsserter = Patient | RelatedPerson | Practitioner | PractitionerRole + +type AllergyIntoleranceAsserterReference { + id: String + extension: [Extension] + reference: String + resource: AllergyIntoleranceAsserter + type: URI + identifier: Identifier + display: String +} + +type AllergyIntolerance implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + clinicalStatus: CodeableConcept + verificationStatus: CodeableConcept + type: Code + category: [Code] + criticality: Code + code: CodeableConcept + patient: AllergyIntolerancePatientReference + encounter: AllergyIntoleranceEncounterReference + onsetDateTime: DateTime + onsetAge: Quantity + onsetPeriod: Period + onsetRange: Range + onsetString: String + recordedDate: DateTime + recorder: AllergyIntoleranceRecorderReference + asserter: AllergyIntoleranceAsserterReference + lastOccurrence: DateTime + note: [Annotation] + reaction: [AllergyIntoleranceReaction] +} + +type AllergyIntoleranceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AllergyIntolerance + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AllergyIntoleranceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AllergyIntoleranceBundleEntry] +} + +union AppointmentReasonReference = Condition | Procedure | Observation | ImmunizationRecommendation + +type AppointmentReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: AppointmentReasonReference + type: URI + identifier: Identifier + display: String +} + +type AppointmentSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type AppointmentSlotReference { + id: String + extension: [Extension] + reference: String + resource: Slot + type: URI + identifier: Identifier + display: String +} + +type AppointmentBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type Appointment implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + cancelationReason: CodeableConcept + serviceCategory: [CodeableConcept] + serviceType: [CodeableConcept] + specialty: [CodeableConcept] + appointmentType: CodeableConcept + reasonCode: [CodeableConcept] + reasonReference: [AppointmentReasonReferenceReference] + priority: Int + description: String + supportingInformation: [AppointmentSupportingInformationReference] + start: Instant + end: Instant + minutesDuration: Int + slot: [AppointmentSlotReference] + created: DateTime + comment: String + patientInstruction: String + basedOn: [AppointmentBasedOnReference] + participant: [AppointmentParticipant] + requestedPeriod: [Period] +} + +type AppointmentBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Appointment + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AppointmentBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AppointmentBundleEntry] +} + +type AppointmentResponseAppointmentReference { + id: String + extension: [Extension] + reference: String + resource: Appointment + type: URI + identifier: Identifier + display: String +} + +union AppointmentResponseActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location + +type AppointmentResponseActorReference { + id: String + extension: [Extension] + reference: String + resource: AppointmentResponseActor + type: URI + identifier: Identifier + display: String +} + +type AppointmentResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + appointment: AppointmentResponseAppointmentReference + start: Instant + end: Instant + participantType: [CodeableConcept] + actor: AppointmentResponseActorReference + participantStatus: Code + comment: String +} + +type AppointmentResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AppointmentResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AppointmentResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AppointmentResponseBundleEntry] +} + +type AuditEvent implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + type: Coding + subtype: [Coding] + action: Code + period: Period + recorded: Instant + outcome: Code + outcomeDesc: String + purposeOfEvent: [CodeableConcept] + agent: [AuditEventAgent] + source: AuditEventSource + entity: [AuditEventEntity] +} + +type AuditEventBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AuditEvent + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AuditEventBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AuditEventBundleEntry] +} + +type BasicSubjectReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union BasicAuthor = Practitioner | PractitionerRole | Patient | RelatedPerson | Organization + +type BasicAuthorReference { + id: String + extension: [Extension] + reference: String + resource: BasicAuthor + type: URI + identifier: Identifier + display: String +} + +type Basic implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + code: CodeableConcept + subject: BasicSubjectReference + created: Date + author: BasicAuthorReference +} + +type BasicBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Basic + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BasicBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BasicBundleEntry] +} + +type BinarySecurityContextReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type Binary implements Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + contentType: Code + securityContext: BinarySecurityContextReference + data: Base64Binary +} + +type BinaryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Binary + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BinaryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BinaryBundleEntry] +} + +type BiologicallyDerivedProductRequestReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProductParentReference { + id: String + extension: [Extension] + reference: String + resource: BiologicallyDerivedProduct + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProduct implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + productCategory: Code + productCode: CodeableConcept + status: Code + request: [BiologicallyDerivedProductRequestReference] + quantity: Int + parent: [BiologicallyDerivedProductParentReference] + collection: BiologicallyDerivedProductCollection + processing: [BiologicallyDerivedProductProcessing] + manipulation: BiologicallyDerivedProductManipulation + storage: [BiologicallyDerivedProductStorage] +} + +type BiologicallyDerivedProductBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: BiologicallyDerivedProduct + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BiologicallyDerivedProductBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BiologicallyDerivedProductBundleEntry] +} + +type BodyStructurePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type BodyStructure implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + morphology: CodeableConcept + location: CodeableConcept + locationQualifier: [CodeableConcept] + description: String + image: [Attachment] + patient: BodyStructurePatientReference +} + +type BodyStructureBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: BodyStructure + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BodyStructureBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BodyStructureBundleEntry] +} + +type Bundle implements Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + identifier: Identifier + type: Code + timestamp: Instant + total: Int + link: [BundleLink] + entry: [BundleEntry] + signature: Signature +} + +type BundleBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Bundle + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BundleBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BundleBundleEntry] +} + +type CapabilityStatement implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + kind: Code + instantiates: [Canonical] + imports: [Canonical] + software: CapabilityStatementSoftware + implementation: CapabilityStatementImplementation + fhirVersion: Code + format: [Code] + patchFormat: [Code] + implementationGuide: [Canonical] + rest: [CapabilityStatementRest] + messaging: [CapabilityStatementMessaging] + document: [CapabilityStatementDocument] +} + +type CapabilityStatementBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CapabilityStatement + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CapabilityStatementBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CapabilityStatementBundleEntry] +} + +type CarePlanBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: CarePlan + type: URI + identifier: Identifier + display: String +} + +type CarePlanReplacesReference { + id: String + extension: [Extension] + reference: String + resource: CarePlan + type: URI + identifier: Identifier + display: String +} + +type CarePlanPartOfReference { + id: String + extension: [Extension] + reference: String + resource: CarePlan + type: URI + identifier: Identifier + display: String +} + +union CarePlanSubject = Patient | Group + +type CarePlanSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanSubject + type: URI + identifier: Identifier + display: String +} + +type CarePlanEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CarePlanAuthor = Patient | Practitioner | PractitionerRole | Device | RelatedPerson | Organization | CareTeam + +type CarePlanAuthorReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanAuthor + type: URI + identifier: Identifier + display: String +} + +union CarePlanContributor = Patient | Practitioner | PractitionerRole | Device | RelatedPerson | Organization | CareTeam + +type CarePlanContributorReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanContributor + type: URI + identifier: Identifier + display: String +} + +type CarePlanCareTeamReference { + id: String + extension: [Extension] + reference: String + resource: CareTeam + type: URI + identifier: Identifier + display: String +} + +type CarePlanAddressesReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type CarePlanSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CarePlanGoalReference { + id: String + extension: [Extension] + reference: String + resource: Goal + type: URI + identifier: Identifier + display: String +} + +type CarePlan implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [CarePlanBasedOnReference] + replaces: [CarePlanReplacesReference] + partOf: [CarePlanPartOfReference] + status: Code + intent: Code + category: [CodeableConcept] + title: String + description: String + subject: CarePlanSubjectReference + encounter: CarePlanEncounterReference + period: Period + created: DateTime + author: CarePlanAuthorReference + contributor: [CarePlanContributorReference] + careTeam: [CarePlanCareTeamReference] + addresses: [CarePlanAddressesReference] + supportingInfo: [CarePlanSupportingInfoReference] + goal: [CarePlanGoalReference] + activity: [CarePlanActivity] + note: [Annotation] +} + +type CarePlanBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CarePlan + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CarePlanBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CarePlanBundleEntry] +} + +union CareTeamSubject = Patient | Group + +type CareTeamSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CareTeamSubject + type: URI + identifier: Identifier + display: String +} + +type CareTeamEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type CareTeamReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type CareTeamManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CareTeam implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: [CodeableConcept] + name: String + subject: CareTeamSubjectReference + encounter: CareTeamEncounterReference + period: Period + participant: [CareTeamParticipant] + reasonCode: [CodeableConcept] + reasonReference: [CareTeamReasonReferenceReference] + managingOrganization: [CareTeamManagingOrganizationReference] + telecom: [ContactPoint] + note: [Annotation] +} + +type CareTeamBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CareTeam + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CareTeamBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CareTeamBundleEntry] +} + +union CatalogEntryReferencedItem = Medication | Device | Organization | Practitioner | PractitionerRole | HealthcareService | ActivityDefinition | PlanDefinition | SpecimenDefinition | ObservationDefinition | Binary + +type CatalogEntryReferencedItemReference { + id: String + extension: [Extension] + reference: String + resource: CatalogEntryReferencedItem + type: URI + identifier: Identifier + display: String +} + +type CatalogEntry implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + orderable: Boolean + referencedItem: CatalogEntryReferencedItemReference + additionalIdentifier: [Identifier] + classification: [CodeableConcept] + status: Code + validityPeriod: Period + validTo: DateTime + lastUpdated: DateTime + additionalCharacteristic: [CodeableConcept] + additionalClassification: [CodeableConcept] + relatedEntry: [CatalogEntryRelatedEntry] +} + +type CatalogEntryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CatalogEntry + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CatalogEntryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CatalogEntryBundleEntry] +} + +type ChargeItemPartOfReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItem + type: URI + identifier: Identifier + display: String +} + +union ChargeItemSubject = Patient | Group + +type ChargeItemSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemSubject + type: URI + identifier: Identifier + display: String +} + +union ChargeItemContext = Encounter | EpisodeOfCare + +type ChargeItemContextReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemContext + type: URI + identifier: Identifier + display: String +} + +type ChargeItemPerformingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ChargeItemRequestingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ChargeItemCostCenterReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ChargeItemEnterer = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson + +type ChargeItemEntererReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemEnterer + type: URI + identifier: Identifier + display: String +} + +union ChargeItemService = DiagnosticReport | ImagingStudy | Immunization | MedicationAdministration | MedicationDispense | Observation | Procedure | SupplyDelivery + +type ChargeItemServiceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemService + type: URI + identifier: Identifier + display: String +} + +union ChargeItemProductReference = Device | Medication | Substance + +type ChargeItemProductReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemProductReference + type: URI + identifier: Identifier + display: String +} + +type ChargeItemAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type ChargeItemSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ChargeItem implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + definitionUri: [URI] + definitionCanonical: [Canonical] + status: Code + partOf: [ChargeItemPartOfReference] + code: CodeableConcept + subject: ChargeItemSubjectReference + context: ChargeItemContextReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + performer: [ChargeItemPerformer] + performingOrganization: ChargeItemPerformingOrganizationReference + requestingOrganization: ChargeItemRequestingOrganizationReference + costCenter: ChargeItemCostCenterReference + quantity: Quantity + bodysite: [CodeableConcept] + factorOverride: Float + priceOverride: Money + overrideReason: String + enterer: ChargeItemEntererReference + enteredDate: DateTime + reason: [CodeableConcept] + service: [ChargeItemServiceReference] + productReference: ChargeItemProductReferenceReference + productCodeableConcept: CodeableConcept + account: [ChargeItemAccountReference] + note: [Annotation] + supportingInformation: [ChargeItemSupportingInformationReference] +} + +type ChargeItemBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ChargeItem + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ChargeItemBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ChargeItemBundleEntry] +} + +union ChargeItemDefinitionInstance = Medication | Substance | Device + +type ChargeItemDefinitionInstanceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemDefinitionInstance + type: URI + identifier: Identifier + display: String +} + +type ChargeItemDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + title: String + derivedFromUri: [URI] + partOf: [Canonical] + replaces: [Canonical] + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + code: CodeableConcept + instance: [ChargeItemDefinitionInstanceReference] + applicability: [ChargeItemDefinitionApplicability] + propertyGroup: [ChargeItemDefinitionPropertyGroup] +} + +type ChargeItemDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ChargeItemDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ChargeItemDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ChargeItemDefinitionBundleEntry] +} + +type Citation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + summary: [CitationSummary] + classification: [CitationClassification] + note: [Annotation] + currentState: [CodeableConcept] + statusDate: [CitationStatusDate] + relatesTo: [CitationRelatesTo] + citedArtifact: CitationCitedArtifact +} + +type CitationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Citation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CitationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CitationBundleEntry] +} + +type ClaimPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union ClaimEnterer = Practitioner | PractitionerRole + +type ClaimEntererReference { + id: String + extension: [Extension] + reference: String + resource: ClaimEnterer + type: URI + identifier: Identifier + display: String +} + +type ClaimInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ClaimProvider = Practitioner | PractitionerRole | Organization + +type ClaimProviderReference { + id: String + extension: [Extension] + reference: String + resource: ClaimProvider + type: URI + identifier: Identifier + display: String +} + +union ClaimPrescription = DeviceRequest | MedicationRequest | VisionPrescription + +type ClaimPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: ClaimPrescription + type: URI + identifier: Identifier + display: String +} + +union ClaimOriginalPrescription = DeviceRequest | MedicationRequest | VisionPrescription + +type ClaimOriginalPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: ClaimOriginalPrescription + type: URI + identifier: Identifier + display: String +} + +type ClaimReferralReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type ClaimFacilityReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type Claim implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + subType: CodeableConcept + use: Code + patient: ClaimPatientReference + billablePeriod: Period + created: DateTime + enterer: ClaimEntererReference + insurer: ClaimInsurerReference + provider: ClaimProviderReference + priority: CodeableConcept + fundsReserve: CodeableConcept + related: [ClaimRelated] + prescription: ClaimPrescriptionReference + originalPrescription: ClaimOriginalPrescriptionReference + payee: ClaimPayee + referral: ClaimReferralReference + facility: ClaimFacilityReference + careTeam: [ClaimCareTeam] + supportingInfo: [ClaimSupportingInfo] + diagnosis: [ClaimDiagnosis] + procedure: [ClaimProcedure] + insurance: [ClaimInsurance] + accident: ClaimAccident + item: [ClaimItem] + total: Money +} + +type ClaimBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Claim + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClaimBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClaimBundleEntry] +} + +type ClaimResponsePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ClaimResponseRequestor = Practitioner | PractitionerRole | Organization + +type ClaimResponseRequestorReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponseRequestor + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseRequestReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseCommunicationRequestReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequest + type: URI + identifier: Identifier + display: String +} + +type ClaimResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + subType: CodeableConcept + use: Code + patient: ClaimResponsePatientReference + created: DateTime + insurer: ClaimResponseInsurerReference + requestor: ClaimResponseRequestorReference + request: ClaimResponseRequestReference + outcome: Code + disposition: String + preAuthRef: String + preAuthPeriod: Period + payeeType: CodeableConcept + item: [ClaimResponseItem] + addItem: [ClaimResponseAddItem] + adjudication: [ClaimResponseAdjudication] + total: [ClaimResponseTotal] + payment: ClaimResponsePayment + fundsReserve: CodeableConcept + formCode: CodeableConcept + form: Attachment + processNote: [ClaimResponseProcessNote] + communicationRequest: [ClaimResponseCommunicationRequestReference] + insurance: [ClaimResponseInsurance] + error: [ClaimResponseError] +} + +type ClaimResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ClaimResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClaimResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClaimResponseBundleEntry] +} + +union ClinicalImpressionSubject = Patient | Group + +type ClinicalImpressionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionSubject + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ClinicalImpressionAssessor = Practitioner | PractitionerRole + +type ClinicalImpressionAssessorReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionAssessor + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionPreviousReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpression + type: URI + identifier: Identifier + display: String +} + +union ClinicalImpressionProblem = Condition | AllergyIntolerance + +type ClinicalImpressionProblemReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionProblem + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionPrognosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessment + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpression implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusReason: CodeableConcept + code: CodeableConcept + description: String + subject: ClinicalImpressionSubjectReference + encounter: ClinicalImpressionEncounterReference + effectiveDateTime: DateTime + effectivePeriod: Period + date: DateTime + assessor: ClinicalImpressionAssessorReference + previous: ClinicalImpressionPreviousReference + problem: [ClinicalImpressionProblemReference] + investigation: [ClinicalImpressionInvestigation] + protocol: [URI] + summary: String + finding: [ClinicalImpressionFinding] + prognosisCodeableConcept: [CodeableConcept] + prognosisReference: [ClinicalImpressionPrognosisReferenceReference] + supportingInfo: [ClinicalImpressionSupportingInfoReference] + note: [Annotation] +} + +type ClinicalImpressionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ClinicalImpression + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClinicalImpressionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClinicalImpressionBundleEntry] +} + +union ClinicalUseDefinitionSubject = MedicinalProductDefinition | Medication | ActivityDefinition | PlanDefinition | Device | DeviceDefinition | Substance + +type ClinicalUseDefinitionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinitionSubject + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionPopulationReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: Code + category: [CodeableConcept] + subject: [ClinicalUseDefinitionSubjectReference] + status: CodeableConcept + contraindication: ClinicalUseDefinitionContraindication + indication: ClinicalUseDefinitionIndication + interaction: ClinicalUseDefinitionInteraction + population: [ClinicalUseDefinitionPopulationReference] + undesirableEffect: ClinicalUseDefinitionUndesirableEffect + warning: ClinicalUseDefinitionWarning +} + +type ClinicalUseDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ClinicalUseDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClinicalUseDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClinicalUseDefinitionBundleEntry] +} + +type CodeSystem implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + caseSensitive: Boolean + valueSet: Canonical + hierarchyMeaning: Code + compositional: Boolean + versionNeeded: Boolean + content: Code + supplements: Canonical + count: Int + filter: [CodeSystemFilter] + property: [CodeSystemProperty] + concept: [CodeSystemConcept] +} + +type CodeSystemBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CodeSystem + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CodeSystemBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CodeSystemBundleEntry] +} + +type CommunicationBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationInResponseToReference { + id: String + extension: [Extension] + reference: String + resource: Communication + type: URI + identifier: Identifier + display: String +} + +union CommunicationSubject = Patient | Group + +type CommunicationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationSubject + type: URI + identifier: Identifier + display: String +} + +type CommunicationAboutReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CommunicationRecipient = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | Group | CareTeam | HealthcareService + +type CommunicationRecipientReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRecipient + type: URI + identifier: Identifier + display: String +} + +union CommunicationSender = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | HealthcareService + +type CommunicationSenderReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationSender + type: URI + identifier: Identifier + display: String +} + +union CommunicationReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type CommunicationReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationReasonReference + type: URI + identifier: Identifier + display: String +} + +type Communication implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [CommunicationBasedOnReference] + partOf: [CommunicationPartOfReference] + inResponseTo: [CommunicationInResponseToReference] + status: Code + statusReason: CodeableConcept + category: [CodeableConcept] + priority: Code + medium: [CodeableConcept] + subject: CommunicationSubjectReference + topic: CodeableConcept + about: [CommunicationAboutReference] + encounter: CommunicationEncounterReference + sent: DateTime + received: DateTime + recipient: [CommunicationRecipientReference] + sender: CommunicationSenderReference + reasonCode: [CodeableConcept] + reasonReference: [CommunicationReasonReferenceReference] + payload: [CommunicationPayload] + note: [Annotation] +} + +type CommunicationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Communication + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CommunicationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CommunicationBundleEntry] +} + +type CommunicationRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestReplacesReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequest + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestSubject = Patient | Group + +type CommunicationRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestSubject + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestAboutReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type CommunicationRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestRequester + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestRecipient = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | Group | CareTeam | HealthcareService + +type CommunicationRequestRecipientReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestRecipient + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestSender = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | HealthcareService + +type CommunicationRequestSenderReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestSender + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type CommunicationRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [CommunicationRequestBasedOnReference] + replaces: [CommunicationRequestReplacesReference] + groupIdentifier: Identifier + status: Code + statusReason: CodeableConcept + category: [CodeableConcept] + priority: Code + doNotPerform: Boolean + medium: [CodeableConcept] + subject: CommunicationRequestSubjectReference + about: [CommunicationRequestAboutReference] + encounter: CommunicationRequestEncounterReference + payload: [CommunicationRequestPayload] + occurrenceDateTime: DateTime + occurrencePeriod: Period + authoredOn: DateTime + requester: CommunicationRequestRequesterReference + recipient: [CommunicationRequestRecipientReference] + sender: CommunicationRequestSenderReference + reasonCode: [CodeableConcept] + reasonReference: [CommunicationRequestReasonReferenceReference] + note: [Annotation] +} + +type CommunicationRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CommunicationRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CommunicationRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CommunicationRequestBundleEntry] +} + +type CompartmentDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + purpose: Markdown + code: Code + search: Boolean + resource: [CompartmentDefinitionResource] +} + +type CompartmentDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CompartmentDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CompartmentDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CompartmentDefinitionBundleEntry] +} + +type CompositionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CompositionAuthor = Practitioner | PractitionerRole | Device | Patient | RelatedPerson | Organization + +type CompositionAuthorReference { + id: String + extension: [Extension] + reference: String + resource: CompositionAuthor + type: URI + identifier: Identifier + display: String +} + +type CompositionCustodianReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Composition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + status: Code + type: CodeableConcept + category: [CodeableConcept] + subject: CompositionSubjectReference + encounter: CompositionEncounterReference + date: DateTime + author: [CompositionAuthorReference] + title: String + confidentiality: Code + attester: [CompositionAttester] + custodian: CompositionCustodianReference + relatesTo: [CompositionRelatesTo] + event: [CompositionEvent] + section: [CompositionSection] +} + +type CompositionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Composition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CompositionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CompositionBundleEntry] +} + +type ConceptMap implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: Identifier + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + sourceUri: URI + sourceCanonical: Canonical + targetUri: URI + targetCanonical: Canonical + group: [ConceptMapGroup] +} + +type ConceptMapBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ConceptMap + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ConceptMapBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ConceptMapBundleEntry] +} + +union ConditionSubject = Patient | Group + +type ConditionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ConditionSubject + type: URI + identifier: Identifier + display: String +} + +type ConditionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ConditionRecorder = Practitioner | PractitionerRole | Patient | RelatedPerson + +type ConditionRecorderReference { + id: String + extension: [Extension] + reference: String + resource: ConditionRecorder + type: URI + identifier: Identifier + display: String +} + +union ConditionAsserter = Practitioner | PractitionerRole | Patient | RelatedPerson + +type ConditionAsserterReference { + id: String + extension: [Extension] + reference: String + resource: ConditionAsserter + type: URI + identifier: Identifier + display: String +} + +type Condition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + clinicalStatus: CodeableConcept + verificationStatus: CodeableConcept + category: [CodeableConcept] + severity: CodeableConcept + code: CodeableConcept + bodySite: [CodeableConcept] + subject: ConditionSubjectReference + encounter: ConditionEncounterReference + onsetDateTime: DateTime + onsetAge: Quantity + onsetPeriod: Period + onsetRange: Range + onsetString: String + abatementDateTime: DateTime + abatementAge: Quantity + abatementPeriod: Period + abatementRange: Range + abatementString: String + recordedDate: DateTime + recorder: ConditionRecorderReference + asserter: ConditionAsserterReference + stage: [ConditionStage] + evidence: [ConditionEvidence] + note: [Annotation] +} + +type ConditionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Condition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ConditionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ConditionBundleEntry] +} + +type ConsentPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union ConsentPerformer = Organization | Patient | Practitioner | RelatedPerson | PractitionerRole + +type ConsentPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ConsentPerformer + type: URI + identifier: Identifier + display: String +} + +type ConsentOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ConsentSourceReference = Consent | DocumentReference | Contract | QuestionnaireResponse + +type ConsentSourceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ConsentSourceReference + type: URI + identifier: Identifier + display: String +} + +type Consent implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + scope: CodeableConcept + category: [CodeableConcept] + patient: ConsentPatientReference + dateTime: DateTime + performer: [ConsentPerformerReference] + organization: [ConsentOrganizationReference] + sourceAttachment: Attachment + sourceReference: ConsentSourceReferenceReference + policy: [ConsentPolicy] + policyRule: CodeableConcept + verification: [ConsentVerification] + provision: ConsentProvision +} + +type ConsentBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Consent + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ConsentBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ConsentBundleEntry] +} + +type ContractInstantiatesCanonicalReference { + id: String + extension: [Extension] + reference: String + resource: Contract + type: URI + identifier: Identifier + display: String +} + +type ContractSubjectTypeReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ContractDomainReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ContractSiteReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ContractAuthor = Patient | Practitioner | PractitionerRole | Organization + +type ContractAuthorReference { + id: String + extension: [Extension] + reference: String + resource: ContractAuthor + type: URI + identifier: Identifier + display: String +} + +type ContractTopicReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +union ContractLegallyBindingReference = Composition | DocumentReference | QuestionnaireResponse | Contract + +type ContractLegallyBindingReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractLegallyBindingReference + type: URI + identifier: Identifier + display: String +} + +type Contract implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + url: URI + version: String + status: Code + legalState: CodeableConcept + instantiatesCanonical: ContractInstantiatesCanonicalReference + instantiatesUri: URI + contentDerivative: CodeableConcept + issued: DateTime + applies: Period + expirationType: CodeableConcept + subject: [ContractSubjectTypeReference] + authority: [ContractAuthorityReference] + domain: [ContractDomainReference] + site: [ContractSiteReference] + name: String + title: String + subtitle: String + alias: [String] + author: ContractAuthorReference + scope: CodeableConcept + topicCodeableConcept: CodeableConcept + topicReference: ContractTopicReferenceReference + type: CodeableConcept + subType: [CodeableConcept] + contentDefinition: ContractContentDefinition + term: [ContractTerm] + supportingInfo: [ContractSupportingInfoReference] + relevantHistory: [ContractRelevantHistoryReference] + signer: [ContractSigner] + friendly: [ContractFriendly] + legal: [ContractLegal] + rule: [ContractRule] + legallyBindingAttachment: Attachment + legallyBindingReference: ContractLegallyBindingReferenceReference +} + +type ContractBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Contract + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ContractBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ContractBundleEntry] +} + +union CoveragePolicyHolder = Patient | RelatedPerson | Organization + +type CoveragePolicyHolderReference { + id: String + extension: [Extension] + reference: String + resource: CoveragePolicyHolder + type: URI + identifier: Identifier + display: String +} + +union CoverageSubscriber = Patient | RelatedPerson + +type CoverageSubscriberReference { + id: String + extension: [Extension] + reference: String + resource: CoverageSubscriber + type: URI + identifier: Identifier + display: String +} + +type CoverageBeneficiaryReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union CoveragePayor = Organization | Patient | RelatedPerson + +type CoveragePayorReference { + id: String + extension: [Extension] + reference: String + resource: CoveragePayor + type: URI + identifier: Identifier + display: String +} + +type CoverageContractReference { + id: String + extension: [Extension] + reference: String + resource: Contract + type: URI + identifier: Identifier + display: String +} + +type Coverage implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + policyHolder: CoveragePolicyHolderReference + subscriber: CoverageSubscriberReference + subscriberId: String + beneficiary: CoverageBeneficiaryReference + dependent: String + relationship: CodeableConcept + period: Period + payor: [CoveragePayorReference] + class: [CoverageClass] + order: Int + network: String + costToBeneficiary: [CoverageCostToBeneficiary] + subrogation: Boolean + contract: [CoverageContractReference] +} + +type CoverageBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Coverage + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CoverageBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CoverageBundleEntry] +} + +type CoverageEligibilityRequestPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityRequestEnterer = Practitioner | PractitionerRole + +type CoverageEligibilityRequestEntererReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestEnterer + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityRequestProvider = Practitioner | PractitionerRole | Organization + +type CoverageEligibilityRequestProviderReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestProvider + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestFacilityReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + priority: CodeableConcept + purpose: [Code] + patient: CoverageEligibilityRequestPatientReference + servicedDate: Date + servicedPeriod: Period + created: DateTime + enterer: CoverageEligibilityRequestEntererReference + provider: CoverageEligibilityRequestProviderReference + insurer: CoverageEligibilityRequestInsurerReference + facility: CoverageEligibilityRequestFacilityReference + supportingInfo: [CoverageEligibilityRequestSupportingInfo] + insurance: [CoverageEligibilityRequestInsurance] + item: [CoverageEligibilityRequestItem] +} + +type CoverageEligibilityRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CoverageEligibilityRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CoverageEligibilityRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CoverageEligibilityRequestBundleEntry] +} + +type CoverageEligibilityResponsePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityResponseRequestor = Practitioner | PractitionerRole | Organization + +type CoverageEligibilityResponseRequestorReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityResponseRequestor + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseRequestReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequest + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + purpose: [Code] + patient: CoverageEligibilityResponsePatientReference + servicedDate: Date + servicedPeriod: Period + created: DateTime + requestor: CoverageEligibilityResponseRequestorReference + request: CoverageEligibilityResponseRequestReference + outcome: Code + disposition: String + insurer: CoverageEligibilityResponseInsurerReference + insurance: [CoverageEligibilityResponseInsurance] + preAuthRef: String + form: CodeableConcept + error: [CoverageEligibilityResponseError] +} + +type CoverageEligibilityResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CoverageEligibilityResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CoverageEligibilityResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CoverageEligibilityResponseBundleEntry] +} + +type DetectedIssuePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union DetectedIssueAuthor = Practitioner | PractitionerRole | Device + +type DetectedIssueAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssueAuthor + type: URI + identifier: Identifier + display: String +} + +type DetectedIssueImplicatedReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DetectedIssue implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + code: CodeableConcept + severity: Code + patient: DetectedIssuePatientReference + identifiedDateTime: DateTime + identifiedPeriod: Period + author: DetectedIssueAuthorReference + implicated: [DetectedIssueImplicatedReference] + evidence: [DetectedIssueEvidence] + detail: String + reference: URI + mitigation: [DetectedIssueMitigation] +} + +type DetectedIssueBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DetectedIssue + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DetectedIssueBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DetectedIssueBundleEntry] +} + +type DeviceDefinitionReference { + id: String + extension: [Extension] + reference: String + resource: DeviceDefinition + type: URI + identifier: Identifier + display: String +} + +type DevicePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type DeviceOwnerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DeviceLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type DeviceParentReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type Device implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + definition: DeviceDefinitionReference + udiCarrier: [DeviceUdiCarrier] + status: Code + statusReason: [CodeableConcept] + distinctIdentifier: String + manufacturer: String + manufactureDate: DateTime + expirationDate: DateTime + lotNumber: String + serialNumber: String + deviceName: [DeviceDeviceName] + modelNumber: String + partNumber: String + type: CodeableConcept + specialization: [DeviceSpecialization] + version: [DeviceVersion] + property: [DeviceProperty] + patient: DevicePatientReference + owner: DeviceOwnerReference + contact: [ContactPoint] + location: DeviceLocationReference + url: URI + note: [Annotation] + safety: [CodeableConcept] + parent: DeviceParentReference +} + +type DeviceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Device + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceBundleEntry] +} + +type DeviceDefinitionManufacturerReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DeviceDefinitionOwnerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DeviceDefinitionParentDeviceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceDefinition + type: URI + identifier: Identifier + display: String +} + +type DeviceDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + udiDeviceIdentifier: [DeviceDefinitionUdiDeviceIdentifier] + manufacturerString: String + manufacturerReference: DeviceDefinitionManufacturerReferenceReference + deviceName: [DeviceDefinitionDeviceName] + modelNumber: String + type: CodeableConcept + specialization: [DeviceDefinitionSpecialization] + version: [String] + safety: [CodeableConcept] + shelfLifeStorage: [ProductShelfLife] + physicalCharacteristics: ProdCharacteristic + languageCode: [CodeableConcept] + capability: [DeviceDefinitionCapability] + property: [DeviceDefinitionProperty] + owner: DeviceDefinitionOwnerReference + contact: [ContactPoint] + url: URI + onlineInformation: URI + note: [Annotation] + quantity: Quantity + parentDevice: DeviceDefinitionParentDeviceReference + material: [DeviceDefinitionMaterial] +} + +type DeviceDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceDefinitionBundleEntry] +} + +type DeviceMetricSourceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type DeviceMetricParentReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type DeviceMetric implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + unit: CodeableConcept + source: DeviceMetricSourceReference + parent: DeviceMetricParentReference + operationalStatus: Code + color: Code + category: Code + measurementPeriod: Timing + calibration: [DeviceMetricCalibration] +} + +type DeviceMetricBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceMetric + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceMetricBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceMetricBundleEntry] +} + +type DeviceRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestPriorRequestReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestCodeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestSubject = Patient | Group | Location | Device + +type DeviceRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestSubject + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestRequester = Device | Practitioner | PractitionerRole | Organization + +type DeviceRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestRequester + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestPerformer = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson + +type DeviceRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestPerformer + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type DeviceRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestInsurance = Coverage | ClaimResponse + +type DeviceRequestInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestInsurance + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type DeviceRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [DeviceRequestBasedOnReference] + priorRequest: [DeviceRequestPriorRequestReference] + groupIdentifier: Identifier + status: Code + intent: Code + priority: Code + codeReference: DeviceRequestCodeReferenceReference + codeCodeableConcept: CodeableConcept + parameter: [DeviceRequestParameter] + subject: DeviceRequestSubjectReference + encounter: DeviceRequestEncounterReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + authoredOn: DateTime + requester: DeviceRequestRequesterReference + performerType: CodeableConcept + performer: DeviceRequestPerformerReference + reasonCode: [CodeableConcept] + reasonReference: [DeviceRequestReasonReferenceReference] + insurance: [DeviceRequestInsuranceReference] + supportingInfo: [DeviceRequestSupportingInfoReference] + note: [Annotation] + relevantHistory: [DeviceRequestRelevantHistoryReference] +} + +type DeviceRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceRequestBundleEntry] +} + +type DeviceUseStatementBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementSubject = Patient | Group + +type DeviceUseStatementSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementSubject + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementDerivedFrom = ServiceRequest | Procedure | Claim | Observation | QuestionnaireResponse | DocumentReference + +type DeviceUseStatementDerivedFromReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementDerivedFrom + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementSource = Patient | Practitioner | PractitionerRole | RelatedPerson + +type DeviceUseStatementSourceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementSource + type: URI + identifier: Identifier + display: String +} + +type DeviceUseStatementDeviceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementReasonReference = Condition | Observation | DiagnosticReport | DocumentReference | Media + +type DeviceUseStatementReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementReasonReference + type: URI + identifier: Identifier + display: String +} + +type DeviceUseStatement implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [DeviceUseStatementBasedOnReference] + status: Code + subject: DeviceUseStatementSubjectReference + derivedFrom: [DeviceUseStatementDerivedFromReference] + timingTiming: Timing + timingPeriod: Period + timingDateTime: DateTime + recordedOn: DateTime + source: DeviceUseStatementSourceReference + device: DeviceUseStatementDeviceReference + reasonCode: [CodeableConcept] + reasonReference: [DeviceUseStatementReasonReferenceReference] + bodySite: CodeableConcept + note: [Annotation] +} + +type DeviceUseStatementBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceUseStatement + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceUseStatementBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceUseStatementBundleEntry] +} + +union DiagnosticReportBasedOn = CarePlan | ImmunizationRecommendation | MedicationRequest | NutritionOrder | ServiceRequest + +type DiagnosticReportBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportBasedOn + type: URI + identifier: Identifier + display: String +} + +union DiagnosticReportSubject = Patient | Group | Device | Location | Organization | Procedure | Practitioner | Medication | Substance + +type DiagnosticReportSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportSubject + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union DiagnosticReportPerformer = Practitioner | PractitionerRole | Organization | CareTeam + +type DiagnosticReportPerformerReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportPerformer + type: URI + identifier: Identifier + display: String +} + +union DiagnosticReportResultsInterpreter = Practitioner | PractitionerRole | Organization | CareTeam + +type DiagnosticReportResultsInterpreterReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportResultsInterpreter + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportResultReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportImagingStudyReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudy + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [DiagnosticReportBasedOnReference] + status: Code + category: [CodeableConcept] + code: CodeableConcept + subject: DiagnosticReportSubjectReference + encounter: DiagnosticReportEncounterReference + effectiveDateTime: DateTime + effectivePeriod: Period + issued: Instant + performer: [DiagnosticReportPerformerReference] + resultsInterpreter: [DiagnosticReportResultsInterpreterReference] + specimen: [DiagnosticReportSpecimenReference] + result: [DiagnosticReportResultReference] + imagingStudy: [DiagnosticReportImagingStudyReference] + media: [DiagnosticReportMedia] + conclusion: String + conclusionCode: [CodeableConcept] + presentedForm: [Attachment] +} + +type DiagnosticReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DiagnosticReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DiagnosticReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DiagnosticReportBundleEntry] +} + +union DocumentManifestSubject = Patient | Practitioner | Group | Device + +type DocumentManifestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DocumentManifestSubject + type: URI + identifier: Identifier + display: String +} + +union DocumentManifestAuthor = Practitioner | PractitionerRole | Organization | Device | Patient | RelatedPerson + +type DocumentManifestAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DocumentManifestAuthor + type: URI + identifier: Identifier + display: String +} + +union DocumentManifestRecipient = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization + +type DocumentManifestRecipientReference { + id: String + extension: [Extension] + reference: String + resource: DocumentManifestRecipient + type: URI + identifier: Identifier + display: String +} + +type DocumentManifestContentReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DocumentManifest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + masterIdentifier: Identifier + identifier: [Identifier] + status: Code + type: CodeableConcept + subject: DocumentManifestSubjectReference + created: DateTime + author: [DocumentManifestAuthorReference] + recipient: [DocumentManifestRecipientReference] + source: URI + description: String + content: [DocumentManifestContentReference] + related: [DocumentManifestRelated] +} + +type DocumentManifestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DocumentManifest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DocumentManifestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DocumentManifestBundleEntry] +} + +union DocumentReferenceSubject = Patient | Practitioner | Group | Device + +type DocumentReferenceSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceSubject + type: URI + identifier: Identifier + display: String +} + +union DocumentReferenceAuthor = Practitioner | PractitionerRole | Organization | Device | Patient | RelatedPerson + +type DocumentReferenceAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceAuthor + type: URI + identifier: Identifier + display: String +} + +union DocumentReferenceAuthenticator = Practitioner | PractitionerRole | Organization + +type DocumentReferenceAuthenticatorReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceAuthenticator + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceCustodianReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DocumentReference implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + masterIdentifier: Identifier + identifier: [Identifier] + status: Code + docStatus: Code + type: CodeableConcept + category: [CodeableConcept] + subject: DocumentReferenceSubjectReference + date: Instant + author: [DocumentReferenceAuthorReference] + authenticator: DocumentReferenceAuthenticatorReference + custodian: DocumentReferenceCustodianReference + relatesTo: [DocumentReferenceRelatesTo] + description: String + securityLabel: [CodeableConcept] + content: [DocumentReferenceContent] + context: DocumentReferenceContext +} + +type DocumentReferenceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DocumentReference + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DocumentReferenceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DocumentReferenceBundleEntry] +} + +union EncounterSubject = Patient | Group + +type EncounterSubjectReference { + id: String + extension: [Extension] + reference: String + resource: EncounterSubject + type: URI + identifier: Identifier + display: String +} + +type EncounterEpisodeOfCareReference { + id: String + extension: [Extension] + reference: String + resource: EpisodeOfCare + type: URI + identifier: Identifier + display: String +} + +type EncounterBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type EncounterAppointmentReference { + id: String + extension: [Extension] + reference: String + resource: Appointment + type: URI + identifier: Identifier + display: String +} + +union EncounterReasonReference = Condition | Procedure | Observation | ImmunizationRecommendation + +type EncounterReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: EncounterReasonReference + type: URI + identifier: Identifier + display: String +} + +type EncounterAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type EncounterServiceProviderReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type EncounterPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type Encounter implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusHistory: [EncounterStatusHistory] + class: Coding + classHistory: [EncounterClassHistory] + type: [CodeableConcept] + serviceType: CodeableConcept + priority: CodeableConcept + subject: EncounterSubjectReference + episodeOfCare: [EncounterEpisodeOfCareReference] + basedOn: [EncounterBasedOnReference] + participant: [EncounterParticipant] + appointment: [EncounterAppointmentReference] + period: Period + length: Quantity + reasonCode: [CodeableConcept] + reasonReference: [EncounterReasonReferenceReference] + diagnosis: [EncounterDiagnosis] + account: [EncounterAccountReference] + hospitalization: EncounterHospitalization + location: [EncounterLocation] + serviceProvider: EncounterServiceProviderReference + partOf: EncounterPartOfReference +} + +type EncounterBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Encounter + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EncounterBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EncounterBundleEntry] +} + +type EndpointManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Endpoint implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + connectionType: Coding + name: String + managingOrganization: EndpointManagingOrganizationReference + contact: [ContactPoint] + period: Period + payloadType: [CodeableConcept] + payloadMimeType: [Code] + address: URL + header: [String] +} + +type EndpointBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Endpoint + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EndpointBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EndpointBundleEntry] +} + +type EnrollmentRequestInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union EnrollmentRequestProvider = Practitioner | PractitionerRole | Organization + +type EnrollmentRequestProviderReference { + id: String + extension: [Extension] + reference: String + resource: EnrollmentRequestProvider + type: URI + identifier: Identifier + display: String +} + +type EnrollmentRequestCandidateReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type EnrollmentRequestCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type EnrollmentRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + created: DateTime + insurer: EnrollmentRequestInsurerReference + provider: EnrollmentRequestProviderReference + candidate: EnrollmentRequestCandidateReference + coverage: EnrollmentRequestCoverageReference +} + +type EnrollmentRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EnrollmentRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EnrollmentRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EnrollmentRequestBundleEntry] +} + +type EnrollmentResponseRequestReference { + id: String + extension: [Extension] + reference: String + resource: EnrollmentRequest + type: URI + identifier: Identifier + display: String +} + +type EnrollmentResponseOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union EnrollmentResponseRequestProvider = Practitioner | PractitionerRole | Organization + +type EnrollmentResponseRequestProviderReference { + id: String + extension: [Extension] + reference: String + resource: EnrollmentResponseRequestProvider + type: URI + identifier: Identifier + display: String +} + +type EnrollmentResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + request: EnrollmentResponseRequestReference + outcome: Code + disposition: String + created: DateTime + organization: EnrollmentResponseOrganizationReference + requestProvider: EnrollmentResponseRequestProviderReference +} + +type EnrollmentResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EnrollmentResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EnrollmentResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EnrollmentResponseBundleEntry] +} + +type EpisodeOfCarePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareReferralRequestReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +union EpisodeOfCareCareManager = Practitioner | PractitionerRole + +type EpisodeOfCareCareManagerReference { + id: String + extension: [Extension] + reference: String + resource: EpisodeOfCareCareManager + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareTeamReference { + id: String + extension: [Extension] + reference: String + resource: CareTeam + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCare implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusHistory: [EpisodeOfCareStatusHistory] + type: [CodeableConcept] + diagnosis: [EpisodeOfCareDiagnosis] + patient: EpisodeOfCarePatientReference + managingOrganization: EpisodeOfCareManagingOrganizationReference + period: Period + referralRequest: [EpisodeOfCareReferralRequestReference] + careManager: EpisodeOfCareCareManagerReference + team: [EpisodeOfCareTeamReference] + account: [EpisodeOfCareAccountReference] +} + +type EpisodeOfCareBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EpisodeOfCare + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EpisodeOfCareBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EpisodeOfCareBundleEntry] +} + +type EventDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type EventDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: EventDefinitionSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + trigger: [TriggerDefinition] +} + +type EventDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EventDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EventDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EventDefinitionBundleEntry] +} + +type EvidenceCiteAsReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type Evidence implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + title: String + citeAsReference: EvidenceCiteAsReferenceReference + citeAsMarkdown: Markdown + status: Code + date: DateTime + useContext: [UsageContext] + approvalDate: Date + lastReviewDate: Date + publisher: String + contact: [ContactDetail] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + description: Markdown + assertion: Markdown + note: [Annotation] + variableDefinition: [EvidenceVariableDefinition] + synthesisType: CodeableConcept + studyType: CodeableConcept + statistic: [EvidenceStatistic] + certainty: [EvidenceCertainty] +} + +type EvidenceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Evidence + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EvidenceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EvidenceBundleEntry] +} + +type EvidenceReportCiteAsReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type EvidenceReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + status: Code + useContext: [UsageContext] + identifier: [Identifier] + relatedIdentifier: [Identifier] + citeAsReference: EvidenceReportCiteAsReferenceReference + citeAsMarkdown: Markdown + type: CodeableConcept + note: [Annotation] + relatedArtifact: [RelatedArtifact] + subject: EvidenceReportSubject + publisher: String + contact: [ContactDetail] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatesTo: [EvidenceReportRelatesTo] + section: [EvidenceReportSection] +} + +type EvidenceReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EvidenceReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EvidenceReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EvidenceReportBundleEntry] +} + +type EvidenceVariable implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + shortTitle: String + subtitle: String + status: Code + date: DateTime + description: Markdown + note: [Annotation] + useContext: [UsageContext] + publisher: String + contact: [ContactDetail] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + actual: Boolean + characteristicCombination: Code + characteristic: [EvidenceVariableCharacteristic] + handling: Code + category: [EvidenceVariableCategory] +} + +type EvidenceVariableBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EvidenceVariable + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EvidenceVariableBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EvidenceVariableBundleEntry] +} + +type ExampleScenario implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + copyright: Markdown + purpose: Markdown + actor: [ExampleScenarioActor] + instance: [ExampleScenarioInstance] + process: [ExampleScenarioProcess] + workflow: [Canonical] +} + +type ExampleScenarioBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ExampleScenario + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ExampleScenarioBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ExampleScenarioBundleEntry] +} + +type ExplanationOfBenefitPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union ExplanationOfBenefitEnterer = Practitioner | PractitionerRole + +type ExplanationOfBenefitEntererReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitEnterer + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ExplanationOfBenefitProvider = Practitioner | PractitionerRole | Organization + +type ExplanationOfBenefitProviderReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitProvider + type: URI + identifier: Identifier + display: String +} + +union ExplanationOfBenefitPrescription = MedicationRequest | VisionPrescription + +type ExplanationOfBenefitPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitPrescription + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitOriginalPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitReferralReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitFacilityReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitClaimReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitClaimResponseReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponse + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefit implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + subType: CodeableConcept + use: Code + patient: ExplanationOfBenefitPatientReference + billablePeriod: Period + created: DateTime + enterer: ExplanationOfBenefitEntererReference + insurer: ExplanationOfBenefitInsurerReference + provider: ExplanationOfBenefitProviderReference + priority: CodeableConcept + fundsReserveRequested: CodeableConcept + fundsReserve: CodeableConcept + related: [ExplanationOfBenefitRelated] + prescription: ExplanationOfBenefitPrescriptionReference + originalPrescription: ExplanationOfBenefitOriginalPrescriptionReference + payee: ExplanationOfBenefitPayee + referral: ExplanationOfBenefitReferralReference + facility: ExplanationOfBenefitFacilityReference + claim: ExplanationOfBenefitClaimReference + claimResponse: ExplanationOfBenefitClaimResponseReference + outcome: Code + disposition: String + preAuthRef: [String] + preAuthRefPeriod: [Period] + careTeam: [ExplanationOfBenefitCareTeam] + supportingInfo: [ExplanationOfBenefitSupportingInfo] + diagnosis: [ExplanationOfBenefitDiagnosis] + procedure: [ExplanationOfBenefitProcedure] + precedence: Int + insurance: [ExplanationOfBenefitInsurance] + accident: ExplanationOfBenefitAccident + item: [ExplanationOfBenefitItem] + addItem: [ExplanationOfBenefitAddItem] + adjudication: [ExplanationOfBenefitAdjudication] + total: [ExplanationOfBenefitTotal] + payment: ExplanationOfBenefitPayment + formCode: CodeableConcept + form: Attachment + processNote: [ExplanationOfBenefitProcessNote] + benefitPeriod: Period + benefitBalance: [ExplanationOfBenefitBenefitBalance] +} + +type ExplanationOfBenefitBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ExplanationOfBenefit + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ExplanationOfBenefitBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ExplanationOfBenefitBundleEntry] +} + +type FamilyMemberHistoryPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union FamilyMemberHistoryReasonReference = Condition | Observation | AllergyIntolerance | QuestionnaireResponse | DiagnosticReport | DocumentReference + +type FamilyMemberHistoryReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: FamilyMemberHistoryReasonReference + type: URI + identifier: Identifier + display: String +} + +type FamilyMemberHistory implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + status: Code + dataAbsentReason: CodeableConcept + patient: FamilyMemberHistoryPatientReference + date: DateTime + name: String + relationship: CodeableConcept + sex: CodeableConcept + bornPeriod: Period + bornDate: Date + bornString: String + ageAge: Quantity + ageRange: Range + ageString: String + estimatedAge: Boolean + deceasedBoolean: Boolean + deceasedAge: Quantity + deceasedRange: Range + deceasedDate: Date + deceasedString: String + reasonCode: [CodeableConcept] + reasonReference: [FamilyMemberHistoryReasonReferenceReference] + note: [Annotation] + condition: [FamilyMemberHistoryCondition] +} + +type FamilyMemberHistoryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: FamilyMemberHistory + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type FamilyMemberHistoryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [FamilyMemberHistoryBundleEntry] +} + +union FlagSubject = Patient | Location | Group | Organization | Practitioner | PlanDefinition | Medication | Procedure + +type FlagSubjectReference { + id: String + extension: [Extension] + reference: String + resource: FlagSubject + type: URI + identifier: Identifier + display: String +} + +type FlagEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union FlagAuthor = Device | Organization | Patient | Practitioner | PractitionerRole + +type FlagAuthorReference { + id: String + extension: [Extension] + reference: String + resource: FlagAuthor + type: URI + identifier: Identifier + display: String +} + +type Flag implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: [CodeableConcept] + code: CodeableConcept + subject: FlagSubjectReference + period: Period + encounter: FlagEncounterReference + author: FlagAuthorReference +} + +type FlagBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Flag + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type FlagBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [FlagBundleEntry] +} + +union GoalSubject = Patient | Group | Organization + +type GoalSubjectReference { + id: String + extension: [Extension] + reference: String + resource: GoalSubject + type: URI + identifier: Identifier + display: String +} + +union GoalExpressedBy = Patient | Practitioner | PractitionerRole | RelatedPerson + +type GoalExpressedByReference { + id: String + extension: [Extension] + reference: String + resource: GoalExpressedBy + type: URI + identifier: Identifier + display: String +} + +union GoalAddresses = Condition | Observation | MedicationStatement | NutritionOrder | ServiceRequest | RiskAssessment + +type GoalAddressesReference { + id: String + extension: [Extension] + reference: String + resource: GoalAddresses + type: URI + identifier: Identifier + display: String +} + +type GoalOutcomeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type Goal implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + lifecycleStatus: Code + achievementStatus: CodeableConcept + category: [CodeableConcept] + priority: CodeableConcept + description: CodeableConcept + subject: GoalSubjectReference + startDate: Date + startCodeableConcept: CodeableConcept + target: [GoalTarget] + statusDate: Date + statusReason: String + expressedBy: GoalExpressedByReference + addresses: [GoalAddressesReference] + note: [Annotation] + outcomeCode: [CodeableConcept] + outcomeReference: [GoalOutcomeReferenceReference] +} + +type GoalBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Goal + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GoalBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GoalBundleEntry] +} + +type GraphDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + start: Code + profile: Canonical + link: [GraphDefinitionLink] +} + +type GraphDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: GraphDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GraphDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GraphDefinitionBundleEntry] +} + +union GroupManagingEntity = Organization | RelatedPerson | Practitioner | PractitionerRole + +type GroupManagingEntityReference { + id: String + extension: [Extension] + reference: String + resource: GroupManagingEntity + type: URI + identifier: Identifier + display: String +} + +type Group implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + type: Code + actual: Boolean + code: CodeableConcept + name: String + quantity: Int + managingEntity: GroupManagingEntityReference + characteristic: [GroupCharacteristic] + member: [GroupMember] +} + +type GroupBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Group + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GroupBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GroupBundleEntry] +} + +union GuidanceResponseSubject = Patient | Group + +type GuidanceResponseSubjectReference { + id: String + extension: [Extension] + reference: String + resource: GuidanceResponseSubject + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponseEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponsePerformerReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union GuidanceResponseReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type GuidanceResponseReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: GuidanceResponseReasonReference + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponseEvaluationMessageReference { + id: String + extension: [Extension] + reference: String + resource: OperationOutcome + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponseOutputParametersReference { + id: String + extension: [Extension] + reference: String + resource: Parameters + type: URI + identifier: Identifier + display: String +} + +union GuidanceResponseResult = CarePlan | RequestGroup + +type GuidanceResponseResultReference { + id: String + extension: [Extension] + reference: String + resource: GuidanceResponseResult + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + requestIdentifier: Identifier + identifier: [Identifier] + moduleUri: URI + moduleCanonical: Canonical + moduleCodeableConcept: CodeableConcept + status: Code + subject: GuidanceResponseSubjectReference + encounter: GuidanceResponseEncounterReference + occurrenceDateTime: DateTime + performer: GuidanceResponsePerformerReference + reasonCode: [CodeableConcept] + reasonReference: [GuidanceResponseReasonReferenceReference] + note: [Annotation] + evaluationMessage: [GuidanceResponseEvaluationMessageReference] + outputParameters: GuidanceResponseOutputParametersReference + result: GuidanceResponseResultReference + dataRequirement: [DataRequirement] +} + +type GuidanceResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: GuidanceResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GuidanceResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GuidanceResponseBundleEntry] +} + +type HealthcareServiceProvidedByReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type HealthcareServiceLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type HealthcareServiceCoverageAreaReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type HealthcareServiceEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type HealthcareService implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + providedBy: HealthcareServiceProvidedByReference + category: [CodeableConcept] + type: [CodeableConcept] + specialty: [CodeableConcept] + location: [HealthcareServiceLocationReference] + name: String + comment: String + extraDetails: Markdown + photo: Attachment + telecom: [ContactPoint] + coverageArea: [HealthcareServiceCoverageAreaReference] + serviceProvisionCode: [CodeableConcept] + eligibility: [HealthcareServiceEligibility] + program: [CodeableConcept] + characteristic: [CodeableConcept] + communication: [CodeableConcept] + referralMethod: [CodeableConcept] + appointmentRequired: Boolean + availableTime: [HealthcareServiceAvailableTime] + notAvailable: [HealthcareServiceNotAvailable] + availabilityExceptions: String + endpoint: [HealthcareServiceEndpointReference] +} + +type HealthcareServiceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: HealthcareService + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type HealthcareServiceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [HealthcareServiceBundleEntry] +} + +union ImagingStudySubject = Patient | Device | Group + +type ImagingStudySubjectReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudySubject + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyBasedOn = CarePlan | ServiceRequest | Appointment | AppointmentResponse | Task + +type ImagingStudyBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyBasedOn + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyReferrer = Practitioner | PractitionerRole + +type ImagingStudyReferrerReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyReferrer + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyInterpreter = Practitioner | PractitionerRole + +type ImagingStudyInterpreterReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyInterpreter + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyProcedureReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyReasonReference = Condition | Observation | Media | DiagnosticReport | DocumentReference + +type ImagingStudyReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyReasonReference + type: URI + identifier: Identifier + display: String +} + +type ImagingStudy implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + modality: [Coding] + subject: ImagingStudySubjectReference + encounter: ImagingStudyEncounterReference + started: DateTime + basedOn: [ImagingStudyBasedOnReference] + referrer: ImagingStudyReferrerReference + interpreter: [ImagingStudyInterpreterReference] + endpoint: [ImagingStudyEndpointReference] + numberOfSeries: Int + numberOfInstances: Int + procedureReference: ImagingStudyProcedureReferenceReference + procedureCode: [CodeableConcept] + location: ImagingStudyLocationReference + reasonCode: [CodeableConcept] + reasonReference: [ImagingStudyReasonReferenceReference] + note: [Annotation] + description: String + series: [ImagingStudySeries] +} + +type ImagingStudyBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImagingStudy + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImagingStudyBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImagingStudyBundleEntry] +} + +type ImmunizationPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type ImmunizationLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ImmunizationManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ImmunizationReasonReference = Condition | Observation | DiagnosticReport + +type ImmunizationReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ImmunizationReasonReference + type: URI + identifier: Identifier + display: String +} + +type Immunization implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusReason: CodeableConcept + vaccineCode: CodeableConcept + patient: ImmunizationPatientReference + encounter: ImmunizationEncounterReference + occurrenceDateTime: DateTime + occurrenceString: String + recorded: DateTime + primarySource: Boolean + reportOrigin: CodeableConcept + location: ImmunizationLocationReference + manufacturer: ImmunizationManufacturerReference + lotNumber: String + expirationDate: Date + site: CodeableConcept + route: CodeableConcept + doseQuantity: Quantity + performer: [ImmunizationPerformer] + note: [Annotation] + reasonCode: [CodeableConcept] + reasonReference: [ImmunizationReasonReferenceReference] + isSubpotent: Boolean + subpotentReason: [CodeableConcept] + education: [ImmunizationEducation] + programEligibility: [CodeableConcept] + fundingSource: CodeableConcept + reaction: [ImmunizationReaction] + protocolApplied: [ImmunizationProtocolApplied] +} + +type ImmunizationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Immunization + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImmunizationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImmunizationBundleEntry] +} + +type ImmunizationEvaluationPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEvaluationAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEvaluationImmunizationEventReference { + id: String + extension: [Extension] + reference: String + resource: Immunization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEvaluation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + patient: ImmunizationEvaluationPatientReference + date: DateTime + authority: ImmunizationEvaluationAuthorityReference + targetDisease: CodeableConcept + immunizationEvent: ImmunizationEvaluationImmunizationEventReference + doseStatus: CodeableConcept + doseStatusReason: [CodeableConcept] + description: String + series: String + doseNumberPositiveInt: Int + doseNumberString: String + seriesDosesPositiveInt: Int + seriesDosesString: String +} + +type ImmunizationEvaluationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImmunizationEvaluation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImmunizationEvaluationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImmunizationEvaluationBundleEntry] +} + +type ImmunizationRecommendationPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendationAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + patient: ImmunizationRecommendationPatientReference + date: DateTime + authority: ImmunizationRecommendationAuthorityReference + recommendation: [ImmunizationRecommendationRecommendation] +} + +type ImmunizationRecommendationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImmunizationRecommendation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImmunizationRecommendationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImmunizationRecommendationBundleEntry] +} + +type ImplementationGuide implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + copyright: Markdown + packageId: ID + license: Code + fhirVersion: [Code] + dependsOn: [ImplementationGuideDependsOn] + global: [ImplementationGuideGlobal] + definition: ImplementationGuideDefinition + manifest: ImplementationGuideManifest +} + +type ImplementationGuideBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImplementationGuide + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImplementationGuideBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImplementationGuideBundleEntry] +} + +union IngredientFor = MedicinalProductDefinition | AdministrableProductDefinition | ManufacturedItemDefinition + +type IngredientForReference { + id: String + extension: [Extension] + reference: String + resource: IngredientFor + type: URI + identifier: Identifier + display: String +} + +type Ingredient implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + status: Code + for: [IngredientForReference] + role: CodeableConcept + function: [CodeableConcept] + allergenicIndicator: Boolean + manufacturer: [IngredientManufacturer] + substance: IngredientSubstance +} + +type IngredientBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Ingredient + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type IngredientBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [IngredientBundleEntry] +} + +type InsurancePlanOwnedByReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanAdministeredByReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanCoverageAreaReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlan implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: [CodeableConcept] + name: String + alias: [String] + period: Period + ownedBy: InsurancePlanOwnedByReference + administeredBy: InsurancePlanAdministeredByReference + coverageArea: [InsurancePlanCoverageAreaReference] + contact: [InsurancePlanContact] + endpoint: [InsurancePlanEndpointReference] + network: [InsurancePlanNetworkReference] + coverage: [InsurancePlanCoverage] + plan: [InsurancePlanPlan] +} + +type InsurancePlanBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: InsurancePlan + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type InsurancePlanBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [InsurancePlanBundleEntry] +} + +union InvoiceSubject = Patient | Group + +type InvoiceSubjectReference { + id: String + extension: [Extension] + reference: String + resource: InvoiceSubject + type: URI + identifier: Identifier + display: String +} + +union InvoiceRecipient = Organization | Patient | RelatedPerson + +type InvoiceRecipientReference { + id: String + extension: [Extension] + reference: String + resource: InvoiceRecipient + type: URI + identifier: Identifier + display: String +} + +type InvoiceIssuerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InvoiceAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type Invoice implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + cancelledReason: String + type: CodeableConcept + subject: InvoiceSubjectReference + recipient: InvoiceRecipientReference + date: DateTime + participant: [InvoiceParticipant] + issuer: InvoiceIssuerReference + account: InvoiceAccountReference + lineItem: [InvoiceLineItem] + totalPriceComponent: [InvoicePriceComponent] + totalNet: Money + totalGross: Money + paymentTerms: Markdown + note: [Annotation] +} + +type InvoiceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Invoice + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type InvoiceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [InvoiceBundleEntry] +} + +type LibrarySubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type Library implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + type: CodeableConcept + subjectCodeableConcept: CodeableConcept + subjectReference: LibrarySubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + parameter: [ParameterDefinition] + dataRequirement: [DataRequirement] + content: [Attachment] +} + +type LibraryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Library + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type LibraryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [LibraryBundleEntry] +} + +union LinkageAuthor = Practitioner | PractitionerRole | Organization + +type LinkageAuthorReference { + id: String + extension: [Extension] + reference: String + resource: LinkageAuthor + type: URI + identifier: Identifier + display: String +} + +type Linkage implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + active: Boolean + author: LinkageAuthorReference + item: [LinkageItem] +} + +type LinkageBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Linkage + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type LinkageBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [LinkageBundleEntry] +} + +union ListSubject = Patient | Group | Device | Location + +type ListSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ListSubject + type: URI + identifier: Identifier + display: String +} + +type ListEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ListSource = Practitioner | PractitionerRole | Patient | Device + +type ListSourceReference { + id: String + extension: [Extension] + reference: String + resource: ListSource + type: URI + identifier: Identifier + display: String +} + +type List implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + mode: Code + title: String + code: CodeableConcept + subject: ListSubjectReference + encounter: ListEncounterReference + date: DateTime + source: ListSourceReference + orderedBy: CodeableConcept + note: [Annotation] + entry: [ListEntry] + emptyReason: CodeableConcept +} + +type ListBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: List + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ListBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ListBundleEntry] +} + +type LocationManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type LocationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type LocationEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type Location implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + operationalStatus: Coding + name: String + alias: [String] + description: String + mode: Code + type: [CodeableConcept] + telecom: [ContactPoint] + address: Address + physicalType: CodeableConcept + position: LocationPosition + managingOrganization: LocationManagingOrganizationReference + partOf: LocationPartOfReference + hoursOfOperation: [LocationHoursOfOperation] + availabilityExceptions: String + endpoint: [LocationEndpointReference] +} + +type LocationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Location + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type LocationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [LocationBundleEntry] +} + +type ManufacturedItemDefinitionManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ManufacturedItemDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + manufacturedDoseForm: CodeableConcept + unitOfPresentation: CodeableConcept + manufacturer: [ManufacturedItemDefinitionManufacturerReference] + ingredient: [CodeableConcept] + property: [ManufacturedItemDefinitionProperty] +} + +type ManufacturedItemDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ManufacturedItemDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ManufacturedItemDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ManufacturedItemDefinitionBundleEntry] +} + +type MeasureSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type Measure implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: MeasureSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + disclaimer: Markdown + scoring: CodeableConcept + compositeScoring: CodeableConcept + type: [CodeableConcept] + riskAdjustment: String + rateAggregation: String + rationale: Markdown + clinicalRecommendationStatement: Markdown + improvementNotation: CodeableConcept + definition: [Markdown] + guidance: Markdown + group: [MeasureGroup] + supplementalData: [MeasureSupplementalData] +} + +type MeasureBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Measure + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MeasureBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MeasureBundleEntry] +} + +union MeasureReportSubject = Patient | Practitioner | PractitionerRole | Location | Device | RelatedPerson | Group + +type MeasureReportSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MeasureReportSubject + type: URI + identifier: Identifier + display: String +} + +union MeasureReportReporter = Practitioner | PractitionerRole | Location | Organization + +type MeasureReportReporterReference { + id: String + extension: [Extension] + reference: String + resource: MeasureReportReporter + type: URI + identifier: Identifier + display: String +} + +type MeasureReportEvaluatedResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type MeasureReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: Code + measure: Canonical + subject: MeasureReportSubjectReference + date: DateTime + reporter: MeasureReportReporterReference + period: Period + improvementNotation: CodeableConcept + group: [MeasureReportGroup] + evaluatedResource: [MeasureReportEvaluatedResourceReference] +} + +type MeasureReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MeasureReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MeasureReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MeasureReportBundleEntry] +} + +union MediaBasedOn = ServiceRequest | CarePlan + +type MediaBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: MediaBasedOn + type: URI + identifier: Identifier + display: String +} + +type MediaPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MediaSubject = Patient | Practitioner | PractitionerRole | Group | Device | Specimen | Location + +type MediaSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MediaSubject + type: URI + identifier: Identifier + display: String +} + +type MediaEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union MediaOperator = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson + +type MediaOperatorReference { + id: String + extension: [Extension] + reference: String + resource: MediaOperator + type: URI + identifier: Identifier + display: String +} + +union MediaDevice = Device | DeviceMetric + +type MediaDeviceReference { + id: String + extension: [Extension] + reference: String + resource: MediaDevice + type: URI + identifier: Identifier + display: String +} + +type Media implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [MediaBasedOnReference] + partOf: [MediaPartOfReference] + status: Code + type: CodeableConcept + modality: CodeableConcept + view: CodeableConcept + subject: MediaSubjectReference + encounter: MediaEncounterReference + createdDateTime: DateTime + createdPeriod: Period + issued: Instant + operator: MediaOperatorReference + reasonCode: [CodeableConcept] + bodySite: CodeableConcept + deviceName: String + device: MediaDeviceReference + height: Int + width: Int + frames: Int + duration: Float + content: Attachment + note: [Annotation] +} + +type MediaBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Media + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MediaBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MediaBundleEntry] +} + +type MedicationManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Medication implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + code: CodeableConcept + status: Code + manufacturer: MedicationManufacturerReference + form: CodeableConcept + amount: Ratio + ingredient: [MedicationIngredient] + batch: MedicationBatch +} + +type MedicationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Medication + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationBundleEntry] +} + +union MedicationAdministrationPartOf = MedicationAdministration | Procedure + +type MedicationAdministrationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationPartOf + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationAdministrationSubject = Patient | Group + +type MedicationAdministrationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationSubject + type: URI + identifier: Identifier + display: String +} + +union MedicationAdministrationContext = Encounter | EpisodeOfCare + +type MedicationAdministrationContextReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationContext + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MedicationAdministrationReasonReference = Condition | Observation | DiagnosticReport + +type MedicationAdministrationReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationReasonReference + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationRequestReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationDeviceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationEventHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministration implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiates: [URI] + partOf: [MedicationAdministrationPartOfReference] + status: Code + statusReason: [CodeableConcept] + category: CodeableConcept + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationAdministrationMedicationReferenceReference + subject: MedicationAdministrationSubjectReference + context: MedicationAdministrationContextReference + supportingInformation: [MedicationAdministrationSupportingInformationReference] + effectiveDateTime: DateTime + effectivePeriod: Period + performer: [MedicationAdministrationPerformer] + reasonCode: [CodeableConcept] + reasonReference: [MedicationAdministrationReasonReferenceReference] + request: MedicationAdministrationRequestReference + device: [MedicationAdministrationDeviceReference] + note: [Annotation] + dosage: MedicationAdministrationDosage + eventHistory: [MedicationAdministrationEventHistoryReference] +} + +type MedicationAdministrationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationAdministration + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationAdministrationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationAdministrationBundleEntry] +} + +type MedicationDispensePartOfReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseStatusReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationDispenseSubject = Patient | Group + +type MedicationDispenseSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseSubject + type: URI + identifier: Identifier + display: String +} + +union MedicationDispenseContext = Encounter | EpisodeOfCare + +type MedicationDispenseContextReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseContext + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseAuthorizingPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseDestinationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union MedicationDispenseReceiver = Patient | Practitioner + +type MedicationDispenseReceiverReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseReceiver + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseDetectedIssueReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseEventHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type MedicationDispense implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + partOf: [MedicationDispensePartOfReference] + status: Code + statusReasonCodeableConcept: CodeableConcept + statusReasonReference: MedicationDispenseStatusReasonReferenceReference + category: CodeableConcept + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationDispenseMedicationReferenceReference + subject: MedicationDispenseSubjectReference + context: MedicationDispenseContextReference + supportingInformation: [MedicationDispenseSupportingInformationReference] + performer: [MedicationDispensePerformer] + location: MedicationDispenseLocationReference + authorizingPrescription: [MedicationDispenseAuthorizingPrescriptionReference] + type: CodeableConcept + quantity: Quantity + daysSupply: Quantity + whenPrepared: DateTime + whenHandedOver: DateTime + destination: MedicationDispenseDestinationReference + receiver: [MedicationDispenseReceiverReference] + note: [Annotation] + dosageInstruction: [Dosage] + substitution: MedicationDispenseSubstitution + detectedIssue: [MedicationDispenseDetectedIssueReference] + eventHistory: [MedicationDispenseEventHistoryReference] +} + +type MedicationDispenseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationDispense + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationDispenseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationDispenseBundleEntry] +} + +type MedicationKnowledgeManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeAssociatedMedicationReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeContraindicationReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledge implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + status: Code + manufacturer: MedicationKnowledgeManufacturerReference + doseForm: CodeableConcept + amount: Quantity + synonym: [String] + relatedMedicationKnowledge: [MedicationKnowledgeRelatedMedicationKnowledge] + associatedMedication: [MedicationKnowledgeAssociatedMedicationReference] + productType: [CodeableConcept] + monograph: [MedicationKnowledgeMonograph] + ingredient: [MedicationKnowledgeIngredient] + preparationInstruction: Markdown + intendedRoute: [CodeableConcept] + cost: [MedicationKnowledgeCost] + monitoringProgram: [MedicationKnowledgeMonitoringProgram] + administrationGuidelines: [MedicationKnowledgeAdministrationGuidelines] + medicineClassification: [MedicationKnowledgeMedicineClassification] + packaging: MedicationKnowledgePackaging + drugCharacteristic: [MedicationKnowledgeDrugCharacteristic] + contraindication: [MedicationKnowledgeContraindicationReference] + regulatory: [MedicationKnowledgeRegulatory] + kinetics: [MedicationKnowledgeKinetics] +} + +type MedicationKnowledgeBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationKnowledge + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationKnowledgeBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationKnowledgeBundleEntry] +} + +union MedicationRequestReportedReference = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization + +type MedicationRequestReportedReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestReportedReference + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestSubject = Patient | Group + +type MedicationRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestSubject + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type MedicationRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestRequester + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestPerformer = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson | CareTeam + +type MedicationRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestPerformer + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestRecorder = Practitioner | PractitionerRole + +type MedicationRequestRecorderReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestRecorder + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestReasonReference = Condition | Observation + +type MedicationRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestBasedOn = CarePlan | MedicationRequest | ServiceRequest | ImmunizationRecommendation + +type MedicationRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestBasedOn + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestInsurance = Coverage | ClaimResponse + +type MedicationRequestInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestInsurance + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestPriorPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestDetectedIssueReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestEventHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationRequestBundleEntry] +} + +union MedicationStatementBasedOn = MedicationRequest | CarePlan | ServiceRequest + +type MedicationStatementBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementBasedOn + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementPartOf = MedicationAdministration | MedicationDispense | MedicationStatement | Procedure | Observation + +type MedicationStatementPartOfReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementPartOf + type: URI + identifier: Identifier + display: String +} + +type MedicationStatementMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementSubject = Patient | Group + +type MedicationStatementSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementSubject + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementContext = Encounter | EpisodeOfCare + +type MedicationStatementContextReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementContext + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementInformationSource = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization + +type MedicationStatementInformationSourceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementInformationSource + type: URI + identifier: Identifier + display: String +} + +type MedicationStatementDerivedFromReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementReasonReference = Condition | Observation | DiagnosticReport + +type MedicationStatementReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementReasonReference + type: URI + identifier: Identifier + display: String +} + +type MedicationStatement implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [MedicationStatementBasedOnReference] + partOf: [MedicationStatementPartOfReference] + status: Code + statusReason: [CodeableConcept] + category: CodeableConcept + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationStatementMedicationReferenceReference + subject: MedicationStatementSubjectReference + context: MedicationStatementContextReference + effectiveDateTime: DateTime + effectivePeriod: Period + dateAsserted: DateTime + informationSource: MedicationStatementInformationSourceReference + derivedFrom: [MedicationStatementDerivedFromReference] + reasonCode: [CodeableConcept] + reasonReference: [MedicationStatementReasonReferenceReference] + note: [Annotation] + dosage: [Dosage] +} + +type MedicationStatementBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationStatement + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationStatementBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationStatementBundleEntry] +} + +type MedicinalProductDefinitionImpurityReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionAttachedDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionMasterFileReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionClinicalTrialReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + domain: CodeableConcept + version: String + status: CodeableConcept + statusDate: DateTime + description: Markdown + combinedPharmaceuticalDoseForm: CodeableConcept + route: [CodeableConcept] + indication: Markdown + legalStatusOfSupply: CodeableConcept + additionalMonitoringIndicator: CodeableConcept + specialMeasures: [CodeableConcept] + pediatricUseIndicator: CodeableConcept + classification: [CodeableConcept] + marketingStatus: [MarketingStatus] + packagedMedicinalProduct: [CodeableConcept] + ingredient: [CodeableConcept] + impurity: [MedicinalProductDefinitionImpurityReference] + attachedDocument: [MedicinalProductDefinitionAttachedDocumentReference] + masterFile: [MedicinalProductDefinitionMasterFileReference] + contact: [MedicinalProductDefinitionContact] + clinicalTrial: [MedicinalProductDefinitionClinicalTrialReference] + code: [Coding] + name: [MedicinalProductDefinitionName] + crossReference: [MedicinalProductDefinitionCrossReference] + operation: [MedicinalProductDefinitionOperation] + characteristic: [MedicinalProductDefinitionCharacteristic] +} + +type MedicinalProductDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicinalProductDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicinalProductDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicinalProductDefinitionBundleEntry] +} + +type MessageDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + replaces: [Canonical] + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + base: Canonical + parent: [Canonical] + eventCoding: Coding + eventUri: URI + category: Code + focus: [MessageDefinitionFocus] + responseRequired: Code + allowedResponse: [MessageDefinitionAllowedResponse] + graph: [Canonical] +} + +type MessageDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MessageDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MessageDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MessageDefinitionBundleEntry] +} + +union MessageHeaderSender = Practitioner | PractitionerRole | Organization + +type MessageHeaderSenderReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderSender + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderEnterer = Practitioner | PractitionerRole + +type MessageHeaderEntererReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderEnterer + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderAuthor = Practitioner | PractitionerRole + +type MessageHeaderAuthorReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderAuthor + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderResponsible = Practitioner | PractitionerRole | Organization + +type MessageHeaderResponsibleReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderResponsible + type: URI + identifier: Identifier + display: String +} + +type MessageHeaderFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type MessageHeader implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + eventCoding: Coding + eventUri: URI + destination: [MessageHeaderDestination] + sender: MessageHeaderSenderReference + enterer: MessageHeaderEntererReference + author: MessageHeaderAuthorReference + source: MessageHeaderSource + responsible: MessageHeaderResponsibleReference + reason: CodeableConcept + response: MessageHeaderResponse + focus: [MessageHeaderFocusReference] + definition: Canonical +} + +type MessageHeaderBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MessageHeader + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MessageHeaderBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MessageHeaderBundleEntry] +} + +type MolecularSequencePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceDeviceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type MolecularSequencePerformerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MolecularSequencePointerReference { + id: String + extension: [Extension] + reference: String + resource: MolecularSequence + type: URI + identifier: Identifier + display: String +} + +type MolecularSequence implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: Code + coordinateSystem: Int + patient: MolecularSequencePatientReference + specimen: MolecularSequenceSpecimenReference + device: MolecularSequenceDeviceReference + performer: MolecularSequencePerformerReference + quantity: Quantity + referenceSeq: MolecularSequenceReferenceSeq + variant: [MolecularSequenceVariant] + observedSeq: String + quality: [MolecularSequenceQuality] + readCoverage: Int + repository: [MolecularSequenceRepository] + pointer: [MolecularSequencePointerReference] + structureVariant: [MolecularSequenceStructureVariant] +} + +type MolecularSequenceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MolecularSequence + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MolecularSequenceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MolecularSequenceBundleEntry] +} + +type NamingSystem implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + name: String + status: Code + kind: Code + date: DateTime + publisher: String + contact: [ContactDetail] + responsible: String + type: CodeableConcept + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + usage: String + uniqueId: [NamingSystemUniqueId] +} + +type NamingSystemBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: NamingSystem + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type NamingSystemBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [NamingSystemBundleEntry] +} + +type NutritionOrderPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type NutritionOrderEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union NutritionOrderOrderer = Practitioner | PractitionerRole + +type NutritionOrderOrdererReference { + id: String + extension: [Extension] + reference: String + resource: NutritionOrderOrderer + type: URI + identifier: Identifier + display: String +} + +type NutritionOrderAllergyIntoleranceReference { + id: String + extension: [Extension] + reference: String + resource: AllergyIntolerance + type: URI + identifier: Identifier + display: String +} + +type NutritionOrder implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + instantiates: [URI] + status: Code + intent: Code + patient: NutritionOrderPatientReference + encounter: NutritionOrderEncounterReference + dateTime: DateTime + orderer: NutritionOrderOrdererReference + allergyIntolerance: [NutritionOrderAllergyIntoleranceReference] + foodPreferenceModifier: [CodeableConcept] + excludeFoodModifier: [CodeableConcept] + oralDiet: NutritionOrderOralDiet + supplement: [NutritionOrderSupplement] + enteralFormula: NutritionOrderEnteralFormula + note: [Annotation] +} + +type NutritionOrderBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: NutritionOrder + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type NutritionOrderBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [NutritionOrderBundleEntry] +} + +type NutritionProductManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type NutritionProductKnownAllergenReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type NutritionProduct implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + status: Code + category: [CodeableConcept] + code: CodeableConcept + manufacturer: [NutritionProductManufacturerReference] + nutrient: [NutritionProductNutrient] + ingredient: [NutritionProductIngredient] + knownAllergen: [NutritionProductKnownAllergenReference] + productCharacteristic: [NutritionProductProductCharacteristic] + instance: NutritionProductInstance + note: [Annotation] +} + +type NutritionProductBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: NutritionProduct + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type NutritionProductBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [NutritionProductBundleEntry] +} + +union ObservationBasedOn = CarePlan | DeviceRequest | ImmunizationRecommendation | MedicationRequest | NutritionOrder | ServiceRequest + +type ObservationBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ObservationBasedOn + type: URI + identifier: Identifier + display: String +} + +union ObservationPartOf = MedicationAdministration | MedicationDispense | MedicationStatement | Procedure | Immunization | ImagingStudy + +type ObservationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: ObservationPartOf + type: URI + identifier: Identifier + display: String +} + +union ObservationSubject = Patient | Group | Device | Location | Organization | Procedure | Practitioner | Medication | Substance + +type ObservationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationSubject + type: URI + identifier: Identifier + display: String +} + +type ObservationFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ObservationEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ObservationPerformer = Practitioner | PractitionerRole | Organization | CareTeam | Patient | RelatedPerson + +type ObservationPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ObservationPerformer + type: URI + identifier: Identifier + display: String +} + +type ObservationSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +union ObservationDevice = Device | DeviceMetric + +type ObservationDeviceReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDevice + type: URI + identifier: Identifier + display: String +} + +union ObservationHasMember = Observation | QuestionnaireResponse | MolecularSequence + +type ObservationHasMemberReference { + id: String + extension: [Extension] + reference: String + resource: ObservationHasMember + type: URI + identifier: Identifier + display: String +} + +union ObservationDerivedFrom = DocumentReference | ImagingStudy | Media | QuestionnaireResponse | Observation | MolecularSequence + +type ObservationDerivedFromReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDerivedFrom + type: URI + identifier: Identifier + display: String +} + +type Observation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [ObservationBasedOnReference] + partOf: [ObservationPartOfReference] + status: Code + category: [CodeableConcept] + code: CodeableConcept + subject: ObservationSubjectReference + focus: [ObservationFocusReference] + encounter: ObservationEncounterReference + effectiveDateTime: DateTime + effectivePeriod: Period + effectiveTiming: Timing + effectiveInstant: Instant + issued: Instant + performer: [ObservationPerformerReference] + valueQuantity: Quantity + valueCodeableConcept: CodeableConcept + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueRange: Range + valueRatio: Ratio + valueSampledData: SampledData + valueTime: Time + valueDateTime: DateTime + valuePeriod: Period + dataAbsentReason: CodeableConcept + interpretation: [CodeableConcept] + note: [Annotation] + bodySite: CodeableConcept + method: CodeableConcept + specimen: ObservationSpecimenReference + device: ObservationDeviceReference + referenceRange: [ObservationReferenceRange] + hasMember: [ObservationHasMemberReference] + derivedFrom: [ObservationDerivedFromReference] + component: [ObservationComponent] +} + +type ObservationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Observation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ObservationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ObservationBundleEntry] +} + +type ObservationDefinitionValidCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinitionNormalCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinitionAbnormalCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinitionCriticalCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + category: [CodeableConcept] + code: CodeableConcept + identifier: [Identifier] + permittedDataType: [Code] + multipleResultsAllowed: Boolean + method: CodeableConcept + preferredReportName: String + quantitativeDetails: ObservationDefinitionQuantitativeDetails + qualifiedInterval: [ObservationDefinitionQualifiedInterval] + validCodedValueSet: ObservationDefinitionValidCodedValueSetReference + normalCodedValueSet: ObservationDefinitionNormalCodedValueSetReference + abnormalCodedValueSet: ObservationDefinitionAbnormalCodedValueSetReference + criticalCodedValueSet: ObservationDefinitionCriticalCodedValueSetReference +} + +type ObservationDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ObservationDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ObservationDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ObservationDefinitionBundleEntry] +} + +type OperationDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + kind: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + affectsState: Boolean + code: Code + comment: Markdown + base: Canonical + resource: [Code] + system: Boolean + type: Boolean + instance: Boolean + inputProfile: Canonical + outputProfile: Canonical + parameter: [OperationDefinitionParameter] + overload: [OperationDefinitionOverload] +} + +type OperationDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: OperationDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OperationDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OperationDefinitionBundleEntry] +} + +type OperationOutcome implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + issue: [OperationOutcomeIssue] +} + +type OperationOutcomeBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: OperationOutcome + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OperationOutcomeBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OperationOutcomeBundleEntry] +} + +type OrganizationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type Organization implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + type: [CodeableConcept] + name: String + alias: [String] + telecom: [ContactPoint] + address: [Address] + partOf: OrganizationPartOfReference + contact: [OrganizationContact] + endpoint: [OrganizationEndpointReference] +} + +type OrganizationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Organization + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OrganizationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OrganizationBundleEntry] +} + +type OrganizationAffiliationOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationParticipatingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationHealthcareServiceReference { + id: String + extension: [Extension] + reference: String + resource: HealthcareService + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + period: Period + organization: OrganizationAffiliationOrganizationReference + participatingOrganization: OrganizationAffiliationParticipatingOrganizationReference + network: [OrganizationAffiliationNetworkReference] + code: [CodeableConcept] + specialty: [CodeableConcept] + location: [OrganizationAffiliationLocationReference] + healthcareService: [OrganizationAffiliationHealthcareServiceReference] + telecom: [ContactPoint] + endpoint: [OrganizationAffiliationEndpointReference] +} + +type OrganizationAffiliationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: OrganizationAffiliation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OrganizationAffiliationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OrganizationAffiliationBundleEntry] +} + +type PackagedProductDefinitionPackageForReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinition + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinitionManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + name: String + type: CodeableConcept + packageFor: [PackagedProductDefinitionPackageForReference] + status: CodeableConcept + statusDate: DateTime + containedItemQuantity: [Quantity] + description: Markdown + legalStatusOfSupply: [PackagedProductDefinitionLegalStatusOfSupply] + marketingStatus: [MarketingStatus] + characteristic: [CodeableConcept] + copackagedIndicator: Boolean + manufacturer: [PackagedProductDefinitionManufacturerReference] + package: PackagedProductDefinitionPackage +} + +type PackagedProductDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PackagedProductDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PackagedProductDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PackagedProductDefinitionBundleEntry] +} + +type Parameters implements Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + parameter: [ParametersParameter] +} + +type ParametersBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Parameters + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ParametersBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ParametersBundleEntry] +} + +union PatientGeneralPractitioner = Organization | Practitioner | PractitionerRole + +type PatientGeneralPractitionerReference { + id: String + extension: [Extension] + reference: String + resource: PatientGeneralPractitioner + type: URI + identifier: Identifier + display: String +} + +type PatientManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PatientBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Patient + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PatientBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PatientBundleEntry] +} + +type PaymentNoticeRequestReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type PaymentNoticeResponseReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union PaymentNoticeProvider = Practitioner | PractitionerRole | Organization + +type PaymentNoticeProviderReference { + id: String + extension: [Extension] + reference: String + resource: PaymentNoticeProvider + type: URI + identifier: Identifier + display: String +} + +type PaymentNoticePaymentReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliation + type: URI + identifier: Identifier + display: String +} + +union PaymentNoticePayee = Practitioner | PractitionerRole | Organization + +type PaymentNoticePayeeReference { + id: String + extension: [Extension] + reference: String + resource: PaymentNoticePayee + type: URI + identifier: Identifier + display: String +} + +type PaymentNoticeRecipientReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PaymentNotice implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + request: PaymentNoticeRequestReference + response: PaymentNoticeResponseReference + created: DateTime + provider: PaymentNoticeProviderReference + payment: PaymentNoticePaymentReference + paymentDate: Date + payee: PaymentNoticePayeeReference + recipient: PaymentNoticeRecipientReference + amount: Money + paymentStatus: CodeableConcept +} + +type PaymentNoticeBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PaymentNotice + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PaymentNoticeBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PaymentNoticeBundleEntry] +} + +type PaymentReconciliationPaymentIssuerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationRequestReference { + id: String + extension: [Extension] + reference: String + resource: Task + type: URI + identifier: Identifier + display: String +} + +union PaymentReconciliationRequestor = Practitioner | PractitionerRole | Organization + +type PaymentReconciliationRequestorReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliationRequestor + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + period: Period + created: DateTime + paymentIssuer: PaymentReconciliationPaymentIssuerReference + request: PaymentReconciliationRequestReference + requestor: PaymentReconciliationRequestorReference + outcome: Code + disposition: String + paymentDate: Date + paymentAmount: Money + paymentIdentifier: Identifier + detail: [PaymentReconciliationDetail] + formCode: CodeableConcept + processNote: [PaymentReconciliationProcessNote] +} + +type PaymentReconciliationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PaymentReconciliation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PaymentReconciliationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PaymentReconciliationBundleEntry] +} + +type PersonManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Person implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + name: [HumanName] + telecom: [ContactPoint] + gender: Code + birthDate: Date + address: [Address] + photo: Attachment + managingOrganization: PersonManagingOrganizationReference + active: Boolean + link: [PersonLink] +} + +type PersonBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Person + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PersonBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PersonBundleEntry] +} + +type PlanDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type PlanDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + type: CodeableConcept + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: PlanDefinitionSubjectReferenceReference + subjectCanonical: Canonical + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + goal: [PlanDefinitionGoal] + action: [PlanDefinitionAction] +} + +type PlanDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PlanDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PlanDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PlanDefinitionBundleEntry] +} + +type PractitionerBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Practitioner + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PractitionerBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PractitionerBundleEntry] +} + +type PractitionerRolePractitionerReference { + id: String + extension: [Extension] + reference: String + resource: Practitioner + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleHealthcareServiceReference { + id: String + extension: [Extension] + reference: String + resource: HealthcareService + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type PractitionerRole implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + period: Period + practitioner: PractitionerRolePractitionerReference + organization: PractitionerRoleOrganizationReference + code: [CodeableConcept] + specialty: [CodeableConcept] + location: [PractitionerRoleLocationReference] + healthcareService: [PractitionerRoleHealthcareServiceReference] + telecom: [ContactPoint] + availableTime: [PractitionerRoleAvailableTime] + notAvailable: [PractitionerRoleNotAvailable] + availabilityExceptions: String + endpoint: [PractitionerRoleEndpointReference] +} + +type PractitionerRoleBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PractitionerRole + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PractitionerRoleBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PractitionerRoleBundleEntry] +} + +union ProcedureBasedOn = CarePlan | ServiceRequest + +type ProcedureBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureBasedOn + type: URI + identifier: Identifier + display: String +} + +union ProcedurePartOf = Procedure | Observation | MedicationAdministration + +type ProcedurePartOfReference { + id: String + extension: [Extension] + reference: String + resource: ProcedurePartOf + type: URI + identifier: Identifier + display: String +} + +union ProcedureSubject = Patient | Group + +type ProcedureSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureSubject + type: URI + identifier: Identifier + display: String +} + +type ProcedureEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ProcedureRecorder = Patient | RelatedPerson | Practitioner | PractitionerRole + +type ProcedureRecorderReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureRecorder + type: URI + identifier: Identifier + display: String +} + +union ProcedureAsserter = Patient | RelatedPerson | Practitioner | PractitionerRole + +type ProcedureAsserterReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureAsserter + type: URI + identifier: Identifier + display: String +} + +type ProcedureLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ProcedureReasonReference = Condition | Observation | Procedure | DiagnosticReport | DocumentReference + +type ProcedureReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureReasonReference + type: URI + identifier: Identifier + display: String +} + +union ProcedureReport = DiagnosticReport | DocumentReference | Composition + +type ProcedureReportReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureReport + type: URI + identifier: Identifier + display: String +} + +type ProcedureComplicationDetailReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +union ProcedureUsedReference = Device | Medication | Substance + +type ProcedureUsedReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureUsedReference + type: URI + identifier: Identifier + display: String +} + +type Procedure implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [ProcedureBasedOnReference] + partOf: [ProcedurePartOfReference] + status: Code + statusReason: CodeableConcept + category: CodeableConcept + code: CodeableConcept + subject: ProcedureSubjectReference + encounter: ProcedureEncounterReference + performedDateTime: DateTime + performedPeriod: Period + performedString: String + performedAge: Quantity + performedRange: Range + recorder: ProcedureRecorderReference + asserter: ProcedureAsserterReference + performer: [ProcedurePerformer] + location: ProcedureLocationReference + reasonCode: [CodeableConcept] + reasonReference: [ProcedureReasonReferenceReference] + bodySite: [CodeableConcept] + outcome: CodeableConcept + report: [ProcedureReportReference] + complication: [CodeableConcept] + complicationDetail: [ProcedureComplicationDetailReference] + followUp: [CodeableConcept] + note: [Annotation] + focalDevice: [ProcedureFocalDevice] + usedReference: [ProcedureUsedReferenceReference] + usedCode: [CodeableConcept] +} + +type ProcedureBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Procedure + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ProcedureBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ProcedureBundleEntry] +} + +type ProvenanceTargetReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ProvenanceLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type Provenance implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + target: [ProvenanceTargetReference] + occurredPeriod: Period + occurredDateTime: DateTime + recorded: Instant + policy: [URI] + location: ProvenanceLocationReference + reason: [CodeableConcept] + activity: CodeableConcept + agent: [ProvenanceAgent] + entity: [ProvenanceEntity] + signature: [Signature] +} + +type ProvenanceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Provenance + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ProvenanceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ProvenanceBundleEntry] +} + +type Questionnaire implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + derivedFrom: [Canonical] + status: Code + experimental: Boolean + subjectType: [Code] + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + code: [Coding] + item: [QuestionnaireItem] +} + +type QuestionnaireBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Questionnaire + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type QuestionnaireBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [QuestionnaireBundleEntry] +} + +union QuestionnaireResponseBasedOn = CarePlan | ServiceRequest + +type QuestionnaireResponseBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponseBasedOn + type: URI + identifier: Identifier + display: String +} + +union QuestionnaireResponsePartOf = Observation | Procedure + +type QuestionnaireResponsePartOfReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponsePartOf + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponseSubjectReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponseEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union QuestionnaireResponseAuthor = Device | Practitioner | PractitionerRole | Patient | RelatedPerson | Organization + +type QuestionnaireResponseAuthorReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponseAuthor + type: URI + identifier: Identifier + display: String +} + +union QuestionnaireResponseSource = Patient | Practitioner | PractitionerRole | RelatedPerson + +type QuestionnaireResponseSourceReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponseSource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + basedOn: [QuestionnaireResponseBasedOnReference] + partOf: [QuestionnaireResponsePartOfReference] + questionnaire: Canonical + status: Code + subject: QuestionnaireResponseSubjectReference + encounter: QuestionnaireResponseEncounterReference + authored: DateTime + author: QuestionnaireResponseAuthorReference + source: QuestionnaireResponseSourceReference + item: [QuestionnaireResponseItem] +} + +type QuestionnaireResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: QuestionnaireResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type QuestionnaireResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [QuestionnaireResponseBundleEntry] +} + +union RegulatedAuthorizationSubject = MedicinalProductDefinition | BiologicallyDerivedProduct | NutritionProduct | PackagedProductDefinition | SubstanceDefinition | DeviceDefinition | ResearchStudy | ActivityDefinition | PlanDefinition | ObservationDefinition | Practitioner | Organization | Location + +type RegulatedAuthorizationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: RegulatedAuthorizationSubject + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorizationIndicationReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinition + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorizationHolderReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorizationRegulatorReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorization implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + subject: [RegulatedAuthorizationSubjectReference] + type: CodeableConcept + description: Markdown + region: [CodeableConcept] + status: CodeableConcept + statusDate: DateTime + validityPeriod: Period + indication: RegulatedAuthorizationIndicationReference + intendedUse: CodeableConcept + basis: [CodeableConcept] + holder: RegulatedAuthorizationHolderReference + regulator: RegulatedAuthorizationRegulatorReference + case: RegulatedAuthorizationCase +} + +type RegulatedAuthorizationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RegulatedAuthorization + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RegulatedAuthorizationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RegulatedAuthorizationBundleEntry] +} + +type RelatedPersonPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type RelatedPerson implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + patient: RelatedPersonPatientReference + relationship: [CodeableConcept] + name: [HumanName] + telecom: [ContactPoint] + gender: Code + birthDate: Date + address: [Address] + photo: [Attachment] + period: Period + communication: [RelatedPersonCommunication] +} + +type RelatedPersonBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RelatedPerson + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RelatedPersonBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RelatedPersonBundleEntry] +} + +type RequestGroupBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RequestGroupReplacesReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union RequestGroupSubject = Patient | Group + +type RequestGroupSubjectReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupSubject + type: URI + identifier: Identifier + display: String +} + +type RequestGroupEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union RequestGroupAuthor = Device | Practitioner | PractitionerRole + +type RequestGroupAuthorReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupAuthor + type: URI + identifier: Identifier + display: String +} + +union RequestGroupReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type RequestGroupReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupReasonReference + type: URI + identifier: Identifier + display: String +} + +type RequestGroup implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [RequestGroupBasedOnReference] + replaces: [RequestGroupReplacesReference] + groupIdentifier: Identifier + status: Code + intent: Code + priority: Code + code: CodeableConcept + subject: RequestGroupSubjectReference + encounter: RequestGroupEncounterReference + authoredOn: DateTime + author: RequestGroupAuthorReference + reasonCode: [CodeableConcept] + reasonReference: [RequestGroupReasonReferenceReference] + note: [Annotation] + action: [RequestGroupAction] +} + +type RequestGroupBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RequestGroup + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RequestGroupBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RequestGroupBundleEntry] +} + +type ResearchDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionPopulationReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionExposureReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionExposureAlternativeReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionOutcomeReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + shortTitle: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: ResearchDefinitionSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + comment: [String] + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + population: ResearchDefinitionPopulationReference + exposure: ResearchDefinitionExposureReference + exposureAlternative: ResearchDefinitionExposureAlternativeReference + outcome: ResearchDefinitionOutcomeReference +} + +type ResearchDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchDefinitionBundleEntry] +} + +type ResearchElementDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ResearchElementDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + shortTitle: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: ResearchElementDefinitionSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + comment: [String] + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + type: Code + variableType: Code + characteristic: [ResearchElementDefinitionCharacteristic] +} + +type ResearchElementDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchElementDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchElementDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchElementDefinitionBundleEntry] +} + +type ResearchStudyProtocolReference { + id: String + extension: [Extension] + reference: String + resource: PlanDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchStudyPartOfReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type ResearchStudyEnrollmentReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ResearchStudySponsorReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ResearchStudyPrincipalInvestigator = Practitioner | PractitionerRole + +type ResearchStudyPrincipalInvestigatorReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudyPrincipalInvestigator + type: URI + identifier: Identifier + display: String +} + +type ResearchStudySiteReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ResearchStudy implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + title: String + protocol: [ResearchStudyProtocolReference] + partOf: [ResearchStudyPartOfReference] + status: Code + primaryPurposeType: CodeableConcept + phase: CodeableConcept + category: [CodeableConcept] + focus: [CodeableConcept] + condition: [CodeableConcept] + contact: [ContactDetail] + relatedArtifact: [RelatedArtifact] + keyword: [CodeableConcept] + location: [CodeableConcept] + description: Markdown + enrollment: [ResearchStudyEnrollmentReference] + period: Period + sponsor: ResearchStudySponsorReference + principalInvestigator: ResearchStudyPrincipalInvestigatorReference + site: [ResearchStudySiteReference] + reasonStopped: CodeableConcept + note: [Annotation] + arm: [ResearchStudyArm] + objective: [ResearchStudyObjective] +} + +type ResearchStudyBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchStudy + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchStudyBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchStudyBundleEntry] +} + +type ResearchSubjectStudyReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type ResearchSubjectIndividualReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ResearchSubjectConsentReference { + id: String + extension: [Extension] + reference: String + resource: Consent + type: URI + identifier: Identifier + display: String +} + +type ResearchSubject implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + period: Period + study: ResearchSubjectStudyReference + individual: ResearchSubjectIndividualReference + assignedArm: String + actualArm: String + consent: ResearchSubjectConsentReference +} + +type ResearchSubjectBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchSubject + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchSubjectBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchSubjectBundleEntry] +} + +type RiskAssessmentBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentParentReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union RiskAssessmentSubject = Patient | Group + +type RiskAssessmentSubjectReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessmentSubject + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentConditionReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +union RiskAssessmentPerformer = Practitioner | PractitionerRole | Device + +type RiskAssessmentPerformerReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessmentPerformer + type: URI + identifier: Identifier + display: String +} + +union RiskAssessmentReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type RiskAssessmentReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessmentReasonReference + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentBasisReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RiskAssessment implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: RiskAssessmentBasedOnReference + parent: RiskAssessmentParentReference + status: Code + method: CodeableConcept + code: CodeableConcept + subject: RiskAssessmentSubjectReference + encounter: RiskAssessmentEncounterReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + condition: RiskAssessmentConditionReference + performer: RiskAssessmentPerformerReference + reasonCode: [CodeableConcept] + reasonReference: [RiskAssessmentReasonReferenceReference] + basis: [RiskAssessmentBasisReference] + prediction: [RiskAssessmentPrediction] + mitigation: String + note: [Annotation] +} + +type RiskAssessmentBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RiskAssessment + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RiskAssessmentBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RiskAssessmentBundleEntry] +} + +union ScheduleActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location + +type ScheduleActorReference { + id: String + extension: [Extension] + reference: String + resource: ScheduleActor + type: URI + identifier: Identifier + display: String +} + +type Schedule implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + serviceCategory: [CodeableConcept] + serviceType: [CodeableConcept] + specialty: [CodeableConcept] + actor: [ScheduleActorReference] + planningHorizon: Period + comment: String +} + +type ScheduleBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Schedule + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ScheduleBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ScheduleBundleEntry] +} + +type SearchParameter implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + derivedFrom: Canonical + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + code: Code + base: [Code] + type: Code + expression: String + xpath: String + xpathUsage: Code + target: [Code] + multipleOr: Boolean + multipleAnd: Boolean + comparator: [Code] + modifier: [Code] + chain: [String] + component: [SearchParameterComponent] +} + +type SearchParameterBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SearchParameter + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SearchParameterBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SearchParameterBundleEntry] +} + +union ServiceRequestBasedOn = CarePlan | ServiceRequest | MedicationRequest + +type ServiceRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestBasedOn + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestReplacesReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestSubject = Patient | Group | Location | Device + +type ServiceRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestSubject + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type ServiceRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestRequester + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestPerformer = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson + +type ServiceRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestPerformer + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type ServiceRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestInsurance = Coverage | ClaimResponse + +type ServiceRequestInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestInsurance + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type ServiceRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [ServiceRequestBasedOnReference] + replaces: [ServiceRequestReplacesReference] + requisition: Identifier + status: Code + intent: Code + category: [CodeableConcept] + priority: Code + doNotPerform: Boolean + code: CodeableConcept + orderDetail: [CodeableConcept] + quantityQuantity: Quantity + quantityRatio: Ratio + quantityRange: Range + subject: ServiceRequestSubjectReference + encounter: ServiceRequestEncounterReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + asNeededBoolean: Boolean + asNeededCodeableConcept: CodeableConcept + authoredOn: DateTime + requester: ServiceRequestRequesterReference + performerType: CodeableConcept + performer: [ServiceRequestPerformerReference] + locationCode: [CodeableConcept] + locationReference: [ServiceRequestLocationReferenceReference] + reasonCode: [CodeableConcept] + reasonReference: [ServiceRequestReasonReferenceReference] + insurance: [ServiceRequestInsuranceReference] + supportingInfo: [ServiceRequestSupportingInfoReference] + specimen: [ServiceRequestSpecimenReference] + bodySite: [CodeableConcept] + note: [Annotation] + patientInstruction: String + relevantHistory: [ServiceRequestRelevantHistoryReference] +} + +type ServiceRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ServiceRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ServiceRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ServiceRequestBundleEntry] +} + +type SlotScheduleReference { + id: String + extension: [Extension] + reference: String + resource: Schedule + type: URI + identifier: Identifier + display: String +} + +type Slot implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + serviceCategory: [CodeableConcept] + serviceType: [CodeableConcept] + specialty: [CodeableConcept] + appointmentType: CodeableConcept + schedule: SlotScheduleReference + status: Code + start: Instant + end: Instant + overbooked: Boolean + comment: String +} + +type SlotBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Slot + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SlotBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SlotBundleEntry] +} + +union SpecimenSubject = Patient | Group | Device | Substance | Location + +type SpecimenSubjectReference { + id: String + extension: [Extension] + reference: String + resource: SpecimenSubject + type: URI + identifier: Identifier + display: String +} + +type SpecimenParentReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type SpecimenRequestReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type Specimen implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + accessionIdentifier: Identifier + status: Code + type: CodeableConcept + subject: SpecimenSubjectReference + receivedTime: DateTime + parent: [SpecimenParentReference] + request: [SpecimenRequestReference] + collection: SpecimenCollection + processing: [SpecimenProcessing] + container: [SpecimenContainer] + condition: [CodeableConcept] + note: [Annotation] +} + +type SpecimenBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Specimen + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SpecimenBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SpecimenBundleEntry] +} + +type SpecimenDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + typeCollected: CodeableConcept + patientPreparation: [CodeableConcept] + timeAspect: String + collection: [CodeableConcept] + typeTested: [SpecimenDefinitionTypeTested] +} + +type SpecimenDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SpecimenDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SpecimenDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SpecimenDefinitionBundleEntry] +} + +type StructureDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + keyword: [Coding] + fhirVersion: Code + mapping: [StructureDefinitionMapping] + kind: Code + abstract: Boolean + context: [StructureDefinitionContext] + contextInvariant: [String] + type: URI + baseDefinition: Canonical + derivation: Code + snapshot: StructureDefinitionSnapshot + differential: StructureDefinitionDifferential +} + +type StructureDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: StructureDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type StructureDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [StructureDefinitionBundleEntry] +} + +type StructureMap implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + structure: [StructureMapStructure] + import: [Canonical] + group: [StructureMapGroup] +} + +type StructureMapBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: StructureMap + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type StructureMapBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [StructureMapBundleEntry] +} + +type SubscriptionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Subscription + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubscriptionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubscriptionBundleEntry] +} + +type SubscriptionStatusSubscriptionReference { + id: String + extension: [Extension] + reference: String + resource: Subscription + type: URI + identifier: Identifier + display: String +} + +type SubscriptionStatusBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SubscriptionStatus + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubscriptionStatusBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubscriptionStatusBundleEntry] +} + +type SubscriptionTopic implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + title: String + derivedFrom: [Canonical] + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + resourceTrigger: [SubscriptionTopicResourceTrigger] + eventTrigger: [SubscriptionTopicEventTrigger] + canFilterBy: [SubscriptionTopicCanFilterBy] + notificationShape: [SubscriptionTopicNotificationShape] +} + +type SubscriptionTopicBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SubscriptionTopic + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubscriptionTopicBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubscriptionTopicBundleEntry] +} + +type Substance implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: [CodeableConcept] + code: CodeableConcept + description: String + instance: [SubstanceInstance] + ingredient: [SubstanceIngredient] +} + +type SubstanceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Substance + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubstanceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubstanceBundleEntry] +} + +type SubstanceDefinitionInformationSourceReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionSupplierReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + version: String + status: CodeableConcept + classification: [CodeableConcept] + domain: CodeableConcept + grade: [CodeableConcept] + description: Markdown + informationSource: [SubstanceDefinitionInformationSourceReference] + note: [Annotation] + manufacturer: [SubstanceDefinitionManufacturerReference] + supplier: [SubstanceDefinitionSupplierReference] + moiety: [SubstanceDefinitionMoiety] + property: [SubstanceDefinitionProperty] + molecularWeight: [SubstanceDefinitionMolecularWeight] + structure: SubstanceDefinitionStructure + code: [SubstanceDefinitionCode] + name: [SubstanceDefinitionName] + relationship: [SubstanceDefinitionRelationship] + sourceMaterial: SubstanceDefinitionSourceMaterial +} + +type SubstanceDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SubstanceDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubstanceDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubstanceDefinitionBundleEntry] +} + +type SupplyDeliveryBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequest + type: URI + identifier: Identifier + display: String +} + +union SupplyDeliveryPartOf = SupplyDelivery | Contract + +type SupplyDeliveryPartOfReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliveryPartOf + type: URI + identifier: Identifier + display: String +} + +type SupplyDeliveryPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union SupplyDeliverySupplier = Practitioner | PractitionerRole | Organization + +type SupplyDeliverySupplierReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliverySupplier + type: URI + identifier: Identifier + display: String +} + +type SupplyDeliveryDestinationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union SupplyDeliveryReceiver = Practitioner | PractitionerRole + +type SupplyDeliveryReceiverReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliveryReceiver + type: URI + identifier: Identifier + display: String +} + +type SupplyDelivery implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [SupplyDeliveryBasedOnReference] + partOf: [SupplyDeliveryPartOfReference] + status: Code + patient: SupplyDeliveryPatientReference + type: CodeableConcept + suppliedItem: SupplyDeliverySuppliedItem + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + supplier: SupplyDeliverySupplierReference + destination: SupplyDeliveryDestinationReference + receiver: [SupplyDeliveryReceiverReference] +} + +type SupplyDeliveryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SupplyDelivery + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SupplyDeliveryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SupplyDeliveryBundleEntry] +} + +union SupplyRequestItemReference = Medication | Substance | Device + +type SupplyRequestItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestItemReference + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type SupplyRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestRequester + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestSupplier = Organization | HealthcareService + +type SupplyRequestSupplierReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestSupplier + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type SupplyRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestDeliverFrom = Organization | Location + +type SupplyRequestDeliverFromReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestDeliverFrom + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestDeliverTo = Organization | Location | Patient + +type SupplyRequestDeliverToReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestDeliverTo + type: URI + identifier: Identifier + display: String +} + +type SupplyRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: CodeableConcept + priority: Code + itemCodeableConcept: CodeableConcept + itemReference: SupplyRequestItemReferenceReference + quantity: Quantity + parameter: [SupplyRequestParameter] + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + authoredOn: DateTime + requester: SupplyRequestRequesterReference + supplier: [SupplyRequestSupplierReference] + reasonCode: [CodeableConcept] + reasonReference: [SupplyRequestReasonReferenceReference] + deliverFrom: SupplyRequestDeliverFromReference + deliverTo: SupplyRequestDeliverToReference +} + +type SupplyRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SupplyRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SupplyRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SupplyRequestBundleEntry] +} + +type TaskBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Task + type: URI + identifier: Identifier + display: String +} + +type TaskFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskForReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union TaskRequester = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type TaskRequesterReference { + id: String + extension: [Extension] + reference: String + resource: TaskRequester + type: URI + identifier: Identifier + display: String +} + +union TaskOwner = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson + +type TaskOwnerReference { + id: String + extension: [Extension] + reference: String + resource: TaskOwner + type: URI + identifier: Identifier + display: String +} + +type TaskLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type TaskReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union TaskInsurance = Coverage | ClaimResponse + +type TaskInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: TaskInsurance + type: URI + identifier: Identifier + display: String +} + +type TaskRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type Task implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: Canonical + instantiatesUri: URI + basedOn: [TaskBasedOnReference] + groupIdentifier: Identifier + partOf: [TaskPartOfReference] + status: Code + statusReason: CodeableConcept + businessStatus: CodeableConcept + intent: Code + priority: Code + code: CodeableConcept + description: String + focus: TaskFocusReference + for: TaskForReference + encounter: TaskEncounterReference + executionPeriod: Period + authoredOn: DateTime + lastModified: DateTime + requester: TaskRequesterReference + performerType: [CodeableConcept] + owner: TaskOwnerReference + location: TaskLocationReference + reasonCode: CodeableConcept + reasonReference: TaskReasonReferenceReference + insurance: [TaskInsuranceReference] + note: [Annotation] + relevantHistory: [TaskRelevantHistoryReference] + restriction: TaskRestriction + input: [TaskInput] + output: [TaskOutput] +} + +type TaskBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Task + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TaskBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TaskBundleEntry] +} + +type TerminologyCapabilities implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + kind: Code + software: TerminologyCapabilitiesSoftware + implementation: TerminologyCapabilitiesImplementation + lockedDate: Boolean + codeSystem: [TerminologyCapabilitiesCodeSystem] + expansion: TerminologyCapabilitiesExpansion + codeSearch: Code + validateCode: TerminologyCapabilitiesValidateCode + translation: TerminologyCapabilitiesTranslation + closure: TerminologyCapabilitiesClosure +} + +type TerminologyCapabilitiesBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: TerminologyCapabilities + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TerminologyCapabilitiesBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TerminologyCapabilitiesBundleEntry] +} + +type TestReportTestScriptReference { + id: String + extension: [Extension] + reference: String + resource: TestScript + type: URI + identifier: Identifier + display: String +} + +type TestReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + name: String + status: Code + testScript: TestReportTestScriptReference + result: Code + score: Float + tester: String + issued: DateTime + participant: [TestReportParticipant] + setup: TestReportSetup + test: [TestReportTest] + teardown: TestReportTeardown +} + +type TestReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: TestReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TestReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TestReportBundleEntry] +} + +type TestScriptProfileReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TestScript implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: Identifier + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + origin: [TestScriptOrigin] + destination: [TestScriptDestination] + metadata: TestScriptMetadata + fixture: [TestScriptFixture] + profile: [TestScriptProfileReference] + variable: [TestScriptVariable] + setup: TestScriptSetup + test: [TestScriptTest] + teardown: TestScriptTeardown +} + +type TestScriptBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: TestScript + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TestScriptBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TestScriptBundleEntry] +} + +type ValueSet implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + immutable: Boolean + purpose: Markdown + copyright: Markdown + compose: ValueSetCompose + expansion: ValueSetExpansion +} + +type ValueSetBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ValueSet + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ValueSetBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ValueSetBundleEntry] +} + +type VerificationResultTargetReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type VerificationResult implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + target: [VerificationResultTargetReference] + targetLocation: [String] + need: CodeableConcept + status: Code + statusDate: DateTime + validationType: CodeableConcept + validationProcess: [CodeableConcept] + frequency: Timing + lastPerformed: DateTime + nextScheduled: Date + failureAction: CodeableConcept + primarySource: [VerificationResultPrimarySource] + attestation: VerificationResultAttestation + validator: [VerificationResultValidator] +} + +type VerificationResultBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: VerificationResult + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type VerificationResultBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [VerificationResultBundleEntry] +} + +type VisionPrescriptionPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type VisionPrescriptionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union VisionPrescriptionPrescriber = Practitioner | PractitionerRole + +type VisionPrescriptionPrescriberReference { + id: String + extension: [Extension] + reference: String + resource: VisionPrescriptionPrescriber + type: URI + identifier: Identifier + display: String +} + +type VisionPrescription implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + created: DateTime + patient: VisionPrescriptionPatientReference + encounter: VisionPrescriptionEncounterReference + dateWritten: DateTime + prescriber: VisionPrescriptionPrescriberReference + lensSpecification: [VisionPrescriptionLensSpecification] +} + +type VisionPrescriptionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: VisionPrescription + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type VisionPrescriptionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [VisionPrescriptionBundleEntry] +} + +scalar Base64Binary + +scalar Canonical + +scalar Code + +""" +Custom scalar type for date search parameter. Format can be one of YYYY, YYYY-MM, YYYY-MM-DD, YYYY-MM-DDThh:mm:ss+zz:zz or YYYY-MM-DDThh:mm:ssZ +""" +scalar Date + +scalar DateTime + +"""Decimal custom scalar type""" +scalar Decimal + +scalar Instant + +scalar Markdown + +scalar OID + +scalar Time + +scalar URI + +scalar URL + +scalar UUID + +scalar XHTML + +scalar _FieldSet + +scalar _Any + +type _Service { + sdl: String +} + +union _Entity = Account | ActivityDefinition | AdministrableProductDefinition | AdverseEvent | AllergyIntolerance | Appointment | AppointmentResponse | AuditEvent | Basic | Binary | BiologicallyDerivedProduct | BodyStructure | Bundle | CapabilityStatement | CarePlan | CareTeam | CatalogEntry | ChargeItem | ChargeItemDefinition | Citation | Claim | ClaimResponse | ClinicalImpression | ClinicalUseDefinition | CodeSystem | Communication | CommunicationRequest | CompartmentDefinition | Composition | ConceptMap | Condition | Consent | Contract | Coverage | CoverageEligibilityRequest | CoverageEligibilityResponse | DetectedIssue | Device | DeviceDefinition | DeviceMetric | DeviceRequest | DeviceUseStatement | DiagnosticReport | DocumentManifest | DocumentReference | Encounter | Endpoint | EnrollmentRequest | EnrollmentResponse | EpisodeOfCare | EventDefinition | Evidence | EvidenceReport | EvidenceVariable | ExampleScenario | ExplanationOfBenefit | FamilyMemberHistory | Flag | Goal | GraphDefinition | Group | GuidanceResponse | HealthcareService | ImagingStudy | Immunization | ImmunizationEvaluation | ImmunizationRecommendation | ImplementationGuide | Ingredient | InsurancePlan | Invoice | Library | Linkage | List | Location | ManufacturedItemDefinition | Measure | MeasureReport | Media | Medication | MedicationAdministration | MedicationDispense | MedicationKnowledge | MedicationRequest | MedicationStatement | MedicinalProductDefinition | MessageDefinition | MessageHeader | MolecularSequence | NamingSystem | NutritionOrder | NutritionProduct | Observation | ObservationDefinition | OperationDefinition | OperationOutcome | Organization | OrganizationAffiliation | PackagedProductDefinition | Parameters | Patient | PaymentNotice | PaymentReconciliation | Person | PlanDefinition | Practitioner | PractitionerRole | Procedure | Provenance | Questionnaire | QuestionnaireResponse | RegulatedAuthorization | RelatedPerson | RequestGroup | ResearchDefinition | ResearchElementDefinition | ResearchStudy | ResearchSubject | RiskAssessment | Schedule | SearchParameter | ServiceRequest | Slot | Specimen | SpecimenDefinition | StructureDefinition | StructureMap | Subscription | SubscriptionStatus | SubscriptionTopic | Substance | SubstanceDefinition | SupplyDelivery | SupplyRequest | Task | TerminologyCapabilities | TestReport | TestScript | ValueSet | VerificationResult | VisionPrescription diff --git a/language_model_gateway/configs/chat_completions/testing/graphql_query_generator.json b/language_model_gateway/configs/chat_completions/testing/graphql_query_generator.json new file mode 100644 index 000000000..927b2bd2c --- /dev/null +++ b/language_model_gateway/configs/chat_completions/testing/graphql_query_generator.json @@ -0,0 +1,46 @@ +{ + "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", + "id": "fhir_graphql_schema_provider", + "name": "FHIR Server GraphQL Query Creator", + "description": "This is a FHIR Server GraphQL schema provider. It provides the complete SDL of GraphQL that should be used to generate graphql query", + "owner": "Mintu Sah/Shubham Goel/Darryl Cate", + "type": "langchain", + "model": { + "provider": "bedrock", + "model": "us.anthropic.claude-3-5-haiku-20241022-v1:0" + }, + "system_prompts": [ + { + "role": "system", + "content": "You are a FHIR GraphQL Query Generator with the following key responsibilities:\n\nDo not retrieve the GraphQL SDL using the fhir_graphql_schema_provider tool every time. Fetch only when required as its not changing.\n\nCore Principles:\n1. Generate precise GraphQL queries based strictly on the provided SDL\n2. Ensure 100% adherence to the SDL's exact structure and type specifications\n\nQuery Generation Guidelines:\n- Carefully examine the SDL for each resource's exact search parameter names and types\n- Use correct filter structures for complex types\n- Pay special attention to dictionary-based input types:\n * SearchDate\n * SearchExtension\n * SearchNumber\n * SearchQuantity\n * SearchReference\n * SearchString\n * SearchToken\n\nFilter Application Rules:\n- For dictionary-based input types, only one filter can be applied at a time\n- Use nested structures exactly as specified in the SDL\n- Example filter format:\n carePlans(patient: { value: \"8ba1017f-0aad-1b91-ff9e-416a96e11f0b\" })\n\nCritical Constraints:\n- NEVER add fields not present in the original resource definition\n- Verify each parameter's correct usage\n- Different resources may have unique filter parameter names\n- Search types like SearchDate have specific nested structures\n\nError Prevention:\n- Double-check query syntax against the original SDL\n- Ensure type compatibility for all filters and parameters\n- Validate that all input types are used correctly\n- Deny in case the provided command wants to make a query that is not possible through SDL.\n- When checking query, ensure that SDL rules are not broken at any point\n\nYour goal is to generate syntactically correct, resource-specific GraphQL queries that exactly match the FHIR GraphQL SDL's specifications." + } + ], + "tools": [ + { + "name": "fhir_graphql_schema_provider" + }, + { + "name": "web_search" + } + ], + "example_prompts": [ + { + "role": "user", + "content": "Show me all Patients with first name John" + }, + { + "role": "user", + "content": "Show me the Condition code for a Patient whose id is " + } + ], + "model_parameters": [ + { + "key": "max_tokens", + "value": "1000" + }, + { + "key": "temperature", + "value": "0.2" + } + ] +} diff --git a/language_model_gateway/configs/config_schema.json b/language_model_gateway/configs/config_schema.json index e4686bf53..da32fd667 100644 --- a/language_model_gateway/configs/config_schema.json +++ b/language_model_gateway/configs/config_schema.json @@ -215,7 +215,8 @@ "github_pull_request_analyzer", "github_pull_request_diff", "jira_issues_analyzer", - "health_summary_generator" + "health_summary_generator", + "fhir_graphql_schema_provider" ] }, { @@ -280,7 +281,8 @@ "github_pull_request_analyzer", "github_pull_request_diff", "jira_issues_analyzer", - "health_summary_generator" + "health_summary_generator", + "fhir_graphql_schema_provider" ] }, { diff --git a/language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py b/language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py new file mode 100644 index 000000000..8352fe550 --- /dev/null +++ b/language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py @@ -0,0 +1,33 @@ +from typing import Tuple, Literal +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + + +class GraphqlSchemaProviderTool(ResilientBaseTool): + """ + A tool for providing FHIR GraphQL schema. + """ + + name: str = "graphql_query_generator" + description: str = ( + "This is a FHIR GraphQL schema provider that provides the GraphQL SDL for needed for generating correct query" + "Example queries: " + "'Make query for getting all patients with ids 1,2', " + "'Get conditions for patients whose name is John'" + ) + + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + + async def _arun(self) -> Tuple[str, str]: + schema_file = "fhir_graphql_sdl/fhir_graphql_schema.graphql" + graphql_schema = open(schema_file, "r").read() + + return graphql_schema, "FHIR server graphql schema" + + def _run(self) -> Tuple[str, str]: + """ + Synchronous version of the tool (falls back to async implementation). + + Raises: + NotImplementedError: Always raises to enforce async usage + """ + raise NotImplementedError("Use async version of this tool") diff --git a/language_model_gateway/gateway/tools/graphql_query_generator_tool.py b/language_model_gateway/gateway/tools/graphql_query_generator_tool.py deleted file mode 100644 index c1858b357..000000000 --- a/language_model_gateway/gateway/tools/graphql_query_generator_tool.py +++ /dev/null @@ -1,383 +0,0 @@ -from typing import Dict, Any, Optional, List, Union -from dataclasses import dataclass, field -from enum import Enum, auto -import os -import json -import re -import spacy -from spacy.tokens import Doc -from transformers import pipeline -import graphene -import requests # For potential schema fetching -from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool - -class GraphqlQueryGeneratorTool(ResilientBaseTool): - """ - Advanced schema loader for FHIR GraphQL schemas - - Enhanced FHIR GraphQL Query Generator with Dynamic Schema Loading - """ - nlp_model: Any = field(default_factory=lambda: spacy.load("en_core_web_sm")) - intent_classifier: Any = field(default_factory=lambda: pipeline("zero-shot-classification")) - resource_schemas: Dict[str, Dict[str, Any]] = field(default_factory=dict) - - def __post_init__(self): - """ - Initialize with dynamically loaded schemas - """ - self.resource_schemas = self.load_schemas_from_github() - self._setup_intent_classification() - - @staticmethod - def load_schemas_from_github() -> Dict[str, Dict[str, Any]]: - """ - Dynamically fetch and parse schemas from GitHub - - Returns: - Dict of parsed schemas - """ - base_url = "https://raw.githubusercontent.com/icanbwell/fhir-server/main/src/graphqlv2/schemas/" - - # List of schema files (you might want to dynamically fetch this) - schema_files = [ - "account.graphql", - "activity_definition.graphql", - "adverse_event.graphql", - "allergy_intolerance.graphql", - "appointment.graphql", - "appointment_response.graphql", - "artifact_assessment.graphql", - "basic.graphql", - "binary.graphql", - "biologically_derived_product.graphql", - "body_structure.graphql", - "bundle.graphql", - "capability_statement.graphql", - "care_plan.graphql", - "care_team.graphql", - "charge_item.graphql", - "charge_item_definition.graphql", - "citation.graphql", - "claim.graphql", - "claim_response.graphql", - "clinical_impression.graphql", - "communication.graphql", - "communication_request.graphql", - "compartment_definition.graphql", - "composition.graphql", - "concept_map.graphql", - "condition.graphql", - "consent.graphql", - "contract.graphql", - "coverage.graphql", - "coverage_eligibility_request.graphql", - "coverage_eligibility_response.graphql", - "detected_issue.graphql", - "device.graphql", - "device_definition.graphql", - "device_metric.graphql", - "device_request.graphql", - "device_use_statement.graphql", - "diagnostic_report.graphql", - "document_manifest.graphql", - "document_reference.graphql", - "encounter.graphql", - "endpoint.graphql", - "enrollment_request.graphql", - "enrollment_response.graphql", - "episode_of_care.graphql", - "example_scenario.graphql", - "explanation_of_benefit.graphql", - "family_member_history.graphql", - "flag.graphql", - "goal.graphql", - "graph_definition.graphql", - "group.graphql", - "guidance_response.graphql", - "healthcare_service.graphql", - "imaging_study.graphql", - "immunization.graphql", - "immunization_evaluation.graphql", - "immunization_recommendation.graphql", - "implementation_guide.graphql", - "ingredient.graphql", - "insurance_plan.graphql", - "inventory_report.graphql", - "invoice.graphql", - "library.graphql", - "linkage.graphql", - "list.graphql", - "location.graphql", - "manufactured_item_definition.graphql", - "measure.graphql", - "measure_report.graphql", - "medication.graphql", - "medication_administration.graphql", - "medication_dispense.graphql", - "medication_request.graphql", - "medication_statement.graphql", - "medicinal_product_definition.graphql", - "message_definition.graphql", - "message_header.graphql", - "molecular_sequence.graphql", - "naming_system.graphql", - "nutrition_intake.graphql", - "nutrition_order.graphql", - "observation.graphql", - "observation_definition.graphql", - "operation_definition.graphql", - "operation_outcome.graphql", - "organization.graphql", - "organization_affiliation.graphql", - "pack_age_definition.graphql", - "patient.graphql", - "payment_notice.graphql", - "payment_reconciliation.graphql", - "permission.graphql", - "person.graphql", - "plan_definition.graphql", - "practitioner.graphql", - "practitioner_role.graphql", - "procedure.graphql", - "provenance.graphql", - "questionnaire.graphql", - "questionnaire_response.graphql", - "regulation.graphql", - "related_person.graphql", - "request_group.graphql", - "research_study.graphql", - "research_subject.graphql", - "risk_assessment.graphql", - "schedule.graphql", - "search_parameter.graphql", - "service_request.graphql", - "slot.graphql", - "specimen.graphql", - "specimen_definition.graphql", - "structure_definition.graphql", - "subscription.graphql", - "substance.graphql", - "substance_definition.graphql", - "supply_delivery.graphql", - "supply_request.graphql", - "task.graphql", - "terminology_capabilities.graphql", - "test_report.graphql", - "test_script.graphql", - "value_set.graphql", - "verification_result.graphql", - "vision_prescription.graphql", - # Add more schema files - ] - - schemas = {} - - for schema_file in schema_files: - try: - response = requests.get(base_url + schema_file) - if response.status_code == 200: - # Basic schema parsing (simplified) - resource_name = schema_file.replace(".graphql", "").upper() - schemas[resource_name] = { - "fields": self._extract_fields_from_schema(response.text) - } - except Exception as e: - print(f"Error loading schema {schema_file}: {e}") - - return schemas - - @staticmethod - def _extract_fields_from_schema(schema_text: str) -> List[str]: - """ - Extract valid fields from schema text - - Args: - schema_text (str): Schema file content - - Returns: - List of valid field names - """ - # Regex to extract field definitions - field_patterns = [ - r'(\w+)\s*=\s*graphene\.\w+Field', - r'def resolve_(\w+)', - r'class \w+\(graphene\.\w+\):', - ] - - fields = [] - for pattern in field_patterns: - fields.extend(re.findall(pattern, schema_text)) - - # Clean and deduplicate fields - return list(set( - field.lower() - for field in fields - if not field.startswith('_') and len(field) > 1 - )) - - def _setup_intent_classification(self): - """ - Setup advanced intent classification - """ - self.candidate_labels = list(self.resource_schemas.keys()) - - def classify_resource_intent(self, query_text: str) -> str: - """ - Use zero-shot classification to determine resource type - - Args: - query_text (str): Natural language query - - Returns: - str: Predicted resource type - """ - try: - classification_result = self.intent_classifier( - query_text, - self.candidate_labels, - multi_label=False - ) - - return classification_result['labels'][0] - except Exception as e: - # Fallback mechanism - print(f"Intent classification failed: {e}") - return self.candidate_labels[0] # Default to first resource type - - def parse_natural_language(self, query_text: str) -> Dict[str, Any]: - """ - Advanced NLP-based query parsing with dynamic schema validation - - Args: - query_text (str): Natural language query - - Returns: - Dict with parsed query components - """ - doc: Doc = self.nlp_model(query_text) - - # Classify resource type - resource_type = self.classify_resource_intent(query_text) - - intent = { - "resource_type": resource_type, - "fields": [], - "filters": {}, - "sorting": None, - "pagination": {"limit": 10, "offset": 0} - } - - # Extract potential fields from available schema - available_fields = self.resource_schemas.get(resource_type, {}).get('fields', []) - - # Field extraction with schema validation - potential_fields = [ - chunk.root.lemma_ - for chunk in doc.noun_chunks - if chunk.root.pos_ in ["NOUN", "PROPN"] - ] - - # Filter fields based on available schema fields - intent["fields"] = [ - field for field in potential_fields - if field in available_fields - ] - - # Fallback to all available fields if no specific fields found - if not intent["fields"]: - intent["fields"] = available_fields[:5] # Limit to first 5 fields - - # Extract filters from named entities - for ent in doc.ents: - if ent.label_ in ["PERSON", "ORG", "DATE"]: - intent["filters"][ent.label_.lower()] = ent.text - - return intent - - def generate_graphql_query(self, query_intent: Dict[str, Any]) -> str: - """ - Generate sophisticated GraphQL query with schema-validated fields - - Args: - query_intent (Dict): Parsed query intent - - Returns: - str: GraphQL query string - """ - resource_name = query_intent["resource_type"].lower() + "s" - - # Validate and select fields - available_fields = self.resource_schemas.get( - query_intent["resource_type"], - {"fields": ["id"]} - )["fields"] - - selected_fields = [ - field for field in query_intent["fields"] - if field in available_fields - ] or available_fields[:5] - - # Build filters - filter_str = " ".join([ - f"{k}: {{ eq: \"{v}\" }}" - for k, v in query_intent["filters"].items() - ]) - - query = f""" - query {{ - {resource_name}( - {filter_str} - _count: {query_intent["pagination"]["limit"]} - _offset: {query_intent["pagination"]["offset"]} - ) {{ - entry {{ - resource {{ - {" ".join(selected_fields)} - }} - }} - total - }} - }} - """ - return query - - def process_query(self, query_text: str) -> str: - """ - Comprehensive query processing pipeline - - Args: - query_text (str): Natural language query - - Returns: - str: Generated GraphQL query - """ - try: - query_intent = self.parse_natural_language(query_text) - graphql_query = self.generate_graphql_query(query_intent) - return graphql_query - except Exception as e: - return f"Error generating query: {str(e)}" - - -# def main(): -# query_generator = GraphqlQueryGeneratorTool() -# -# test_queries = [ -# "Find all patients with name John", -# "Get recent observations for diabetes", -# "List patient details", -# "Search for medical records", -# "Retrieve account information" -# ] -# -# for query in test_queries: -# print(f"Natural Language Query: {query}") -# try: -# graphql_result = query_generator.process_query(query) -# print(f"Generated GraphQL Query:\n{graphql_result}\n") -# except Exception as e: -# print(f"Query generation error: {e}\n") -# -# -# if __name__ == "__main__": -# main() \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 3b07b2846..5fa44faf1 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -37,6 +37,9 @@ from language_model_gateway.gateway.tools.graph_viz_diagram_generator_tool import ( GraphVizDiagramGeneratorTool, ) +from language_model_gateway.gateway.tools.fhir_graphql_schema_provider import ( + GraphqlSchemaProviderTool, +) from language_model_gateway.gateway.tools.image_generator_tool import ImageGeneratorTool from language_model_gateway.gateway.tools.jira_issues_analyzer_tool import ( JiraIssuesAnalyzerTool, @@ -143,6 +146,7 @@ def __init__( "jira_issues_analyzer": JiraIssuesAnalyzerTool( jira_issues_helper=jira_issues_helper ), + "fhir_graphql_schema_provider": GraphqlSchemaProviderTool(), # "sql_query": QuerySQLDataBaseTool( # db=SQLDatabase( # engine=Engine( From c48c1457d794184290973b8ea6659d5f9346300f Mon Sep 17 00:00:00 2001 From: shubhamgoel24 Date: Mon, 27 Jan 2025 17:36:55 +0530 Subject: [PATCH 060/237] Updated fhir graphql query creator --- fhir_graphql_sdl/fhir_graphql_schema.graphql | 22027 --------------- .../tools/fhir_graphql_schema_provider.py | 22034 +++++++++++++++- 2 files changed, 22031 insertions(+), 22030 deletions(-) delete mode 100644 fhir_graphql_sdl/fhir_graphql_schema.graphql diff --git a/fhir_graphql_sdl/fhir_graphql_schema.graphql b/fhir_graphql_sdl/fhir_graphql_schema.graphql deleted file mode 100644 index e6d913323..000000000 --- a/fhir_graphql_sdl/fhir_graphql_schema.graphql +++ /dev/null @@ -1,22027 +0,0 @@ -directive @key(fields: _FieldSet!, resolvable: Boolean = true) on OBJECT | INTERFACE - -directive @requires(fields: _FieldSet!) on FIELD_DEFINITION - -directive @provides(fields: _FieldSet!) on FIELD_DEFINITION - -directive @external(reason: String) on OBJECT | FIELD_DEFINITION - -directive @tag(name: String!) on FIELD_DEFINITION | OBJECT | INTERFACE | UNION | ARGUMENT_DEFINITION | SCALAR | ENUM | ENUM_VALUE | INPUT_OBJECT | INPUT_FIELD_DEFINITION - -directive @extends on OBJECT | INTERFACE - -""" -Indicates exactly one field must be supplied and this field must not be `null`. -""" -directive @oneOf on INPUT_OBJECT - -enum TotalType { - accurate - estimate -} - -type Query { - id: String - accounts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, name: SearchString, owner: SearchReference, patient: SearchReference, period: SearchDate, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AccountBundle - activityDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ActivityDefinitionBundle - administrableProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device: SearchReference, dose_form: SearchToken, form_of: SearchReference, identifier: SearchToken, ingredient: SearchToken, manufactured_item: SearchReference, route: SearchToken, target_species: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AdministrableProductDefinitionBundle - adverseEvents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actuality: SearchToken, category: SearchToken, date: SearchDate, event: SearchToken, location: SearchReference, recorder: SearchReference, resultingcondition: SearchReference, seriousness: SearchToken, severity: SearchToken, study: SearchReference, subject: SearchReference, substance: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AdverseEventBundle - allergyIntolerances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, asserter: SearchReference, category: SearchToken, clinical_status: SearchToken, code: SearchToken, criticality: SearchToken, date: SearchDate, identifier: SearchToken, last_date: SearchDate, manifestation: SearchToken, onset: SearchDate, patient: SearchReference, recorder: SearchReference, route: SearchToken, severity: SearchToken, type: SearchToken, verification_status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AllergyIntoleranceBundle - appointments(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actor: SearchReference, appointment_type: SearchToken, based_on: SearchReference, date: SearchDate, identifier: SearchToken, location: SearchReference, part_status: SearchToken, patient: SearchReference, practitioner: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, service_category: SearchToken, service_type: SearchToken, slot: SearchReference, specialty: SearchToken, status: SearchToken, supporting_info: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AppointmentBundle - appointmentResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actor: SearchReference, appointment: SearchReference, identifier: SearchToken, location: SearchReference, part_status: SearchToken, patient: SearchReference, practitioner: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AppointmentResponseBundle - auditEvents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, action: SearchToken, address: SearchString, agent: SearchReference, agent_name: SearchString, agent_role: SearchToken, altid: SearchToken, date: SearchDate, entity: SearchReference, entity_name: SearchString, entity_role: SearchToken, entity_type: SearchToken, outcome: SearchToken, patient: SearchReference, policy: SearchString, site: SearchToken, source: SearchReference, subtype: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AuditEventBundle - basics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, created: SearchDate, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BasicBundle - binaries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BinaryBundle - biologicallyDerivedProducts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BiologicallyDerivedProductBundle - bodyStructures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, location: SearchToken, morphology: SearchToken, patient: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BodyStructureBundle - bundles(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, composition: SearchReference, identifier: SearchToken, message: SearchReference, timestamp: SearchDate, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BundleBundle - capabilityStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, fhirversion: SearchToken, format: SearchToken, guide: SearchReference, jurisdiction: SearchToken, mode: SearchToken, name: SearchString, publisher: SearchString, resource: SearchToken, resource_profile: SearchReference, security_service: SearchToken, software: SearchString, status: SearchToken, supported_profile: SearchReference, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CapabilityStatementBundle - carePlans(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, activity_code: SearchToken, activity_date: SearchDate, activity_reference: SearchReference, based_on: SearchReference, care_team: SearchReference, category: SearchToken, condition: SearchReference, date: SearchDate, encounter: SearchReference, goal: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, part_of: SearchReference, patient: SearchReference, performer: SearchReference, replaces: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CarePlanBundle - careTeams(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, participant: SearchReference, patient: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CareTeamBundle - catalogEntries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CatalogEntryBundle - chargeItems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, code: SearchToken, context: SearchReference, entered_date: SearchDate, enterer: SearchReference, factor_override: SearchNumber, identifier: SearchToken, occurrence: SearchDate, patient: SearchReference, performer_actor: SearchReference, performer_function: SearchToken, performing_organization: SearchReference, price_override: SearchQuantity, quantity: SearchQuantity, requesting_organization: SearchReference, service: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ChargeItemBundle - chargeItemDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ChargeItemDefinitionBundle - citations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CitationBundle - claims(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_team: SearchReference, created: SearchDate, detail_udi: SearchReference, encounter: SearchReference, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, insurer: SearchReference, item_udi: SearchReference, patient: SearchReference, payee: SearchReference, priority: SearchToken, procedure_udi: SearchReference, provider: SearchReference, status: SearchToken, subdetail_udi: SearchReference, use: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClaimBundle - claimResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, insurer: SearchReference, outcome: SearchToken, patient: SearchReference, payment_date: SearchDate, request: SearchReference, requestor: SearchReference, status: SearchToken, use: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClaimResponseBundle - clinicalImpressions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, assessor: SearchReference, date: SearchDate, encounter: SearchReference, finding_code: SearchToken, finding_ref: SearchReference, identifier: SearchToken, investigation: SearchReference, patient: SearchReference, previous: SearchReference, problem: SearchReference, status: SearchToken, subject: SearchReference, supporting_info: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClinicalImpressionBundle - clinicalUseDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contraindication: SearchToken, contraindication_reference: SearchReference, effect: SearchToken, effect_reference: SearchReference, identifier: SearchToken, indication: SearchToken, indication_reference: SearchReference, interaction: SearchToken, product: SearchReference, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClinicalUseDefinitionBundle - codeSystems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, content_mode: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, language: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, supplements: SearchReference, system: SearchString, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CodeSystemBundle - communications(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, medium: SearchToken, part_of: SearchReference, patient: SearchReference, received: SearchDate, recipient: SearchReference, sender: SearchReference, sent: SearchDate, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CommunicationBundle - communicationRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored: SearchDate, based_on: SearchReference, category: SearchToken, encounter: SearchReference, group_identifier: SearchToken, identifier: SearchToken, medium: SearchToken, occurrence: SearchDate, patient: SearchReference, priority: SearchToken, recipient: SearchReference, replaces: SearchReference, requester: SearchReference, sender: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CommunicationRequestBundle - compartmentDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, name: SearchString, publisher: SearchString, resource: SearchToken, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CompartmentDefinitionBundle - compositions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, attester: SearchReference, author: SearchReference, category: SearchToken, confidentiality: SearchToken, context: SearchToken, date: SearchDate, encounter: SearchReference, entry: SearchReference, identifier: SearchToken, patient: SearchReference, period: SearchDate, related_id: SearchToken, related_ref: SearchReference, section: SearchToken, status: SearchToken, subject: SearchReference, title: SearchString, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CompositionBundle - conceptMaps(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, dependson: SearchString, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, other: SearchReference, product: SearchString, publisher: SearchString, source: SearchReference, source_code: SearchToken, source_system: SearchString, source_uri: SearchReference, status: SearchToken, target: SearchReference, target_code: SearchToken, target_system: SearchString, target_uri: SearchReference, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConceptMapBundle - conditions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, abatement_age: SearchQuantity, abatement_date: SearchDate, abatement_string: SearchString, asserter: SearchReference, body_site: SearchToken, category: SearchToken, clinical_status: SearchToken, code: SearchToken, encounter: SearchReference, evidence: SearchToken, evidence_detail: SearchReference, identifier: SearchToken, onset_age: SearchQuantity, onset_date: SearchDate, onset_info: SearchString, patient: SearchReference, recorded_date: SearchDate, severity: SearchToken, stage: SearchToken, subject: SearchReference, verification_status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConditionBundle - consents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, action: SearchToken, actor: SearchReference, category: SearchToken, consentor: SearchReference, data: SearchReference, date: SearchDate, identifier: SearchToken, organization: SearchReference, patient: SearchReference, period: SearchDate, purpose: SearchToken, scope: SearchToken, security_label: SearchToken, source_reference: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConsentBundle - contracts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authority: SearchReference, domain: SearchReference, identifier: SearchToken, instantiates: SearchString, issued: SearchDate, patient: SearchReference, signer: SearchReference, status: SearchToken, subject: SearchReference, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ContractBundle - coverages(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, beneficiary: SearchReference, class_type: SearchToken, class_value: SearchString, dependent: SearchString, identifier: SearchToken, patient: SearchReference, payor: SearchReference, policy_holder: SearchReference, status: SearchToken, subscriber: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageBundle - coverageEligibilityRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, patient: SearchReference, provider: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageEligibilityRequestBundle - coverageEligibilityResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, insurer: SearchReference, outcome: SearchToken, patient: SearchReference, request: SearchReference, requestor: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageEligibilityResponseBundle - detectedIssues(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, identified: SearchDate, identifier: SearchToken, implicated: SearchReference, patient: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DetectedIssueBundle - devices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device_name: SearchString, identifier: SearchToken, location: SearchReference, manufacturer: SearchString, model: SearchString, organization: SearchReference, patient: SearchReference, status: SearchToken, type: SearchToken, udi_carrier: SearchString, udi_di: SearchString, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceBundle - deviceDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, parent: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceDefinitionBundle - deviceMetrics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, identifier: SearchToken, parent: SearchReference, source: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceMetricBundle - deviceRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored_on: SearchDate, based_on: SearchReference, code: SearchToken, device: SearchReference, encounter: SearchReference, event_date: SearchDate, group_identifier: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, insurance: SearchReference, intent: SearchToken, patient: SearchReference, performer: SearchReference, prior_request: SearchReference, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceRequestBundle - deviceUseStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device: SearchReference, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceUseStatementBundle - diagnosticReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, conclusion: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, issued: SearchDate, media: SearchReference, patient: SearchReference, performer: SearchReference, result: SearchReference, results_interpreter: SearchReference, specimen: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DiagnosticReportBundle - documentManifests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, created: SearchDate, description: SearchString, identifier: SearchToken, item: SearchReference, patient: SearchReference, recipient: SearchReference, related_id: SearchToken, related_ref: SearchReference, source: SearchString, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DocumentManifestBundle - documentReferences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authenticator: SearchReference, author: SearchReference, category: SearchToken, contenttype: SearchToken, custodian: SearchReference, date: SearchDate, description: SearchString, encounter: SearchReference, event: SearchToken, facility: SearchToken, format: SearchToken, identifier: SearchToken, language: SearchToken, location: SearchString, patient: SearchReference, period: SearchDate, related: SearchReference, relatesto: SearchReference, relation: SearchToken, security_label: SearchToken, setting: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DocumentReferenceBundle - encounters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, appointment: SearchReference, based_on: SearchReference, class: SearchToken, date: SearchDate, diagnosis: SearchReference, episode_of_care: SearchReference, identifier: SearchToken, length: SearchQuantity, location: SearchReference, location_period: SearchDate, part_of: SearchReference, participant: SearchReference, participant_type: SearchToken, patient: SearchReference, practitioner: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, service_provider: SearchReference, special_arrangement: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EncounterBundle - endpoints(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, connection_type: SearchToken, identifier: SearchToken, name: SearchString, organization: SearchReference, payload_type: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EndpointBundle - enrollmentRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EnrollmentRequestBundle - enrollmentResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, request: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EnrollmentResponseBundle - episodesOfCare(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_manager: SearchReference, condition: SearchReference, date: SearchDate, identifier: SearchToken, incoming_referral: SearchReference, organization: SearchReference, patient: SearchReference, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EpisodeOfCareBundle - eventDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EventDefinitionBundle - evidences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceBundle - evidenceReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, identifier: SearchToken, publisher: SearchString, status: SearchToken, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceReportBundle - evidenceVariables(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceVariableBundle - exampleScenarios(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ExampleScenarioBundle - explanationOfBenefits(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_team: SearchReference, claim: SearchReference, coverage: SearchReference, created: SearchDate, detail_udi: SearchReference, disposition: SearchString, encounter: SearchReference, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, item_udi: SearchReference, patient: SearchReference, payee: SearchReference, procedure_udi: SearchReference, provider: SearchReference, status: SearchToken, subdetail_udi: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ExplanationOfBenefitBundle - familyMemberHistories(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, date: SearchDate, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, patient: SearchReference, relationship: SearchToken, sex: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): FamilyMemberHistoryBundle - flags(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, date: SearchDate, encounter: SearchReference, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): FlagBundle - goals(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, achievement_status: SearchToken, category: SearchToken, identifier: SearchToken, lifecycle_status: SearchToken, patient: SearchReference, start_date: SearchDate, subject: SearchReference, target_date: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GoalBundle - graphDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, start: SearchToken, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GraphDefinitionBundle - groups(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actual: SearchToken, characteristic: SearchToken, code: SearchToken, exclude: SearchToken, identifier: SearchToken, managing_entity: SearchReference, member: SearchReference, type: SearchToken, value: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GroupBundle - guidanceResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, request: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GuidanceResponseBundle - healthcareServices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, characteristic: SearchToken, coverage_area: SearchReference, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, name: SearchString, organization: SearchReference, program: SearchToken, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): HealthcareServiceBundle - imagingStudies(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, basedon: SearchReference, bodysite: SearchToken, dicom_class: SearchToken, encounter: SearchReference, endpoint: SearchReference, identifier: SearchToken, instance: SearchToken, interpreter: SearchReference, modality: SearchToken, patient: SearchReference, performer: SearchReference, reason: SearchToken, referrer: SearchReference, series: SearchToken, started: SearchDate, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImagingStudyBundle - immunizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, location: SearchReference, lot_number: SearchString, manufacturer: SearchReference, patient: SearchReference, performer: SearchReference, reaction: SearchReference, reaction_date: SearchDate, reason_code: SearchToken, reason_reference: SearchReference, series: SearchString, status: SearchToken, status_reason: SearchToken, target_disease: SearchToken, vaccine_code: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationBundle - immunizationEvaluations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, dose_status: SearchToken, identifier: SearchToken, immunization_event: SearchReference, patient: SearchReference, status: SearchToken, target_disease: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationEvaluationBundle - immunizationRecommendations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, information: SearchReference, patient: SearchReference, status: SearchToken, support: SearchReference, target_disease: SearchToken, vaccine_type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationRecommendationBundle - implementationGuides(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, description: SearchString, experimental: SearchToken, global: SearchReference, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, resource: SearchReference, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImplementationGuideBundle - ingredients(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, for: SearchReference, function: SearchToken, identifier: SearchToken, manufacturer: SearchReference, role: SearchToken, substance: SearchReference, substance_code: SearchToken, substance_definition: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): IngredientBundle - insurancePlans(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, administered_by: SearchReference, endpoint: SearchReference, identifier: SearchToken, name: SearchString, owned_by: SearchReference, phonetic: SearchString, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): InsurancePlanBundle - invoices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, date: SearchDate, identifier: SearchToken, issuer: SearchReference, participant: SearchReference, participant_role: SearchToken, patient: SearchReference, recipient: SearchReference, status: SearchToken, subject: SearchReference, totalgross: SearchQuantity, totalnet: SearchQuantity, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): InvoiceBundle - libraries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, content_type: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LibraryBundle - linkages(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, item: SearchReference, source: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LinkageBundle - lists(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, date: SearchDate, empty_reason: SearchToken, encounter: SearchReference, identifier: SearchToken, item: SearchReference, notes: SearchString, patient: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, title: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ListBundle - locations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, endpoint: SearchReference, identifier: SearchToken, name: SearchString, near: String, operational_status: SearchToken, organization: SearchReference, partof: SearchReference, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LocationBundle - manufacturedItemDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, dose_form: SearchToken, identifier: SearchToken, ingredient: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ManufacturedItemDefinitionBundle - measures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MeasureBundle - measureReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, evaluated_resource: SearchReference, identifier: SearchToken, measure: SearchReference, patient: SearchReference, period: SearchDate, reporter: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MeasureReportBundle - media(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, created: SearchDate, device: SearchReference, encounter: SearchReference, identifier: SearchToken, modality: SearchToken, operator: SearchReference, patient: SearchReference, site: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, view: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MediaBundle - medications(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, expiration_date: SearchDate, form: SearchToken, identifier: SearchToken, ingredient: SearchReference, ingredient_code: SearchToken, lot_number: SearchToken, manufacturer: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationBundle - medicationAdministrations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchReference, device: SearchReference, effective_time: SearchDate, identifier: SearchToken, medication: SearchReference, patient: SearchReference, performer: SearchReference, reason_given: SearchToken, reason_not_given: SearchToken, request: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationAdministrationBundle - medicationDispenses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchReference, destination: SearchReference, identifier: SearchToken, medication: SearchReference, patient: SearchReference, performer: SearchReference, prescription: SearchReference, receiver: SearchReference, responsibleparty: SearchReference, status: SearchToken, subject: SearchReference, type: SearchToken, whenhandedover: SearchDate, whenprepared: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationDispenseBundle - medicationKnowledges(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, classification: SearchToken, classification_type: SearchToken, code: SearchToken, doseform: SearchToken, ingredient: SearchReference, ingredient_code: SearchToken, manufacturer: SearchReference, monitoring_program_name: SearchToken, monitoring_program_type: SearchToken, monograph: SearchReference, monograph_type: SearchToken, source_cost: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationKnowledgeBundle - medicationRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authoredon: SearchDate, category: SearchToken, code: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, intended_dispenser: SearchReference, intended_performer: SearchReference, intended_performertype: SearchToken, intent: SearchToken, medication: SearchReference, patient: SearchReference, priority: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationRequestBundle - medicationStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, code: SearchToken, context: SearchReference, effective: SearchDate, identifier: SearchToken, medication: SearchReference, part_of: SearchReference, patient: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationStatementBundle - medicinalProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, characteristic: SearchToken, characteristic_type: SearchToken, contact: SearchReference, domain: SearchToken, identifier: SearchToken, ingredient: SearchToken, master_file: SearchReference, name: SearchString, name_language: SearchToken, product_classification: SearchToken, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicinalProductDefinitionBundle - messageDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, event: SearchToken, focus: SearchToken, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, parent: SearchReference, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MessageDefinitionBundle - messageHeaders(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, destination: SearchString, destination_uri: SearchString, enterer: SearchReference, event: SearchToken, focus: SearchReference, receiver: SearchReference, response_id: SearchToken, responsible: SearchReference, sender: SearchReference, source: SearchString, source_uri: SearchString, target: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MessageHeaderBundle - molecularSequences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, chromosome: SearchToken, identifier: SearchToken, patient: SearchReference, referenceseqid: SearchToken, type: SearchToken, variant_end: SearchNumber, variant_start: SearchNumber, window_end: SearchNumber, window_start: SearchNumber, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MolecularSequenceBundle - namingSystems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contact: SearchString, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, id_type: SearchToken, jurisdiction: SearchToken, kind: SearchToken, name: SearchString, period: SearchDate, publisher: SearchString, responsible: SearchString, status: SearchToken, telecom: SearchToken, type: SearchToken, value: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NamingSystemBundle - nutritionOrders(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, additive: SearchToken, datetime: SearchDate, encounter: SearchReference, formula: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, oraldiet: SearchToken, patient: SearchReference, provider: SearchReference, status: SearchToken, supplement: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NutritionOrderBundle - nutritionProducts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NutritionProductBundle - observations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, combo_code: SearchToken, combo_data_absent_reason: SearchToken, combo_value_concept: SearchToken, combo_value_quantity: SearchQuantity, component_code: SearchToken, component_data_absent_reason: SearchToken, component_value_concept: SearchToken, component_value_quantity: SearchQuantity, data_absent_reason: SearchToken, date: SearchDate, derived_from: SearchReference, device: SearchReference, encounter: SearchReference, focus: SearchReference, has_member: SearchReference, identifier: SearchToken, method: SearchToken, part_of: SearchReference, patient: SearchReference, performer: SearchReference, specimen: SearchReference, status: SearchToken, subject: SearchReference, value_concept: SearchToken, value_date: SearchDate, value_quantity: SearchQuantity, value_string: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ObservationBundle - observationDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ObservationDefinitionBundle - operationDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, base: SearchReference, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, input_profile: SearchReference, instance: SearchToken, jurisdiction: SearchToken, kind: SearchToken, name: SearchString, output_profile: SearchReference, publisher: SearchString, status: SearchToken, system: SearchToken, title: SearchString, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OperationDefinitionBundle - operationOutcomes(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OperationOutcomeBundle - organizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, endpoint: SearchReference, identifier: SearchToken, name: SearchString, partof: SearchReference, phonetic: SearchString, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OrganizationBundle - organizationAffiliations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, date: SearchDate, email: SearchToken, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, network: SearchReference, participating_organization: SearchReference, phone: SearchToken, primary_organization: SearchReference, role: SearchToken, service: SearchReference, specialty: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OrganizationAffiliationBundle - packagedProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, biological: SearchReference, contained_item: SearchReference, device: SearchReference, identifier: SearchToken, manufactured_item: SearchReference, medication: SearchReference, name: SearchToken, nutrition: SearchReference, package: SearchReference, package_for: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PackagedProductDefinitionBundle - parameters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ParametersBundle - patients(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, death_date: SearchDate, deceased: SearchToken, email: SearchToken, family: SearchString, gender: SearchToken, general_practitioner: SearchReference, given: SearchString, identifier: SearchToken, language: SearchToken, link: SearchReference, name: SearchString, organization: SearchReference, phone: SearchToken, phonetic: SearchString, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PatientBundle - paymentNotices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, identifier: SearchToken, payment_status: SearchToken, provider: SearchReference, request: SearchReference, response: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PaymentNoticeBundle - paymentReconciliations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, outcome: SearchToken, payment_issuer: SearchReference, request: SearchReference, requestor: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PaymentReconciliationBundle - persons(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, email: SearchToken, family: SearchString, gender: SearchToken, given: SearchString, identifier: SearchToken, link: SearchReference, name: SearchString, organization: SearchReference, patient: SearchReference, phone: SearchToken, phonetic: SearchString, practitioner: SearchReference, relatedperson: SearchReference, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PersonBundle - planDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, definition: SearchReference, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PlanDefinitionBundle - practitioners(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, communication: SearchToken, email: SearchToken, family: SearchString, gender: SearchToken, given: SearchString, identifier: SearchToken, name: SearchString, phone: SearchToken, phonetic: SearchString, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PractitionerBundle - practitionerRoles(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, date: SearchDate, email: SearchToken, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, organization: SearchReference, phone: SearchToken, practitioner: SearchReference, role: SearchToken, service: SearchReference, specialty: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PractitionerRoleBundle - procedures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, location: SearchReference, part_of: SearchReference, patient: SearchReference, performer: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ProcedureBundle - provenances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, agent: SearchReference, agent_role: SearchToken, agent_type: SearchToken, entity: SearchReference, location: SearchReference, patient: SearchReference, recorded: SearchDate, signature_type: SearchToken, target: SearchReference, when: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ProvenanceBundle - questionnaires(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, definition: SearchString, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, subject_type: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): QuestionnaireBundle - questionnaireResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, authored: SearchDate, based_on: SearchReference, encounter: SearchReference, identifier: SearchToken, part_of: SearchReference, patient: SearchReference, questionnaire: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): QuestionnaireResponseBundle - regulatedAuthorizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, case: SearchToken, case_type: SearchToken, holder: SearchReference, identifier: SearchToken, region: SearchToken, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RegulatedAuthorizationBundle - relatedPersons(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, email: SearchToken, gender: SearchToken, identifier: SearchToken, name: SearchString, patient: SearchReference, phone: SearchToken, phonetic: SearchString, relationship: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RelatedPersonBundle - requestGroups(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, authored: SearchDate, code: SearchToken, encounter: SearchReference, group_identifier: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, participant: SearchReference, patient: SearchReference, priority: SearchToken, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RequestGroupBundle - researchDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchDefinitionBundle - researchElementDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchElementDefinitionBundle - researchStudies(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, focus: SearchToken, identifier: SearchToken, keyword: SearchToken, location: SearchToken, partof: SearchReference, principalinvestigator: SearchReference, protocol: SearchReference, site: SearchReference, sponsor: SearchReference, status: SearchToken, title: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchStudyBundle - researchSubjects(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, individual: SearchReference, patient: SearchReference, status: SearchToken, study: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchSubjectBundle - riskAssessments(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, condition: SearchReference, date: SearchDate, encounter: SearchReference, identifier: SearchToken, method: SearchToken, patient: SearchReference, performer: SearchReference, probability: SearchNumber, risk: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RiskAssessmentBundle - schedules(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, actor: SearchReference, date: SearchDate, identifier: SearchToken, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ScheduleBundle - searchParameters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, base: SearchToken, code: SearchToken, component: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, derived_from: SearchReference, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, target: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SearchParameterBundle - serviceRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored: SearchDate, based_on: SearchReference, body_site: SearchToken, category: SearchToken, code: SearchToken, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, occurrence: SearchDate, patient: SearchReference, performer: SearchReference, performer_type: SearchToken, priority: SearchToken, replaces: SearchReference, requester: SearchReference, requisition: SearchToken, specimen: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ServiceRequestBundle - slots(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, appointment_type: SearchToken, identifier: SearchToken, schedule: SearchReference, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, start: SearchDate, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SlotBundle - specimens(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, accession: SearchToken, bodysite: SearchToken, collected: SearchDate, collector: SearchReference, container: SearchToken, container_id: SearchToken, identifier: SearchToken, parent: SearchReference, patient: SearchReference, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SpecimenBundle - specimenDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, container: SearchToken, identifier: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SpecimenDefinitionBundle - structureDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, abstract: SearchToken, base: SearchReference, base_path: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, derivation: SearchToken, description: SearchString, experimental: SearchToken, ext_context: SearchToken, identifier: SearchToken, jurisdiction: SearchToken, keyword: SearchToken, kind: SearchToken, name: SearchString, path: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, type: SearchString, url: SearchString, valueset: SearchReference, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): StructureDefinitionBundle - structureMaps(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): StructureMapBundle - subscriptions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contact: SearchToken, criteria: SearchString, payload: SearchToken, status: SearchToken, type: SearchToken, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionBundle - subscriptionStatuses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionStatusBundle - subscriptionTopics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, derived_or_self: SearchString, identifier: SearchToken, resource: SearchString, status: SearchToken, title: SearchString, trigger_description: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionTopicBundle - substances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, code: SearchToken, container_identifier: SearchToken, expiry: SearchDate, identifier: SearchToken, quantity: SearchQuantity, status: SearchToken, substance_reference: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubstanceBundle - substanceDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, classification: SearchToken, code: SearchToken, domain: SearchToken, identifier: SearchToken, name: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubstanceDefinitionBundle - supplyDeliveries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, receiver: SearchReference, status: SearchToken, supplier: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SupplyDeliveryBundle - supplyRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, identifier: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, supplier: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SupplyRequestBundle - tasks(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored_on: SearchDate, based_on: SearchReference, business_status: SearchToken, code: SearchToken, encounter: SearchReference, focus: SearchReference, group_identifier: SearchToken, identifier: SearchToken, intent: SearchToken, modified: SearchDate, owner: SearchReference, part_of: SearchReference, patient: SearchReference, performer: SearchToken, period: SearchDate, priority: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TaskBundle - terminologyCapabilities(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TerminologyCapabilitiesBundle - testReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, issued: SearchDate, participant: SearchString, result: SearchToken, tester: SearchString, testscript: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TestReportBundle - testScripts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, testscript_capability: SearchString, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TestScriptBundle - valueSets(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, expansion: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, reference: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ValueSetBundle - verificationResults(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, target: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): VerificationResultBundle - visionPrescriptions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, datewritten: SearchDate, encounter: SearchReference, identifier: SearchToken, patient: SearchReference, prescriber: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): VisionPrescriptionBundle - _entities(representations: [_Any!]!): [_Entity]! - _service: _Service! -} - -type AccountCoverageCoverageReference { - id: String - extension: [Extension] - reference: String - resource: Coverage - type: URI - identifier: Identifier - display: String -} - -type AccountCoverage { - id: String - extension: [Extension] - modifierExtension: [Extension] - coverage: AccountCoverageCoverageReference - priority: Int -} - -union AccountGuarantorParty = Patient | RelatedPerson | Organization - -type AccountGuarantorPartyReference { - id: String - extension: [Extension] - reference: String - resource: AccountGuarantorParty - type: URI - identifier: Identifier - display: String -} - -type AccountGuarantor { - id: String - extension: [Extension] - modifierExtension: [Extension] - party: AccountGuarantorPartyReference - onHold: Boolean - period: Period -} - -type ActivityDefinitionDynamicValue { - id: String - extension: [Extension] - modifierExtension: [Extension] - path: String - expression: Expression -} - -type ActivityDefinitionParticipant { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - role: CodeableConcept -} - -type AdministrableProductDefinitionProperty { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueDate: Date - valueBoolean: Boolean - valueAttachment: Attachment - status: CodeableConcept -} - -type AdministrableProductDefinitionRouteOfAdministration { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - firstDose: Quantity - maxSingleDose: Quantity - maxDosePerDay: Quantity - maxDosePerTreatmentPeriod: Ratio - maxTreatmentPeriod: Quantity - targetSpecies: [AdministrableProductDefinitionTargetSpecies] -} - -type AdministrableProductDefinitionTargetSpecies { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - withdrawalPeriod: [AdministrableProductDefinitionWithdrawalPeriod] -} - -type AdministrableProductDefinitionWithdrawalPeriod { - id: String - extension: [Extension] - modifierExtension: [Extension] - tissue: CodeableConcept - value: Quantity - supportingInformation: String -} - -union AdverseEventCausalityAuthor = Practitioner | PractitionerRole - -type AdverseEventCausalityAuthorReference { - id: String - extension: [Extension] - reference: String - resource: AdverseEventCausalityAuthor - type: URI - identifier: Identifier - display: String -} - -type AdverseEventCausality { - id: String - extension: [Extension] - modifierExtension: [Extension] - assessment: CodeableConcept - productRelatedness: String - author: AdverseEventCausalityAuthorReference - method: CodeableConcept -} - -union AdverseEventSuspectEntityInstance = Immunization | Procedure | Substance | Medication | MedicationAdministration | MedicationStatement | Device - -type AdverseEventSuspectEntityInstanceReference { - id: String - extension: [Extension] - reference: String - resource: AdverseEventSuspectEntityInstance - type: URI - identifier: Identifier - display: String -} - -type AdverseEventSuspectEntity { - id: String - extension: [Extension] - modifierExtension: [Extension] - instance: AdverseEventSuspectEntityInstanceReference - causality: [AdverseEventCausality] -} - -type AllergyIntoleranceReaction { - id: String - extension: [Extension] - modifierExtension: [Extension] - substance: CodeableConcept - manifestation: [CodeableConcept] - description: String - onset: DateTime - severity: Code - exposureRoute: CodeableConcept - note: [Annotation] -} - -union AppointmentParticipantActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location - -type AppointmentParticipantActorReference { - id: String - extension: [Extension] - reference: String - resource: AppointmentParticipantActor - type: URI - identifier: Identifier - display: String -} - -type AppointmentParticipant { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: [CodeableConcept] - actor: AppointmentParticipantActorReference - required: Code - status: Code - period: Period -} - -union AuditEventAgentWho = PractitionerRole | Practitioner | Organization | Device | Patient | RelatedPerson - -type AuditEventAgentWhoReference { - id: String - extension: [Extension] - reference: String - resource: AuditEventAgentWho - type: URI - identifier: Identifier - display: String -} - -type AuditEventAgentLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type AuditEventAgent { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - role: [CodeableConcept] - who: AuditEventAgentWhoReference - altId: String - name: String - requestor: Boolean - location: AuditEventAgentLocationReference - policy: [URI] - media: Coding - network: AuditEventNetwork - purposeOfUse: [CodeableConcept] -} - -type AuditEventDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: String - valueString: String - valueBase64Binary: Base64Binary -} - -type AuditEventEntityWhatReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type AuditEventEntity { - id: String - extension: [Extension] - modifierExtension: [Extension] - what: AuditEventEntityWhatReference - type: Coding - role: Coding - lifecycle: Coding - securityLabel: [Coding] - name: String - description: String - query: Base64Binary - detail: [AuditEventDetail] -} - -type AuditEventNetwork { - id: String - extension: [Extension] - modifierExtension: [Extension] - address: String - type: Code -} - -union AuditEventSourceObserver = PractitionerRole | Practitioner | Organization | Device | Patient | RelatedPerson - -type AuditEventSourceObserverReference { - id: String - extension: [Extension] - reference: String - resource: AuditEventSourceObserver - type: URI - identifier: Identifier - display: String -} - -type AuditEventSource { - id: String - extension: [Extension] - modifierExtension: [Extension] - site: String - observer: AuditEventSourceObserverReference - type: [Coding] -} - -union BiologicallyDerivedProductCollectionCollector = Practitioner | PractitionerRole - -type BiologicallyDerivedProductCollectionCollectorReference { - id: String - extension: [Extension] - reference: String - resource: BiologicallyDerivedProductCollectionCollector - type: URI - identifier: Identifier - display: String -} - -union BiologicallyDerivedProductCollectionSource = Patient | Organization - -type BiologicallyDerivedProductCollectionSourceReference { - id: String - extension: [Extension] - reference: String - resource: BiologicallyDerivedProductCollectionSource - type: URI - identifier: Identifier - display: String -} - -type BiologicallyDerivedProductCollection { - id: String - extension: [Extension] - modifierExtension: [Extension] - collector: BiologicallyDerivedProductCollectionCollectorReference - source: BiologicallyDerivedProductCollectionSourceReference - collectedDateTime: DateTime - collectedPeriod: Period -} - -type BiologicallyDerivedProductManipulation { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - timeDateTime: DateTime - timePeriod: Period -} - -type BiologicallyDerivedProductProcessingAdditiveReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type BiologicallyDerivedProductProcessing { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - procedure: CodeableConcept - additive: BiologicallyDerivedProductProcessingAdditiveReference - timeDateTime: DateTime - timePeriod: Period -} - -type BiologicallyDerivedProductStorage { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - temperature: Float - scale: Code - duration: Period -} - -type BundleEntry { - id: String - extension: [Extension] - modifierExtension: [Extension] - link: [BundleLink] - fullUrl: URI - resource: Resource - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type BundleLink { - id: String - extension: [Extension] - modifierExtension: [Extension] - relation: String - url: URI -} - -type BundleRequest { - id: String - extension: [Extension] - modifierExtension: [Extension] - method: Code - url: URI - ifNoneMatch: String - ifModifiedSince: Instant - ifMatch: String - ifNoneExist: String -} - -type BundleResponse { - id: String - extension: [Extension] - modifierExtension: [Extension] - status: String - location: URI - etag: String - lastModified: Instant - outcome: Resource -} - -type BundleSearch { - id: String - extension: [Extension] - modifierExtension: [Extension] - mode: Code - score: Float -} - -type CapabilityStatementDocument { - id: String - extension: [Extension] - modifierExtension: [Extension] - mode: Code - documentation: Markdown - profile: Canonical -} - -type CapabilityStatementEndpoint { - id: String - extension: [Extension] - modifierExtension: [Extension] - protocol: Coding - address: URL -} - -type CapabilityStatementImplementationCustodianReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CapabilityStatementImplementation { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - url: URL - custodian: CapabilityStatementImplementationCustodianReference -} - -type CapabilityStatementInteraction { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - documentation: Markdown -} - -type CapabilityStatementInteraction1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - documentation: Markdown -} - -type CapabilityStatementMessaging { - id: String - extension: [Extension] - modifierExtension: [Extension] - endpoint: [CapabilityStatementEndpoint] - reliableCache: Int - documentation: Markdown - supportedMessage: [CapabilityStatementSupportedMessage] -} - -type CapabilityStatementOperation { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - definition: Canonical - documentation: Markdown -} - -type CapabilityStatementResource { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - profile: Canonical - supportedProfile: [Canonical] - documentation: Markdown - interaction: [CapabilityStatementInteraction] - versioning: Code - readHistory: Boolean - updateCreate: Boolean - conditionalCreate: Boolean - conditionalRead: Code - conditionalUpdate: Boolean - conditionalDelete: Code - referencePolicy: [Code] - searchInclude: [String] - searchRevInclude: [String] - searchParam: [CapabilityStatementSearchParam] - operation: [CapabilityStatementOperation] -} - -type CapabilityStatementRest { - id: String - extension: [Extension] - modifierExtension: [Extension] - mode: Code - documentation: Markdown - security: CapabilityStatementSecurity - resource: [CapabilityStatementResource] - interaction: [CapabilityStatementInteraction1] - searchParam: [CapabilityStatementSearchParam] - operation: [CapabilityStatementOperation] - compartment: [Canonical] -} - -type CapabilityStatementSearchParam { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - definition: Canonical - type: Code - documentation: Markdown -} - -type CapabilityStatementSecurity { - id: String - extension: [Extension] - modifierExtension: [Extension] - cors: Boolean - service: [CodeableConcept] - description: Markdown -} - -type CapabilityStatementSoftware { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - version: String - releaseDate: DateTime -} - -type CapabilityStatementSupportedMessage { - id: String - extension: [Extension] - modifierExtension: [Extension] - mode: Code - definition: Canonical -} - -type CarePlanActivityOutcomeReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union CarePlanActivityReference = Appointment | CommunicationRequest | DeviceRequest | MedicationRequest | NutritionOrder | Task | ServiceRequest | VisionPrescription | RequestGroup - -type CarePlanActivityReferenceReference { - id: String - extension: [Extension] - reference: String - resource: CarePlanActivityReference - type: URI - identifier: Identifier - display: String -} - -type CarePlanActivity { - id: String - extension: [Extension] - modifierExtension: [Extension] - outcomeCodeableConcept: [CodeableConcept] - outcomeReference: [CarePlanActivityOutcomeReferenceReference] - progress: [Annotation] - reference: CarePlanActivityReferenceReference - detail: CarePlanDetail -} - -union CarePlanDetailReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type CarePlanDetailReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: CarePlanDetailReasonReference - type: URI - identifier: Identifier - display: String -} - -type CarePlanDetailGoalReference { - id: String - extension: [Extension] - reference: String - resource: Goal - type: URI - identifier: Identifier - display: String -} - -type CarePlanDetailLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union CarePlanDetailPerformer = Practitioner | PractitionerRole | Organization | RelatedPerson | Patient | CareTeam | HealthcareService | Device - -type CarePlanDetailPerformerReference { - id: String - extension: [Extension] - reference: String - resource: CarePlanDetailPerformer - type: URI - identifier: Identifier - display: String -} - -union CarePlanDetailProductReference = Medication | Substance - -type CarePlanDetailProductReferenceReference { - id: String - extension: [Extension] - reference: String - resource: CarePlanDetailProductReference - type: URI - identifier: Identifier - display: String -} - -type CarePlanDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - kind: Code - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - code: CodeableConcept - reasonCode: [CodeableConcept] - reasonReference: [CarePlanDetailReasonReferenceReference] - goal: [CarePlanDetailGoalReference] - status: Code - statusReason: CodeableConcept - doNotPerform: Boolean - scheduledTiming: Timing - scheduledPeriod: Period - scheduledString: String - location: CarePlanDetailLocationReference - performer: [CarePlanDetailPerformerReference] - productCodeableConcept: CodeableConcept - productReference: CarePlanDetailProductReferenceReference - dailyAmount: Quantity - quantity: Quantity - description: String -} - -union CareTeamParticipantMember = Practitioner | PractitionerRole | RelatedPerson | Patient | Organization | CareTeam - -type CareTeamParticipantMemberReference { - id: String - extension: [Extension] - reference: String - resource: CareTeamParticipantMember - type: URI - identifier: Identifier - display: String -} - -type CareTeamParticipantOnBehalfOfReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CareTeamParticipant { - id: String - extension: [Extension] - modifierExtension: [Extension] - role: [CodeableConcept] - member: CareTeamParticipantMemberReference - onBehalfOf: CareTeamParticipantOnBehalfOfReference - period: Period -} - -type CatalogEntryRelatedEntryItemReference { - id: String - extension: [Extension] - reference: String - resource: CatalogEntry - type: URI - identifier: Identifier - display: String -} - -type CatalogEntryRelatedEntry { - id: String - extension: [Extension] - modifierExtension: [Extension] - relationtype: Code - item: CatalogEntryRelatedEntryItemReference -} - -type ChargeItemDefinitionApplicability { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - language: String - expression: String -} - -type ChargeItemDefinitionPriceComponent { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - code: CodeableConcept - factor: Float - amount: Money -} - -type ChargeItemDefinitionPropertyGroup { - id: String - extension: [Extension] - modifierExtension: [Extension] - applicability: [ChargeItemDefinitionApplicability] - priceComponent: [ChargeItemDefinitionPriceComponent] -} - -union ChargeItemPerformerActor = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson - -type ChargeItemPerformerActorReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItemPerformerActor - type: URI - identifier: Identifier - display: String -} - -type ChargeItemPerformer { - id: String - extension: [Extension] - modifierExtension: [Extension] - function: CodeableConcept - actor: ChargeItemPerformerActorReference -} - -type CitationAbstract { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - language: CodeableConcept - text: Markdown - copyright: Markdown -} - -type CitationAffiliationInfo { - id: String - extension: [Extension] - modifierExtension: [Extension] - affiliation: String - role: String - identifier: [Identifier] -} - -type CitationCitedArtifact { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - relatedIdentifier: [Identifier] - dateAccessed: DateTime - version: CitationVersion - currentState: [CodeableConcept] - statusDate: [CitationStatusDate1] - title: [CitationTitle] - abstract: [CitationAbstract] - part: CitationPart - relatesTo: [CitationRelatesTo1] - publicationForm: [CitationPublicationForm] - webLocation: [CitationWebLocation] - classification: [CitationClassification1] - contributorship: CitationContributorship - note: [Annotation] -} - -type CitationClassification { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - classifier: [CodeableConcept] -} - -type CitationClassification1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - classifier: [CodeableConcept] - whoClassified: CitationWhoClassified -} - -type CitationContributionInstance { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - time: DateTime -} - -type CitationContributorship { - id: String - extension: [Extension] - modifierExtension: [Extension] - complete: Boolean - entry: [CitationEntry] - summary: [CitationSummary1] -} - -type CitationDateOfPublication { - id: String - extension: [Extension] - modifierExtension: [Extension] - date: Date - year: String - month: String - day: String - season: String - text: String -} - -type CitationEntry { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: HumanName - initials: String - collectiveName: String - identifier: [Identifier] - affiliationInfo: [CitationAffiliationInfo] - address: [Address] - telecom: [ContactPoint] - contributionType: [CodeableConcept] - role: CodeableConcept - contributionInstance: [CitationContributionInstance] - correspondingContact: Boolean - listOrder: Int -} - -type CitationPartBaseCitationReference { - id: String - extension: [Extension] - reference: String - resource: Citation - type: URI - identifier: Identifier - display: String -} - -type CitationPart { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - value: String - baseCitation: CitationPartBaseCitationReference -} - -type CitationPeriodicRelease { - id: String - extension: [Extension] - modifierExtension: [Extension] - citedMedium: CodeableConcept - volume: String - issue: String - dateOfPublication: CitationDateOfPublication -} - -type CitationPublicationForm { - id: String - extension: [Extension] - modifierExtension: [Extension] - publishedIn: CitationPublishedIn - periodicRelease: CitationPeriodicRelease - articleDate: DateTime - lastRevisionDate: DateTime - language: [CodeableConcept] - accessionNumber: String - pageString: String - firstPage: String - lastPage: String - pageCount: String - copyright: Markdown -} - -type CitationPublishedInPublisherReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CitationPublishedIn { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - identifier: [Identifier] - title: String - publisher: CitationPublishedInPublisherReference - publisherLocation: String -} - -type CitationRelatesToTargetReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CitationRelatesTo { - id: String - extension: [Extension] - modifierExtension: [Extension] - relationshipType: CodeableConcept - targetClassifier: [CodeableConcept] - targetUri: URI - targetIdentifier: Identifier - targetReference: CitationRelatesToTargetReferenceReference - targetAttachment: Attachment -} - -type CitationRelatesTo1TargetReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CitationRelatesTo1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - relationshipType: CodeableConcept - targetClassifier: [CodeableConcept] - targetUri: URI - targetIdentifier: Identifier - targetReference: CitationRelatesTo1TargetReferenceReference - targetAttachment: Attachment -} - -type CitationStatusDate { - id: String - extension: [Extension] - modifierExtension: [Extension] - activity: CodeableConcept - actual: Boolean - period: Period -} - -type CitationStatusDate1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - activity: CodeableConcept - actual: Boolean - period: Period -} - -type CitationSummary { - id: String - extension: [Extension] - modifierExtension: [Extension] - style: CodeableConcept - text: Markdown -} - -type CitationSummary1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - style: CodeableConcept - source: CodeableConcept - value: Markdown -} - -type CitationTitle { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: [CodeableConcept] - language: CodeableConcept - text: Markdown -} - -type CitationVersionBaseCitationReference { - id: String - extension: [Extension] - reference: String - resource: Citation - type: URI - identifier: Identifier - display: String -} - -type CitationVersion { - id: String - extension: [Extension] - modifierExtension: [Extension] - value: String - baseCitation: CitationVersionBaseCitationReference -} - -type CitationWebLocation { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - url: URI -} - -union CitationWhoClassifiedPerson = Person | Practitioner - -type CitationWhoClassifiedPersonReference { - id: String - extension: [Extension] - reference: String - resource: CitationWhoClassifiedPerson - type: URI - identifier: Identifier - display: String -} - -type CitationWhoClassifiedOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CitationWhoClassifiedPublisherReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CitationWhoClassified { - id: String - extension: [Extension] - modifierExtension: [Extension] - person: CitationWhoClassifiedPersonReference - organization: CitationWhoClassifiedOrganizationReference - publisher: CitationWhoClassifiedPublisherReference - classifierCopyright: String - freeToShare: Boolean -} - -type ClaimAccidentLocationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ClaimAccident { - id: String - extension: [Extension] - modifierExtension: [Extension] - date: Date - type: CodeableConcept - locationAddress: Address - locationReference: ClaimAccidentLocationReferenceReference -} - -union ClaimCareTeamProvider = Practitioner | PractitionerRole | Organization - -type ClaimCareTeamProviderReference { - id: String - extension: [Extension] - reference: String - resource: ClaimCareTeamProvider - type: URI - identifier: Identifier - display: String -} - -type ClaimCareTeam { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - provider: ClaimCareTeamProviderReference - responsible: Boolean - role: CodeableConcept - qualification: CodeableConcept -} - -type ClaimDetailUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ClaimDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - revenue: CodeableConcept - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - udi: [ClaimDetailUdiReference] - subDetail: [ClaimSubDetail] -} - -type ClaimDiagnosisDiagnosisReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -type ClaimDiagnosis { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - diagnosisCodeableConcept: CodeableConcept - diagnosisReference: ClaimDiagnosisDiagnosisReferenceReference - type: [CodeableConcept] - onAdmission: CodeableConcept - packageCode: CodeableConcept -} - -type ClaimInsuranceCoverageReference { - id: String - extension: [Extension] - reference: String - resource: Coverage - type: URI - identifier: Identifier - display: String -} - -type ClaimInsuranceClaimResponseReference { - id: String - extension: [Extension] - reference: String - resource: ClaimResponse - type: URI - identifier: Identifier - display: String -} - -type ClaimInsurance { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - focal: Boolean - identifier: Identifier - coverage: ClaimInsuranceCoverageReference - businessArrangement: String - preAuthRef: [String] - claimResponse: ClaimInsuranceClaimResponseReference -} - -type ClaimItemLocationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ClaimItemUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ClaimItemEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type ClaimItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - careTeamSequence: [Int] - diagnosisSequence: [Int] - procedureSequence: [Int] - informationSequence: [Int] - revenue: CodeableConcept - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - servicedDate: Date - servicedPeriod: Period - locationCodeableConcept: CodeableConcept - locationAddress: Address - locationReference: ClaimItemLocationReferenceReference - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - udi: [ClaimItemUdiReference] - bodySite: CodeableConcept - subSite: [CodeableConcept] - encounter: [ClaimItemEncounterReference] - detail: [ClaimDetail] -} - -union ClaimPayeeParty = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson - -type ClaimPayeePartyReference { - id: String - extension: [Extension] - reference: String - resource: ClaimPayeeParty - type: URI - identifier: Identifier - display: String -} - -type ClaimPayee { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - party: ClaimPayeePartyReference -} - -type ClaimProcedureProcedureReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Procedure - type: URI - identifier: Identifier - display: String -} - -type ClaimProcedureUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ClaimProcedure { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - type: [CodeableConcept] - date: DateTime - procedureCodeableConcept: CodeableConcept - procedureReference: ClaimProcedureProcedureReferenceReference - udi: [ClaimProcedureUdiReference] -} - -type ClaimRelatedClaimReference { - id: String - extension: [Extension] - reference: String - resource: Claim - type: URI - identifier: Identifier - display: String -} - -type ClaimRelated { - id: String - extension: [Extension] - modifierExtension: [Extension] - claim: ClaimRelatedClaimReference - relationship: CodeableConcept - reference: Identifier -} - -union ClaimResponseAddItemProvider = Practitioner | PractitionerRole | Organization - -type ClaimResponseAddItemProviderReference { - id: String - extension: [Extension] - reference: String - resource: ClaimResponseAddItemProvider - type: URI - identifier: Identifier - display: String -} - -type ClaimResponseAddItemLocationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ClaimResponseAddItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemSequence: [Int] - detailSequence: [Int] - subdetailSequence: [Int] - provider: [ClaimResponseAddItemProviderReference] - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - servicedDate: Date - servicedPeriod: Period - locationCodeableConcept: CodeableConcept - locationAddress: Address - locationReference: ClaimResponseAddItemLocationReferenceReference - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - bodySite: CodeableConcept - subSite: [CodeableConcept] - noteNumber: [Int] - adjudication: [ClaimResponseAdjudication] - detail: [ClaimResponseDetail1] -} - -type ClaimResponseAdjudication { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - reason: CodeableConcept - amount: Money - value: Float -} - -type ClaimResponseDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - detailSequence: Int - noteNumber: [Int] - adjudication: [ClaimResponseAdjudication] - subDetail: [ClaimResponseSubDetail] -} - -type ClaimResponseDetail1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - productOrService: CodeableConcept - modifier: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - noteNumber: [Int] - adjudication: [ClaimResponseAdjudication] - subDetail: [ClaimResponseSubDetail1] -} - -type ClaimResponseError { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemSequence: Int - detailSequence: Int - subDetailSequence: Int - code: CodeableConcept -} - -type ClaimResponseInsuranceCoverageReference { - id: String - extension: [Extension] - reference: String - resource: Coverage - type: URI - identifier: Identifier - display: String -} - -type ClaimResponseInsuranceClaimResponseReference { - id: String - extension: [Extension] - reference: String - resource: ClaimResponse - type: URI - identifier: Identifier - display: String -} - -type ClaimResponseInsurance { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - focal: Boolean - coverage: ClaimResponseInsuranceCoverageReference - businessArrangement: String - claimResponse: ClaimResponseInsuranceClaimResponseReference -} - -type ClaimResponseItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemSequence: Int - noteNumber: [Int] - adjudication: [ClaimResponseAdjudication] - detail: [ClaimResponseDetail] -} - -type ClaimResponsePayment { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - adjustment: Money - adjustmentReason: CodeableConcept - date: Date - amount: Money - identifier: Identifier -} - -type ClaimResponseProcessNote { - id: String - extension: [Extension] - modifierExtension: [Extension] - number: Int - type: Code - text: String - language: CodeableConcept -} - -type ClaimResponseSubDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - subDetailSequence: Int - noteNumber: [Int] - adjudication: [ClaimResponseAdjudication] -} - -type ClaimResponseSubDetail1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - productOrService: CodeableConcept - modifier: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - noteNumber: [Int] - adjudication: [ClaimResponseAdjudication] -} - -type ClaimResponseTotal { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - amount: Money -} - -type ClaimSubDetailUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ClaimSubDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - revenue: CodeableConcept - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - udi: [ClaimSubDetailUdiReference] -} - -type ClaimSupportingInfoValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ClaimSupportingInfo { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - category: CodeableConcept - code: CodeableConcept - timingDate: Date - timingPeriod: Period - valueBoolean: Boolean - valueString: String - valueQuantity: Quantity - valueAttachment: Attachment - valueReference: ClaimSupportingInfoValueReferenceReference - reason: CodeableConcept -} - -union ClinicalImpressionFindingItemReference = Condition | Observation | Media - -type ClinicalImpressionFindingItemReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalImpressionFindingItemReference - type: URI - identifier: Identifier - display: String -} - -type ClinicalImpressionFinding { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemCodeableConcept: CodeableConcept - itemReference: ClinicalImpressionFindingItemReferenceReference - basis: String -} - -union ClinicalImpressionInvestigationItem = Observation | QuestionnaireResponse | FamilyMemberHistory | DiagnosticReport | RiskAssessment | ImagingStudy | Media - -type ClinicalImpressionInvestigationItemReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalImpressionInvestigationItem - type: URI - identifier: Identifier - display: String -} - -type ClinicalImpressionInvestigation { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - item: [ClinicalImpressionInvestigationItemReference] -} - -type ClinicalUseDefinitionContraindicationDiseaseSymptomProcedureReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionContraindicationDiseaseStatusReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionContraindicationComorbidityReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionContraindicationIndicationReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalUseDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionContraindication { - id: String - extension: [Extension] - modifierExtension: [Extension] - diseaseSymptomProcedure: ClinicalUseDefinitionContraindicationDiseaseSymptomProcedureReference - diseaseStatus: ClinicalUseDefinitionContraindicationDiseaseStatusReference - comorbidity: [ClinicalUseDefinitionContraindicationComorbidityReference] - indication: [ClinicalUseDefinitionContraindicationIndicationReference] - otherTherapy: [ClinicalUseDefinitionOtherTherapy] -} - -type ClinicalUseDefinitionIndicationDiseaseSymptomProcedureReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionIndicationDiseaseStatusReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionIndicationComorbidityReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionIndicationIntendedEffectReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionIndicationUndesirableEffectReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalUseDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionIndication { - id: String - extension: [Extension] - modifierExtension: [Extension] - diseaseSymptomProcedure: ClinicalUseDefinitionIndicationDiseaseSymptomProcedureReference - diseaseStatus: ClinicalUseDefinitionIndicationDiseaseStatusReference - comorbidity: [ClinicalUseDefinitionIndicationComorbidityReference] - intendedEffect: ClinicalUseDefinitionIndicationIntendedEffectReference - durationRange: Range - durationString: String - undesirableEffect: [ClinicalUseDefinitionIndicationUndesirableEffectReference] - otherTherapy: [ClinicalUseDefinitionOtherTherapy] -} - -union ClinicalUseDefinitionInteractantItemReference = MedicinalProductDefinition | Medication | Substance | ObservationDefinition - -type ClinicalUseDefinitionInteractantItemReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalUseDefinitionInteractantItemReference - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionInteractant { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemReference: ClinicalUseDefinitionInteractantItemReferenceReference - itemCodeableConcept: CodeableConcept -} - -type ClinicalUseDefinitionInteractionEffectReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionInteraction { - id: String - extension: [Extension] - modifierExtension: [Extension] - interactant: [ClinicalUseDefinitionInteractant] - type: CodeableConcept - effect: ClinicalUseDefinitionInteractionEffectReference - incidence: CodeableConcept - management: [CodeableConcept] -} - -union ClinicalUseDefinitionOtherTherapyTherapy = MedicinalProductDefinition | Medication | Substance | SubstanceDefinition | ActivityDefinition - -type ClinicalUseDefinitionOtherTherapyTherapyReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalUseDefinitionOtherTherapyTherapy - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionOtherTherapy { - id: String - extension: [Extension] - modifierExtension: [Extension] - relationshipType: CodeableConcept - therapy: ClinicalUseDefinitionOtherTherapyTherapyReference -} - -type ClinicalUseDefinitionUndesirableEffectSymptomConditionEffectReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionUndesirableEffect { - id: String - extension: [Extension] - modifierExtension: [Extension] - symptomConditionEffect: ClinicalUseDefinitionUndesirableEffectSymptomConditionEffectReference - classification: CodeableConcept - frequencyOfOccurrence: CodeableConcept -} - -type ClinicalUseDefinitionWarning { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: Markdown - code: CodeableConcept -} - -type CodeSystemConcept { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - display: String - definition: String - designation: [CodeSystemDesignation] - property: [CodeSystemProperty1] - concept: [CodeSystemConcept] -} - -type CodeSystemDesignation { - id: String - extension: [Extension] - modifierExtension: [Extension] - language: Code - use: Coding - value: String -} - -type CodeSystemFilter { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - description: String - operator: [Code] - value: String -} - -type CodeSystemProperty { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - uri: URI - description: String - type: Code -} - -type CodeSystemProperty1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - valueCode: Code - valueCoding: Coding - valueString: String - valueInteger: Int - valueBoolean: Boolean - valueDateTime: DateTime - valueDecimal: Float -} - -type CommunicationPayloadContentReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CommunicationPayload { - id: String - extension: [Extension] - modifierExtension: [Extension] - contentString: String - contentAttachment: Attachment - contentReference: CommunicationPayloadContentReferenceReference -} - -type CommunicationRequestPayloadContentReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CommunicationRequestPayload { - id: String - extension: [Extension] - modifierExtension: [Extension] - contentString: String - contentAttachment: Attachment - contentReference: CommunicationRequestPayloadContentReferenceReference -} - -type CompartmentDefinitionResource { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - param: [String] - documentation: String -} - -union CompositionAttesterParty = Patient | RelatedPerson | Practitioner | PractitionerRole | Organization - -type CompositionAttesterPartyReference { - id: String - extension: [Extension] - reference: String - resource: CompositionAttesterParty - type: URI - identifier: Identifier - display: String -} - -type CompositionAttester { - id: String - extension: [Extension] - modifierExtension: [Extension] - mode: Code - time: DateTime - party: CompositionAttesterPartyReference -} - -type CompositionEventDetailReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CompositionEvent { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: [CodeableConcept] - period: Period - detail: [CompositionEventDetailReference] -} - -type CompositionRelatesToTargetReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Composition - type: URI - identifier: Identifier - display: String -} - -type CompositionRelatesTo { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - targetIdentifier: Identifier - targetReference: CompositionRelatesToTargetReferenceReference -} - -union CompositionSectionAuthor = Practitioner | PractitionerRole | Device | Patient | RelatedPerson | Organization - -type CompositionSectionAuthorReference { - id: String - extension: [Extension] - reference: String - resource: CompositionSectionAuthor - type: URI - identifier: Identifier - display: String -} - -type CompositionSectionFocusReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CompositionSectionEntryReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CompositionSection { - id: String - extension: [Extension] - modifierExtension: [Extension] - title: String - code: CodeableConcept - author: [CompositionSectionAuthorReference] - focus: CompositionSectionFocusReference - text: Narrative - mode: Code - orderedBy: CodeableConcept - entry: [CompositionSectionEntryReference] - emptyReason: CodeableConcept - section: [CompositionSection] -} - -type ConceptMapDependsOn { - id: String - extension: [Extension] - modifierExtension: [Extension] - property: URI - system: Canonical - value: String - display: String -} - -type ConceptMapElement { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - display: String - target: [ConceptMapTarget] -} - -type ConceptMapGroup { - id: String - extension: [Extension] - modifierExtension: [Extension] - source: URI - sourceVersion: String - target: URI - targetVersion: String - element: [ConceptMapElement] - unmapped: ConceptMapUnmapped -} - -type ConceptMapTarget { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - display: String - equivalence: Code - comment: String - dependsOn: [ConceptMapDependsOn] - product: [ConceptMapDependsOn] -} - -type ConceptMapUnmapped { - id: String - extension: [Extension] - modifierExtension: [Extension] - mode: Code - code: Code - display: String - url: Canonical -} - -type ConditionEvidenceDetailReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ConditionEvidence { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: [CodeableConcept] - detail: [ConditionEvidenceDetailReference] -} - -union ConditionStageAssessment = ClinicalImpression | DiagnosticReport | Observation - -type ConditionStageAssessmentReference { - id: String - extension: [Extension] - reference: String - resource: ConditionStageAssessment - type: URI - identifier: Identifier - display: String -} - -type ConditionStage { - id: String - extension: [Extension] - modifierExtension: [Extension] - summary: CodeableConcept - assessment: [ConditionStageAssessmentReference] - type: CodeableConcept -} - -union ConsentActorReference = Device | Group | CareTeam | Organization | Patient | Practitioner | RelatedPerson | PractitionerRole - -type ConsentActorReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ConsentActorReference - type: URI - identifier: Identifier - display: String -} - -type ConsentActor { - id: String - extension: [Extension] - modifierExtension: [Extension] - role: CodeableConcept - reference: ConsentActorReferenceReference -} - -type ConsentDataReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ConsentData { - id: String - extension: [Extension] - modifierExtension: [Extension] - meaning: Code - reference: ConsentDataReferenceReference -} - -type ConsentPolicy { - id: String - extension: [Extension] - modifierExtension: [Extension] - authority: URI - uri: URI -} - -type ConsentProvision { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - period: Period - actor: [ConsentActor] - action: [CodeableConcept] - securityLabel: [Coding] - purpose: [Coding] - class: [Coding] - code: [CodeableConcept] - dataPeriod: Period - data: [ConsentData] - provision: [ConsentProvision] -} - -union ConsentVerificationVerifiedWith = Patient | RelatedPerson - -type ConsentVerificationVerifiedWithReference { - id: String - extension: [Extension] - reference: String - resource: ConsentVerificationVerifiedWith - type: URI - identifier: Identifier - display: String -} - -type ConsentVerification { - id: String - extension: [Extension] - modifierExtension: [Extension] - verified: Boolean - verifiedWith: ConsentVerificationVerifiedWithReference - verificationDate: DateTime -} - -union ContractActionContext = Encounter | EpisodeOfCare - -type ContractActionContextReference { - id: String - extension: [Extension] - reference: String - resource: ContractActionContext - type: URI - identifier: Identifier - display: String -} - -union ContractActionRequester = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization - -type ContractActionRequesterReference { - id: String - extension: [Extension] - reference: String - resource: ContractActionRequester - type: URI - identifier: Identifier - display: String -} - -union ContractActionPerformer = RelatedPerson | Patient | Practitioner | PractitionerRole | CareTeam | Device | Substance | Organization | Location - -type ContractActionPerformerReference { - id: String - extension: [Extension] - reference: String - resource: ContractActionPerformer - type: URI - identifier: Identifier - display: String -} - -union ContractActionReasonReference = Condition | Observation | DiagnosticReport | DocumentReference | Questionnaire | QuestionnaireResponse - -type ContractActionReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ContractActionReasonReference - type: URI - identifier: Identifier - display: String -} - -type ContractAction { - id: String - extension: [Extension] - modifierExtension: [Extension] - doNotPerform: Boolean - type: CodeableConcept - subject: [ContractSubject] - intent: CodeableConcept - linkId: [String] - status: CodeableConcept - context: ContractActionContextReference - contextLinkId: [String] - occurrenceDateTime: DateTime - occurrencePeriod: Period - occurrenceTiming: Timing - requester: [ContractActionRequesterReference] - requesterLinkId: [String] - performerType: [CodeableConcept] - performerRole: CodeableConcept - performer: ContractActionPerformerReference - performerLinkId: [String] - reasonCode: [CodeableConcept] - reasonReference: [ContractActionReasonReferenceReference] - reason: [String] - reasonLinkId: [String] - note: [Annotation] - securityLabelNumber: [Int] -} - -type ContractAnswerValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractAnswer { - id: String - extension: [Extension] - modifierExtension: [Extension] - valueBoolean: Boolean - valueDecimal: Float - valueInteger: Int - valueDate: Date - valueDateTime: DateTime - valueTime: Time - valueString: String - valueUri: URI - valueAttachment: Attachment - valueCoding: Coding - valueQuantity: Quantity - valueReference: ContractAnswerValueReferenceReference -} - -type ContractAssetTypeReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractAsset { - id: String - extension: [Extension] - modifierExtension: [Extension] - scope: CodeableConcept - type: [CodeableConcept] - typeReference: [ContractAssetTypeReferenceReference] - subtype: [CodeableConcept] - relationship: Coding - context: [ContractContext] - condition: String - periodType: [CodeableConcept] - period: [Period] - usePeriod: [Period] - text: String - linkId: [String] - answer: [ContractAnswer] - securityLabelNumber: [Int] - valuedItem: [ContractValuedItem] -} - -union ContractContentDefinitionPublisher = Practitioner | PractitionerRole | Organization - -type ContractContentDefinitionPublisherReference { - id: String - extension: [Extension] - reference: String - resource: ContractContentDefinitionPublisher - type: URI - identifier: Identifier - display: String -} - -type ContractContentDefinition { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - subType: CodeableConcept - publisher: ContractContentDefinitionPublisherReference - publicationDate: DateTime - publicationStatus: Code - copyright: Markdown -} - -type ContractContextReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractContext { - id: String - extension: [Extension] - modifierExtension: [Extension] - reference: ContractContextReferenceReference - code: [CodeableConcept] - text: String -} - -union ContractFriendlyContentReference = Composition | DocumentReference | QuestionnaireResponse - -type ContractFriendlyContentReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ContractFriendlyContentReference - type: URI - identifier: Identifier - display: String -} - -type ContractFriendly { - id: String - extension: [Extension] - modifierExtension: [Extension] - contentAttachment: Attachment - contentReference: ContractFriendlyContentReferenceReference -} - -union ContractLegalContentReference = Composition | DocumentReference | QuestionnaireResponse - -type ContractLegalContentReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ContractLegalContentReference - type: URI - identifier: Identifier - display: String -} - -type ContractLegal { - id: String - extension: [Extension] - modifierExtension: [Extension] - contentAttachment: Attachment - contentReference: ContractLegalContentReferenceReference -} - -type ContractOfferTopicReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractOffer { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - party: [ContractParty] - topic: ContractOfferTopicReference - type: CodeableConcept - decision: CodeableConcept - decisionMode: [CodeableConcept] - answer: [ContractAnswer] - text: String - linkId: [String] - securityLabelNumber: [Int] -} - -union ContractPartyReference = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization - -type ContractPartyReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ContractPartyReference - type: URI - identifier: Identifier - display: String -} - -type ContractParty { - id: String - extension: [Extension] - modifierExtension: [Extension] - reference: [ContractPartyReferenceReference] - role: CodeableConcept -} - -type ContractRuleContentReferenceReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type ContractRule { - id: String - extension: [Extension] - modifierExtension: [Extension] - contentAttachment: Attachment - contentReference: ContractRuleContentReferenceReference -} - -type ContractSecurityLabel { - id: String - extension: [Extension] - modifierExtension: [Extension] - number: [Int] - classification: Coding - category: [Coding] - control: [Coding] -} - -union ContractSignerParty = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson - -type ContractSignerPartyReference { - id: String - extension: [Extension] - reference: String - resource: ContractSignerParty - type: URI - identifier: Identifier - display: String -} - -type ContractSigner { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Coding - party: ContractSignerPartyReference - signature: [Signature] -} - -union ContractSubjectReference = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization - -type ContractSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ContractSubjectReference - type: URI - identifier: Identifier - display: String -} - -type ContractSubject { - id: String - extension: [Extension] - modifierExtension: [Extension] - reference: [ContractSubjectReferenceReference] - role: CodeableConcept -} - -type ContractTermTopicReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractTerm { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - issued: DateTime - applies: Period - topicCodeableConcept: CodeableConcept - topicReference: ContractTermTopicReferenceReference - type: CodeableConcept - subType: CodeableConcept - text: String - securityLabel: [ContractSecurityLabel] - offer: ContractOffer - asset: [ContractAsset] - action: [ContractAction] - group: [ContractTerm] -} - -type ContractValuedItemEntityReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union ContractValuedItemResponsible = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson - -type ContractValuedItemResponsibleReference { - id: String - extension: [Extension] - reference: String - resource: ContractValuedItemResponsible - type: URI - identifier: Identifier - display: String -} - -union ContractValuedItemRecipient = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson - -type ContractValuedItemRecipientReference { - id: String - extension: [Extension] - reference: String - resource: ContractValuedItemRecipient - type: URI - identifier: Identifier - display: String -} - -type ContractValuedItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - entityCodeableConcept: CodeableConcept - entityReference: ContractValuedItemEntityReferenceReference - identifier: Identifier - effectiveTime: DateTime - quantity: Quantity - unitPrice: Money - factor: Float - points: Float - net: Money - payment: String - paymentDate: DateTime - responsible: ContractValuedItemResponsibleReference - recipient: ContractValuedItemRecipientReference - linkId: [String] - securityLabelNumber: [Int] -} - -type CoverageClass { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - value: String - name: String -} - -type CoverageCostToBeneficiary { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueQuantity: Quantity - valueMoney: Money - exception: [CoverageException] -} - -type CoverageEligibilityRequestDiagnosisDiagnosisReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequestDiagnosis { - id: String - extension: [Extension] - modifierExtension: [Extension] - diagnosisCodeableConcept: CodeableConcept - diagnosisReference: CoverageEligibilityRequestDiagnosisDiagnosisReferenceReference -} - -type CoverageEligibilityRequestInsuranceCoverageReference { - id: String - extension: [Extension] - reference: String - resource: Coverage - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequestInsurance { - id: String - extension: [Extension] - modifierExtension: [Extension] - focal: Boolean - coverage: CoverageEligibilityRequestInsuranceCoverageReference - businessArrangement: String -} - -union CoverageEligibilityRequestItemProvider = Practitioner | PractitionerRole - -type CoverageEligibilityRequestItemProviderReference { - id: String - extension: [Extension] - reference: String - resource: CoverageEligibilityRequestItemProvider - type: URI - identifier: Identifier - display: String -} - -union CoverageEligibilityRequestItemFacility = Location | Organization - -type CoverageEligibilityRequestItemFacilityReference { - id: String - extension: [Extension] - reference: String - resource: CoverageEligibilityRequestItemFacility - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequestItemDetailReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequestItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - supportingInfoSequence: [Int] - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - provider: CoverageEligibilityRequestItemProviderReference - quantity: Quantity - unitPrice: Money - facility: CoverageEligibilityRequestItemFacilityReference - diagnosis: [CoverageEligibilityRequestDiagnosis] - detail: [CoverageEligibilityRequestItemDetailReference] -} - -type CoverageEligibilityRequestSupportingInfoInformationReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequestSupportingInfo { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - information: CoverageEligibilityRequestSupportingInfoInformationReference - appliesToAll: Boolean -} - -type CoverageEligibilityResponseBenefit { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - allowedUnsignedInt: Int - allowedString: String - allowedMoney: Money - usedUnsignedInt: Int - usedString: String - usedMoney: Money -} - -type CoverageEligibilityResponseError { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept -} - -type CoverageEligibilityResponseInsuranceCoverageReference { - id: String - extension: [Extension] - reference: String - resource: Coverage - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityResponseInsurance { - id: String - extension: [Extension] - modifierExtension: [Extension] - coverage: CoverageEligibilityResponseInsuranceCoverageReference - inforce: Boolean - benefitPeriod: Period - item: [CoverageEligibilityResponseItem] -} - -union CoverageEligibilityResponseItemProvider = Practitioner | PractitionerRole - -type CoverageEligibilityResponseItemProviderReference { - id: String - extension: [Extension] - reference: String - resource: CoverageEligibilityResponseItemProvider - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityResponseItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - provider: CoverageEligibilityResponseItemProviderReference - excluded: Boolean - name: String - description: String - network: CodeableConcept - unit: CodeableConcept - term: CodeableConcept - benefit: [CoverageEligibilityResponseBenefit] - authorizationRequired: Boolean - authorizationSupporting: [CodeableConcept] - authorizationUrl: URI -} - -type CoverageException { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - period: Period -} - -type DetectedIssueEvidenceDetailReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DetectedIssueEvidence { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: [CodeableConcept] - detail: [DetectedIssueEvidenceDetailReference] -} - -union DetectedIssueMitigationAuthor = Practitioner | PractitionerRole - -type DetectedIssueMitigationAuthorReference { - id: String - extension: [Extension] - reference: String - resource: DetectedIssueMitigationAuthor - type: URI - identifier: Identifier - display: String -} - -type DetectedIssueMitigation { - id: String - extension: [Extension] - modifierExtension: [Extension] - action: CodeableConcept - date: DateTime - author: DetectedIssueMitigationAuthorReference -} - -type DeviceDefinitionCapability { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - description: [CodeableConcept] -} - -type DeviceDefinitionDeviceName { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - type: Code -} - -type DeviceDefinitionMaterial { - id: String - extension: [Extension] - modifierExtension: [Extension] - substance: CodeableConcept - alternate: Boolean - allergenicIndicator: Boolean -} - -type DeviceDefinitionProperty { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueQuantity: [Quantity] - valueCode: [CodeableConcept] -} - -type DeviceDefinitionSpecialization { - id: String - extension: [Extension] - modifierExtension: [Extension] - systemType: String - version: String -} - -type DeviceDefinitionUdiDeviceIdentifier { - id: String - extension: [Extension] - modifierExtension: [Extension] - deviceIdentifier: String - issuer: URI - jurisdiction: URI -} - -type DeviceDeviceName { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - type: Code -} - -type DeviceMetricCalibration { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - state: Code - time: Instant -} - -type DeviceProperty { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueQuantity: [Quantity] - valueCode: [CodeableConcept] -} - -type DeviceRequestParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueRange: Range - valueBoolean: Boolean -} - -type DeviceSpecialization { - id: String - extension: [Extension] - modifierExtension: [Extension] - systemType: CodeableConcept - version: String -} - -type DeviceUdiCarrier { - id: String - extension: [Extension] - modifierExtension: [Extension] - deviceIdentifier: String - issuer: URI - jurisdiction: URI - carrierAIDC: Base64Binary - carrierHRF: String - entryType: Code -} - -type DeviceVersion { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - component: Identifier - value: String -} - -type DiagnosticReportMediaLinkReference { - id: String - extension: [Extension] - reference: String - resource: Media - type: URI - identifier: Identifier - display: String -} - -type DiagnosticReportMedia { - id: String - extension: [Extension] - modifierExtension: [Extension] - comment: String - link: DiagnosticReportMediaLinkReference -} - -type DocumentManifestRelatedRefReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DocumentManifestRelated { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - ref: DocumentManifestRelatedRefReference -} - -type DocumentReferenceContent { - id: String - extension: [Extension] - modifierExtension: [Extension] - attachment: DocumentReferenceAttachment - format: Coding -} - -union DocumentReferenceContextEncounter = Encounter | EpisodeOfCare - -type DocumentReferenceContextEncounterReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReferenceContextEncounter - type: URI - identifier: Identifier - display: String -} - -type DocumentReferenceContextSourcePatientInfoReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type DocumentReferenceContextRelatedReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DocumentReferenceContext { - id: String - extension: [Extension] - modifierExtension: [Extension] - encounter: [DocumentReferenceContextEncounterReference] - event: [CodeableConcept] - period: Period - facilityType: CodeableConcept - practiceSetting: CodeableConcept - sourcePatientInfo: DocumentReferenceContextSourcePatientInfoReference - related: [DocumentReferenceContextRelatedReference] -} - -type DocumentReferenceRelatesToTargetReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type DocumentReferenceRelatesTo { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - target: DocumentReferenceRelatesToTargetReference -} - -type Dosage { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - text: String - additionalInstruction: [CodeableConcept] - patientInstruction: String - timing: Timing - asNeededBoolean: Boolean - asNeededCodeableConcept: CodeableConcept - site: CodeableConcept - route: CodeableConcept - method: CodeableConcept - doseAndRate: [DosageDoseAndRate] - maxDosePerPeriod: Ratio - maxDosePerAdministration: Quantity - maxDosePerLifetime: Quantity -} - -type DosageDoseAndRate { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - doseRange: Range - doseQuantity: Quantity - rateRatio: Ratio - rateRange: Range - rateQuantity: Quantity -} - -type ElementDefinitionDefaultValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ElementDefinitionFixedReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ElementDefinitionPatternReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ElementDefinition { - id: String - extension: [Extension] - modifierExtension: [Extension] - path: String - representation: [Code] - sliceName: String - sliceIsConstraining: Boolean - label: String - code: [Coding] - slicing: ElementDefinitionSlicing - short: String - definition: Markdown - comment: Markdown - requirements: Markdown - alias: [String] - min: Int - max: String - base: ElementDefinitionBase - contentReference: URI - type: [ElementDefinitionType] - defaultValueBase64Binary: Base64Binary - defaultValueBoolean: Boolean - defaultValueCanonical: Canonical - defaultValueCode: Code - defaultValueDate: Date - defaultValueDateTime: DateTime - defaultValueDecimal: Float - defaultValueId: ID - defaultValueInstant: Instant - defaultValueInteger: Int - defaultValueMarkdown: Markdown - defaultValueOid: OID - defaultValuePositiveInt: Int - defaultValueString: String - defaultValueTime: Time - defaultValueUnsignedInt: Int - defaultValueUri: URI - defaultValueUrl: URL - defaultValueUuid: UUID - defaultValueAddress: Address - defaultValueAge: Quantity - defaultValueAnnotation: Annotation - defaultValueAttachment: Attachment - defaultValueCodeableConcept: CodeableConcept - defaultValueCodeableReference: CodeableReference - defaultValueCoding: Coding - defaultValueContactPoint: ContactPoint - defaultValueCount: Quantity - defaultValueDistance: Quantity - defaultValueDuration: Quantity - defaultValueHumanName: HumanName - defaultValueIdentifier: Identifier - defaultValueMoney: Money - defaultValuePeriod: Period - defaultValueQuantity: Quantity - defaultValueRange: Range - defaultValueRatio: Ratio - defaultValueRatioRange: RatioRange - defaultValueReference: ElementDefinitionDefaultValueReferenceReference - defaultValueSampledData: SampledData - defaultValueSignature: Signature - defaultValueTiming: Timing - defaultValueContactDetail: ContactDetail - defaultValueContributor: Contributor - defaultValueDataRequirement: DataRequirement - defaultValueExpression: Expression - defaultValueParameterDefinition: ParameterDefinition - defaultValueRelatedArtifact: RelatedArtifact - defaultValueTriggerDefinition: TriggerDefinition - defaultValueUsageContext: UsageContext - defaultValueDosage: Dosage - meaningWhenMissing: Markdown - orderMeaning: String - fixedBase64Binary: Base64Binary - fixedBoolean: Boolean - fixedCanonical: Canonical - fixedCode: Code - fixedDate: Date - fixedDateTime: DateTime - fixedDecimal: Float - fixedId: ID - fixedInstant: Instant - fixedInteger: Int - fixedMarkdown: Markdown - fixedOid: OID - fixedPositiveInt: Int - fixedString: String - fixedTime: Time - fixedUnsignedInt: Int - fixedUri: URI - fixedUrl: URL - fixedUuid: UUID - fixedAddress: Address - fixedAge: Quantity - fixedAnnotation: Annotation - fixedAttachment: Attachment - fixedCodeableConcept: CodeableConcept - fixedCodeableReference: CodeableReference - fixedCoding: Coding - fixedContactPoint: ContactPoint - fixedCount: Quantity - fixedDistance: Quantity - fixedDuration: Quantity - fixedHumanName: HumanName - fixedIdentifier: Identifier - fixedMoney: Money - fixedPeriod: Period - fixedQuantity: Quantity - fixedRange: Range - fixedRatio: Ratio - fixedRatioRange: RatioRange - fixedReference: ElementDefinitionFixedReferenceReference - fixedSampledData: SampledData - fixedSignature: Signature - fixedTiming: Timing - fixedContactDetail: ContactDetail - fixedContributor: Contributor - fixedDataRequirement: DataRequirement - fixedExpression: Expression - fixedParameterDefinition: ParameterDefinition - fixedRelatedArtifact: RelatedArtifact - fixedTriggerDefinition: TriggerDefinition - fixedUsageContext: UsageContext - fixedDosage: Dosage - patternBase64Binary: Base64Binary - patternBoolean: Boolean - patternCanonical: Canonical - patternCode: Code - patternDate: Date - patternDateTime: DateTime - patternDecimal: Float - patternId: ID - patternInstant: Instant - patternInteger: Int - patternMarkdown: Markdown - patternOid: OID - patternPositiveInt: Int - patternString: String - patternTime: Time - patternUnsignedInt: Int - patternUri: URI - patternUrl: URL - patternUuid: UUID - patternAddress: Address - patternAge: Quantity - patternAnnotation: Annotation - patternAttachment: Attachment - patternCodeableConcept: CodeableConcept - patternCodeableReference: CodeableReference - patternCoding: Coding - patternContactPoint: ContactPoint - patternCount: Quantity - patternDistance: Quantity - patternDuration: Quantity - patternHumanName: HumanName - patternIdentifier: Identifier - patternMoney: Money - patternPeriod: Period - patternQuantity: Quantity - patternRange: Range - patternRatio: Ratio - patternRatioRange: RatioRange - patternReference: ElementDefinitionPatternReferenceReference - patternSampledData: SampledData - patternSignature: Signature - patternTiming: Timing - patternContactDetail: ContactDetail - patternContributor: Contributor - patternDataRequirement: DataRequirement - patternExpression: Expression - patternParameterDefinition: ParameterDefinition - patternRelatedArtifact: RelatedArtifact - patternTriggerDefinition: TriggerDefinition - patternUsageContext: UsageContext - patternDosage: Dosage - example: [ElementDefinitionExample] - minValueDate: Date - minValueDateTime: DateTime - minValueInstant: Instant - minValueTime: Time - minValueDecimal: Float - minValueInteger: Int - minValuePositiveInt: Int - minValueUnsignedInt: Int - minValueQuantity: Quantity - maxValueDate: Date - maxValueDateTime: DateTime - maxValueInstant: Instant - maxValueTime: Time - maxValueDecimal: Float - maxValueInteger: Int - maxValuePositiveInt: Int - maxValueUnsignedInt: Int - maxValueQuantity: Quantity - maxLength: Int - condition: [ID] - constraint: [ElementDefinitionConstraint] - mustSupport: Boolean - isModifier: Boolean - isModifierReason: String - isSummary: Boolean - binding: ElementDefinitionBinding - mapping: [ElementDefinitionMapping] -} - -type ElementDefinitionBase { - id: String - extension: [Extension] - modifierExtension: [Extension] - path: String - min: Int - max: String -} - -type ElementDefinitionBinding { - id: String - extension: [Extension] - modifierExtension: [Extension] - strength: Code - description: String - valueSet: Canonical -} - -type ElementDefinitionConstraint { - id: String - extension: [Extension] - modifierExtension: [Extension] - key: ID - requirements: String - severity: Code - human: String - expression: String - xpath: String - source: Canonical -} - -type ElementDefinitionDiscriminator { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - path: String -} - -type ElementDefinitionExampleValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ElementDefinitionExample { - id: String - extension: [Extension] - modifierExtension: [Extension] - label: String - valueBase64Binary: Base64Binary - valueBoolean: Boolean - valueCanonical: Canonical - valueCode: Code - valueDate: Date - valueDateTime: DateTime - valueDecimal: Float - valueId: ID - valueInstant: Instant - valueInteger: Int - valueMarkdown: Markdown - valueOid: OID - valuePositiveInt: Int - valueString: String - valueTime: Time - valueUnsignedInt: Int - valueUri: URI - valueUrl: URL - valueUuid: UUID - valueAddress: Address - valueAge: Quantity - valueAnnotation: Annotation - valueAttachment: Attachment - valueCodeableConcept: CodeableConcept - valueCodeableReference: CodeableReference - valueCoding: Coding - valueContactPoint: ContactPoint - valueCount: Quantity - valueDistance: Quantity - valueDuration: Quantity - valueHumanName: HumanName - valueIdentifier: Identifier - valueMoney: Money - valuePeriod: Period - valueQuantity: Quantity - valueRange: Range - valueRatio: Ratio - valueRatioRange: RatioRange - valueReference: ElementDefinitionExampleValueReferenceReference - valueSampledData: SampledData - valueSignature: Signature - valueTiming: Timing - valueContactDetail: ContactDetail - valueContributor: Contributor - valueDataRequirement: DataRequirement - valueExpression: Expression - valueParameterDefinition: ParameterDefinition - valueRelatedArtifact: RelatedArtifact - valueTriggerDefinition: TriggerDefinition - valueUsageContext: UsageContext - valueDosage: Dosage -} - -type ElementDefinitionMapping { - id: String - extension: [Extension] - modifierExtension: [Extension] - identity: ID - language: Code - map: String - comment: String -} - -type ElementDefinitionSlicing { - id: String - extension: [Extension] - modifierExtension: [Extension] - discriminator: [ElementDefinitionDiscriminator] - description: String - ordered: Boolean - rules: Code -} - -type ElementDefinitionType { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: URI - profile: [Canonical] - targetProfile: [Canonical] - aggregation: [Code] - versioning: Code -} - -type EncounterClassHistory { - id: String - extension: [Extension] - modifierExtension: [Extension] - class: Coding - period: Period -} - -union EncounterDiagnosisCondition = Condition | Procedure - -type EncounterDiagnosisConditionReference { - id: String - extension: [Extension] - reference: String - resource: EncounterDiagnosisCondition - type: URI - identifier: Identifier - display: String -} - -type EncounterDiagnosis { - id: String - extension: [Extension] - modifierExtension: [Extension] - condition: EncounterDiagnosisConditionReference - use: CodeableConcept - rank: Int -} - -union EncounterHospitalizationOrigin = Location | Organization - -type EncounterHospitalizationOriginReference { - id: String - extension: [Extension] - reference: String - resource: EncounterHospitalizationOrigin - type: URI - identifier: Identifier - display: String -} - -union EncounterHospitalizationDestination = Location | Organization - -type EncounterHospitalizationDestinationReference { - id: String - extension: [Extension] - reference: String - resource: EncounterHospitalizationDestination - type: URI - identifier: Identifier - display: String -} - -type EncounterHospitalization { - id: String - extension: [Extension] - modifierExtension: [Extension] - preAdmissionIdentifier: Identifier - origin: EncounterHospitalizationOriginReference - admitSource: CodeableConcept - reAdmission: CodeableConcept - dietPreference: [CodeableConcept] - specialCourtesy: [CodeableConcept] - specialArrangement: [CodeableConcept] - destination: EncounterHospitalizationDestinationReference - dischargeDisposition: CodeableConcept -} - -type EncounterLocationLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type EncounterLocation { - id: String - extension: [Extension] - modifierExtension: [Extension] - location: EncounterLocationLocationReference - status: Code - physicalType: CodeableConcept - period: Period -} - -union EncounterParticipantIndividual = Practitioner | PractitionerRole | RelatedPerson - -type EncounterParticipantIndividualReference { - id: String - extension: [Extension] - reference: String - resource: EncounterParticipantIndividual - type: URI - identifier: Identifier - display: String -} - -type EncounterParticipant { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: [CodeableConcept] - period: Period - individual: EncounterParticipantIndividualReference -} - -type EncounterStatusHistory { - id: String - extension: [Extension] - modifierExtension: [Extension] - status: Code - period: Period -} - -type EpisodeOfCareDiagnosisConditionReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -type EpisodeOfCareDiagnosis { - id: String - extension: [Extension] - modifierExtension: [Extension] - condition: EpisodeOfCareDiagnosisConditionReference - role: CodeableConcept - rank: Int -} - -type EpisodeOfCareStatusHistory { - id: String - extension: [Extension] - modifierExtension: [Extension] - status: Code - period: Period -} - -type EvidenceAttributeEstimate { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - note: [Annotation] - type: CodeableConcept - quantity: Quantity - level: Float - range: Range - attributeEstimate: [EvidenceAttributeEstimate] -} - -type EvidenceCertainty { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - note: [Annotation] - type: CodeableConcept - rating: CodeableConcept - rater: String - subcomponent: [EvidenceCertainty] -} - -type EvidenceModelCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - value: Quantity - variable: [BackboneEvidenceVariable] - attributeEstimate: [EvidenceAttributeEstimate] -} - -type EvidenceReportCharacteristicValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type EvidenceReportCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - valueReference: EvidenceReportCharacteristicValueReferenceReference - valueCodeableConcept: CodeableConcept - valueBoolean: Boolean - valueQuantity: Quantity - valueRange: Range - exclude: Boolean - period: Period -} - -type EvidenceReportRelatesToTargetReferenceReference { - id: String - extension: [Extension] - reference: String - resource: EvidenceReport - type: URI - identifier: Identifier - display: String -} - -type EvidenceReportRelatesTo { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - targetIdentifier: Identifier - targetReference: EvidenceReportRelatesToTargetReferenceReference -} - -type EvidenceReportSectionFocusReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union EvidenceReportSectionAuthor = Person | Device | Group | Organization - -type EvidenceReportSectionAuthorReference { - id: String - extension: [Extension] - reference: String - resource: EvidenceReportSectionAuthor - type: URI - identifier: Identifier - display: String -} - -type EvidenceReportSectionEntryReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type EvidenceReportSection { - id: String - extension: [Extension] - modifierExtension: [Extension] - title: String - focus: CodeableConcept - focusReference: EvidenceReportSectionFocusReferenceReference - author: [EvidenceReportSectionAuthorReference] - text: Narrative - mode: Code - orderedBy: CodeableConcept - entryClassifier: [CodeableConcept] - entryReference: [EvidenceReportSectionEntryReferenceReference] - entryQuantity: [Quantity] - emptyReason: CodeableConcept - section: [EvidenceReportSection] -} - -type EvidenceReportSubject { - id: String - extension: [Extension] - modifierExtension: [Extension] - characteristic: [EvidenceReportCharacteristic] - note: [Annotation] -} - -type EvidenceSampleSize { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - note: [Annotation] - numberOfStudies: Int - numberOfParticipants: Int - knownDataCount: Int -} - -type EvidenceStatistic { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - note: [Annotation] - statisticType: CodeableConcept - category: CodeableConcept - quantity: Quantity - numberOfEvents: Int - numberAffected: Int - sampleSize: EvidenceSampleSize - attributeEstimate: [EvidenceAttributeEstimate] - modelCharacteristic: [EvidenceModelCharacteristic] -} - -union EvidenceVariableVariableDefinition = Group | EvidenceVariable - -type EvidenceVariableVariableDefinitionReference { - id: String - extension: [Extension] - reference: String - resource: EvidenceVariableVariableDefinition - type: URI - identifier: Identifier - display: String -} - -type BackboneEvidenceVariable { - id: String - extension: [Extension] - modifierExtension: [Extension] - variableDefinition: EvidenceVariableVariableDefinitionReference - handling: Code - valueCategory: [CodeableConcept] - valueQuantity: [Quantity] - valueRange: [Range] -} - -type EvidenceVariableCategory { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueRange: Range -} - -union EvidenceVariableCharacteristicDefinitionReference = Group | EvidenceVariable - -type EvidenceVariableCharacteristicDefinitionReferenceReference { - id: String - extension: [Extension] - reference: String - resource: EvidenceVariableCharacteristicDefinitionReference - type: URI - identifier: Identifier - display: String -} - -union EvidenceVariableCharacteristicDevice = Device | DeviceMetric - -type EvidenceVariableCharacteristicDeviceReference { - id: String - extension: [Extension] - reference: String - resource: EvidenceVariableCharacteristicDevice - type: URI - identifier: Identifier - display: String -} - -type EvidenceVariableCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - definitionReference: EvidenceVariableCharacteristicDefinitionReferenceReference - definitionCanonical: Canonical - definitionCodeableConcept: CodeableConcept - definitionExpression: Expression - method: CodeableConcept - device: EvidenceVariableCharacteristicDeviceReference - exclude: Boolean - timeFromStart: EvidenceVariableTimeFromStart - groupMeasure: Code -} - -union EvidenceVariableDefinitionObserved = Group | EvidenceVariable - -type EvidenceVariableDefinitionObservedReference { - id: String - extension: [Extension] - reference: String - resource: EvidenceVariableDefinitionObserved - type: URI - identifier: Identifier - display: String -} - -union EvidenceVariableDefinitionIntended = Group | EvidenceVariable - -type EvidenceVariableDefinitionIntendedReference { - id: String - extension: [Extension] - reference: String - resource: EvidenceVariableDefinitionIntended - type: URI - identifier: Identifier - display: String -} - -type EvidenceVariableDefinition { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: Markdown - note: [Annotation] - variableRole: CodeableConcept - observed: EvidenceVariableDefinitionObservedReference - intended: EvidenceVariableDefinitionIntendedReference - directnessMatch: CodeableConcept -} - -type EvidenceVariableTimeFromStart { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - quantity: Quantity - range: Range - note: [Annotation] -} - -type ExampleScenarioActor { - id: String - extension: [Extension] - modifierExtension: [Extension] - actorId: String - type: Code - name: String - description: Markdown -} - -type ExampleScenarioAlternative { - id: String - extension: [Extension] - modifierExtension: [Extension] - title: String - description: Markdown - step: [ExampleScenarioStep] -} - -type ExampleScenarioContainedInstance { - id: String - extension: [Extension] - modifierExtension: [Extension] - resourceId: String - versionId: String -} - -type ExampleScenarioInstance { - id: String - extension: [Extension] - modifierExtension: [Extension] - resourceId: String - resourceType: Code - name: String - description: Markdown - version: [ExampleScenarioVersion] - containedInstance: [ExampleScenarioContainedInstance] -} - -type ExampleScenarioOperation { - id: String - extension: [Extension] - modifierExtension: [Extension] - number: String - type: String - name: String - initiator: String - receiver: String - description: Markdown - initiatorActive: Boolean - receiverActive: Boolean - request: ExampleScenarioContainedInstance - response: ExampleScenarioContainedInstance -} - -type ExampleScenarioProcess { - id: String - extension: [Extension] - modifierExtension: [Extension] - title: String - description: Markdown - preConditions: Markdown - postConditions: Markdown - step: [ExampleScenarioStep] -} - -type ExampleScenarioStep { - id: String - extension: [Extension] - modifierExtension: [Extension] - process: [ExampleScenarioProcess] - pause: Boolean - operation: ExampleScenarioOperation - alternative: [ExampleScenarioAlternative] -} - -type ExampleScenarioVersion { - id: String - extension: [Extension] - modifierExtension: [Extension] - versionId: String - description: Markdown -} - -type ExplanationOfBenefitAccidentLocationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitAccident { - id: String - extension: [Extension] - modifierExtension: [Extension] - date: Date - type: CodeableConcept - locationAddress: Address - locationReference: ExplanationOfBenefitAccidentLocationReferenceReference -} - -union ExplanationOfBenefitAddItemProvider = Practitioner | PractitionerRole | Organization - -type ExplanationOfBenefitAddItemProviderReference { - id: String - extension: [Extension] - reference: String - resource: ExplanationOfBenefitAddItemProvider - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitAddItemLocationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitAddItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemSequence: [Int] - detailSequence: [Int] - subDetailSequence: [Int] - provider: [ExplanationOfBenefitAddItemProviderReference] - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - servicedDate: Date - servicedPeriod: Period - locationCodeableConcept: CodeableConcept - locationAddress: Address - locationReference: ExplanationOfBenefitAddItemLocationReferenceReference - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - bodySite: CodeableConcept - subSite: [CodeableConcept] - noteNumber: [Int] - adjudication: [ExplanationOfBenefitAdjudication] - detail: [ExplanationOfBenefitDetail1] -} - -type ExplanationOfBenefitAdjudication { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - reason: CodeableConcept - amount: Money - value: Float -} - -type ExplanationOfBenefitBenefitBalance { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - excluded: Boolean - name: String - description: String - network: CodeableConcept - unit: CodeableConcept - term: CodeableConcept - financial: [ExplanationOfBenefitFinancial] -} - -union ExplanationOfBenefitCareTeamProvider = Practitioner | PractitionerRole | Organization - -type ExplanationOfBenefitCareTeamProviderReference { - id: String - extension: [Extension] - reference: String - resource: ExplanationOfBenefitCareTeamProvider - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitCareTeam { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - provider: ExplanationOfBenefitCareTeamProviderReference - responsible: Boolean - role: CodeableConcept - qualification: CodeableConcept -} - -type ExplanationOfBenefitDetailUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - revenue: CodeableConcept - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - udi: [ExplanationOfBenefitDetailUdiReference] - noteNumber: [Int] - adjudication: [ExplanationOfBenefitAdjudication] - subDetail: [ExplanationOfBenefitSubDetail] -} - -type ExplanationOfBenefitDetail1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - productOrService: CodeableConcept - modifier: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - noteNumber: [Int] - adjudication: [ExplanationOfBenefitAdjudication] - subDetail: [ExplanationOfBenefitSubDetail1] -} - -type ExplanationOfBenefitDiagnosisDiagnosisReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitDiagnosis { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - diagnosisCodeableConcept: CodeableConcept - diagnosisReference: ExplanationOfBenefitDiagnosisDiagnosisReferenceReference - type: [CodeableConcept] - onAdmission: CodeableConcept - packageCode: CodeableConcept -} - -type ExplanationOfBenefitFinancial { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - allowedUnsignedInt: Int - allowedString: String - allowedMoney: Money - usedUnsignedInt: Int - usedMoney: Money -} - -type ExplanationOfBenefitInsuranceCoverageReference { - id: String - extension: [Extension] - reference: String - resource: Coverage - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitInsurance { - id: String - extension: [Extension] - modifierExtension: [Extension] - focal: Boolean - coverage: ExplanationOfBenefitInsuranceCoverageReference - preAuthRef: [String] -} - -type ExplanationOfBenefitItemLocationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitItemUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitItemEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - careTeamSequence: [Int] - diagnosisSequence: [Int] - procedureSequence: [Int] - informationSequence: [Int] - revenue: CodeableConcept - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - servicedDate: Date - servicedPeriod: Period - locationCodeableConcept: CodeableConcept - locationAddress: Address - locationReference: ExplanationOfBenefitItemLocationReferenceReference - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - udi: [ExplanationOfBenefitItemUdiReference] - bodySite: CodeableConcept - subSite: [CodeableConcept] - encounter: [ExplanationOfBenefitItemEncounterReference] - noteNumber: [Int] - adjudication: [ExplanationOfBenefitAdjudication] - detail: [ExplanationOfBenefitDetail] -} - -union ExplanationOfBenefitPayeeParty = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson - -type ExplanationOfBenefitPayeePartyReference { - id: String - extension: [Extension] - reference: String - resource: ExplanationOfBenefitPayeeParty - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitPayee { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - party: ExplanationOfBenefitPayeePartyReference -} - -type ExplanationOfBenefitPayment { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - adjustment: Money - adjustmentReason: CodeableConcept - date: Date - amount: Money - identifier: Identifier -} - -type ExplanationOfBenefitProcedureProcedureReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Procedure - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitProcedureUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitProcedure { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - type: [CodeableConcept] - date: DateTime - procedureCodeableConcept: CodeableConcept - procedureReference: ExplanationOfBenefitProcedureProcedureReferenceReference - udi: [ExplanationOfBenefitProcedureUdiReference] -} - -type ExplanationOfBenefitProcessNote { - id: String - extension: [Extension] - modifierExtension: [Extension] - number: Int - type: Code - text: String - language: CodeableConcept -} - -type ExplanationOfBenefitRelatedClaimReference { - id: String - extension: [Extension] - reference: String - resource: Claim - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitRelated { - id: String - extension: [Extension] - modifierExtension: [Extension] - claim: ExplanationOfBenefitRelatedClaimReference - relationship: CodeableConcept - reference: Identifier -} - -type ExplanationOfBenefitSubDetailUdiReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitSubDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - revenue: CodeableConcept - category: CodeableConcept - productOrService: CodeableConcept - modifier: [CodeableConcept] - programCode: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - udi: [ExplanationOfBenefitSubDetailUdiReference] - noteNumber: [Int] - adjudication: [ExplanationOfBenefitAdjudication] -} - -type ExplanationOfBenefitSubDetail1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - productOrService: CodeableConcept - modifier: [CodeableConcept] - quantity: Quantity - unitPrice: Money - factor: Float - net: Money - noteNumber: [Int] - adjudication: [ExplanationOfBenefitAdjudication] -} - -type ExplanationOfBenefitSupportingInfoValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitSupportingInfo { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - category: CodeableConcept - code: CodeableConcept - timingDate: Date - timingPeriod: Period - valueBoolean: Boolean - valueString: String - valueQuantity: Quantity - valueAttachment: Attachment - valueReference: ExplanationOfBenefitSupportingInfoValueReferenceReference - reason: Coding -} - -type ExplanationOfBenefitTotal { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - amount: Money -} - -type FamilyMemberHistoryCondition { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - outcome: CodeableConcept - contributedToDeath: Boolean - onsetAge: Quantity - onsetRange: Range - onsetPeriod: Period - onsetString: String - note: [Annotation] -} - -type GoalTarget { - id: String - extension: [Extension] - modifierExtension: [Extension] - measure: CodeableConcept - detailQuantity: Quantity - detailRange: Range - detailCodeableConcept: CodeableConcept - detailString: String - detailBoolean: Boolean - detailInteger: Int - detailRatio: Ratio - dueDate: Date - dueDuration: Quantity -} - -type GraphDefinitionCompartment { - id: String - extension: [Extension] - modifierExtension: [Extension] - use: Code - code: Code - rule: Code - expression: String - description: String -} - -type GraphDefinitionLink { - id: String - extension: [Extension] - modifierExtension: [Extension] - path: String - sliceName: String - min: Int - max: String - description: String - target: [GraphDefinitionTarget] -} - -type GraphDefinitionTarget { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - params: String - profile: Canonical - compartment: [GraphDefinitionCompartment] - link: [GraphDefinitionLink] -} - -type GroupCharacteristicValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type GroupCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - valueCodeableConcept: CodeableConcept - valueBoolean: Boolean - valueQuantity: Quantity - valueRange: Range - valueReference: GroupCharacteristicValueReferenceReference - exclude: Boolean - period: Period -} - -union GroupMemberEntity = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Medication | Substance | Group - -type GroupMemberEntityReference { - id: String - extension: [Extension] - reference: String - resource: GroupMemberEntity - type: URI - identifier: Identifier - display: String -} - -type GroupMember { - id: String - extension: [Extension] - modifierExtension: [Extension] - entity: GroupMemberEntityReference - period: Period - inactive: Boolean -} - -type HealthcareServiceAvailableTime { - id: String - extension: [Extension] - modifierExtension: [Extension] - daysOfWeek: [Code] - allDay: Boolean - availableStartTime: Time - availableEndTime: Time -} - -type HealthcareServiceEligibility { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - comment: Markdown -} - -type HealthcareServiceNotAvailable { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - during: Period -} - -type ImagingStudyInstance { - id: String - extension: [Extension] - modifierExtension: [Extension] - uid: ID - sopClass: Coding - number: Int - title: String -} - -union ImagingStudyPerformerActor = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson - -type ImagingStudyPerformerActorReference { - id: String - extension: [Extension] - reference: String - resource: ImagingStudyPerformerActor - type: URI - identifier: Identifier - display: String -} - -type ImagingStudyPerformer { - id: String - extension: [Extension] - modifierExtension: [Extension] - function: CodeableConcept - actor: ImagingStudyPerformerActorReference -} - -type ImagingStudySeriesEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type ImagingStudySeriesSpecimenReference { - id: String - extension: [Extension] - reference: String - resource: Specimen - type: URI - identifier: Identifier - display: String -} - -type ImagingStudySeries { - id: String - extension: [Extension] - modifierExtension: [Extension] - uid: ID - number: Int - modality: Coding - description: String - numberOfInstances: Int - endpoint: [ImagingStudySeriesEndpointReference] - bodySite: Coding - laterality: Coding - specimen: [ImagingStudySeriesSpecimenReference] - started: DateTime - performer: [ImagingStudyPerformer] - instance: [ImagingStudyInstance] -} - -type ImmunizationEducation { - id: String - extension: [Extension] - modifierExtension: [Extension] - documentType: String - reference: URI - publicationDate: DateTime - presentationDate: DateTime -} - -union ImmunizationPerformerActor = Practitioner | PractitionerRole | Organization - -type ImmunizationPerformerActorReference { - id: String - extension: [Extension] - reference: String - resource: ImmunizationPerformerActor - type: URI - identifier: Identifier - display: String -} - -type ImmunizationPerformer { - id: String - extension: [Extension] - modifierExtension: [Extension] - function: CodeableConcept - actor: ImmunizationPerformerActorReference -} - -type ImmunizationProtocolAppliedAuthorityReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ImmunizationProtocolApplied { - id: String - extension: [Extension] - modifierExtension: [Extension] - series: String - authority: ImmunizationProtocolAppliedAuthorityReference - targetDisease: [CodeableConcept] - doseNumberPositiveInt: Int - doseNumberString: String - seriesDosesPositiveInt: Int - seriesDosesString: String -} - -type ImmunizationReactionDetailReference { - id: String - extension: [Extension] - reference: String - resource: Observation - type: URI - identifier: Identifier - display: String -} - -type ImmunizationReaction { - id: String - extension: [Extension] - modifierExtension: [Extension] - date: DateTime - detail: ImmunizationReactionDetailReference - reported: Boolean -} - -type ImmunizationRecommendationDateCriterion { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - value: DateTime -} - -union ImmunizationRecommendationRecommendationSupportingImmunization = Immunization | ImmunizationEvaluation - -type ImmunizationRecommendationRecommendationSupportingImmunizationReference { - id: String - extension: [Extension] - reference: String - resource: ImmunizationRecommendationRecommendationSupportingImmunization - type: URI - identifier: Identifier - display: String -} - -type ImmunizationRecommendationRecommendationSupportingPatientInformationReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ImmunizationRecommendationRecommendation { - id: String - extension: [Extension] - modifierExtension: [Extension] - vaccineCode: [CodeableConcept] - targetDisease: CodeableConcept - contraindicatedVaccineCode: [CodeableConcept] - forecastStatus: CodeableConcept - forecastReason: [CodeableConcept] - dateCriterion: [ImmunizationRecommendationDateCriterion] - description: String - series: String - doseNumberPositiveInt: Int - doseNumberString: String - seriesDosesPositiveInt: Int - seriesDosesString: String - supportingImmunization: [ImmunizationRecommendationRecommendationSupportingImmunizationReference] - supportingPatientInformation: [ImmunizationRecommendationRecommendationSupportingPatientInformationReference] -} - -type ImplementationGuideDefinition { - id: String - extension: [Extension] - modifierExtension: [Extension] - grouping: [ImplementationGuideGrouping] - resource: [ImplementationGuideResource] - page: ImplementationGuidePage - parameter: [ImplementationGuideParameter] - template: [ImplementationGuideTemplate] -} - -type ImplementationGuideDependsOn { - id: String - extension: [Extension] - modifierExtension: [Extension] - uri: Canonical - packageId: ID - version: String -} - -type ImplementationGuideGlobal { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - profile: Canonical -} - -type ImplementationGuideGrouping { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - description: String -} - -type ImplementationGuideManifest { - id: String - extension: [Extension] - modifierExtension: [Extension] - rendering: URL - resource: [ImplementationGuideResource1] - page: [ImplementationGuidePage1] - image: [String] - other: [String] -} - -type ImplementationGuidePageNameReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Binary - type: URI - identifier: Identifier - display: String -} - -type ImplementationGuidePage { - id: String - extension: [Extension] - modifierExtension: [Extension] - nameUrl: URL - nameReference: ImplementationGuidePageNameReferenceReference - title: String - generation: Code - page: [ImplementationGuidePage] -} - -type ImplementationGuidePage1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - title: String - anchor: [String] -} - -type ImplementationGuideParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - value: String -} - -type ImplementationGuideResourceReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ImplementationGuideResource { - id: String - extension: [Extension] - modifierExtension: [Extension] - reference: ImplementationGuideResourceReferenceReference - fhirVersion: [Code] - name: String - description: String - exampleBoolean: Boolean - exampleCanonical: Canonical - groupingId: ID -} - -type ImplementationGuideResource1ReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ImplementationGuideResource1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - reference: ImplementationGuideResource1ReferenceReference - exampleBoolean: Boolean - exampleCanonical: Canonical - relativePath: URL -} - -type ImplementationGuideTemplate { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - source: String - scope: String -} - -type IngredientManufacturerManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type IngredientManufacturer { - id: String - extension: [Extension] - modifierExtension: [Extension] - role: Code - manufacturer: IngredientManufacturerManufacturerReference -} - -type IngredientReferenceStrengthSubstanceReference { - id: String - extension: [Extension] - reference: String - resource: SubstanceDefinition - type: URI - identifier: Identifier - display: String -} - -type IngredientReferenceStrength { - id: String - extension: [Extension] - modifierExtension: [Extension] - substance: IngredientReferenceStrengthSubstanceReference - strengthRatio: Ratio - strengthRatioRange: RatioRange - measurementPoint: String - country: [CodeableConcept] -} - -type IngredientStrength { - id: String - extension: [Extension] - modifierExtension: [Extension] - presentationRatio: Ratio - presentationRatioRange: RatioRange - textPresentation: String - concentrationRatio: Ratio - concentrationRatioRange: RatioRange - textConcentration: String - measurementPoint: String - country: [CodeableConcept] - referenceStrength: [IngredientReferenceStrength] -} - -type IngredientSubstanceCodeReference { - id: String - extension: [Extension] - reference: String - resource: SubstanceDefinition - type: URI - identifier: Identifier - display: String -} - -type IngredientSubstance { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: IngredientSubstanceCodeReference - strength: [IngredientStrength] -} - -type InsurancePlanBenefit { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - requirement: String - limit: [InsurancePlanLimit] -} - -type InsurancePlanBenefit1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - cost: [InsurancePlanCost] -} - -type InsurancePlanContact { - id: String - extension: [Extension] - modifierExtension: [Extension] - purpose: CodeableConcept - name: HumanName - telecom: [ContactPoint] - address: Address -} - -type InsurancePlanCost { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - applicability: CodeableConcept - qualifiers: [CodeableConcept] - value: Quantity -} - -type InsurancePlanCoverageNetworkReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type InsurancePlanCoverage { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - network: [InsurancePlanCoverageNetworkReference] - benefit: [InsurancePlanBenefit] -} - -type InsurancePlanGeneralCost { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - groupSize: Int - cost: Money - comment: String -} - -type InsurancePlanLimit { - id: String - extension: [Extension] - modifierExtension: [Extension] - value: Quantity - code: CodeableConcept -} - -type InsurancePlanPlanCoverageAreaReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type InsurancePlanPlanNetworkReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type InsurancePlanPlan { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - type: CodeableConcept - coverageArea: [InsurancePlanPlanCoverageAreaReference] - network: [InsurancePlanPlanNetworkReference] - generalCost: [InsurancePlanGeneralCost] - specificCost: [InsurancePlanSpecificCost] -} - -type InsurancePlanSpecificCost { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - benefit: [InsurancePlanBenefit1] -} - -type InvoiceLineItemChargeItemReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItem - type: URI - identifier: Identifier - display: String -} - -type InvoiceLineItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - sequence: Int - chargeItemReference: InvoiceLineItemChargeItemReferenceReference - chargeItemCodeableConcept: CodeableConcept - priceComponent: [InvoicePriceComponent] -} - -union InvoiceParticipantActor = Practitioner | Organization | Patient | PractitionerRole | Device | RelatedPerson - -type InvoiceParticipantActorReference { - id: String - extension: [Extension] - reference: String - resource: InvoiceParticipantActor - type: URI - identifier: Identifier - display: String -} - -type InvoiceParticipant { - id: String - extension: [Extension] - modifierExtension: [Extension] - role: CodeableConcept - actor: InvoiceParticipantActorReference -} - -type InvoicePriceComponent { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - code: CodeableConcept - factor: Float - amount: Money -} - -type LinkageItemResourceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type LinkageItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - resource: LinkageItemResourceReference -} - -type ListEntryItemReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ListEntry { - id: String - extension: [Extension] - modifierExtension: [Extension] - flag: CodeableConcept - deleted: Boolean - date: DateTime - item: ListEntryItemReference -} - -type LocationHoursOfOperation { - id: String - extension: [Extension] - modifierExtension: [Extension] - daysOfWeek: [Code] - allDay: Boolean - openingTime: Time - closingTime: Time -} - -type LocationPosition { - id: String - extension: [Extension] - modifierExtension: [Extension] - longitude: Float - latitude: Float - altitude: Float -} - -type ManufacturedItemDefinitionProperty { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueDate: Date - valueBoolean: Boolean - valueAttachment: Attachment -} - -type MarketingStatus { - id: String - extension: [Extension] - modifierExtension: [Extension] - country: CodeableConcept - jurisdiction: CodeableConcept - status: CodeableConcept - dateRange: Period - restoreDate: DateTime -} - -type MeasureComponent { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - description: String - criteria: Expression -} - -type MeasureGroup { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - description: String - population: [MeasurePopulation] - stratifier: [MeasureStratifier] -} - -type MeasurePopulation { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - description: String - criteria: Expression -} - -type MeasureReportComponent { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - value: CodeableConcept -} - -type MeasureReportGroup { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - population: [MeasureReportPopulation] - measureScore: Quantity - stratifier: [MeasureReportStratifier] -} - -type MeasureReportPopulationSubjectResultsReference { - id: String - extension: [Extension] - reference: String - resource: List - type: URI - identifier: Identifier - display: String -} - -type MeasureReportPopulation { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - count: Int - subjectResults: MeasureReportPopulationSubjectResultsReference -} - -type MeasureReportPopulation1SubjectResultsReference { - id: String - extension: [Extension] - reference: String - resource: List - type: URI - identifier: Identifier - display: String -} - -type MeasureReportPopulation1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - count: Int - subjectResults: MeasureReportPopulation1SubjectResultsReference -} - -type MeasureReportStratifier { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: [CodeableConcept] - stratum: [MeasureReportStratum] -} - -type MeasureReportStratum { - id: String - extension: [Extension] - modifierExtension: [Extension] - value: CodeableConcept - component: [MeasureReportComponent] - population: [MeasureReportPopulation1] - measureScore: Quantity -} - -type MeasureStratifier { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - description: String - criteria: Expression - component: [MeasureComponent] -} - -type MeasureSupplementalData { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - usage: [CodeableConcept] - description: String - criteria: Expression -} - -type MedicationAdministrationDosage { - id: String - extension: [Extension] - modifierExtension: [Extension] - text: String - site: CodeableConcept - route: CodeableConcept - method: CodeableConcept - dose: Quantity - rateRatio: Ratio - rateQuantity: Quantity -} - -union MedicationAdministrationPerformerActor = Practitioner | PractitionerRole | Patient | RelatedPerson | Device - -type MedicationAdministrationPerformerActorReference { - id: String - extension: [Extension] - reference: String - resource: MedicationAdministrationPerformerActor - type: URI - identifier: Identifier - display: String -} - -type MedicationAdministrationPerformer { - id: String - extension: [Extension] - modifierExtension: [Extension] - function: CodeableConcept - actor: MedicationAdministrationPerformerActorReference -} - -type MedicationBatch { - id: String - extension: [Extension] - modifierExtension: [Extension] - lotNumber: String - expirationDate: DateTime -} - -union MedicationDispensePerformerActor = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson - -type MedicationDispensePerformerActorReference { - id: String - extension: [Extension] - reference: String - resource: MedicationDispensePerformerActor - type: URI - identifier: Identifier - display: String -} - -type MedicationDispensePerformer { - id: String - extension: [Extension] - modifierExtension: [Extension] - function: CodeableConcept - actor: MedicationDispensePerformerActorReference -} - -union MedicationDispenseSubstitutionResponsibleParty = Practitioner | PractitionerRole - -type MedicationDispenseSubstitutionResponsiblePartyReference { - id: String - extension: [Extension] - reference: String - resource: MedicationDispenseSubstitutionResponsibleParty - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseSubstitution { - id: String - extension: [Extension] - modifierExtension: [Extension] - wasSubstituted: Boolean - type: CodeableConcept - reason: [CodeableConcept] - responsibleParty: [MedicationDispenseSubstitutionResponsiblePartyReference] -} - -union MedicationIngredientItemReference = Substance | Medication - -type MedicationIngredientItemReferenceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationIngredientItemReference - type: URI - identifier: Identifier - display: String -} - -type MedicationIngredient { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemCodeableConcept: CodeableConcept - itemReference: MedicationIngredientItemReferenceReference - isActive: Boolean - strength: Ratio -} - -type MedicationKnowledgeAdministrationGuidelinesIndicationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledgeAdministrationGuidelines { - id: String - extension: [Extension] - modifierExtension: [Extension] - dosage: [MedicationKnowledgeDosage] - indicationCodeableConcept: CodeableConcept - indicationReference: MedicationKnowledgeAdministrationGuidelinesIndicationReferenceReference - patientCharacteristics: [MedicationKnowledgePatientCharacteristics] -} - -type MedicationKnowledgeCost { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - source: String - cost: Money -} - -type MedicationKnowledgeDosage { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - dosage: [Dosage] -} - -type MedicationKnowledgeDrugCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueCodeableConcept: CodeableConcept - valueString: String - valueQuantity: Quantity - valueBase64Binary: Base64Binary -} - -type MedicationKnowledgeIngredientItemReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledgeIngredient { - id: String - extension: [Extension] - modifierExtension: [Extension] - itemCodeableConcept: CodeableConcept - itemReference: MedicationKnowledgeIngredientItemReferenceReference - isActive: Boolean - strength: Ratio -} - -type MedicationKnowledgeKinetics { - id: String - extension: [Extension] - modifierExtension: [Extension] - areaUnderCurve: [Quantity] - lethalDose50: [Quantity] - halfLifePeriod: Quantity -} - -type MedicationKnowledgeMaxDispense { - id: String - extension: [Extension] - modifierExtension: [Extension] - quantity: Quantity - period: Quantity -} - -type MedicationKnowledgeMedicineClassification { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - classification: [CodeableConcept] -} - -type MedicationKnowledgeMonitoringProgram { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - name: String -} - -union MedicationKnowledgeMonographSource = DocumentReference | Media - -type MedicationKnowledgeMonographSourceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationKnowledgeMonographSource - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledgeMonograph { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - source: MedicationKnowledgeMonographSourceReference -} - -type MedicationKnowledgePackaging { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - quantity: Quantity -} - -type MedicationKnowledgePatientCharacteristics { - id: String - extension: [Extension] - modifierExtension: [Extension] - characteristicCodeableConcept: CodeableConcept - characteristicQuantity: Quantity - value: [String] -} - -type MedicationKnowledgeRegulatoryRegulatoryAuthorityReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledgeRegulatory { - id: String - extension: [Extension] - modifierExtension: [Extension] - regulatoryAuthority: MedicationKnowledgeRegulatoryRegulatoryAuthorityReference - substitution: [MedicationKnowledgeSubstitution] - schedule: [MedicationKnowledgeSchedule] - maxDispense: MedicationKnowledgeMaxDispense -} - -type MedicationKnowledgeRelatedMedicationKnowledgeReferenceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationKnowledge - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledgeRelatedMedicationKnowledge { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - reference: [MedicationKnowledgeRelatedMedicationKnowledgeReferenceReference] -} - -type MedicationKnowledgeSchedule { - id: String - extension: [Extension] - modifierExtension: [Extension] - schedule: CodeableConcept -} - -type MedicationKnowledgeSubstitution { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - allowed: Boolean -} - -type MedicationRequestDispenseRequestPerformerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestDispenseRequest { - id: String - extension: [Extension] - modifierExtension: [Extension] - initialFill: MedicationRequestInitialFill - dispenseInterval: Quantity - validityPeriod: Period - numberOfRepeatsAllowed: Int - quantity: Quantity - expectedSupplyDuration: Quantity - performer: MedicationRequestDispenseRequestPerformerReference -} - -type MedicationRequestInitialFill { - id: String - extension: [Extension] - modifierExtension: [Extension] - quantity: Quantity - duration: Quantity -} - -type MedicationRequestSubstitution { - id: String - extension: [Extension] - modifierExtension: [Extension] - allowedBoolean: Boolean - allowedCodeableConcept: CodeableConcept - reason: CodeableConcept -} - -type MedicinalProductDefinitionCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueDate: Date - valueBoolean: Boolean - valueAttachment: Attachment -} - -union MedicinalProductDefinitionContactContact = Organization | PractitionerRole - -type MedicinalProductDefinitionContactContactReference { - id: String - extension: [Extension] - reference: String - resource: MedicinalProductDefinitionContactContact - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinitionContact { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - contact: MedicinalProductDefinitionContactContactReference -} - -type MedicinalProductDefinitionCountryLanguage { - id: String - extension: [Extension] - modifierExtension: [Extension] - country: CodeableConcept - jurisdiction: CodeableConcept - language: CodeableConcept -} - -type MedicinalProductDefinitionCrossReferenceProductReference { - id: String - extension: [Extension] - reference: String - resource: MedicinalProductDefinition - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinitionCrossReference { - id: String - extension: [Extension] - modifierExtension: [Extension] - product: MedicinalProductDefinitionCrossReferenceProductReference - type: CodeableConcept -} - -type MedicinalProductDefinitionName { - id: String - extension: [Extension] - modifierExtension: [Extension] - productName: String - type: CodeableConcept - namePart: [MedicinalProductDefinitionNamePart] - countryLanguage: [MedicinalProductDefinitionCountryLanguage] -} - -type MedicinalProductDefinitionNamePart { - id: String - extension: [Extension] - modifierExtension: [Extension] - part: String - type: CodeableConcept -} - -union MedicinalProductDefinitionOperationType = ActivityDefinition | PlanDefinition - -type MedicinalProductDefinitionOperationTypeReference { - id: String - extension: [Extension] - reference: String - resource: MedicinalProductDefinitionOperationType - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinitionOperationOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinitionOperation { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: MedicinalProductDefinitionOperationTypeReference - effectiveDate: Period - organization: [MedicinalProductDefinitionOperationOrganizationReference] - confidentialityIndicator: CodeableConcept -} - -type MessageDefinitionAllowedResponse { - id: String - extension: [Extension] - modifierExtension: [Extension] - message: Canonical - situation: Markdown -} - -type MessageDefinitionFocus { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - profile: Canonical - min: Int - max: String -} - -type MessageHeaderDestinationTargetReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -union MessageHeaderDestinationReceiver = Practitioner | PractitionerRole | Organization - -type MessageHeaderDestinationReceiverReference { - id: String - extension: [Extension] - reference: String - resource: MessageHeaderDestinationReceiver - type: URI - identifier: Identifier - display: String -} - -type MessageHeaderDestination { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - target: MessageHeaderDestinationTargetReference - endpoint: URL - receiver: MessageHeaderDestinationReceiverReference -} - -type MessageHeaderResponseDetailsReference { - id: String - extension: [Extension] - reference: String - resource: OperationOutcome - type: URI - identifier: Identifier - display: String -} - -type MessageHeaderResponse { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: ID - code: Code - details: MessageHeaderResponseDetailsReference -} - -type MessageHeaderSource { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - software: String - version: String - contact: ContactPoint - endpoint: URL -} - -type MolecularSequenceInner { - id: String - extension: [Extension] - modifierExtension: [Extension] - start: Int - end: Int -} - -type MolecularSequenceOuter { - id: String - extension: [Extension] - modifierExtension: [Extension] - start: Int - end: Int -} - -type MolecularSequenceQuality { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - standardSequence: CodeableConcept - start: Int - end: Int - score: Quantity - method: CodeableConcept - truthTP: Float - queryTP: Float - truthFN: Float - queryFP: Float - gtFP: Float - precision: Float - recall: Float - fScore: Float - roc: MolecularSequenceRoc -} - -type MolecularSequenceReferenceSeqReferenceSeqPointerReference { - id: String - extension: [Extension] - reference: String - resource: MolecularSequence - type: URI - identifier: Identifier - display: String -} - -type MolecularSequenceReferenceSeq { - id: String - extension: [Extension] - modifierExtension: [Extension] - chromosome: CodeableConcept - genomeBuild: String - orientation: Code - referenceSeqId: CodeableConcept - referenceSeqPointer: MolecularSequenceReferenceSeqReferenceSeqPointerReference - referenceSeqString: String - strand: Code - windowStart: Int - windowEnd: Int -} - -type MolecularSequenceRepository { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - url: URI - name: String - datasetId: String - variantsetId: String - readsetId: String -} - -type MolecularSequenceRoc { - id: String - extension: [Extension] - modifierExtension: [Extension] - score: [Int] - numTP: [Int] - numFP: [Int] - numFN: [Int] - precision: [Float] - sensitivity: [Float] - fMeasure: [Float] -} - -type MolecularSequenceStructureVariant { - id: String - extension: [Extension] - modifierExtension: [Extension] - variantType: CodeableConcept - exact: Boolean - length: Int - outer: MolecularSequenceOuter - inner: MolecularSequenceInner -} - -type MolecularSequenceVariantVariantPointerReference { - id: String - extension: [Extension] - reference: String - resource: Observation - type: URI - identifier: Identifier - display: String -} - -type MolecularSequenceVariant { - id: String - extension: [Extension] - modifierExtension: [Extension] - start: Int - end: Int - observedAllele: String - referenceAllele: String - cigar: String - variantPointer: MolecularSequenceVariantVariantPointerReference -} - -type NamingSystemUniqueId { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - value: String - preferred: Boolean - comment: String - period: Period -} - -type NutritionOrderAdministration { - id: String - extension: [Extension] - modifierExtension: [Extension] - schedule: Timing - quantity: Quantity - rateQuantity: Quantity - rateRatio: Ratio -} - -type NutritionOrderEnteralFormula { - id: String - extension: [Extension] - modifierExtension: [Extension] - baseFormulaType: CodeableConcept - baseFormulaProductName: String - additiveType: CodeableConcept - additiveProductName: String - caloricDensity: Quantity - routeofAdministration: CodeableConcept - administration: [NutritionOrderAdministration] - maxVolumeToDeliver: Quantity - administrationInstruction: String -} - -type NutritionOrderNutrient { - id: String - extension: [Extension] - modifierExtension: [Extension] - modifier: CodeableConcept - amount: Quantity -} - -type NutritionOrderOralDiet { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: [CodeableConcept] - schedule: [Timing] - nutrient: [NutritionOrderNutrient] - texture: [NutritionOrderTexture] - fluidConsistencyType: [CodeableConcept] - instruction: String -} - -type NutritionOrderSupplement { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - productName: String - schedule: [Timing] - quantity: Quantity - instruction: String -} - -type NutritionOrderTexture { - id: String - extension: [Extension] - modifierExtension: [Extension] - modifier: CodeableConcept - foodType: CodeableConcept -} - -type NutritionProductIngredientItemReference { - id: String - extension: [Extension] - reference: String - resource: NutritionProduct - type: URI - identifier: Identifier - display: String -} - -type NutritionProductIngredient { - id: String - extension: [Extension] - modifierExtension: [Extension] - item: NutritionProductIngredientItemReference - amount: [Ratio] -} - -type NutritionProductInstance { - id: String - extension: [Extension] - modifierExtension: [Extension] - quantity: Quantity - identifier: [Identifier] - lotNumber: String - expiry: DateTime - useBy: DateTime -} - -type NutritionProductNutrientItemReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type NutritionProductNutrient { - id: String - extension: [Extension] - modifierExtension: [Extension] - item: NutritionProductNutrientItemReference - amount: [Ratio] -} - -type NutritionProductProductCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueCodeableConcept: CodeableConcept - valueString: String - valueQuantity: Quantity - valueBase64Binary: Base64Binary - valueAttachment: Attachment - valueBoolean: Boolean -} - -type ObservationComponent { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - valueQuantity: Quantity - valueCodeableConcept: CodeableConcept - valueString: String - valueBoolean: Boolean - valueInteger: Int - valueRange: Range - valueRatio: Ratio - valueSampledData: SampledData - valueTime: Time - valueDateTime: DateTime - valuePeriod: Period - dataAbsentReason: CodeableConcept - interpretation: [CodeableConcept] - referenceRange: [ObservationReferenceRange] -} - -type ObservationDefinitionQualifiedInterval { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: Code - range: Range - context: CodeableConcept - appliesTo: [CodeableConcept] - gender: Code - age: Range - gestationalAge: Range - condition: String -} - -type ObservationDefinitionQuantitativeDetails { - id: String - extension: [Extension] - modifierExtension: [Extension] - customaryUnit: CodeableConcept - unit: CodeableConcept - conversionFactor: Float - decimalPrecision: Int -} - -type ObservationReferenceRange { - id: String - extension: [Extension] - modifierExtension: [Extension] - low: Quantity - high: Quantity - type: CodeableConcept - appliesTo: [CodeableConcept] - age: Range - text: String -} - -type OperationDefinitionBinding { - id: String - extension: [Extension] - modifierExtension: [Extension] - strength: Code - valueSet: Canonical -} - -type OperationDefinitionOverload { - id: String - extension: [Extension] - modifierExtension: [Extension] - parameterName: [String] - comment: String -} - -type OperationDefinitionParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: Code - use: Code - min: Int - max: String - documentation: String - type: Code - targetProfile: [Canonical] - searchType: Code - binding: OperationDefinitionBinding - referencedFrom: [OperationDefinitionReferencedFrom] - part: [OperationDefinitionParameter] -} - -type OperationDefinitionReferencedFrom { - id: String - extension: [Extension] - modifierExtension: [Extension] - source: String - sourceId: String -} - -type OperationOutcomeIssue { - id: String - extension: [Extension] - modifierExtension: [Extension] - severity: Code - code: Code - details: CodeableConcept - diagnostics: String - location: [String] - expression: [String] -} - -type OrganizationContact { - id: String - extension: [Extension] - modifierExtension: [Extension] - purpose: CodeableConcept - name: HumanName - telecom: [ContactPoint] - address: Address -} - -union PackagedProductDefinitionContainedItemItem = ManufacturedItemDefinition | DeviceDefinition | PackagedProductDefinition | BiologicallyDerivedProduct | NutritionProduct - -type PackagedProductDefinitionContainedItemItemReference { - id: String - extension: [Extension] - reference: String - resource: PackagedProductDefinitionContainedItemItem - type: URI - identifier: Identifier - display: String -} - -type PackagedProductDefinitionContainedItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - item: PackagedProductDefinitionContainedItemItemReference - amount: Quantity -} - -type PackagedProductDefinitionLegalStatusOfSupply { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - jurisdiction: CodeableConcept -} - -type PackagedProductDefinitionPackageManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PackagedProductDefinitionPackage { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - type: CodeableConcept - quantity: Int - material: [CodeableConcept] - alternateMaterial: [CodeableConcept] - shelfLifeStorage: [PackagedProductDefinitionShelfLifeStorage] - manufacturer: [PackagedProductDefinitionPackageManufacturerReference] - property: [PackagedProductDefinitionProperty] - containedItem: [PackagedProductDefinitionContainedItem] - package: [PackagedProductDefinitionPackage] -} - -type PackagedProductDefinitionProperty { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueDate: Date - valueBoolean: Boolean - valueAttachment: Attachment -} - -type PackagedProductDefinitionShelfLifeStorage { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - periodDuration: Quantity - periodString: String - specialPrecautionsForStorage: [CodeableConcept] -} - -type ParametersParameterValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ParametersParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - valueBase64Binary: Base64Binary - valueBoolean: Boolean - valueCanonical: Canonical - valueCode: Code - valueDate: Date - valueDateTime: DateTime - valueDecimal: Float - valueId: ID - valueInstant: Instant - valueInteger: Int - valueMarkdown: Markdown - valueOid: OID - valuePositiveInt: Int - valueString: String - valueTime: Time - valueUnsignedInt: Int - valueUri: URI - valueUrl: URL - valueUuid: UUID - valueAddress: Address - valueAge: Quantity - valueAnnotation: Annotation - valueAttachment: Attachment - valueCodeableConcept: CodeableConcept - valueCoding: Coding - valueContactPoint: ContactPoint - valueCount: Quantity - valueDistance: Quantity - valueDuration: Quantity - valueHumanName: HumanName - valueIdentifier: Identifier - valueMoney: Money - valuePeriod: Period - valueQuantity: Quantity - valueRange: Range - valueRatio: Ratio - valueReference: ParametersParameterValueReferenceReference - valueSampledData: SampledData - valueSignature: Signature - valueTiming: Timing - valueContactDetail: ContactDetail - valueContributor: Contributor - valueDataRequirement: DataRequirement - valueExpression: Expression - valueParameterDefinition: ParameterDefinition - valueRelatedArtifact: RelatedArtifact - valueTriggerDefinition: TriggerDefinition - valueUsageContext: UsageContext - valueDosage: Dosage - valueMeta: Meta - resource: Resource - part: [ParametersParameter] -} - -type PatientCommunication { - id: String - extension: [Extension] - modifierExtension: [Extension] - language: CodeableConcept - preferred: Boolean -} - -type PatientContactOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PatientContact { - id: String - extension: [Extension] - modifierExtension: [Extension] - relationship: [CodeableConcept] - name: HumanName - telecom: [ContactPoint] - address: Address - gender: Code - organization: PatientContactOrganizationReference - period: Period -} - -union PatientLinkOther = Patient | RelatedPerson - -type PatientLinkOtherReference { - id: String - extension: [Extension] - reference: String - resource: PatientLinkOther - type: URI - identifier: Identifier - display: String -} - -type PatientLink { - id: String - extension: [Extension] - modifierExtension: [Extension] - other: PatientLinkOtherReference - type: Code -} - -type PaymentReconciliationDetailRequestReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union PaymentReconciliationDetailSubmitter = Practitioner | PractitionerRole | Organization - -type PaymentReconciliationDetailSubmitterReference { - id: String - extension: [Extension] - reference: String - resource: PaymentReconciliationDetailSubmitter - type: URI - identifier: Identifier - display: String -} - -type PaymentReconciliationDetailResponseReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type PaymentReconciliationDetailResponsibleReference { - id: String - extension: [Extension] - reference: String - resource: PractitionerRole - type: URI - identifier: Identifier - display: String -} - -union PaymentReconciliationDetailPayee = Practitioner | PractitionerRole | Organization - -type PaymentReconciliationDetailPayeeReference { - id: String - extension: [Extension] - reference: String - resource: PaymentReconciliationDetailPayee - type: URI - identifier: Identifier - display: String -} - -type PaymentReconciliationDetail { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - predecessor: Identifier - type: CodeableConcept - request: PaymentReconciliationDetailRequestReference - submitter: PaymentReconciliationDetailSubmitterReference - response: PaymentReconciliationDetailResponseReference - date: Date - responsible: PaymentReconciliationDetailResponsibleReference - payee: PaymentReconciliationDetailPayeeReference - amount: Money -} - -type PaymentReconciliationProcessNote { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - text: String -} - -union PersonLinkTarget = Patient | Practitioner | RelatedPerson | Person - -type PersonLinkTargetReference { - id: String - extension: [Extension] - reference: String - resource: PersonLinkTarget - type: URI - identifier: Identifier - display: String -} - -type PersonLink { - id: String - extension: [Extension] - modifierExtension: [Extension] - target: PersonLinkTargetReference - assurance: Code -} - -type PlanDefinitionActionSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type PlanDefinitionAction { - id: String - extension: [Extension] - modifierExtension: [Extension] - prefix: String - title: String - description: String - textEquivalent: String - priority: Code - code: [CodeableConcept] - reason: [CodeableConcept] - documentation: [RelatedArtifact] - goalId: [ID] - subjectCodeableConcept: CodeableConcept - subjectReference: PlanDefinitionActionSubjectReferenceReference - subjectCanonical: Canonical - trigger: [TriggerDefinition] - condition: [PlanDefinitionCondition] - input: [DataRequirement] - output: [DataRequirement] - relatedAction: [PlanDefinitionRelatedAction] - timingDateTime: DateTime - timingAge: Quantity - timingPeriod: Period - timingDuration: Quantity - timingRange: Range - timingTiming: Timing - participant: [PlanDefinitionParticipant] - type: CodeableConcept - groupingBehavior: Code - selectionBehavior: Code - requiredBehavior: Code - precheckBehavior: Code - cardinalityBehavior: Code - definitionCanonical: Canonical - definitionUri: URI - transform: Canonical - dynamicValue: [PlanDefinitionDynamicValue] - action: [PlanDefinitionAction] -} - -type PlanDefinitionCondition { - id: String - extension: [Extension] - modifierExtension: [Extension] - kind: Code - expression: Expression -} - -type PlanDefinitionDynamicValue { - id: String - extension: [Extension] - modifierExtension: [Extension] - path: String - expression: Expression -} - -type PlanDefinitionGoal { - id: String - extension: [Extension] - modifierExtension: [Extension] - category: CodeableConcept - description: CodeableConcept - priority: CodeableConcept - start: CodeableConcept - addresses: [CodeableConcept] - documentation: [RelatedArtifact] - target: [PlanDefinitionTarget] -} - -type PlanDefinitionParticipant { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - role: CodeableConcept -} - -type PlanDefinitionRelatedAction { - id: String - extension: [Extension] - modifierExtension: [Extension] - actionId: ID - relationship: Code - offsetDuration: Quantity - offsetRange: Range -} - -type PlanDefinitionTarget { - id: String - extension: [Extension] - modifierExtension: [Extension] - measure: CodeableConcept - detailQuantity: Quantity - detailRange: Range - detailCodeableConcept: CodeableConcept - due: Quantity -} - -type Population { - id: String - extension: [Extension] - modifierExtension: [Extension] - ageRange: Range - ageCodeableConcept: CodeableConcept - gender: CodeableConcept - race: CodeableConcept - physiologicalCondition: CodeableConcept -} - -type PractitionerQualificationIssuerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PractitionerQualification { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - code: CodeableConcept - period: Period - issuer: PractitionerQualificationIssuerReference -} - -type PractitionerRoleAvailableTime { - id: String - extension: [Extension] - modifierExtension: [Extension] - daysOfWeek: [Code] - allDay: Boolean - availableStartTime: Time - availableEndTime: Time -} - -type PractitionerRoleNotAvailable { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - during: Period -} - -type ProcedureFocalDeviceManipulatedReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type ProcedureFocalDevice { - id: String - extension: [Extension] - modifierExtension: [Extension] - action: CodeableConcept - manipulated: ProcedureFocalDeviceManipulatedReference -} - -union ProcedurePerformerActor = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device - -type ProcedurePerformerActorReference { - id: String - extension: [Extension] - reference: String - resource: ProcedurePerformerActor - type: URI - identifier: Identifier - display: String -} - -type ProcedurePerformerOnBehalfOfReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ProcedurePerformer { - id: String - extension: [Extension] - modifierExtension: [Extension] - function: CodeableConcept - actor: ProcedurePerformerActorReference - onBehalfOf: ProcedurePerformerOnBehalfOfReference -} - -type ProdCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - height: Quantity - width: Quantity - depth: Quantity - weight: Quantity - nominalVolume: Quantity - externalDiameter: Quantity - shape: String - color: [String] - imprint: [String] - image: [Attachment] - scoring: CodeableConcept -} - -type ProductShelfLife { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - type: CodeableConcept - period: Quantity - specialPrecautionsForStorage: [CodeableConcept] -} - -union ProvenanceAgentWho = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization - -type ProvenanceAgentWhoReference { - id: String - extension: [Extension] - reference: String - resource: ProvenanceAgentWho - type: URI - identifier: Identifier - display: String -} - -union ProvenanceAgentOnBehalfOf = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization - -type ProvenanceAgentOnBehalfOfReference { - id: String - extension: [Extension] - reference: String - resource: ProvenanceAgentOnBehalfOf - type: URI - identifier: Identifier - display: String -} - -type ProvenanceAgent { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - role: [CodeableConcept] - who: ProvenanceAgentWhoReference - onBehalfOf: ProvenanceAgentOnBehalfOfReference -} - -type ProvenanceEntityWhatReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ProvenanceEntity { - id: String - extension: [Extension] - modifierExtension: [Extension] - role: Code - what: ProvenanceEntityWhatReference - agent: [ProvenanceAgent] -} - -type QuestionnaireAnswerOptionValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type QuestionnaireAnswerOption { - id: String - extension: [Extension] - modifierExtension: [Extension] - valueInteger: Int - valueDate: Date - valueTime: Time - valueString: String - valueCoding: Coding - valueReference: QuestionnaireAnswerOptionValueReferenceReference - initialSelected: Boolean -} - -type QuestionnaireEnableWhenAnswerReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type QuestionnaireEnableWhen { - id: String - extension: [Extension] - modifierExtension: [Extension] - question: String - operator: Code - answerBoolean: Boolean - answerDecimal: Float - answerInteger: Int - answerDate: Date - answerDateTime: DateTime - answerTime: Time - answerString: String - answerCoding: Coding - answerQuantity: Quantity - answerReference: QuestionnaireEnableWhenAnswerReferenceReference -} - -type QuestionnaireInitialValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type QuestionnaireInitial { - id: String - extension: [Extension] - modifierExtension: [Extension] - valueBoolean: Boolean - valueDecimal: Float - valueInteger: Int - valueDate: Date - valueDateTime: DateTime - valueTime: Time - valueString: String - valueUri: URI - valueAttachment: Attachment - valueCoding: Coding - valueQuantity: Quantity - valueReference: QuestionnaireInitialValueReferenceReference -} - -type QuestionnaireItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - linkId: String - definition: URI - code: [Coding] - prefix: String - text: String - type: Code - enableWhen: [QuestionnaireEnableWhen] - enableBehavior: Code - required: Boolean - repeats: Boolean - readOnly: Boolean - maxLength: Int - answerValueSet: Canonical - answerOption: [QuestionnaireAnswerOption] - initial: [QuestionnaireInitial] - item: [QuestionnaireItem] -} - -type QuestionnaireResponseAnswerValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type QuestionnaireResponseAnswer { - id: String - extension: [Extension] - modifierExtension: [Extension] - valueBoolean: Boolean - valueDecimal: Float - valueInteger: Int - valueDate: Date - valueDateTime: DateTime - valueTime: Time - valueString: String - valueUri: URI - valueAttachment: Attachment - valueCoding: Coding - valueQuantity: Quantity - valueReference: QuestionnaireResponseAnswerValueReferenceReference - item: [QuestionnaireResponseItem] -} - -type QuestionnaireResponseItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - linkId: String - definition: URI - text: String - answer: [QuestionnaireResponseAnswer] - item: [QuestionnaireResponseItem] -} - -type RegulatedAuthorizationCase { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - type: CodeableConcept - status: CodeableConcept - datePeriod: Period - dateDateTime: DateTime - application: [RegulatedAuthorizationCase] -} - -type RelatedPersonCommunication { - id: String - extension: [Extension] - modifierExtension: [Extension] - language: CodeableConcept - preferred: Boolean -} - -union RequestGroupActionParticipant = Patient | Practitioner | PractitionerRole | RelatedPerson | Device - -type RequestGroupActionParticipantReference { - id: String - extension: [Extension] - reference: String - resource: RequestGroupActionParticipant - type: URI - identifier: Identifier - display: String -} - -type RequestGroupActionResourceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type RequestGroupAction { - id: String - extension: [Extension] - modifierExtension: [Extension] - prefix: String - title: String - description: String - textEquivalent: String - priority: Code - code: [CodeableConcept] - documentation: [RelatedArtifact] - condition: [RequestGroupCondition] - relatedAction: [RequestGroupRelatedAction] - timingDateTime: DateTime - timingAge: Quantity - timingPeriod: Period - timingDuration: Quantity - timingRange: Range - timingTiming: Timing - participant: [RequestGroupActionParticipantReference] - type: CodeableConcept - groupingBehavior: Code - selectionBehavior: Code - requiredBehavior: Code - precheckBehavior: Code - cardinalityBehavior: Code - resource: RequestGroupActionResourceReference - action: [RequestGroupAction] -} - -type RequestGroupCondition { - id: String - extension: [Extension] - modifierExtension: [Extension] - kind: Code - expression: Expression -} - -type RequestGroupRelatedAction { - id: String - extension: [Extension] - modifierExtension: [Extension] - actionId: ID - relationship: Code - offsetDuration: Quantity - offsetRange: Range -} - -type ResearchElementDefinitionCharacteristic { - id: String - extension: [Extension] - modifierExtension: [Extension] - definitionCodeableConcept: CodeableConcept - definitionCanonical: Canonical - definitionExpression: Expression - definitionDataRequirement: DataRequirement - usageContext: [UsageContext] - exclude: Boolean - unitOfMeasure: CodeableConcept - studyEffectiveDescription: String - studyEffectiveDateTime: DateTime - studyEffectivePeriod: Period - studyEffectiveDuration: Quantity - studyEffectiveTiming: Timing - studyEffectiveTimeFromStart: Quantity - studyEffectiveGroupMeasure: Code - participantEffectiveDescription: String - participantEffectiveDateTime: DateTime - participantEffectivePeriod: Period - participantEffectiveDuration: Quantity - participantEffectiveTiming: Timing - participantEffectiveTimeFromStart: Quantity - participantEffectiveGroupMeasure: Code -} - -type ResearchStudyArm { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - type: CodeableConcept - description: String -} - -type ResearchStudyObjective { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - type: CodeableConcept -} - -type RiskAssessmentPrediction { - id: String - extension: [Extension] - modifierExtension: [Extension] - outcome: CodeableConcept - probabilityDecimal: Float - probabilityRange: Range - qualitativeRisk: CodeableConcept - relativeRisk: Float - whenPeriod: Period - whenRange: Range - rationale: String -} - -type SearchParameterComponent { - id: String - extension: [Extension] - modifierExtension: [Extension] - definition: Canonical - expression: String -} - -union SpecimenCollectionCollector = Practitioner | PractitionerRole - -type SpecimenCollectionCollectorReference { - id: String - extension: [Extension] - reference: String - resource: SpecimenCollectionCollector - type: URI - identifier: Identifier - display: String -} - -type SpecimenCollection { - id: String - extension: [Extension] - modifierExtension: [Extension] - collector: SpecimenCollectionCollectorReference - collectedDateTime: DateTime - collectedPeriod: Period - duration: Quantity - quantity: Quantity - method: CodeableConcept - bodySite: CodeableConcept - fastingStatusCodeableConcept: CodeableConcept - fastingStatusDuration: Quantity -} - -type SpecimenContainerAdditiveReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type SpecimenContainer { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - description: String - type: CodeableConcept - capacity: Quantity - specimenQuantity: Quantity - additiveCodeableConcept: CodeableConcept - additiveReference: SpecimenContainerAdditiveReferenceReference -} - -type SpecimenDefinitionAdditiveAdditiveReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type SpecimenDefinitionAdditive { - id: String - extension: [Extension] - modifierExtension: [Extension] - additiveCodeableConcept: CodeableConcept - additiveReference: SpecimenDefinitionAdditiveAdditiveReferenceReference -} - -type SpecimenDefinitionContainer { - id: String - extension: [Extension] - modifierExtension: [Extension] - material: CodeableConcept - type: CodeableConcept - cap: CodeableConcept - description: String - capacity: Quantity - minimumVolumeQuantity: Quantity - minimumVolumeString: String - additive: [SpecimenDefinitionAdditive] - preparation: String -} - -type SpecimenDefinitionHandling { - id: String - extension: [Extension] - modifierExtension: [Extension] - temperatureQualifier: CodeableConcept - temperatureRange: Range - maxDuration: Quantity - instruction: String -} - -type SpecimenDefinitionTypeTested { - id: String - extension: [Extension] - modifierExtension: [Extension] - isDerived: Boolean - type: CodeableConcept - preference: Code - container: SpecimenDefinitionContainer - requirement: String - retentionTime: Quantity - rejectionCriterion: [CodeableConcept] - handling: [SpecimenDefinitionHandling] -} - -type SpecimenProcessingAdditiveReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type SpecimenProcessing { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - procedure: CodeableConcept - additive: [SpecimenProcessingAdditiveReference] - timeDateTime: DateTime - timePeriod: Period -} - -type StructureDefinitionContext { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - expression: String -} - -type StructureDefinitionDifferential { - id: String - extension: [Extension] - modifierExtension: [Extension] - element: [ElementDefinition] -} - -type StructureDefinitionMapping { - id: String - extension: [Extension] - modifierExtension: [Extension] - identity: ID - uri: URI - name: String - comment: String -} - -type StructureDefinitionSnapshot { - id: String - extension: [Extension] - modifierExtension: [Extension] - element: [ElementDefinition] -} - -type StructureMapDependent { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: ID - variable: [String] -} - -type StructureMapGroup { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: ID - extends: ID - typeMode: Code - documentation: String - input: [StructureMapInput] - rule: [StructureMapRule] -} - -type StructureMapInput { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: ID - type: String - mode: Code - documentation: String -} - -type StructureMapParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - valueId: ID - valueString: String - valueBoolean: Boolean - valueInteger: Int - valueDecimal: Float -} - -type StructureMapRule { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: ID - source: [StructureMapSource] - target: [StructureMapTarget] - rule: [StructureMapRule] - dependent: [StructureMapDependent] - documentation: String -} - -type StructureMapSourceDefaultValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type StructureMapSource { - id: String - extension: [Extension] - modifierExtension: [Extension] - context: ID - min: Int - max: String - type: String - defaultValueBase64Binary: Base64Binary - defaultValueBoolean: Boolean - defaultValueCanonical: Canonical - defaultValueCode: Code - defaultValueDate: Date - defaultValueDateTime: DateTime - defaultValueDecimal: Float - defaultValueId: ID - defaultValueInstant: Instant - defaultValueInteger: Int - defaultValueMarkdown: Markdown - defaultValueOid: OID - defaultValuePositiveInt: Int - defaultValueString: String - defaultValueTime: Time - defaultValueUnsignedInt: Int - defaultValueUri: URI - defaultValueUrl: URL - defaultValueUuid: UUID - defaultValueAddress: Address - defaultValueAge: Quantity - defaultValueAnnotation: Annotation - defaultValueAttachment: Attachment - defaultValueCodeableConcept: CodeableConcept - defaultValueCoding: Coding - defaultValueContactPoint: ContactPoint - defaultValueCount: Quantity - defaultValueDistance: Quantity - defaultValueDuration: Quantity - defaultValueHumanName: HumanName - defaultValueIdentifier: Identifier - defaultValueMoney: Money - defaultValuePeriod: Period - defaultValueQuantity: Quantity - defaultValueRange: Range - defaultValueRatio: Ratio - defaultValueReference: StructureMapSourceDefaultValueReferenceReference - defaultValueSampledData: SampledData - defaultValueSignature: Signature - defaultValueTiming: Timing - defaultValueContactDetail: ContactDetail - defaultValueContributor: Contributor - defaultValueDataRequirement: DataRequirement - defaultValueExpression: Expression - defaultValueParameterDefinition: ParameterDefinition - defaultValueRelatedArtifact: RelatedArtifact - defaultValueTriggerDefinition: TriggerDefinition - defaultValueUsageContext: UsageContext - defaultValueDosage: Dosage - defaultValueMeta: Meta - element: String - listMode: Code - variable: ID - condition: String - check: String - logMessage: String -} - -type StructureMapStructure { - id: String - extension: [Extension] - modifierExtension: [Extension] - url: Canonical - mode: Code - alias: String - documentation: String -} - -type StructureMapTarget { - id: String - extension: [Extension] - modifierExtension: [Extension] - context: ID - contextType: Code - element: String - variable: ID - listMode: [Code] - listRuleId: ID - transform: Code - parameter: [StructureMapParameter] -} - -type SubscriptionChannel { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - endpoint: URL - payload: Code - header: [String] -} - -type SubscriptionStatusNotificationEventFocusReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type SubscriptionStatusNotificationEventAdditionalContextReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type SubscriptionStatusNotificationEvent { - id: String - extension: [Extension] - modifierExtension: [Extension] - eventNumber: String - timestamp: Instant - focus: SubscriptionStatusNotificationEventFocusReference - additionalContext: [SubscriptionStatusNotificationEventAdditionalContextReference] -} - -type SubscriptionTopicCanFilterBy { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: Markdown - resource: URI - filterParameter: String - filterDefinition: URI - modifier: [Code] -} - -type SubscriptionTopicEventTrigger { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: Markdown - event: CodeableConcept - resource: URI -} - -type SubscriptionTopicNotificationShape { - id: String - extension: [Extension] - modifierExtension: [Extension] - resource: URI - include: [String] - revInclude: [String] -} - -type SubscriptionTopicQueryCriteria { - id: String - extension: [Extension] - modifierExtension: [Extension] - previous: String - resultForCreate: Code - current: String - resultForDelete: Code - requireBoth: Boolean -} - -type SubscriptionTopicResourceTrigger { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: Markdown - resource: URI - supportedInteraction: [Code] - queryCriteria: SubscriptionTopicQueryCriteria - fhirPathCriteria: String -} - -type SubstanceDefinitionCodeSourceReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionCode { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - status: CodeableConcept - statusDate: DateTime - note: [Annotation] - source: [SubstanceDefinitionCodeSourceReference] -} - -type SubstanceDefinitionMoiety { - id: String - extension: [Extension] - modifierExtension: [Extension] - role: CodeableConcept - identifier: Identifier - name: String - stereochemistry: CodeableConcept - opticalActivity: CodeableConcept - molecularFormula: String - amountQuantity: Quantity - amountString: String - measurementType: CodeableConcept -} - -type SubstanceDefinitionMolecularWeight { - id: String - extension: [Extension] - modifierExtension: [Extension] - method: CodeableConcept - type: CodeableConcept - amount: Quantity -} - -type SubstanceDefinitionNameSourceReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionName { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - type: CodeableConcept - status: CodeableConcept - preferred: Boolean - language: [CodeableConcept] - domain: [CodeableConcept] - jurisdiction: [CodeableConcept] - synonym: [SubstanceDefinitionName] - translation: [SubstanceDefinitionName] - official: [SubstanceDefinitionOfficial] - source: [SubstanceDefinitionNameSourceReference] -} - -type SubstanceDefinitionOfficial { - id: String - extension: [Extension] - modifierExtension: [Extension] - authority: CodeableConcept - status: CodeableConcept - date: DateTime -} - -type SubstanceDefinitionProperty { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueDate: Date - valueBoolean: Boolean - valueAttachment: Attachment -} - -type SubstanceDefinitionRelationshipSubstanceDefinitionReferenceReference { - id: String - extension: [Extension] - reference: String - resource: SubstanceDefinition - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionRelationshipSourceReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionRelationship { - id: String - extension: [Extension] - modifierExtension: [Extension] - substanceDefinitionReference: SubstanceDefinitionRelationshipSubstanceDefinitionReferenceReference - substanceDefinitionCodeableConcept: CodeableConcept - type: CodeableConcept - isDefining: Boolean - amountQuantity: Quantity - amountRatio: Ratio - amountString: String - ratioHighLimitAmount: Ratio - comparator: CodeableConcept - source: [SubstanceDefinitionRelationshipSourceReference] -} - -type SubstanceDefinitionRepresentationDocumentReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionRepresentation { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - representation: String - format: CodeableConcept - document: SubstanceDefinitionRepresentationDocumentReference -} - -type SubstanceDefinitionSourceMaterial { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - genus: CodeableConcept - species: CodeableConcept - part: CodeableConcept - countryOfOrigin: [CodeableConcept] -} - -type SubstanceDefinitionStructureSourceDocumentReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionStructure { - id: String - extension: [Extension] - modifierExtension: [Extension] - stereochemistry: CodeableConcept - opticalActivity: CodeableConcept - molecularFormula: String - molecularFormulaByMoiety: String - molecularWeight: SubstanceDefinitionMolecularWeight - technique: [CodeableConcept] - sourceDocument: [SubstanceDefinitionStructureSourceDocumentReference] - representation: [SubstanceDefinitionRepresentation] -} - -type SubstanceIngredientSubstanceReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type SubstanceIngredient { - id: String - extension: [Extension] - modifierExtension: [Extension] - quantity: Ratio - substanceCodeableConcept: CodeableConcept - substanceReference: SubstanceIngredientSubstanceReferenceReference -} - -type SubstanceInstance { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - expiry: DateTime - quantity: Quantity -} - -union SupplyDeliverySuppliedItemItemReference = Medication | Substance | Device - -type SupplyDeliverySuppliedItemItemReferenceReference { - id: String - extension: [Extension] - reference: String - resource: SupplyDeliverySuppliedItemItemReference - type: URI - identifier: Identifier - display: String -} - -type SupplyDeliverySuppliedItem { - id: String - extension: [Extension] - modifierExtension: [Extension] - quantity: Quantity - itemCodeableConcept: CodeableConcept - itemReference: SupplyDeliverySuppliedItemItemReferenceReference -} - -type SupplyRequestParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueRange: Range - valueBoolean: Boolean -} - -type TaskInputValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type TaskInput { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueBase64Binary: Base64Binary - valueBoolean: Boolean - valueCanonical: Canonical - valueCode: Code - valueDate: Date - valueDateTime: DateTime - valueDecimal: Float - valueId: ID - valueInstant: Instant - valueInteger: Int - valueMarkdown: Markdown - valueOid: OID - valuePositiveInt: Int - valueString: String - valueTime: Time - valueUnsignedInt: Int - valueUri: URI - valueUrl: URL - valueUuid: UUID - valueAddress: Address - valueAge: Quantity - valueAnnotation: Annotation - valueAttachment: Attachment - valueCodeableConcept: CodeableConcept - valueCoding: Coding - valueContactPoint: ContactPoint - valueCount: Quantity - valueDistance: Quantity - valueDuration: Quantity - valueHumanName: HumanName - valueIdentifier: Identifier - valueMoney: Money - valuePeriod: Period - valueQuantity: Quantity - valueRange: Range - valueRatio: Ratio - valueReference: TaskInputValueReferenceReference - valueSampledData: SampledData - valueSignature: Signature - valueTiming: Timing - valueContactDetail: ContactDetail - valueContributor: Contributor - valueDataRequirement: DataRequirement - valueExpression: Expression - valueParameterDefinition: ParameterDefinition - valueRelatedArtifact: RelatedArtifact - valueTriggerDefinition: TriggerDefinition - valueUsageContext: UsageContext - valueDosage: Dosage - valueMeta: Meta -} - -type TaskOutputValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type TaskOutput { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: CodeableConcept - valueBase64Binary: Base64Binary - valueBoolean: Boolean - valueCanonical: Canonical - valueCode: Code - valueDate: Date - valueDateTime: DateTime - valueDecimal: Float - valueId: ID - valueInstant: Instant - valueInteger: Int - valueMarkdown: Markdown - valueOid: OID - valuePositiveInt: Int - valueString: String - valueTime: Time - valueUnsignedInt: Int - valueUri: URI - valueUrl: URL - valueUuid: UUID - valueAddress: Address - valueAge: Quantity - valueAnnotation: Annotation - valueAttachment: Attachment - valueCodeableConcept: CodeableConcept - valueCoding: Coding - valueContactPoint: ContactPoint - valueCount: Quantity - valueDistance: Quantity - valueDuration: Quantity - valueHumanName: HumanName - valueIdentifier: Identifier - valueMoney: Money - valuePeriod: Period - valueQuantity: Quantity - valueRange: Range - valueRatio: Ratio - valueReference: TaskOutputValueReferenceReference - valueSampledData: SampledData - valueSignature: Signature - valueTiming: Timing - valueContactDetail: ContactDetail - valueContributor: Contributor - valueDataRequirement: DataRequirement - valueExpression: Expression - valueParameterDefinition: ParameterDefinition - valueRelatedArtifact: RelatedArtifact - valueTriggerDefinition: TriggerDefinition - valueUsageContext: UsageContext - valueDosage: Dosage - valueMeta: Meta -} - -union TaskRestrictionRecipient = Patient | Practitioner | PractitionerRole | RelatedPerson | Group | Organization - -type TaskRestrictionRecipientReference { - id: String - extension: [Extension] - reference: String - resource: TaskRestrictionRecipient - type: URI - identifier: Identifier - display: String -} - -type TaskRestriction { - id: String - extension: [Extension] - modifierExtension: [Extension] - repetitions: Int - period: Period - recipient: [TaskRestrictionRecipientReference] -} - -type TerminologyCapabilitiesClosure { - id: String - extension: [Extension] - modifierExtension: [Extension] - translation: Boolean -} - -type TerminologyCapabilitiesCodeSystem { - id: String - extension: [Extension] - modifierExtension: [Extension] - uri: Canonical - version: [TerminologyCapabilitiesVersion] - subsumption: Boolean -} - -type TerminologyCapabilitiesExpansion { - id: String - extension: [Extension] - modifierExtension: [Extension] - hierarchical: Boolean - paging: Boolean - incomplete: Boolean - parameter: [TerminologyCapabilitiesParameter] - textFilter: Markdown -} - -type TerminologyCapabilitiesFilter { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - op: [Code] -} - -type TerminologyCapabilitiesImplementation { - id: String - extension: [Extension] - modifierExtension: [Extension] - description: String - url: URL -} - -type TerminologyCapabilitiesParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: Code - documentation: String -} - -type TerminologyCapabilitiesSoftware { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - version: String -} - -type TerminologyCapabilitiesTranslation { - id: String - extension: [Extension] - modifierExtension: [Extension] - needsMap: Boolean -} - -type TerminologyCapabilitiesValidateCode { - id: String - extension: [Extension] - modifierExtension: [Extension] - translations: Boolean -} - -type TerminologyCapabilitiesVersion { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: String - isDefault: Boolean - compositional: Boolean - language: [Code] - filter: [TerminologyCapabilitiesFilter] - property: [Code] -} - -type TestReportAction { - id: String - extension: [Extension] - modifierExtension: [Extension] - operation: TestReportOperation - assert: TestReportAssert -} - -type TestReportAction1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - operation: TestReportOperation - assert: TestReportAssert -} - -type TestReportAction2 { - id: String - extension: [Extension] - modifierExtension: [Extension] - operation: TestReportOperation -} - -type TestReportAssert { - id: String - extension: [Extension] - modifierExtension: [Extension] - result: Code - message: Markdown - detail: String -} - -type TestReportOperation { - id: String - extension: [Extension] - modifierExtension: [Extension] - result: Code - message: Markdown - detail: URI -} - -type TestReportParticipant { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Code - uri: URI - display: String -} - -type TestReportSetup { - id: String - extension: [Extension] - modifierExtension: [Extension] - action: [TestReportAction] -} - -type TestReportTeardown { - id: String - extension: [Extension] - modifierExtension: [Extension] - action: [TestReportAction2] -} - -type TestReportTest { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - description: String - action: [TestReportAction1] -} - -type TestScriptAction { - id: String - extension: [Extension] - modifierExtension: [Extension] - operation: TestScriptOperation - assert: TestScriptAssert -} - -type TestScriptAction1 { - id: String - extension: [Extension] - modifierExtension: [Extension] - operation: TestScriptOperation - assert: TestScriptAssert -} - -type TestScriptAction2 { - id: String - extension: [Extension] - modifierExtension: [Extension] - operation: TestScriptOperation -} - -type TestScriptAssert { - id: String - extension: [Extension] - modifierExtension: [Extension] - label: String - description: String - direction: Code - compareToSourceId: String - compareToSourceExpression: String - compareToSourcePath: String - contentType: Code - expression: String - headerField: String - minimumId: String - navigationLinks: Boolean - operator: Code - path: String - requestMethod: Code - requestURL: String - resource: Code - response: Code - responseCode: String - sourceId: ID - validateProfileId: ID - value: String - warningOnly: Boolean -} - -type TestScriptCapability { - id: String - extension: [Extension] - modifierExtension: [Extension] - required: Boolean - validated: Boolean - description: String - origin: [Int] - destination: Int - link: [URI] - capabilities: Canonical -} - -type TestScriptDestination { - id: String - extension: [Extension] - modifierExtension: [Extension] - index: Int - profile: Coding -} - -type TestScriptFixtureResourceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type TestScriptFixture { - id: String - extension: [Extension] - modifierExtension: [Extension] - autocreate: Boolean - autodelete: Boolean - resource: TestScriptFixtureResourceReference -} - -type TestScriptLink { - id: String - extension: [Extension] - modifierExtension: [Extension] - url: URI - description: String -} - -type TestScriptMetadata { - id: String - extension: [Extension] - modifierExtension: [Extension] - link: [TestScriptLink] - capability: [TestScriptCapability] -} - -type TestScriptOperation { - id: String - extension: [Extension] - modifierExtension: [Extension] - type: Coding - resource: Code - label: String - description: String - accept: Code - contentType: Code - destination: Int - encodeRequestUrl: Boolean - method: Code - origin: Int - params: String - requestHeader: [TestScriptRequestHeader] - requestId: ID - responseId: ID - sourceId: ID - targetId: ID - url: String -} - -type TestScriptOrigin { - id: String - extension: [Extension] - modifierExtension: [Extension] - index: Int - profile: Coding -} - -type TestScriptRequestHeader { - id: String - extension: [Extension] - modifierExtension: [Extension] - field: String - value: String -} - -type TestScriptSetup { - id: String - extension: [Extension] - modifierExtension: [Extension] - action: [TestScriptAction] -} - -type TestScriptTeardown { - id: String - extension: [Extension] - modifierExtension: [Extension] - action: [TestScriptAction2] -} - -type TestScriptTest { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - description: String - action: [TestScriptAction1] -} - -type TestScriptVariable { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - defaultValue: String - description: String - expression: String - headerField: String - hint: String - path: String - sourceId: ID -} - -type Timing { - id: String - extension: [Extension] - modifierExtension: [Extension] - event: [DateTime] - repeat: TimingRepeat - code: CodeableConcept -} - -type TimingRepeat { - id: String - extension: [Extension] - modifierExtension: [Extension] - boundsDuration: Quantity - boundsRange: Range - boundsPeriod: Period - count: Int - countMax: Int - duration: Float - durationMax: Float - durationUnit: Code - frequency: Int - frequencyMax: Int - period: Float - periodMax: Float - periodUnit: Code - dayOfWeek: [Code] - timeOfDay: [Time] - when: [Code] - offset: Int -} - -type ValueSetCompose { - id: String - extension: [Extension] - modifierExtension: [Extension] - lockedDate: Date - inactive: Boolean - include: [ValueSetInclude] - exclude: [ValueSetInclude] -} - -type ValueSetConcept { - id: String - extension: [Extension] - modifierExtension: [Extension] - code: Code - display: String - designation: [ValueSetDesignation] -} - -type ValueSetContains { - id: String - extension: [Extension] - modifierExtension: [Extension] - system: URI - abstract: Boolean - inactive: Boolean - version: String - code: Code - display: String - designation: [ValueSetDesignation] - contains: [ValueSetContains] -} - -type ValueSetDesignation { - id: String - extension: [Extension] - modifierExtension: [Extension] - language: Code - use: Coding - value: String -} - -type ValueSetExpansion { - id: String - extension: [Extension] - modifierExtension: [Extension] - identifier: URI - timestamp: DateTime - total: Int - offset: Int - parameter: [ValueSetParameter] - contains: [ValueSetContains] -} - -type ValueSetFilter { - id: String - extension: [Extension] - modifierExtension: [Extension] - property: Code - op: Code - value: String -} - -type ValueSetInclude { - id: String - extension: [Extension] - modifierExtension: [Extension] - system: URI - version: String - concept: [ValueSetConcept] - filter: [ValueSetFilter] - valueSet: [Canonical] -} - -type ValueSetParameter { - id: String - extension: [Extension] - modifierExtension: [Extension] - name: String - valueString: String - valueBoolean: Boolean - valueInteger: Int - valueDecimal: Float - valueUri: URI - valueCode: Code - valueDateTime: DateTime -} - -union VerificationResultAttestationWho = Practitioner | PractitionerRole | Organization - -type VerificationResultAttestationWhoReference { - id: String - extension: [Extension] - reference: String - resource: VerificationResultAttestationWho - type: URI - identifier: Identifier - display: String -} - -union VerificationResultAttestationOnBehalfOf = Organization | Practitioner | PractitionerRole - -type VerificationResultAttestationOnBehalfOfReference { - id: String - extension: [Extension] - reference: String - resource: VerificationResultAttestationOnBehalfOf - type: URI - identifier: Identifier - display: String -} - -type VerificationResultAttestation { - id: String - extension: [Extension] - modifierExtension: [Extension] - who: VerificationResultAttestationWhoReference - onBehalfOf: VerificationResultAttestationOnBehalfOfReference - communicationMethod: CodeableConcept - date: Date - sourceIdentityCertificate: String - proxyIdentityCertificate: String - proxySignature: Signature - sourceSignature: Signature -} - -union VerificationResultPrimarySourceWho = Organization | Practitioner | PractitionerRole - -type VerificationResultPrimarySourceWhoReference { - id: String - extension: [Extension] - reference: String - resource: VerificationResultPrimarySourceWho - type: URI - identifier: Identifier - display: String -} - -type VerificationResultPrimarySource { - id: String - extension: [Extension] - modifierExtension: [Extension] - who: VerificationResultPrimarySourceWhoReference - type: [CodeableConcept] - communicationMethod: [CodeableConcept] - validationStatus: CodeableConcept - validationDate: DateTime - canPushUpdates: CodeableConcept - pushTypeAvailable: [CodeableConcept] -} - -type VerificationResultValidatorOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type VerificationResultValidator { - id: String - extension: [Extension] - modifierExtension: [Extension] - organization: VerificationResultValidatorOrganizationReference - identityCertificate: String - attestationSignature: Signature -} - -type VisionPrescriptionLensSpecification { - id: String - extension: [Extension] - modifierExtension: [Extension] - product: CodeableConcept - eye: Code - sphere: Float - cylinder: Float - axis: Int - prism: [VisionPrescriptionPrism] - add: Float - power: Float - backCurve: Float - diameter: Float - duration: Quantity - color: String - brand: String - note: [Annotation] -} - -type VisionPrescriptionPrism { - id: String - extension: [Extension] - modifierExtension: [Extension] - amount: Float - base: Code -} - -type Address { - id: String - extension: [Extension] - use: Code - type: Code - text: String - line: [String] - city: String - district: String - state: String - postalCode: String - country: String - period: Period -} - -type Age { - value: Float - comparator: Code - unit: String - system: URI - code: Code -} - -union AnnotationAuthorReference = Practitioner | Patient | RelatedPerson | Organization - -type AnnotationAuthorReferenceReference { - id: String - extension: [Extension] - reference: String - resource: AnnotationAuthorReference - type: URI - identifier: Identifier - display: String -} - -type Annotation { - id: String - extension: [Extension] - authorReference: AnnotationAuthorReferenceReference - authorString: String - time: DateTime - text: Markdown -} - -type Attachment { - id: String - extension: [Extension] - contentType: Code - language: Code - data: Base64Binary - url: URL - size: Int - hash: Base64Binary - title: String - creation: DateTime -} - -type BackboneElement { - id: String - extension: [Extension] - modifierExtension: [Extension] -} - -type CodeableConcept { - id: String - extension: [Extension] - coding: [Coding] - text: String -} - -type CodeableReferenceReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CodeableReference { - id: String - extension: [Extension] - concept: CodeableConcept - reference: CodeableReferenceReferenceReference -} - -type Coding { - id: String - extension: [Extension] - system: URI - version: String - code: Code - display: String - userSelected: Boolean -} - -type ContactDetail { - id: String - extension: [Extension] - name: String - telecom: [ContactPoint] -} - -type ContactPoint { - id: String - extension: [Extension] - system: Code - value: String - use: Code - rank: Int - period: Period -} - -type Contributor { - id: String - extension: [Extension] - type: Code - name: String - contact: [ContactDetail] -} - -type Count { - value: Float - comparator: Code - unit: String - system: URI - code: Code -} - -type DataRequirementSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type DataRequirement { - id: String - extension: [Extension] - type: Code - profile: [Canonical] - subjectCodeableConcept: CodeableConcept - subjectReference: DataRequirementSubjectReferenceReference - mustSupport: [String] - codeFilter: [DataRequirementCodeFilter] - dateFilter: [DataRequirementDateFilter] - limit: Int - sort: [DataRequirementSort] -} - -type DataRequirementCodeFilter { - id: String - extension: [Extension] - path: String - searchParam: String - valueSet: Canonical - code: [Coding] -} - -type DataRequirementDateFilter { - id: String - extension: [Extension] - path: String - searchParam: String - valueDateTime: DateTime - valuePeriod: Period - valueDuration: Quantity -} - -type DataRequirementSort { - id: String - extension: [Extension] - path: String - direction: Code -} - -type Distance { - value: Float - comparator: Code - unit: String - system: URI - code: Code -} - -type Duration { - id: String - extension: [Extension] - value: Float - comparator: Code - unit: String - system: URI - code: Code -} - -type Element { - id: String - extension: [Extension] -} - -type Expression { - id: String - extension: [Extension] - description: String - name: ID - language: Code - expression: String - reference: URI -} - -type HumanName { - id: String - extension: [Extension] - use: Code - text: String - family: String - given: [String] - prefix: [String] - suffix: [String] - period: Period -} - -type IdentifierAssignerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type Identifier { - id: String - extension: [Extension] - use: Code - type: CodeableConcept - system: URI - value: String - period: Period - assigner: IdentifierAssignerReference -} - -type Meta { - id: String - extension: [Extension] - versionId: ID - lastUpdated: Instant - source: URI - profile: [Canonical] - security: [Coding] - tag: [Coding] -} - -type Money { - id: String - extension: [Extension] - value: Float - currency: Code -} - -type Narrative { - id: String - extension: [Extension] - status: Code - div: XHTML -} - -type ParameterDefinition { - id: String - extension: [Extension] - name: Code - use: Code - min: Int - max: String - documentation: String - type: Code - profile: Canonical -} - -type Period { - id: String - extension: [Extension] - start: DateTime - end: DateTime -} - -type Quantity { - id: String - extension: [Extension] - value: Float - comparator: Code - unit: String - system: URI - code: Code -} - -type Range { - id: String - extension: [Extension] - low: Quantity - high: Quantity -} - -type Ratio { - id: String - extension: [Extension] - numerator: Quantity - denominator: Quantity -} - -type RatioRange { - id: String - extension: [Extension] - lowNumerator: Quantity - highNumerator: Quantity - denominator: Quantity -} - -type Reference { - id: String - extension: [Extension] - reference: String - type: URI - identifier: Identifier - display: String -} - -type RelatedArtifact { - id: String - extension: [Extension] - type: Code - label: String - display: String - citation: Markdown - url: URL - document: Attachment - resource: Canonical -} - -type SampledData { - id: String - extension: [Extension] - origin: Quantity - period: Float - factor: Float - lowerLimit: Float - upperLimit: Float - dimensions: Int - data: String -} - -union SignatureWho = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization - -type SignatureWhoReference { - id: String - extension: [Extension] - reference: String - resource: SignatureWho - type: URI - identifier: Identifier - display: String -} - -union SignatureOnBehalfOf = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization - -type SignatureOnBehalfOfReference { - id: String - extension: [Extension] - reference: String - resource: SignatureOnBehalfOf - type: URI - identifier: Identifier - display: String -} - -type Signature { - id: String - extension: [Extension] - type: [Coding] - when: Instant - who: SignatureWhoReference - onBehalfOf: SignatureOnBehalfOfReference - targetFormat: Code - sigFormat: Code - data: Base64Binary -} - -type TriggerDefinitionTimingReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Schedule - type: URI - identifier: Identifier - display: String -} - -type TriggerDefinition { - id: String - extension: [Extension] - type: Code - name: String - timingTiming: Timing - timingReference: TriggerDefinitionTimingReferenceReference - timingDate: Date - timingDateTime: DateTime - data: [DataRequirement] - condition: Expression -} - -union UsageContextValueReference = PlanDefinition | ResearchStudy | InsurancePlan | HealthcareService | Group | Location | Organization - -type UsageContextValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: UsageContextValueReference - type: URI - identifier: Identifier - display: String -} - -type UsageContext { - id: String - extension: [Extension] - code: Coding - valueCodeableConcept: CodeableConcept - valueQuantity: Quantity - valueRange: Range - valueReference: UsageContextValueReferenceReference -} - -""" -DocumentReferenceAttachment - For referring to data content defined in other formats. - If the element is present, it must have a value for at least one of the - defined elements, an @id referenced from the Narrative, or extensions -""" -type DocumentReferenceAttachment { - """None""" - id: String - - """ - May be used to represent additional information that is not part of the basic - definition of the element. To make the use of extensions safe and manageable, - there is a strict set of governance applied to the definition and use of - extensions. Though any implementer can define an extension, there is a set of - requirements that SHALL be met as part of the definition of the extension. - """ - extension: [Extension] - - """ - Identifies the type of the data in the attachment and allows a method to be - chosen to interpret or render the data. Includes mime type parameters such as - charset where appropriate. - """ - contentType: Code - - """ - The human language of the content. The value can be any valid value according - to BCP 47. - """ - language: Code - - """ - The actual data of the attachment - a sequence of bytes, base64 encoded. - """ - data: Base64Binary - - """A location where the data can be accessed.""" - url: URL - - """For accessing binary resource saved in 'url' field.""" - resource: Binary - - """ - The number of bytes of data that make up this attachment (before base64 - encoding, if that is done). - """ - size: Int - - """The calculated hash of the data using SHA-1. Represented using base64.""" - hash: Base64Binary - - """A label or set of text to display in place of the data.""" - title: String - - """The date that the attachment was first created.""" - creation: DateTime -} - -type MedicationRequest implements DomainResource & Resource { - dispense: [MedicationDispense] - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - statusReason: CodeableConcept - intent: Code - category: [CodeableConcept] - priority: Code - doNotPerform: Boolean - reportedBoolean: Boolean - reportedReference: MedicationRequestReportedReferenceReference - medicationCodeableConcept: CodeableConcept - medicationReference: MedicationRequestMedicationReferenceReference - subject: MedicationRequestSubjectReference - encounter: MedicationRequestEncounterReference - supportingInformation: [MedicationRequestSupportingInformationReference] - authoredOn: DateTime - requester: MedicationRequestRequesterReference - performer: MedicationRequestPerformerReference - performerType: CodeableConcept - recorder: MedicationRequestRecorderReference - reasonCode: [CodeableConcept] - reasonReference: [MedicationRequestReasonReferenceReference] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - basedOn: [MedicationRequestBasedOnReference] - groupIdentifier: Identifier - courseOfTherapyType: CodeableConcept - insurance: [MedicationRequestInsuranceReference] - note: [Annotation] - dosageInstruction: [Dosage] - dispenseRequest: MedicationRequestDispenseRequest - substitution: MedicationRequestSubstitution - priorPrescription: MedicationRequestPriorPrescriptionReference - detectedIssue: [MedicationRequestDetectedIssueReference] - eventHistory: [MedicationRequestEventHistoryReference] -} - -type Patient implements DomainResource & Resource { - accounts: [Account] - adverseEvents: [AdverseEvent] - allergyIntolerances: [AllergyIntolerance] - appointments: [Appointment] - appointmentResponses: [AppointmentResponse] - basics: [Basic] - bodyStructures: [BodyStructure] - carePlans: [CarePlan] - careTeams: [CareTeam] - chargeItems: [ChargeItem] - claims: [Claim] - claimResponses: [ClaimResponse] - clinicalImpressions: [ClinicalImpression] - communications: [Communication] - communicationRequests: [CommunicationRequest] - compositions: [Composition] - conditions: [Condition] - consents: [Consent] - contracts: [Contract] - coverages: [Coverage] - coverageEligibilityRequests: [CoverageEligibilityRequest] - coverageEligibilityResponses: [CoverageEligibilityResponse] - detectedIssues: [DetectedIssue] - devices: [Device] - deviceRequests: [DeviceRequest] - deviceUseStatements: [DeviceUseStatement] - diagnosticReports: [DiagnosticReport] - documentManifests: [DocumentManifest] - documentReferences: [DocumentReference] - encounters: [Encounter] - enrollmentRequests: [EnrollmentRequest] - episodesOfCare: [EpisodeOfCare] - explanationOfBenefits: [ExplanationOfBenefit] - familyMemberHistories: [FamilyMemberHistory] - flags: [Flag] - goals: [Goal] - groups: [Group] - guidanceResponses: [GuidanceResponse] - imagingStudies: [ImagingStudy] - immunizations: [Immunization] - immunizationEvaluations: [ImmunizationEvaluation] - immunizationRecommendations: [ImmunizationRecommendation] - invoices: [Invoice] - linkages: [Linkage] - lists: [List] - measureReports: [MeasureReport] - media: [Media] - medicationAdministrations: [MedicationAdministration] - medicationDispenses: [MedicationDispense] - medicationRequests: [MedicationRequest] - medicationStatements: [MedicationStatement] - molecularSequences: [MolecularSequence] - nutritionOrders: [NutritionOrder] - observations: [Observation] - paymentNotices: [PaymentNotice] - persons: [Person] - procedures: [Procedure] - provenances: [Provenance] - questionnaireResponses: [QuestionnaireResponse] - relatedPersons: [RelatedPerson] - requestGroups: [RequestGroup] - researchSubjects: [ResearchSubject] - riskAssessments: [RiskAssessment] - schedules: [Schedule] - serviceRequests: [ServiceRequest] - specimens: [Specimen] - subscriptions: [Subscription] - subscriptionStatuses: [SubscriptionStatus] - subscriptionTopics: [SubscriptionTopic] - supplyDeliveries: [SupplyDelivery] - supplyRequests: [SupplyRequest] - tasks: [Task] - visionPrescriptions: [VisionPrescription] - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - name: [HumanName] - telecom: [ContactPoint] - gender: Code - birthDate: Date - deceasedBoolean: Boolean - deceasedDateTime: DateTime - address: [Address] - maritalStatus: CodeableConcept - multipleBirthBoolean: Boolean - multipleBirthInteger: Int - photo: [Attachment] - contact: [PatientContact] - communication: [PatientCommunication] - generalPractitioner: [PatientGeneralPractitionerReference] - managingOrganization: PatientManagingOrganizationReference - link: [PatientLink] -} - -type Practitioner implements DomainResource & Resource { - practitionerRole: [PractitionerRole] - group: [Group] - measureReport: [MeasureReport] - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - name: [HumanName] - telecom: [ContactPoint] - address: [Address] - gender: Code - birthDate: Date - photo: [Attachment] - qualification: [PractitionerQualification] - communication: [CodeableConcept] -} - -type Subscription implements DomainResource & Resource { - subscriptionStatus: [SubscriptionStatus] - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - status: Code - contact: [ContactPoint] - end: Instant - reason: String - criteria: String - error: String - channel: SubscriptionChannel -} - -type SubscriptionStatus implements DomainResource & Resource { - subscriptionTopic: SubscriptionTopic - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - status: Code - type: Code - eventsSinceSubscriptionStart: String - notificationEvent: [SubscriptionStatusNotificationEvent] - subscription: SubscriptionStatusSubscriptionReference - topic: Canonical - error: [CodeableConcept] -} - -type ExtensionValueReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type Extension { - id: String - extension: [Extension] - url: URI - valueBase64Binary: Base64Binary - valueBoolean: Boolean - valueCanonical: Canonical - valueCode: Code - valueDate: Date - valueDateTime: DateTime - valueDecimal: Float - valueId: ID - valueInstant: Instant - valueInteger: Int - valueMarkdown: Markdown - valueOid: OID - valuePositiveInt: Int - valueString: String - valueTime: Time - valueUnsignedInt: Int - valueUri: URI - valueUrl: URL - valueUuid: UUID - valueAddress: Address - valueAge: Quantity - valueAnnotation: Annotation - valueAttachment: Attachment - valueCodeableConcept: CodeableConcept - valueCodeableReference: CodeableReference - valueCoding: Coding - valueContactPoint: ContactPoint - valueCount: Quantity - valueDistance: Quantity - valueDuration: Quantity - valueHumanName: HumanName - valueIdentifier: Identifier - valueMoney: Money - valuePeriod: Period - valueQuantity: Quantity - valueRange: Range - valueRatio: Ratio - valueRatioRange: RatioRange - valueReference: ExtensionValueReferenceReference - valueSampledData: SampledData - valueSignature: Signature - valueTiming: Timing - valueContactDetail: ContactDetail - valueContributor: Contributor - valueDataRequirement: DataRequirement - valueExpression: Expression - valueParameterDefinition: ParameterDefinition - valueRelatedArtifact: RelatedArtifact - valueTriggerDefinition: TriggerDefinition - valueUsageContext: UsageContext - valueDosage: Dosage -} - -input SearchDateValue { - """ - the value for the parameter in the resource is equal to the provided value - """ - equals: Date - - """ - the value for the parameter in the resource is not equal to the provided value - """ - notEquals: Date - - """ - the value for the parameter in the resource is greater than the provided value - """ - greaterThan: Date - - """ - the value for the parameter in the resource is greater or equal to the provided value - """ - greaterThanOrEqualTo: Date - - """ - the value for the parameter in the resource is less than the provided value - """ - lessThan: Date - - """ - the value for the parameter in the resource is less or equal to the provided value - """ - lessThanOrEqualTo: Date - - """ - the value for the parameter in the resource starts after the provided value - """ - startsAfter: Date - - """ - the value for the parameter in the resource ends before the provided value - """ - endsBefore: Date - - """ - the value for the parameter in the resource is approximately the same to the provided value. - Note that the recommended value for the approximation is 10% of the stated value (or for a date, 10% of the gap between now and the date), but systems may choose other values where appropriate - """ - approximately: Date -} - -input SearchDate { - searchType: String = "date" - value: SearchDateValue - values: [SearchDateValue] - missing: Boolean -} - -input SearchExtensionValue { - url: String - valueString: String - notEquals: NotSearchExtensionValue -} - -input NotSearchExtensionValue { - url: String - valueString: String - values: [SearchExtensionValue] -} - -input SearchExtension { - searchType: String = "token" - value: SearchExtensionValue - values: [SearchExtensionValue] - missing: Boolean - notEquals: NotSearchExtensionValue -} - -input SearchNumberValue { - """ - the value for the parameter in the resource is equal to the provided value - """ - equals: Decimal - - """ - the value for the parameter in the resource is not equal to the provided value - """ - notEquals: Decimal - - """ - the value for the parameter in the resource is greater than the provided value - """ - greaterThan: Decimal - - """ - the value for the parameter in the resource is greater or equal to the provided value - """ - greaterThanOrEqualTo: Decimal - - """ - the value for the parameter in the resource is less than the provided value - """ - lessThan: Decimal - - """ - the value for the parameter in the resource is less or equal to the provided value - """ - lessThanOrEqualTo: Decimal - - """ - the value for the parameter in the resource starts after the provided value - """ - startsAfter: Decimal - - """ - the value for the parameter in the resource ends before the provided value - """ - endsBefore: Decimal - - """ - the value for the parameter in the resource is approximately the same to the provided value. - Note that the recommended value for the approximation is 10% of the stated value (or for a date, 10% of the gap between now and the date), but systems may choose other values where appropriate - """ - approximately: Decimal -} - -input SearchNumber { - searchType: String = "number" - value: SearchNumberValue - values: [SearchNumberValue] - missing: Boolean -} - -input SearchQuantityValue { - prefix: String - value: Decimal - system: String - code: String -} - -input SearchQuantity { - searchType: String = "quantity" - prefix: String - value: Decimal - system: String - code: String - missing: Boolean - notEquals: SearchQuantityValue -} - -input SearchReferenceValue { - value: String - target: String -} - -input SearchReference { - searchType: String = "reference" - value: String - target: String - missing: Boolean - notEquals: SearchReferenceValue -} - -input SearchStringValue { - value: String - values: [String] -} - -input SearchString { - searchType: String = "string" - value: String - values: [String] - missing: Boolean - above: Boolean - below: Boolean - notEquals: SearchStringValue - contains: String - exact: String -} - -input SearchTokenValue { - code: String - value: String - system: String - notEquals: NotSearchTokenValue -} - -input NotSearchTokenValue { - code: String - value: String - system: String - values: [SearchTokenValue] -} - -input SearchToken { - searchType: String = "token" - value: SearchTokenValue - values: [SearchTokenValue] - missing: Boolean - notEquals: NotSearchTokenValue - text: String - ofType: SearchTokenValue -} - -interface DomainResource implements Resource { - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] -} - -interface Resource { - id: ID! - meta: Meta - implicitRules: URI - language: Code -} - -union AccountSubject = Patient | Device | Practitioner | PractitionerRole | Location | HealthcareService | Organization - -type AccountSubjectReference { - id: String - extension: [Extension] - reference: String - resource: AccountSubject - type: URI - identifier: Identifier - display: String -} - -type AccountOwnerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type AccountPartOfReference { - id: String - extension: [Extension] - reference: String - resource: Account - type: URI - identifier: Identifier - display: String -} - -type Account implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - type: CodeableConcept - name: String - subject: [AccountSubjectReference] - servicePeriod: Period - coverage: [AccountCoverage] - owner: AccountOwnerReference - description: String - guarantor: [AccountGuarantor] - partOf: AccountPartOfReference -} - -type AccountBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Account - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type AccountBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [AccountBundleEntry] -} - -type ActivityDefinitionSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type ActivityDefinitionLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union ActivityDefinitionProductReference = Medication | Substance | Ingredient - -type ActivityDefinitionProductReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ActivityDefinitionProductReference - type: URI - identifier: Identifier - display: String -} - -type ActivityDefinitionSpecimenRequirementReference { - id: String - extension: [Extension] - reference: String - resource: SpecimenDefinition - type: URI - identifier: Identifier - display: String -} - -type ActivityDefinitionObservationRequirementReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ActivityDefinitionObservationResultRequirementReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDefinition - type: URI - identifier: Identifier - display: String -} - -type ActivityDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - subtitle: String - status: Code - experimental: Boolean - subjectCodeableConcept: CodeableConcept - subjectReference: ActivityDefinitionSubjectReferenceReference - subjectCanonical: Canonical - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - usage: String - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - topic: [CodeableConcept] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - library: [Canonical] - kind: Code - profile: Canonical - code: CodeableConcept - intent: Code - priority: Code - doNotPerform: Boolean - timingTiming: Timing - timingDateTime: DateTime - timingAge: Quantity - timingPeriod: Period - timingRange: Range - timingDuration: Quantity - location: ActivityDefinitionLocationReference - participant: [ActivityDefinitionParticipant] - productReference: ActivityDefinitionProductReferenceReference - productCodeableConcept: CodeableConcept - quantity: Quantity - dosage: [Dosage] - bodySite: [CodeableConcept] - specimenRequirement: [ActivityDefinitionSpecimenRequirementReference] - observationRequirement: [ActivityDefinitionObservationRequirementReference] - observationResultRequirement: [ActivityDefinitionObservationResultRequirementReference] - transform: Canonical - dynamicValue: [ActivityDefinitionDynamicValue] -} - -type ActivityDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ActivityDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ActivityDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ActivityDefinitionBundleEntry] -} - -type AdministrableProductDefinitionFormOfReference { - id: String - extension: [Extension] - reference: String - resource: MedicinalProductDefinition - type: URI - identifier: Identifier - display: String -} - -type AdministrableProductDefinitionProducedFromReference { - id: String - extension: [Extension] - reference: String - resource: ManufacturedItemDefinition - type: URI - identifier: Identifier - display: String -} - -type AdministrableProductDefinitionDeviceReference { - id: String - extension: [Extension] - reference: String - resource: DeviceDefinition - type: URI - identifier: Identifier - display: String -} - -type AdministrableProductDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - formOf: [AdministrableProductDefinitionFormOfReference] - administrableDoseForm: CodeableConcept - unitOfPresentation: CodeableConcept - producedFrom: [AdministrableProductDefinitionProducedFromReference] - ingredient: [CodeableConcept] - device: AdministrableProductDefinitionDeviceReference - property: [AdministrableProductDefinitionProperty] - routeOfAdministration: [AdministrableProductDefinitionRouteOfAdministration] -} - -type AdministrableProductDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: AdministrableProductDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type AdministrableProductDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [AdministrableProductDefinitionBundleEntry] -} - -union AdverseEventSubject = Patient | Group | Practitioner | RelatedPerson - -type AdverseEventSubjectReference { - id: String - extension: [Extension] - reference: String - resource: AdverseEventSubject - type: URI - identifier: Identifier - display: String -} - -type AdverseEventEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type AdverseEventResultingConditionReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -type AdverseEventLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union AdverseEventRecorder = Patient | Practitioner | PractitionerRole | RelatedPerson - -type AdverseEventRecorderReference { - id: String - extension: [Extension] - reference: String - resource: AdverseEventRecorder - type: URI - identifier: Identifier - display: String -} - -union AdverseEventContributor = Practitioner | PractitionerRole | Device - -type AdverseEventContributorReference { - id: String - extension: [Extension] - reference: String - resource: AdverseEventContributor - type: URI - identifier: Identifier - display: String -} - -union AdverseEventSubjectMedicalHistory = Condition | Observation | AllergyIntolerance | FamilyMemberHistory | Immunization | Procedure | Media | DocumentReference - -type AdverseEventSubjectMedicalHistoryReference { - id: String - extension: [Extension] - reference: String - resource: AdverseEventSubjectMedicalHistory - type: URI - identifier: Identifier - display: String -} - -type AdverseEventReferenceDocumentReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type AdverseEventStudyReference { - id: String - extension: [Extension] - reference: String - resource: ResearchStudy - type: URI - identifier: Identifier - display: String -} - -type AdverseEvent implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - actuality: Code - category: [CodeableConcept] - event: CodeableConcept - subject: AdverseEventSubjectReference - encounter: AdverseEventEncounterReference - date: DateTime - detected: DateTime - recordedDate: DateTime - resultingCondition: [AdverseEventResultingConditionReference] - location: AdverseEventLocationReference - seriousness: CodeableConcept - severity: CodeableConcept - outcome: CodeableConcept - recorder: AdverseEventRecorderReference - contributor: [AdverseEventContributorReference] - suspectEntity: [AdverseEventSuspectEntity] - subjectMedicalHistory: [AdverseEventSubjectMedicalHistoryReference] - referenceDocument: [AdverseEventReferenceDocumentReference] - study: [AdverseEventStudyReference] -} - -type AdverseEventBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: AdverseEvent - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type AdverseEventBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [AdverseEventBundleEntry] -} - -type AllergyIntolerancePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type AllergyIntoleranceEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union AllergyIntoleranceRecorder = Practitioner | PractitionerRole | Patient | RelatedPerson - -type AllergyIntoleranceRecorderReference { - id: String - extension: [Extension] - reference: String - resource: AllergyIntoleranceRecorder - type: URI - identifier: Identifier - display: String -} - -union AllergyIntoleranceAsserter = Patient | RelatedPerson | Practitioner | PractitionerRole - -type AllergyIntoleranceAsserterReference { - id: String - extension: [Extension] - reference: String - resource: AllergyIntoleranceAsserter - type: URI - identifier: Identifier - display: String -} - -type AllergyIntolerance implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - clinicalStatus: CodeableConcept - verificationStatus: CodeableConcept - type: Code - category: [Code] - criticality: Code - code: CodeableConcept - patient: AllergyIntolerancePatientReference - encounter: AllergyIntoleranceEncounterReference - onsetDateTime: DateTime - onsetAge: Quantity - onsetPeriod: Period - onsetRange: Range - onsetString: String - recordedDate: DateTime - recorder: AllergyIntoleranceRecorderReference - asserter: AllergyIntoleranceAsserterReference - lastOccurrence: DateTime - note: [Annotation] - reaction: [AllergyIntoleranceReaction] -} - -type AllergyIntoleranceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: AllergyIntolerance - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type AllergyIntoleranceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [AllergyIntoleranceBundleEntry] -} - -union AppointmentReasonReference = Condition | Procedure | Observation | ImmunizationRecommendation - -type AppointmentReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: AppointmentReasonReference - type: URI - identifier: Identifier - display: String -} - -type AppointmentSupportingInformationReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type AppointmentSlotReference { - id: String - extension: [Extension] - reference: String - resource: Slot - type: URI - identifier: Identifier - display: String -} - -type AppointmentBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -type Appointment implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - cancelationReason: CodeableConcept - serviceCategory: [CodeableConcept] - serviceType: [CodeableConcept] - specialty: [CodeableConcept] - appointmentType: CodeableConcept - reasonCode: [CodeableConcept] - reasonReference: [AppointmentReasonReferenceReference] - priority: Int - description: String - supportingInformation: [AppointmentSupportingInformationReference] - start: Instant - end: Instant - minutesDuration: Int - slot: [AppointmentSlotReference] - created: DateTime - comment: String - patientInstruction: String - basedOn: [AppointmentBasedOnReference] - participant: [AppointmentParticipant] - requestedPeriod: [Period] -} - -type AppointmentBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Appointment - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type AppointmentBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [AppointmentBundleEntry] -} - -type AppointmentResponseAppointmentReference { - id: String - extension: [Extension] - reference: String - resource: Appointment - type: URI - identifier: Identifier - display: String -} - -union AppointmentResponseActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location - -type AppointmentResponseActorReference { - id: String - extension: [Extension] - reference: String - resource: AppointmentResponseActor - type: URI - identifier: Identifier - display: String -} - -type AppointmentResponse implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - appointment: AppointmentResponseAppointmentReference - start: Instant - end: Instant - participantType: [CodeableConcept] - actor: AppointmentResponseActorReference - participantStatus: Code - comment: String -} - -type AppointmentResponseBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: AppointmentResponse - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type AppointmentResponseBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [AppointmentResponseBundleEntry] -} - -type AuditEvent implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - type: Coding - subtype: [Coding] - action: Code - period: Period - recorded: Instant - outcome: Code - outcomeDesc: String - purposeOfEvent: [CodeableConcept] - agent: [AuditEventAgent] - source: AuditEventSource - entity: [AuditEventEntity] -} - -type AuditEventBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: AuditEvent - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type AuditEventBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [AuditEventBundleEntry] -} - -type BasicSubjectReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union BasicAuthor = Practitioner | PractitionerRole | Patient | RelatedPerson | Organization - -type BasicAuthorReference { - id: String - extension: [Extension] - reference: String - resource: BasicAuthor - type: URI - identifier: Identifier - display: String -} - -type Basic implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - code: CodeableConcept - subject: BasicSubjectReference - created: Date - author: BasicAuthorReference -} - -type BasicBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Basic - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type BasicBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [BasicBundleEntry] -} - -type BinarySecurityContextReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type Binary implements Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - contentType: Code - securityContext: BinarySecurityContextReference - data: Base64Binary -} - -type BinaryBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Binary - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type BinaryBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [BinaryBundleEntry] -} - -type BiologicallyDerivedProductRequestReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -type BiologicallyDerivedProductParentReference { - id: String - extension: [Extension] - reference: String - resource: BiologicallyDerivedProduct - type: URI - identifier: Identifier - display: String -} - -type BiologicallyDerivedProduct implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - productCategory: Code - productCode: CodeableConcept - status: Code - request: [BiologicallyDerivedProductRequestReference] - quantity: Int - parent: [BiologicallyDerivedProductParentReference] - collection: BiologicallyDerivedProductCollection - processing: [BiologicallyDerivedProductProcessing] - manipulation: BiologicallyDerivedProductManipulation - storage: [BiologicallyDerivedProductStorage] -} - -type BiologicallyDerivedProductBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: BiologicallyDerivedProduct - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type BiologicallyDerivedProductBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [BiologicallyDerivedProductBundleEntry] -} - -type BodyStructurePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type BodyStructure implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - morphology: CodeableConcept - location: CodeableConcept - locationQualifier: [CodeableConcept] - description: String - image: [Attachment] - patient: BodyStructurePatientReference -} - -type BodyStructureBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: BodyStructure - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type BodyStructureBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [BodyStructureBundleEntry] -} - -type Bundle implements Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - identifier: Identifier - type: Code - timestamp: Instant - total: Int - link: [BundleLink] - entry: [BundleEntry] - signature: Signature -} - -type BundleBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Bundle - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type BundleBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [BundleBundleEntry] -} - -type CapabilityStatement implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - kind: Code - instantiates: [Canonical] - imports: [Canonical] - software: CapabilityStatementSoftware - implementation: CapabilityStatementImplementation - fhirVersion: Code - format: [Code] - patchFormat: [Code] - implementationGuide: [Canonical] - rest: [CapabilityStatementRest] - messaging: [CapabilityStatementMessaging] - document: [CapabilityStatementDocument] -} - -type CapabilityStatementBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CapabilityStatement - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CapabilityStatementBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CapabilityStatementBundleEntry] -} - -type CarePlanBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: CarePlan - type: URI - identifier: Identifier - display: String -} - -type CarePlanReplacesReference { - id: String - extension: [Extension] - reference: String - resource: CarePlan - type: URI - identifier: Identifier - display: String -} - -type CarePlanPartOfReference { - id: String - extension: [Extension] - reference: String - resource: CarePlan - type: URI - identifier: Identifier - display: String -} - -union CarePlanSubject = Patient | Group - -type CarePlanSubjectReference { - id: String - extension: [Extension] - reference: String - resource: CarePlanSubject - type: URI - identifier: Identifier - display: String -} - -type CarePlanEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union CarePlanAuthor = Patient | Practitioner | PractitionerRole | Device | RelatedPerson | Organization | CareTeam - -type CarePlanAuthorReference { - id: String - extension: [Extension] - reference: String - resource: CarePlanAuthor - type: URI - identifier: Identifier - display: String -} - -union CarePlanContributor = Patient | Practitioner | PractitionerRole | Device | RelatedPerson | Organization | CareTeam - -type CarePlanContributorReference { - id: String - extension: [Extension] - reference: String - resource: CarePlanContributor - type: URI - identifier: Identifier - display: String -} - -type CarePlanCareTeamReference { - id: String - extension: [Extension] - reference: String - resource: CareTeam - type: URI - identifier: Identifier - display: String -} - -type CarePlanAddressesReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -type CarePlanSupportingInfoReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CarePlanGoalReference { - id: String - extension: [Extension] - reference: String - resource: Goal - type: URI - identifier: Identifier - display: String -} - -type CarePlan implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - basedOn: [CarePlanBasedOnReference] - replaces: [CarePlanReplacesReference] - partOf: [CarePlanPartOfReference] - status: Code - intent: Code - category: [CodeableConcept] - title: String - description: String - subject: CarePlanSubjectReference - encounter: CarePlanEncounterReference - period: Period - created: DateTime - author: CarePlanAuthorReference - contributor: [CarePlanContributorReference] - careTeam: [CarePlanCareTeamReference] - addresses: [CarePlanAddressesReference] - supportingInfo: [CarePlanSupportingInfoReference] - goal: [CarePlanGoalReference] - activity: [CarePlanActivity] - note: [Annotation] -} - -type CarePlanBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CarePlan - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CarePlanBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CarePlanBundleEntry] -} - -union CareTeamSubject = Patient | Group - -type CareTeamSubjectReference { - id: String - extension: [Extension] - reference: String - resource: CareTeamSubject - type: URI - identifier: Identifier - display: String -} - -type CareTeamEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type CareTeamReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -type CareTeamManagingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CareTeam implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - category: [CodeableConcept] - name: String - subject: CareTeamSubjectReference - encounter: CareTeamEncounterReference - period: Period - participant: [CareTeamParticipant] - reasonCode: [CodeableConcept] - reasonReference: [CareTeamReasonReferenceReference] - managingOrganization: [CareTeamManagingOrganizationReference] - telecom: [ContactPoint] - note: [Annotation] -} - -type CareTeamBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CareTeam - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CareTeamBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CareTeamBundleEntry] -} - -union CatalogEntryReferencedItem = Medication | Device | Organization | Practitioner | PractitionerRole | HealthcareService | ActivityDefinition | PlanDefinition | SpecimenDefinition | ObservationDefinition | Binary - -type CatalogEntryReferencedItemReference { - id: String - extension: [Extension] - reference: String - resource: CatalogEntryReferencedItem - type: URI - identifier: Identifier - display: String -} - -type CatalogEntry implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - type: CodeableConcept - orderable: Boolean - referencedItem: CatalogEntryReferencedItemReference - additionalIdentifier: [Identifier] - classification: [CodeableConcept] - status: Code - validityPeriod: Period - validTo: DateTime - lastUpdated: DateTime - additionalCharacteristic: [CodeableConcept] - additionalClassification: [CodeableConcept] - relatedEntry: [CatalogEntryRelatedEntry] -} - -type CatalogEntryBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CatalogEntry - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CatalogEntryBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CatalogEntryBundleEntry] -} - -type ChargeItemPartOfReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItem - type: URI - identifier: Identifier - display: String -} - -union ChargeItemSubject = Patient | Group - -type ChargeItemSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItemSubject - type: URI - identifier: Identifier - display: String -} - -union ChargeItemContext = Encounter | EpisodeOfCare - -type ChargeItemContextReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItemContext - type: URI - identifier: Identifier - display: String -} - -type ChargeItemPerformingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ChargeItemRequestingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ChargeItemCostCenterReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union ChargeItemEnterer = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson - -type ChargeItemEntererReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItemEnterer - type: URI - identifier: Identifier - display: String -} - -union ChargeItemService = DiagnosticReport | ImagingStudy | Immunization | MedicationAdministration | MedicationDispense | Observation | Procedure | SupplyDelivery - -type ChargeItemServiceReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItemService - type: URI - identifier: Identifier - display: String -} - -union ChargeItemProductReference = Device | Medication | Substance - -type ChargeItemProductReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItemProductReference - type: URI - identifier: Identifier - display: String -} - -type ChargeItemAccountReference { - id: String - extension: [Extension] - reference: String - resource: Account - type: URI - identifier: Identifier - display: String -} - -type ChargeItemSupportingInformationReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ChargeItem implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - definitionUri: [URI] - definitionCanonical: [Canonical] - status: Code - partOf: [ChargeItemPartOfReference] - code: CodeableConcept - subject: ChargeItemSubjectReference - context: ChargeItemContextReference - occurrenceDateTime: DateTime - occurrencePeriod: Period - occurrenceTiming: Timing - performer: [ChargeItemPerformer] - performingOrganization: ChargeItemPerformingOrganizationReference - requestingOrganization: ChargeItemRequestingOrganizationReference - costCenter: ChargeItemCostCenterReference - quantity: Quantity - bodysite: [CodeableConcept] - factorOverride: Float - priceOverride: Money - overrideReason: String - enterer: ChargeItemEntererReference - enteredDate: DateTime - reason: [CodeableConcept] - service: [ChargeItemServiceReference] - productReference: ChargeItemProductReferenceReference - productCodeableConcept: CodeableConcept - account: [ChargeItemAccountReference] - note: [Annotation] - supportingInformation: [ChargeItemSupportingInformationReference] -} - -type ChargeItemBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ChargeItem - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ChargeItemBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ChargeItemBundleEntry] -} - -union ChargeItemDefinitionInstance = Medication | Substance | Device - -type ChargeItemDefinitionInstanceReference { - id: String - extension: [Extension] - reference: String - resource: ChargeItemDefinitionInstance - type: URI - identifier: Identifier - display: String -} - -type ChargeItemDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - title: String - derivedFromUri: [URI] - partOf: [Canonical] - replaces: [Canonical] - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - code: CodeableConcept - instance: [ChargeItemDefinitionInstanceReference] - applicability: [ChargeItemDefinitionApplicability] - propertyGroup: [ChargeItemDefinitionPropertyGroup] -} - -type ChargeItemDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ChargeItemDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ChargeItemDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ChargeItemDefinitionBundleEntry] -} - -type Citation implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - summary: [CitationSummary] - classification: [CitationClassification] - note: [Annotation] - currentState: [CodeableConcept] - statusDate: [CitationStatusDate] - relatesTo: [CitationRelatesTo] - citedArtifact: CitationCitedArtifact -} - -type CitationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Citation - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CitationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CitationBundleEntry] -} - -type ClaimPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union ClaimEnterer = Practitioner | PractitionerRole - -type ClaimEntererReference { - id: String - extension: [Extension] - reference: String - resource: ClaimEnterer - type: URI - identifier: Identifier - display: String -} - -type ClaimInsurerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union ClaimProvider = Practitioner | PractitionerRole | Organization - -type ClaimProviderReference { - id: String - extension: [Extension] - reference: String - resource: ClaimProvider - type: URI - identifier: Identifier - display: String -} - -union ClaimPrescription = DeviceRequest | MedicationRequest | VisionPrescription - -type ClaimPrescriptionReference { - id: String - extension: [Extension] - reference: String - resource: ClaimPrescription - type: URI - identifier: Identifier - display: String -} - -union ClaimOriginalPrescription = DeviceRequest | MedicationRequest | VisionPrescription - -type ClaimOriginalPrescriptionReference { - id: String - extension: [Extension] - reference: String - resource: ClaimOriginalPrescription - type: URI - identifier: Identifier - display: String -} - -type ClaimReferralReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -type ClaimFacilityReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type Claim implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - type: CodeableConcept - subType: CodeableConcept - use: Code - patient: ClaimPatientReference - billablePeriod: Period - created: DateTime - enterer: ClaimEntererReference - insurer: ClaimInsurerReference - provider: ClaimProviderReference - priority: CodeableConcept - fundsReserve: CodeableConcept - related: [ClaimRelated] - prescription: ClaimPrescriptionReference - originalPrescription: ClaimOriginalPrescriptionReference - payee: ClaimPayee - referral: ClaimReferralReference - facility: ClaimFacilityReference - careTeam: [ClaimCareTeam] - supportingInfo: [ClaimSupportingInfo] - diagnosis: [ClaimDiagnosis] - procedure: [ClaimProcedure] - insurance: [ClaimInsurance] - accident: ClaimAccident - item: [ClaimItem] - total: Money -} - -type ClaimBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Claim - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ClaimBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ClaimBundleEntry] -} - -type ClaimResponsePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type ClaimResponseInsurerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union ClaimResponseRequestor = Practitioner | PractitionerRole | Organization - -type ClaimResponseRequestorReference { - id: String - extension: [Extension] - reference: String - resource: ClaimResponseRequestor - type: URI - identifier: Identifier - display: String -} - -type ClaimResponseRequestReference { - id: String - extension: [Extension] - reference: String - resource: Claim - type: URI - identifier: Identifier - display: String -} - -type ClaimResponseCommunicationRequestReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRequest - type: URI - identifier: Identifier - display: String -} - -type ClaimResponse implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - type: CodeableConcept - subType: CodeableConcept - use: Code - patient: ClaimResponsePatientReference - created: DateTime - insurer: ClaimResponseInsurerReference - requestor: ClaimResponseRequestorReference - request: ClaimResponseRequestReference - outcome: Code - disposition: String - preAuthRef: String - preAuthPeriod: Period - payeeType: CodeableConcept - item: [ClaimResponseItem] - addItem: [ClaimResponseAddItem] - adjudication: [ClaimResponseAdjudication] - total: [ClaimResponseTotal] - payment: ClaimResponsePayment - fundsReserve: CodeableConcept - formCode: CodeableConcept - form: Attachment - processNote: [ClaimResponseProcessNote] - communicationRequest: [ClaimResponseCommunicationRequestReference] - insurance: [ClaimResponseInsurance] - error: [ClaimResponseError] -} - -type ClaimResponseBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ClaimResponse - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ClaimResponseBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ClaimResponseBundleEntry] -} - -union ClinicalImpressionSubject = Patient | Group - -type ClinicalImpressionSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalImpressionSubject - type: URI - identifier: Identifier - display: String -} - -type ClinicalImpressionEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union ClinicalImpressionAssessor = Practitioner | PractitionerRole - -type ClinicalImpressionAssessorReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalImpressionAssessor - type: URI - identifier: Identifier - display: String -} - -type ClinicalImpressionPreviousReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalImpression - type: URI - identifier: Identifier - display: String -} - -union ClinicalImpressionProblem = Condition | AllergyIntolerance - -type ClinicalImpressionProblemReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalImpressionProblem - type: URI - identifier: Identifier - display: String -} - -type ClinicalImpressionPrognosisReferenceReference { - id: String - extension: [Extension] - reference: String - resource: RiskAssessment - type: URI - identifier: Identifier - display: String -} - -type ClinicalImpressionSupportingInfoReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ClinicalImpression implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - statusReason: CodeableConcept - code: CodeableConcept - description: String - subject: ClinicalImpressionSubjectReference - encounter: ClinicalImpressionEncounterReference - effectiveDateTime: DateTime - effectivePeriod: Period - date: DateTime - assessor: ClinicalImpressionAssessorReference - previous: ClinicalImpressionPreviousReference - problem: [ClinicalImpressionProblemReference] - investigation: [ClinicalImpressionInvestigation] - protocol: [URI] - summary: String - finding: [ClinicalImpressionFinding] - prognosisCodeableConcept: [CodeableConcept] - prognosisReference: [ClinicalImpressionPrognosisReferenceReference] - supportingInfo: [ClinicalImpressionSupportingInfoReference] - note: [Annotation] -} - -type ClinicalImpressionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ClinicalImpression - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ClinicalImpressionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ClinicalImpressionBundleEntry] -} - -union ClinicalUseDefinitionSubject = MedicinalProductDefinition | Medication | ActivityDefinition | PlanDefinition | Device | DeviceDefinition | Substance - -type ClinicalUseDefinitionSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalUseDefinitionSubject - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinitionPopulationReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type ClinicalUseDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - type: Code - category: [CodeableConcept] - subject: [ClinicalUseDefinitionSubjectReference] - status: CodeableConcept - contraindication: ClinicalUseDefinitionContraindication - indication: ClinicalUseDefinitionIndication - interaction: ClinicalUseDefinitionInteraction - population: [ClinicalUseDefinitionPopulationReference] - undesirableEffect: ClinicalUseDefinitionUndesirableEffect - warning: ClinicalUseDefinitionWarning -} - -type ClinicalUseDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ClinicalUseDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ClinicalUseDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ClinicalUseDefinitionBundleEntry] -} - -type CodeSystem implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - caseSensitive: Boolean - valueSet: Canonical - hierarchyMeaning: Code - compositional: Boolean - versionNeeded: Boolean - content: Code - supplements: Canonical - count: Int - filter: [CodeSystemFilter] - property: [CodeSystemProperty] - concept: [CodeSystemConcept] -} - -type CodeSystemBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CodeSystem - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CodeSystemBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CodeSystemBundleEntry] -} - -type CommunicationBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CommunicationPartOfReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CommunicationInResponseToReference { - id: String - extension: [Extension] - reference: String - resource: Communication - type: URI - identifier: Identifier - display: String -} - -union CommunicationSubject = Patient | Group - -type CommunicationSubjectReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationSubject - type: URI - identifier: Identifier - display: String -} - -type CommunicationAboutReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CommunicationEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union CommunicationRecipient = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | Group | CareTeam | HealthcareService - -type CommunicationRecipientReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRecipient - type: URI - identifier: Identifier - display: String -} - -union CommunicationSender = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | HealthcareService - -type CommunicationSenderReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationSender - type: URI - identifier: Identifier - display: String -} - -union CommunicationReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type CommunicationReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationReasonReference - type: URI - identifier: Identifier - display: String -} - -type Communication implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - basedOn: [CommunicationBasedOnReference] - partOf: [CommunicationPartOfReference] - inResponseTo: [CommunicationInResponseToReference] - status: Code - statusReason: CodeableConcept - category: [CodeableConcept] - priority: Code - medium: [CodeableConcept] - subject: CommunicationSubjectReference - topic: CodeableConcept - about: [CommunicationAboutReference] - encounter: CommunicationEncounterReference - sent: DateTime - received: DateTime - recipient: [CommunicationRecipientReference] - sender: CommunicationSenderReference - reasonCode: [CodeableConcept] - reasonReference: [CommunicationReasonReferenceReference] - payload: [CommunicationPayload] - note: [Annotation] -} - -type CommunicationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Communication - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CommunicationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CommunicationBundleEntry] -} - -type CommunicationRequestBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CommunicationRequestReplacesReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRequest - type: URI - identifier: Identifier - display: String -} - -union CommunicationRequestSubject = Patient | Group - -type CommunicationRequestSubjectReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRequestSubject - type: URI - identifier: Identifier - display: String -} - -type CommunicationRequestAboutReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CommunicationRequestEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union CommunicationRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device - -type CommunicationRequestRequesterReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRequestRequester - type: URI - identifier: Identifier - display: String -} - -union CommunicationRequestRecipient = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | Group | CareTeam | HealthcareService - -type CommunicationRequestRecipientReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRequestRecipient - type: URI - identifier: Identifier - display: String -} - -union CommunicationRequestSender = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | HealthcareService - -type CommunicationRequestSenderReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRequestSender - type: URI - identifier: Identifier - display: String -} - -union CommunicationRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type CommunicationRequestReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: CommunicationRequestReasonReference - type: URI - identifier: Identifier - display: String -} - -type CommunicationRequest implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: [CommunicationRequestBasedOnReference] - replaces: [CommunicationRequestReplacesReference] - groupIdentifier: Identifier - status: Code - statusReason: CodeableConcept - category: [CodeableConcept] - priority: Code - doNotPerform: Boolean - medium: [CodeableConcept] - subject: CommunicationRequestSubjectReference - about: [CommunicationRequestAboutReference] - encounter: CommunicationRequestEncounterReference - payload: [CommunicationRequestPayload] - occurrenceDateTime: DateTime - occurrencePeriod: Period - authoredOn: DateTime - requester: CommunicationRequestRequesterReference - recipient: [CommunicationRequestRecipientReference] - sender: CommunicationRequestSenderReference - reasonCode: [CodeableConcept] - reasonReference: [CommunicationRequestReasonReferenceReference] - note: [Annotation] -} - -type CommunicationRequestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CommunicationRequest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CommunicationRequestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CommunicationRequestBundleEntry] -} - -type CompartmentDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - version: String - name: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - purpose: Markdown - code: Code - search: Boolean - resource: [CompartmentDefinitionResource] -} - -type CompartmentDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CompartmentDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CompartmentDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CompartmentDefinitionBundleEntry] -} - -type CompositionSubjectReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type CompositionEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union CompositionAuthor = Practitioner | PractitionerRole | Device | Patient | RelatedPerson | Organization - -type CompositionAuthorReference { - id: String - extension: [Extension] - reference: String - resource: CompositionAuthor - type: URI - identifier: Identifier - display: String -} - -type CompositionCustodianReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type Composition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - status: Code - type: CodeableConcept - category: [CodeableConcept] - subject: CompositionSubjectReference - encounter: CompositionEncounterReference - date: DateTime - author: [CompositionAuthorReference] - title: String - confidentiality: Code - attester: [CompositionAttester] - custodian: CompositionCustodianReference - relatesTo: [CompositionRelatesTo] - event: [CompositionEvent] - section: [CompositionSection] -} - -type CompositionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Composition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CompositionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CompositionBundleEntry] -} - -type ConceptMap implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: Identifier - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - sourceUri: URI - sourceCanonical: Canonical - targetUri: URI - targetCanonical: Canonical - group: [ConceptMapGroup] -} - -type ConceptMapBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ConceptMap - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ConceptMapBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ConceptMapBundleEntry] -} - -union ConditionSubject = Patient | Group - -type ConditionSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ConditionSubject - type: URI - identifier: Identifier - display: String -} - -type ConditionEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union ConditionRecorder = Practitioner | PractitionerRole | Patient | RelatedPerson - -type ConditionRecorderReference { - id: String - extension: [Extension] - reference: String - resource: ConditionRecorder - type: URI - identifier: Identifier - display: String -} - -union ConditionAsserter = Practitioner | PractitionerRole | Patient | RelatedPerson - -type ConditionAsserterReference { - id: String - extension: [Extension] - reference: String - resource: ConditionAsserter - type: URI - identifier: Identifier - display: String -} - -type Condition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - clinicalStatus: CodeableConcept - verificationStatus: CodeableConcept - category: [CodeableConcept] - severity: CodeableConcept - code: CodeableConcept - bodySite: [CodeableConcept] - subject: ConditionSubjectReference - encounter: ConditionEncounterReference - onsetDateTime: DateTime - onsetAge: Quantity - onsetPeriod: Period - onsetRange: Range - onsetString: String - abatementDateTime: DateTime - abatementAge: Quantity - abatementPeriod: Period - abatementRange: Range - abatementString: String - recordedDate: DateTime - recorder: ConditionRecorderReference - asserter: ConditionAsserterReference - stage: [ConditionStage] - evidence: [ConditionEvidence] - note: [Annotation] -} - -type ConditionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Condition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ConditionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ConditionBundleEntry] -} - -type ConsentPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union ConsentPerformer = Organization | Patient | Practitioner | RelatedPerson | PractitionerRole - -type ConsentPerformerReference { - id: String - extension: [Extension] - reference: String - resource: ConsentPerformer - type: URI - identifier: Identifier - display: String -} - -type ConsentOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union ConsentSourceReference = Consent | DocumentReference | Contract | QuestionnaireResponse - -type ConsentSourceReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ConsentSourceReference - type: URI - identifier: Identifier - display: String -} - -type Consent implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - scope: CodeableConcept - category: [CodeableConcept] - patient: ConsentPatientReference - dateTime: DateTime - performer: [ConsentPerformerReference] - organization: [ConsentOrganizationReference] - sourceAttachment: Attachment - sourceReference: ConsentSourceReferenceReference - policy: [ConsentPolicy] - policyRule: CodeableConcept - verification: [ConsentVerification] - provision: ConsentProvision -} - -type ConsentBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Consent - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ConsentBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ConsentBundleEntry] -} - -type ContractInstantiatesCanonicalReference { - id: String - extension: [Extension] - reference: String - resource: Contract - type: URI - identifier: Identifier - display: String -} - -type ContractSubjectTypeReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractAuthorityReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ContractDomainReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ContractSiteReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union ContractAuthor = Patient | Practitioner | PractitionerRole | Organization - -type ContractAuthorReference { - id: String - extension: [Extension] - reference: String - resource: ContractAuthor - type: URI - identifier: Identifier - display: String -} - -type ContractTopicReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractSupportingInfoReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ContractRelevantHistoryReference { - id: String - extension: [Extension] - reference: String - resource: Provenance - type: URI - identifier: Identifier - display: String -} - -union ContractLegallyBindingReference = Composition | DocumentReference | QuestionnaireResponse | Contract - -type ContractLegallyBindingReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ContractLegallyBindingReference - type: URI - identifier: Identifier - display: String -} - -type Contract implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - url: URI - version: String - status: Code - legalState: CodeableConcept - instantiatesCanonical: ContractInstantiatesCanonicalReference - instantiatesUri: URI - contentDerivative: CodeableConcept - issued: DateTime - applies: Period - expirationType: CodeableConcept - subject: [ContractSubjectTypeReference] - authority: [ContractAuthorityReference] - domain: [ContractDomainReference] - site: [ContractSiteReference] - name: String - title: String - subtitle: String - alias: [String] - author: ContractAuthorReference - scope: CodeableConcept - topicCodeableConcept: CodeableConcept - topicReference: ContractTopicReferenceReference - type: CodeableConcept - subType: [CodeableConcept] - contentDefinition: ContractContentDefinition - term: [ContractTerm] - supportingInfo: [ContractSupportingInfoReference] - relevantHistory: [ContractRelevantHistoryReference] - signer: [ContractSigner] - friendly: [ContractFriendly] - legal: [ContractLegal] - rule: [ContractRule] - legallyBindingAttachment: Attachment - legallyBindingReference: ContractLegallyBindingReferenceReference -} - -type ContractBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Contract - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ContractBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ContractBundleEntry] -} - -union CoveragePolicyHolder = Patient | RelatedPerson | Organization - -type CoveragePolicyHolderReference { - id: String - extension: [Extension] - reference: String - resource: CoveragePolicyHolder - type: URI - identifier: Identifier - display: String -} - -union CoverageSubscriber = Patient | RelatedPerson - -type CoverageSubscriberReference { - id: String - extension: [Extension] - reference: String - resource: CoverageSubscriber - type: URI - identifier: Identifier - display: String -} - -type CoverageBeneficiaryReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union CoveragePayor = Organization | Patient | RelatedPerson - -type CoveragePayorReference { - id: String - extension: [Extension] - reference: String - resource: CoveragePayor - type: URI - identifier: Identifier - display: String -} - -type CoverageContractReference { - id: String - extension: [Extension] - reference: String - resource: Contract - type: URI - identifier: Identifier - display: String -} - -type Coverage implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - type: CodeableConcept - policyHolder: CoveragePolicyHolderReference - subscriber: CoverageSubscriberReference - subscriberId: String - beneficiary: CoverageBeneficiaryReference - dependent: String - relationship: CodeableConcept - period: Period - payor: [CoveragePayorReference] - class: [CoverageClass] - order: Int - network: String - costToBeneficiary: [CoverageCostToBeneficiary] - subrogation: Boolean - contract: [CoverageContractReference] -} - -type CoverageBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Coverage - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CoverageBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CoverageBundleEntry] -} - -type CoverageEligibilityRequestPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union CoverageEligibilityRequestEnterer = Practitioner | PractitionerRole - -type CoverageEligibilityRequestEntererReference { - id: String - extension: [Extension] - reference: String - resource: CoverageEligibilityRequestEnterer - type: URI - identifier: Identifier - display: String -} - -union CoverageEligibilityRequestProvider = Practitioner | PractitionerRole | Organization - -type CoverageEligibilityRequestProviderReference { - id: String - extension: [Extension] - reference: String - resource: CoverageEligibilityRequestProvider - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequestInsurerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequestFacilityReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityRequest implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - priority: CodeableConcept - purpose: [Code] - patient: CoverageEligibilityRequestPatientReference - servicedDate: Date - servicedPeriod: Period - created: DateTime - enterer: CoverageEligibilityRequestEntererReference - provider: CoverageEligibilityRequestProviderReference - insurer: CoverageEligibilityRequestInsurerReference - facility: CoverageEligibilityRequestFacilityReference - supportingInfo: [CoverageEligibilityRequestSupportingInfo] - insurance: [CoverageEligibilityRequestInsurance] - item: [CoverageEligibilityRequestItem] -} - -type CoverageEligibilityRequestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CoverageEligibilityRequest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CoverageEligibilityRequestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CoverageEligibilityRequestBundleEntry] -} - -type CoverageEligibilityResponsePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union CoverageEligibilityResponseRequestor = Practitioner | PractitionerRole | Organization - -type CoverageEligibilityResponseRequestorReference { - id: String - extension: [Extension] - reference: String - resource: CoverageEligibilityResponseRequestor - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityResponseRequestReference { - id: String - extension: [Extension] - reference: String - resource: CoverageEligibilityRequest - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityResponseInsurerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type CoverageEligibilityResponse implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - purpose: [Code] - patient: CoverageEligibilityResponsePatientReference - servicedDate: Date - servicedPeriod: Period - created: DateTime - requestor: CoverageEligibilityResponseRequestorReference - request: CoverageEligibilityResponseRequestReference - outcome: Code - disposition: String - insurer: CoverageEligibilityResponseInsurerReference - insurance: [CoverageEligibilityResponseInsurance] - preAuthRef: String - form: CodeableConcept - error: [CoverageEligibilityResponseError] -} - -type CoverageEligibilityResponseBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: CoverageEligibilityResponse - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type CoverageEligibilityResponseBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [CoverageEligibilityResponseBundleEntry] -} - -type DetectedIssuePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union DetectedIssueAuthor = Practitioner | PractitionerRole | Device - -type DetectedIssueAuthorReference { - id: String - extension: [Extension] - reference: String - resource: DetectedIssueAuthor - type: URI - identifier: Identifier - display: String -} - -type DetectedIssueImplicatedReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DetectedIssue implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - code: CodeableConcept - severity: Code - patient: DetectedIssuePatientReference - identifiedDateTime: DateTime - identifiedPeriod: Period - author: DetectedIssueAuthorReference - implicated: [DetectedIssueImplicatedReference] - evidence: [DetectedIssueEvidence] - detail: String - reference: URI - mitigation: [DetectedIssueMitigation] -} - -type DetectedIssueBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DetectedIssue - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DetectedIssueBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DetectedIssueBundleEntry] -} - -type DeviceDefinitionReference { - id: String - extension: [Extension] - reference: String - resource: DeviceDefinition - type: URI - identifier: Identifier - display: String -} - -type DevicePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type DeviceOwnerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type DeviceLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type DeviceParentReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type Device implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - definition: DeviceDefinitionReference - udiCarrier: [DeviceUdiCarrier] - status: Code - statusReason: [CodeableConcept] - distinctIdentifier: String - manufacturer: String - manufactureDate: DateTime - expirationDate: DateTime - lotNumber: String - serialNumber: String - deviceName: [DeviceDeviceName] - modelNumber: String - partNumber: String - type: CodeableConcept - specialization: [DeviceSpecialization] - version: [DeviceVersion] - property: [DeviceProperty] - patient: DevicePatientReference - owner: DeviceOwnerReference - contact: [ContactPoint] - location: DeviceLocationReference - url: URI - note: [Annotation] - safety: [CodeableConcept] - parent: DeviceParentReference -} - -type DeviceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Device - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DeviceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DeviceBundleEntry] -} - -type DeviceDefinitionManufacturerReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type DeviceDefinitionOwnerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type DeviceDefinitionParentDeviceReference { - id: String - extension: [Extension] - reference: String - resource: DeviceDefinition - type: URI - identifier: Identifier - display: String -} - -type DeviceDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - udiDeviceIdentifier: [DeviceDefinitionUdiDeviceIdentifier] - manufacturerString: String - manufacturerReference: DeviceDefinitionManufacturerReferenceReference - deviceName: [DeviceDefinitionDeviceName] - modelNumber: String - type: CodeableConcept - specialization: [DeviceDefinitionSpecialization] - version: [String] - safety: [CodeableConcept] - shelfLifeStorage: [ProductShelfLife] - physicalCharacteristics: ProdCharacteristic - languageCode: [CodeableConcept] - capability: [DeviceDefinitionCapability] - property: [DeviceDefinitionProperty] - owner: DeviceDefinitionOwnerReference - contact: [ContactPoint] - url: URI - onlineInformation: URI - note: [Annotation] - quantity: Quantity - parentDevice: DeviceDefinitionParentDeviceReference - material: [DeviceDefinitionMaterial] -} - -type DeviceDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DeviceDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DeviceDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DeviceDefinitionBundleEntry] -} - -type DeviceMetricSourceReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type DeviceMetricParentReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type DeviceMetric implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - type: CodeableConcept - unit: CodeableConcept - source: DeviceMetricSourceReference - parent: DeviceMetricParentReference - operationalStatus: Code - color: Code - category: Code - measurementPeriod: Timing - calibration: [DeviceMetricCalibration] -} - -type DeviceMetricBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DeviceMetric - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DeviceMetricBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DeviceMetricBundleEntry] -} - -type DeviceRequestBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DeviceRequestPriorRequestReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DeviceRequestCodeReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -union DeviceRequestSubject = Patient | Group | Location | Device - -type DeviceRequestSubjectReference { - id: String - extension: [Extension] - reference: String - resource: DeviceRequestSubject - type: URI - identifier: Identifier - display: String -} - -type DeviceRequestEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union DeviceRequestRequester = Device | Practitioner | PractitionerRole | Organization - -type DeviceRequestRequesterReference { - id: String - extension: [Extension] - reference: String - resource: DeviceRequestRequester - type: URI - identifier: Identifier - display: String -} - -union DeviceRequestPerformer = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson - -type DeviceRequestPerformerReference { - id: String - extension: [Extension] - reference: String - resource: DeviceRequestPerformer - type: URI - identifier: Identifier - display: String -} - -union DeviceRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type DeviceRequestReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: DeviceRequestReasonReference - type: URI - identifier: Identifier - display: String -} - -union DeviceRequestInsurance = Coverage | ClaimResponse - -type DeviceRequestInsuranceReference { - id: String - extension: [Extension] - reference: String - resource: DeviceRequestInsurance - type: URI - identifier: Identifier - display: String -} - -type DeviceRequestSupportingInfoReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DeviceRequestRelevantHistoryReference { - id: String - extension: [Extension] - reference: String - resource: Provenance - type: URI - identifier: Identifier - display: String -} - -type DeviceRequest implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - basedOn: [DeviceRequestBasedOnReference] - priorRequest: [DeviceRequestPriorRequestReference] - groupIdentifier: Identifier - status: Code - intent: Code - priority: Code - codeReference: DeviceRequestCodeReferenceReference - codeCodeableConcept: CodeableConcept - parameter: [DeviceRequestParameter] - subject: DeviceRequestSubjectReference - encounter: DeviceRequestEncounterReference - occurrenceDateTime: DateTime - occurrencePeriod: Period - occurrenceTiming: Timing - authoredOn: DateTime - requester: DeviceRequestRequesterReference - performerType: CodeableConcept - performer: DeviceRequestPerformerReference - reasonCode: [CodeableConcept] - reasonReference: [DeviceRequestReasonReferenceReference] - insurance: [DeviceRequestInsuranceReference] - supportingInfo: [DeviceRequestSupportingInfoReference] - note: [Annotation] - relevantHistory: [DeviceRequestRelevantHistoryReference] -} - -type DeviceRequestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DeviceRequest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DeviceRequestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DeviceRequestBundleEntry] -} - -type DeviceUseStatementBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -union DeviceUseStatementSubject = Patient | Group - -type DeviceUseStatementSubjectReference { - id: String - extension: [Extension] - reference: String - resource: DeviceUseStatementSubject - type: URI - identifier: Identifier - display: String -} - -union DeviceUseStatementDerivedFrom = ServiceRequest | Procedure | Claim | Observation | QuestionnaireResponse | DocumentReference - -type DeviceUseStatementDerivedFromReference { - id: String - extension: [Extension] - reference: String - resource: DeviceUseStatementDerivedFrom - type: URI - identifier: Identifier - display: String -} - -union DeviceUseStatementSource = Patient | Practitioner | PractitionerRole | RelatedPerson - -type DeviceUseStatementSourceReference { - id: String - extension: [Extension] - reference: String - resource: DeviceUseStatementSource - type: URI - identifier: Identifier - display: String -} - -type DeviceUseStatementDeviceReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -union DeviceUseStatementReasonReference = Condition | Observation | DiagnosticReport | DocumentReference | Media - -type DeviceUseStatementReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: DeviceUseStatementReasonReference - type: URI - identifier: Identifier - display: String -} - -type DeviceUseStatement implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: [DeviceUseStatementBasedOnReference] - status: Code - subject: DeviceUseStatementSubjectReference - derivedFrom: [DeviceUseStatementDerivedFromReference] - timingTiming: Timing - timingPeriod: Period - timingDateTime: DateTime - recordedOn: DateTime - source: DeviceUseStatementSourceReference - device: DeviceUseStatementDeviceReference - reasonCode: [CodeableConcept] - reasonReference: [DeviceUseStatementReasonReferenceReference] - bodySite: CodeableConcept - note: [Annotation] -} - -type DeviceUseStatementBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DeviceUseStatement - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DeviceUseStatementBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DeviceUseStatementBundleEntry] -} - -union DiagnosticReportBasedOn = CarePlan | ImmunizationRecommendation | MedicationRequest | NutritionOrder | ServiceRequest - -type DiagnosticReportBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: DiagnosticReportBasedOn - type: URI - identifier: Identifier - display: String -} - -union DiagnosticReportSubject = Patient | Group | Device | Location | Organization | Procedure | Practitioner | Medication | Substance - -type DiagnosticReportSubjectReference { - id: String - extension: [Extension] - reference: String - resource: DiagnosticReportSubject - type: URI - identifier: Identifier - display: String -} - -type DiagnosticReportEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union DiagnosticReportPerformer = Practitioner | PractitionerRole | Organization | CareTeam - -type DiagnosticReportPerformerReference { - id: String - extension: [Extension] - reference: String - resource: DiagnosticReportPerformer - type: URI - identifier: Identifier - display: String -} - -union DiagnosticReportResultsInterpreter = Practitioner | PractitionerRole | Organization | CareTeam - -type DiagnosticReportResultsInterpreterReference { - id: String - extension: [Extension] - reference: String - resource: DiagnosticReportResultsInterpreter - type: URI - identifier: Identifier - display: String -} - -type DiagnosticReportSpecimenReference { - id: String - extension: [Extension] - reference: String - resource: Specimen - type: URI - identifier: Identifier - display: String -} - -type DiagnosticReportResultReference { - id: String - extension: [Extension] - reference: String - resource: Observation - type: URI - identifier: Identifier - display: String -} - -type DiagnosticReportImagingStudyReference { - id: String - extension: [Extension] - reference: String - resource: ImagingStudy - type: URI - identifier: Identifier - display: String -} - -type DiagnosticReport implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: [DiagnosticReportBasedOnReference] - status: Code - category: [CodeableConcept] - code: CodeableConcept - subject: DiagnosticReportSubjectReference - encounter: DiagnosticReportEncounterReference - effectiveDateTime: DateTime - effectivePeriod: Period - issued: Instant - performer: [DiagnosticReportPerformerReference] - resultsInterpreter: [DiagnosticReportResultsInterpreterReference] - specimen: [DiagnosticReportSpecimenReference] - result: [DiagnosticReportResultReference] - imagingStudy: [DiagnosticReportImagingStudyReference] - media: [DiagnosticReportMedia] - conclusion: String - conclusionCode: [CodeableConcept] - presentedForm: [Attachment] -} - -type DiagnosticReportBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DiagnosticReport - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DiagnosticReportBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DiagnosticReportBundleEntry] -} - -union DocumentManifestSubject = Patient | Practitioner | Group | Device - -type DocumentManifestSubjectReference { - id: String - extension: [Extension] - reference: String - resource: DocumentManifestSubject - type: URI - identifier: Identifier - display: String -} - -union DocumentManifestAuthor = Practitioner | PractitionerRole | Organization | Device | Patient | RelatedPerson - -type DocumentManifestAuthorReference { - id: String - extension: [Extension] - reference: String - resource: DocumentManifestAuthor - type: URI - identifier: Identifier - display: String -} - -union DocumentManifestRecipient = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization - -type DocumentManifestRecipientReference { - id: String - extension: [Extension] - reference: String - resource: DocumentManifestRecipient - type: URI - identifier: Identifier - display: String -} - -type DocumentManifestContentReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type DocumentManifest implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - masterIdentifier: Identifier - identifier: [Identifier] - status: Code - type: CodeableConcept - subject: DocumentManifestSubjectReference - created: DateTime - author: [DocumentManifestAuthorReference] - recipient: [DocumentManifestRecipientReference] - source: URI - description: String - content: [DocumentManifestContentReference] - related: [DocumentManifestRelated] -} - -type DocumentManifestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DocumentManifest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DocumentManifestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DocumentManifestBundleEntry] -} - -union DocumentReferenceSubject = Patient | Practitioner | Group | Device - -type DocumentReferenceSubjectReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReferenceSubject - type: URI - identifier: Identifier - display: String -} - -union DocumentReferenceAuthor = Practitioner | PractitionerRole | Organization | Device | Patient | RelatedPerson - -type DocumentReferenceAuthorReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReferenceAuthor - type: URI - identifier: Identifier - display: String -} - -union DocumentReferenceAuthenticator = Practitioner | PractitionerRole | Organization - -type DocumentReferenceAuthenticatorReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReferenceAuthenticator - type: URI - identifier: Identifier - display: String -} - -type DocumentReferenceCustodianReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type DocumentReference implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - masterIdentifier: Identifier - identifier: [Identifier] - status: Code - docStatus: Code - type: CodeableConcept - category: [CodeableConcept] - subject: DocumentReferenceSubjectReference - date: Instant - author: [DocumentReferenceAuthorReference] - authenticator: DocumentReferenceAuthenticatorReference - custodian: DocumentReferenceCustodianReference - relatesTo: [DocumentReferenceRelatesTo] - description: String - securityLabel: [CodeableConcept] - content: [DocumentReferenceContent] - context: DocumentReferenceContext -} - -type DocumentReferenceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: DocumentReference - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type DocumentReferenceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [DocumentReferenceBundleEntry] -} - -union EncounterSubject = Patient | Group - -type EncounterSubjectReference { - id: String - extension: [Extension] - reference: String - resource: EncounterSubject - type: URI - identifier: Identifier - display: String -} - -type EncounterEpisodeOfCareReference { - id: String - extension: [Extension] - reference: String - resource: EpisodeOfCare - type: URI - identifier: Identifier - display: String -} - -type EncounterBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -type EncounterAppointmentReference { - id: String - extension: [Extension] - reference: String - resource: Appointment - type: URI - identifier: Identifier - display: String -} - -union EncounterReasonReference = Condition | Procedure | Observation | ImmunizationRecommendation - -type EncounterReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: EncounterReasonReference - type: URI - identifier: Identifier - display: String -} - -type EncounterAccountReference { - id: String - extension: [Extension] - reference: String - resource: Account - type: URI - identifier: Identifier - display: String -} - -type EncounterServiceProviderReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type EncounterPartOfReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type Encounter implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - statusHistory: [EncounterStatusHistory] - class: Coding - classHistory: [EncounterClassHistory] - type: [CodeableConcept] - serviceType: CodeableConcept - priority: CodeableConcept - subject: EncounterSubjectReference - episodeOfCare: [EncounterEpisodeOfCareReference] - basedOn: [EncounterBasedOnReference] - participant: [EncounterParticipant] - appointment: [EncounterAppointmentReference] - period: Period - length: Quantity - reasonCode: [CodeableConcept] - reasonReference: [EncounterReasonReferenceReference] - diagnosis: [EncounterDiagnosis] - account: [EncounterAccountReference] - hospitalization: EncounterHospitalization - location: [EncounterLocation] - serviceProvider: EncounterServiceProviderReference - partOf: EncounterPartOfReference -} - -type EncounterBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Encounter - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EncounterBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EncounterBundleEntry] -} - -type EndpointManagingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type Endpoint implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - connectionType: Coding - name: String - managingOrganization: EndpointManagingOrganizationReference - contact: [ContactPoint] - period: Period - payloadType: [CodeableConcept] - payloadMimeType: [Code] - address: URL - header: [String] -} - -type EndpointBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Endpoint - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EndpointBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EndpointBundleEntry] -} - -type EnrollmentRequestInsurerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union EnrollmentRequestProvider = Practitioner | PractitionerRole | Organization - -type EnrollmentRequestProviderReference { - id: String - extension: [Extension] - reference: String - resource: EnrollmentRequestProvider - type: URI - identifier: Identifier - display: String -} - -type EnrollmentRequestCandidateReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type EnrollmentRequestCoverageReference { - id: String - extension: [Extension] - reference: String - resource: Coverage - type: URI - identifier: Identifier - display: String -} - -type EnrollmentRequest implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - created: DateTime - insurer: EnrollmentRequestInsurerReference - provider: EnrollmentRequestProviderReference - candidate: EnrollmentRequestCandidateReference - coverage: EnrollmentRequestCoverageReference -} - -type EnrollmentRequestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: EnrollmentRequest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EnrollmentRequestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EnrollmentRequestBundleEntry] -} - -type EnrollmentResponseRequestReference { - id: String - extension: [Extension] - reference: String - resource: EnrollmentRequest - type: URI - identifier: Identifier - display: String -} - -type EnrollmentResponseOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union EnrollmentResponseRequestProvider = Practitioner | PractitionerRole | Organization - -type EnrollmentResponseRequestProviderReference { - id: String - extension: [Extension] - reference: String - resource: EnrollmentResponseRequestProvider - type: URI - identifier: Identifier - display: String -} - -type EnrollmentResponse implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - request: EnrollmentResponseRequestReference - outcome: Code - disposition: String - created: DateTime - organization: EnrollmentResponseOrganizationReference - requestProvider: EnrollmentResponseRequestProviderReference -} - -type EnrollmentResponseBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: EnrollmentResponse - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EnrollmentResponseBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EnrollmentResponseBundleEntry] -} - -type EpisodeOfCarePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type EpisodeOfCareManagingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type EpisodeOfCareReferralRequestReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -union EpisodeOfCareCareManager = Practitioner | PractitionerRole - -type EpisodeOfCareCareManagerReference { - id: String - extension: [Extension] - reference: String - resource: EpisodeOfCareCareManager - type: URI - identifier: Identifier - display: String -} - -type EpisodeOfCareTeamReference { - id: String - extension: [Extension] - reference: String - resource: CareTeam - type: URI - identifier: Identifier - display: String -} - -type EpisodeOfCareAccountReference { - id: String - extension: [Extension] - reference: String - resource: Account - type: URI - identifier: Identifier - display: String -} - -type EpisodeOfCare implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - statusHistory: [EpisodeOfCareStatusHistory] - type: [CodeableConcept] - diagnosis: [EpisodeOfCareDiagnosis] - patient: EpisodeOfCarePatientReference - managingOrganization: EpisodeOfCareManagingOrganizationReference - period: Period - referralRequest: [EpisodeOfCareReferralRequestReference] - careManager: EpisodeOfCareCareManagerReference - team: [EpisodeOfCareTeamReference] - account: [EpisodeOfCareAccountReference] -} - -type EpisodeOfCareBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: EpisodeOfCare - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EpisodeOfCareBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EpisodeOfCareBundleEntry] -} - -type EventDefinitionSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type EventDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - subtitle: String - status: Code - experimental: Boolean - subjectCodeableConcept: CodeableConcept - subjectReference: EventDefinitionSubjectReferenceReference - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - usage: String - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - topic: [CodeableConcept] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - trigger: [TriggerDefinition] -} - -type EventDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: EventDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EventDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EventDefinitionBundleEntry] -} - -type EvidenceCiteAsReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Citation - type: URI - identifier: Identifier - display: String -} - -type Evidence implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - title: String - citeAsReference: EvidenceCiteAsReferenceReference - citeAsMarkdown: Markdown - status: Code - date: DateTime - useContext: [UsageContext] - approvalDate: Date - lastReviewDate: Date - publisher: String - contact: [ContactDetail] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - description: Markdown - assertion: Markdown - note: [Annotation] - variableDefinition: [EvidenceVariableDefinition] - synthesisType: CodeableConcept - studyType: CodeableConcept - statistic: [EvidenceStatistic] - certainty: [EvidenceCertainty] -} - -type EvidenceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Evidence - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EvidenceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EvidenceBundleEntry] -} - -type EvidenceReportCiteAsReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Citation - type: URI - identifier: Identifier - display: String -} - -type EvidenceReport implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - status: Code - useContext: [UsageContext] - identifier: [Identifier] - relatedIdentifier: [Identifier] - citeAsReference: EvidenceReportCiteAsReferenceReference - citeAsMarkdown: Markdown - type: CodeableConcept - note: [Annotation] - relatedArtifact: [RelatedArtifact] - subject: EvidenceReportSubject - publisher: String - contact: [ContactDetail] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatesTo: [EvidenceReportRelatesTo] - section: [EvidenceReportSection] -} - -type EvidenceReportBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: EvidenceReport - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EvidenceReportBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EvidenceReportBundleEntry] -} - -type EvidenceVariable implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - shortTitle: String - subtitle: String - status: Code - date: DateTime - description: Markdown - note: [Annotation] - useContext: [UsageContext] - publisher: String - contact: [ContactDetail] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - actual: Boolean - characteristicCombination: Code - characteristic: [EvidenceVariableCharacteristic] - handling: Code - category: [EvidenceVariableCategory] -} - -type EvidenceVariableBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: EvidenceVariable - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type EvidenceVariableBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [EvidenceVariableBundleEntry] -} - -type ExampleScenario implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - copyright: Markdown - purpose: Markdown - actor: [ExampleScenarioActor] - instance: [ExampleScenarioInstance] - process: [ExampleScenarioProcess] - workflow: [Canonical] -} - -type ExampleScenarioBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ExampleScenario - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ExampleScenarioBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ExampleScenarioBundleEntry] -} - -type ExplanationOfBenefitPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union ExplanationOfBenefitEnterer = Practitioner | PractitionerRole - -type ExplanationOfBenefitEntererReference { - id: String - extension: [Extension] - reference: String - resource: ExplanationOfBenefitEnterer - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitInsurerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union ExplanationOfBenefitProvider = Practitioner | PractitionerRole | Organization - -type ExplanationOfBenefitProviderReference { - id: String - extension: [Extension] - reference: String - resource: ExplanationOfBenefitProvider - type: URI - identifier: Identifier - display: String -} - -union ExplanationOfBenefitPrescription = MedicationRequest | VisionPrescription - -type ExplanationOfBenefitPrescriptionReference { - id: String - extension: [Extension] - reference: String - resource: ExplanationOfBenefitPrescription - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitOriginalPrescriptionReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequest - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitReferralReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitFacilityReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitClaimReference { - id: String - extension: [Extension] - reference: String - resource: Claim - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefitClaimResponseReference { - id: String - extension: [Extension] - reference: String - resource: ClaimResponse - type: URI - identifier: Identifier - display: String -} - -type ExplanationOfBenefit implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - type: CodeableConcept - subType: CodeableConcept - use: Code - patient: ExplanationOfBenefitPatientReference - billablePeriod: Period - created: DateTime - enterer: ExplanationOfBenefitEntererReference - insurer: ExplanationOfBenefitInsurerReference - provider: ExplanationOfBenefitProviderReference - priority: CodeableConcept - fundsReserveRequested: CodeableConcept - fundsReserve: CodeableConcept - related: [ExplanationOfBenefitRelated] - prescription: ExplanationOfBenefitPrescriptionReference - originalPrescription: ExplanationOfBenefitOriginalPrescriptionReference - payee: ExplanationOfBenefitPayee - referral: ExplanationOfBenefitReferralReference - facility: ExplanationOfBenefitFacilityReference - claim: ExplanationOfBenefitClaimReference - claimResponse: ExplanationOfBenefitClaimResponseReference - outcome: Code - disposition: String - preAuthRef: [String] - preAuthRefPeriod: [Period] - careTeam: [ExplanationOfBenefitCareTeam] - supportingInfo: [ExplanationOfBenefitSupportingInfo] - diagnosis: [ExplanationOfBenefitDiagnosis] - procedure: [ExplanationOfBenefitProcedure] - precedence: Int - insurance: [ExplanationOfBenefitInsurance] - accident: ExplanationOfBenefitAccident - item: [ExplanationOfBenefitItem] - addItem: [ExplanationOfBenefitAddItem] - adjudication: [ExplanationOfBenefitAdjudication] - total: [ExplanationOfBenefitTotal] - payment: ExplanationOfBenefitPayment - formCode: CodeableConcept - form: Attachment - processNote: [ExplanationOfBenefitProcessNote] - benefitPeriod: Period - benefitBalance: [ExplanationOfBenefitBenefitBalance] -} - -type ExplanationOfBenefitBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ExplanationOfBenefit - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ExplanationOfBenefitBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ExplanationOfBenefitBundleEntry] -} - -type FamilyMemberHistoryPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union FamilyMemberHistoryReasonReference = Condition | Observation | AllergyIntolerance | QuestionnaireResponse | DiagnosticReport | DocumentReference - -type FamilyMemberHistoryReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: FamilyMemberHistoryReasonReference - type: URI - identifier: Identifier - display: String -} - -type FamilyMemberHistory implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - status: Code - dataAbsentReason: CodeableConcept - patient: FamilyMemberHistoryPatientReference - date: DateTime - name: String - relationship: CodeableConcept - sex: CodeableConcept - bornPeriod: Period - bornDate: Date - bornString: String - ageAge: Quantity - ageRange: Range - ageString: String - estimatedAge: Boolean - deceasedBoolean: Boolean - deceasedAge: Quantity - deceasedRange: Range - deceasedDate: Date - deceasedString: String - reasonCode: [CodeableConcept] - reasonReference: [FamilyMemberHistoryReasonReferenceReference] - note: [Annotation] - condition: [FamilyMemberHistoryCondition] -} - -type FamilyMemberHistoryBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: FamilyMemberHistory - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type FamilyMemberHistoryBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [FamilyMemberHistoryBundleEntry] -} - -union FlagSubject = Patient | Location | Group | Organization | Practitioner | PlanDefinition | Medication | Procedure - -type FlagSubjectReference { - id: String - extension: [Extension] - reference: String - resource: FlagSubject - type: URI - identifier: Identifier - display: String -} - -type FlagEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union FlagAuthor = Device | Organization | Patient | Practitioner | PractitionerRole - -type FlagAuthorReference { - id: String - extension: [Extension] - reference: String - resource: FlagAuthor - type: URI - identifier: Identifier - display: String -} - -type Flag implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - category: [CodeableConcept] - code: CodeableConcept - subject: FlagSubjectReference - period: Period - encounter: FlagEncounterReference - author: FlagAuthorReference -} - -type FlagBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Flag - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type FlagBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [FlagBundleEntry] -} - -union GoalSubject = Patient | Group | Organization - -type GoalSubjectReference { - id: String - extension: [Extension] - reference: String - resource: GoalSubject - type: URI - identifier: Identifier - display: String -} - -union GoalExpressedBy = Patient | Practitioner | PractitionerRole | RelatedPerson - -type GoalExpressedByReference { - id: String - extension: [Extension] - reference: String - resource: GoalExpressedBy - type: URI - identifier: Identifier - display: String -} - -union GoalAddresses = Condition | Observation | MedicationStatement | NutritionOrder | ServiceRequest | RiskAssessment - -type GoalAddressesReference { - id: String - extension: [Extension] - reference: String - resource: GoalAddresses - type: URI - identifier: Identifier - display: String -} - -type GoalOutcomeReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Observation - type: URI - identifier: Identifier - display: String -} - -type Goal implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - lifecycleStatus: Code - achievementStatus: CodeableConcept - category: [CodeableConcept] - priority: CodeableConcept - description: CodeableConcept - subject: GoalSubjectReference - startDate: Date - startCodeableConcept: CodeableConcept - target: [GoalTarget] - statusDate: Date - statusReason: String - expressedBy: GoalExpressedByReference - addresses: [GoalAddressesReference] - note: [Annotation] - outcomeCode: [CodeableConcept] - outcomeReference: [GoalOutcomeReferenceReference] -} - -type GoalBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Goal - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type GoalBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [GoalBundleEntry] -} - -type GraphDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - version: String - name: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - start: Code - profile: Canonical - link: [GraphDefinitionLink] -} - -type GraphDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: GraphDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type GraphDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [GraphDefinitionBundleEntry] -} - -union GroupManagingEntity = Organization | RelatedPerson | Practitioner | PractitionerRole - -type GroupManagingEntityReference { - id: String - extension: [Extension] - reference: String - resource: GroupManagingEntity - type: URI - identifier: Identifier - display: String -} - -type Group implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - type: Code - actual: Boolean - code: CodeableConcept - name: String - quantity: Int - managingEntity: GroupManagingEntityReference - characteristic: [GroupCharacteristic] - member: [GroupMember] -} - -type GroupBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Group - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type GroupBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [GroupBundleEntry] -} - -union GuidanceResponseSubject = Patient | Group - -type GuidanceResponseSubjectReference { - id: String - extension: [Extension] - reference: String - resource: GuidanceResponseSubject - type: URI - identifier: Identifier - display: String -} - -type GuidanceResponseEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type GuidanceResponsePerformerReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -union GuidanceResponseReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type GuidanceResponseReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: GuidanceResponseReasonReference - type: URI - identifier: Identifier - display: String -} - -type GuidanceResponseEvaluationMessageReference { - id: String - extension: [Extension] - reference: String - resource: OperationOutcome - type: URI - identifier: Identifier - display: String -} - -type GuidanceResponseOutputParametersReference { - id: String - extension: [Extension] - reference: String - resource: Parameters - type: URI - identifier: Identifier - display: String -} - -union GuidanceResponseResult = CarePlan | RequestGroup - -type GuidanceResponseResultReference { - id: String - extension: [Extension] - reference: String - resource: GuidanceResponseResult - type: URI - identifier: Identifier - display: String -} - -type GuidanceResponse implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - requestIdentifier: Identifier - identifier: [Identifier] - moduleUri: URI - moduleCanonical: Canonical - moduleCodeableConcept: CodeableConcept - status: Code - subject: GuidanceResponseSubjectReference - encounter: GuidanceResponseEncounterReference - occurrenceDateTime: DateTime - performer: GuidanceResponsePerformerReference - reasonCode: [CodeableConcept] - reasonReference: [GuidanceResponseReasonReferenceReference] - note: [Annotation] - evaluationMessage: [GuidanceResponseEvaluationMessageReference] - outputParameters: GuidanceResponseOutputParametersReference - result: GuidanceResponseResultReference - dataRequirement: [DataRequirement] -} - -type GuidanceResponseBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: GuidanceResponse - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type GuidanceResponseBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [GuidanceResponseBundleEntry] -} - -type HealthcareServiceProvidedByReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type HealthcareServiceLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type HealthcareServiceCoverageAreaReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type HealthcareServiceEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type HealthcareService implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - providedBy: HealthcareServiceProvidedByReference - category: [CodeableConcept] - type: [CodeableConcept] - specialty: [CodeableConcept] - location: [HealthcareServiceLocationReference] - name: String - comment: String - extraDetails: Markdown - photo: Attachment - telecom: [ContactPoint] - coverageArea: [HealthcareServiceCoverageAreaReference] - serviceProvisionCode: [CodeableConcept] - eligibility: [HealthcareServiceEligibility] - program: [CodeableConcept] - characteristic: [CodeableConcept] - communication: [CodeableConcept] - referralMethod: [CodeableConcept] - appointmentRequired: Boolean - availableTime: [HealthcareServiceAvailableTime] - notAvailable: [HealthcareServiceNotAvailable] - availabilityExceptions: String - endpoint: [HealthcareServiceEndpointReference] -} - -type HealthcareServiceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: HealthcareService - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type HealthcareServiceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [HealthcareServiceBundleEntry] -} - -union ImagingStudySubject = Patient | Device | Group - -type ImagingStudySubjectReference { - id: String - extension: [Extension] - reference: String - resource: ImagingStudySubject - type: URI - identifier: Identifier - display: String -} - -type ImagingStudyEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union ImagingStudyBasedOn = CarePlan | ServiceRequest | Appointment | AppointmentResponse | Task - -type ImagingStudyBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: ImagingStudyBasedOn - type: URI - identifier: Identifier - display: String -} - -union ImagingStudyReferrer = Practitioner | PractitionerRole - -type ImagingStudyReferrerReference { - id: String - extension: [Extension] - reference: String - resource: ImagingStudyReferrer - type: URI - identifier: Identifier - display: String -} - -union ImagingStudyInterpreter = Practitioner | PractitionerRole - -type ImagingStudyInterpreterReference { - id: String - extension: [Extension] - reference: String - resource: ImagingStudyInterpreter - type: URI - identifier: Identifier - display: String -} - -type ImagingStudyEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type ImagingStudyProcedureReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Procedure - type: URI - identifier: Identifier - display: String -} - -type ImagingStudyLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union ImagingStudyReasonReference = Condition | Observation | Media | DiagnosticReport | DocumentReference - -type ImagingStudyReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ImagingStudyReasonReference - type: URI - identifier: Identifier - display: String -} - -type ImagingStudy implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - modality: [Coding] - subject: ImagingStudySubjectReference - encounter: ImagingStudyEncounterReference - started: DateTime - basedOn: [ImagingStudyBasedOnReference] - referrer: ImagingStudyReferrerReference - interpreter: [ImagingStudyInterpreterReference] - endpoint: [ImagingStudyEndpointReference] - numberOfSeries: Int - numberOfInstances: Int - procedureReference: ImagingStudyProcedureReferenceReference - procedureCode: [CodeableConcept] - location: ImagingStudyLocationReference - reasonCode: [CodeableConcept] - reasonReference: [ImagingStudyReasonReferenceReference] - note: [Annotation] - description: String - series: [ImagingStudySeries] -} - -type ImagingStudyBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ImagingStudy - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ImagingStudyBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ImagingStudyBundleEntry] -} - -type ImmunizationPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type ImmunizationEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type ImmunizationLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ImmunizationManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union ImmunizationReasonReference = Condition | Observation | DiagnosticReport - -type ImmunizationReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ImmunizationReasonReference - type: URI - identifier: Identifier - display: String -} - -type Immunization implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - statusReason: CodeableConcept - vaccineCode: CodeableConcept - patient: ImmunizationPatientReference - encounter: ImmunizationEncounterReference - occurrenceDateTime: DateTime - occurrenceString: String - recorded: DateTime - primarySource: Boolean - reportOrigin: CodeableConcept - location: ImmunizationLocationReference - manufacturer: ImmunizationManufacturerReference - lotNumber: String - expirationDate: Date - site: CodeableConcept - route: CodeableConcept - doseQuantity: Quantity - performer: [ImmunizationPerformer] - note: [Annotation] - reasonCode: [CodeableConcept] - reasonReference: [ImmunizationReasonReferenceReference] - isSubpotent: Boolean - subpotentReason: [CodeableConcept] - education: [ImmunizationEducation] - programEligibility: [CodeableConcept] - fundingSource: CodeableConcept - reaction: [ImmunizationReaction] - protocolApplied: [ImmunizationProtocolApplied] -} - -type ImmunizationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Immunization - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ImmunizationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ImmunizationBundleEntry] -} - -type ImmunizationEvaluationPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type ImmunizationEvaluationAuthorityReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ImmunizationEvaluationImmunizationEventReference { - id: String - extension: [Extension] - reference: String - resource: Immunization - type: URI - identifier: Identifier - display: String -} - -type ImmunizationEvaluation implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - patient: ImmunizationEvaluationPatientReference - date: DateTime - authority: ImmunizationEvaluationAuthorityReference - targetDisease: CodeableConcept - immunizationEvent: ImmunizationEvaluationImmunizationEventReference - doseStatus: CodeableConcept - doseStatusReason: [CodeableConcept] - description: String - series: String - doseNumberPositiveInt: Int - doseNumberString: String - seriesDosesPositiveInt: Int - seriesDosesString: String -} - -type ImmunizationEvaluationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ImmunizationEvaluation - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ImmunizationEvaluationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ImmunizationEvaluationBundleEntry] -} - -type ImmunizationRecommendationPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type ImmunizationRecommendationAuthorityReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ImmunizationRecommendation implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - patient: ImmunizationRecommendationPatientReference - date: DateTime - authority: ImmunizationRecommendationAuthorityReference - recommendation: [ImmunizationRecommendationRecommendation] -} - -type ImmunizationRecommendationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ImmunizationRecommendation - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ImmunizationRecommendationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ImmunizationRecommendationBundleEntry] -} - -type ImplementationGuide implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - copyright: Markdown - packageId: ID - license: Code - fhirVersion: [Code] - dependsOn: [ImplementationGuideDependsOn] - global: [ImplementationGuideGlobal] - definition: ImplementationGuideDefinition - manifest: ImplementationGuideManifest -} - -type ImplementationGuideBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ImplementationGuide - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ImplementationGuideBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ImplementationGuideBundleEntry] -} - -union IngredientFor = MedicinalProductDefinition | AdministrableProductDefinition | ManufacturedItemDefinition - -type IngredientForReference { - id: String - extension: [Extension] - reference: String - resource: IngredientFor - type: URI - identifier: Identifier - display: String -} - -type Ingredient implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - status: Code - for: [IngredientForReference] - role: CodeableConcept - function: [CodeableConcept] - allergenicIndicator: Boolean - manufacturer: [IngredientManufacturer] - substance: IngredientSubstance -} - -type IngredientBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Ingredient - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type IngredientBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [IngredientBundleEntry] -} - -type InsurancePlanOwnedByReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type InsurancePlanAdministeredByReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type InsurancePlanCoverageAreaReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type InsurancePlanEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type InsurancePlanNetworkReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type InsurancePlan implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - type: [CodeableConcept] - name: String - alias: [String] - period: Period - ownedBy: InsurancePlanOwnedByReference - administeredBy: InsurancePlanAdministeredByReference - coverageArea: [InsurancePlanCoverageAreaReference] - contact: [InsurancePlanContact] - endpoint: [InsurancePlanEndpointReference] - network: [InsurancePlanNetworkReference] - coverage: [InsurancePlanCoverage] - plan: [InsurancePlanPlan] -} - -type InsurancePlanBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: InsurancePlan - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type InsurancePlanBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [InsurancePlanBundleEntry] -} - -union InvoiceSubject = Patient | Group - -type InvoiceSubjectReference { - id: String - extension: [Extension] - reference: String - resource: InvoiceSubject - type: URI - identifier: Identifier - display: String -} - -union InvoiceRecipient = Organization | Patient | RelatedPerson - -type InvoiceRecipientReference { - id: String - extension: [Extension] - reference: String - resource: InvoiceRecipient - type: URI - identifier: Identifier - display: String -} - -type InvoiceIssuerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type InvoiceAccountReference { - id: String - extension: [Extension] - reference: String - resource: Account - type: URI - identifier: Identifier - display: String -} - -type Invoice implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - cancelledReason: String - type: CodeableConcept - subject: InvoiceSubjectReference - recipient: InvoiceRecipientReference - date: DateTime - participant: [InvoiceParticipant] - issuer: InvoiceIssuerReference - account: InvoiceAccountReference - lineItem: [InvoiceLineItem] - totalPriceComponent: [InvoicePriceComponent] - totalNet: Money - totalGross: Money - paymentTerms: Markdown - note: [Annotation] -} - -type InvoiceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Invoice - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type InvoiceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [InvoiceBundleEntry] -} - -type LibrarySubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type Library implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - subtitle: String - status: Code - experimental: Boolean - type: CodeableConcept - subjectCodeableConcept: CodeableConcept - subjectReference: LibrarySubjectReferenceReference - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - usage: String - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - topic: [CodeableConcept] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - parameter: [ParameterDefinition] - dataRequirement: [DataRequirement] - content: [Attachment] -} - -type LibraryBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Library - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type LibraryBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [LibraryBundleEntry] -} - -union LinkageAuthor = Practitioner | PractitionerRole | Organization - -type LinkageAuthorReference { - id: String - extension: [Extension] - reference: String - resource: LinkageAuthor - type: URI - identifier: Identifier - display: String -} - -type Linkage implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - active: Boolean - author: LinkageAuthorReference - item: [LinkageItem] -} - -type LinkageBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Linkage - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type LinkageBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [LinkageBundleEntry] -} - -union ListSubject = Patient | Group | Device | Location - -type ListSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ListSubject - type: URI - identifier: Identifier - display: String -} - -type ListEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union ListSource = Practitioner | PractitionerRole | Patient | Device - -type ListSourceReference { - id: String - extension: [Extension] - reference: String - resource: ListSource - type: URI - identifier: Identifier - display: String -} - -type List implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - mode: Code - title: String - code: CodeableConcept - subject: ListSubjectReference - encounter: ListEncounterReference - date: DateTime - source: ListSourceReference - orderedBy: CodeableConcept - note: [Annotation] - entry: [ListEntry] - emptyReason: CodeableConcept -} - -type ListBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: List - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ListBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ListBundleEntry] -} - -type LocationManagingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type LocationPartOfReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type LocationEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type Location implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - operationalStatus: Coding - name: String - alias: [String] - description: String - mode: Code - type: [CodeableConcept] - telecom: [ContactPoint] - address: Address - physicalType: CodeableConcept - position: LocationPosition - managingOrganization: LocationManagingOrganizationReference - partOf: LocationPartOfReference - hoursOfOperation: [LocationHoursOfOperation] - availabilityExceptions: String - endpoint: [LocationEndpointReference] -} - -type LocationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Location - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type LocationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [LocationBundleEntry] -} - -type ManufacturedItemDefinitionManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type ManufacturedItemDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - manufacturedDoseForm: CodeableConcept - unitOfPresentation: CodeableConcept - manufacturer: [ManufacturedItemDefinitionManufacturerReference] - ingredient: [CodeableConcept] - property: [ManufacturedItemDefinitionProperty] -} - -type ManufacturedItemDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ManufacturedItemDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ManufacturedItemDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ManufacturedItemDefinitionBundleEntry] -} - -type MeasureSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type Measure implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - subtitle: String - status: Code - experimental: Boolean - subjectCodeableConcept: CodeableConcept - subjectReference: MeasureSubjectReferenceReference - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - usage: String - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - topic: [CodeableConcept] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - library: [Canonical] - disclaimer: Markdown - scoring: CodeableConcept - compositeScoring: CodeableConcept - type: [CodeableConcept] - riskAdjustment: String - rateAggregation: String - rationale: Markdown - clinicalRecommendationStatement: Markdown - improvementNotation: CodeableConcept - definition: [Markdown] - guidance: Markdown - group: [MeasureGroup] - supplementalData: [MeasureSupplementalData] -} - -type MeasureBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Measure - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MeasureBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MeasureBundleEntry] -} - -union MeasureReportSubject = Patient | Practitioner | PractitionerRole | Location | Device | RelatedPerson | Group - -type MeasureReportSubjectReference { - id: String - extension: [Extension] - reference: String - resource: MeasureReportSubject - type: URI - identifier: Identifier - display: String -} - -union MeasureReportReporter = Practitioner | PractitionerRole | Location | Organization - -type MeasureReportReporterReference { - id: String - extension: [Extension] - reference: String - resource: MeasureReportReporter - type: URI - identifier: Identifier - display: String -} - -type MeasureReportEvaluatedResourceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type MeasureReport implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - type: Code - measure: Canonical - subject: MeasureReportSubjectReference - date: DateTime - reporter: MeasureReportReporterReference - period: Period - improvementNotation: CodeableConcept - group: [MeasureReportGroup] - evaluatedResource: [MeasureReportEvaluatedResourceReference] -} - -type MeasureReportBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MeasureReport - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MeasureReportBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MeasureReportBundleEntry] -} - -union MediaBasedOn = ServiceRequest | CarePlan - -type MediaBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: MediaBasedOn - type: URI - identifier: Identifier - display: String -} - -type MediaPartOfReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union MediaSubject = Patient | Practitioner | PractitionerRole | Group | Device | Specimen | Location - -type MediaSubjectReference { - id: String - extension: [Extension] - reference: String - resource: MediaSubject - type: URI - identifier: Identifier - display: String -} - -type MediaEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union MediaOperator = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson - -type MediaOperatorReference { - id: String - extension: [Extension] - reference: String - resource: MediaOperator - type: URI - identifier: Identifier - display: String -} - -union MediaDevice = Device | DeviceMetric - -type MediaDeviceReference { - id: String - extension: [Extension] - reference: String - resource: MediaDevice - type: URI - identifier: Identifier - display: String -} - -type Media implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: [MediaBasedOnReference] - partOf: [MediaPartOfReference] - status: Code - type: CodeableConcept - modality: CodeableConcept - view: CodeableConcept - subject: MediaSubjectReference - encounter: MediaEncounterReference - createdDateTime: DateTime - createdPeriod: Period - issued: Instant - operator: MediaOperatorReference - reasonCode: [CodeableConcept] - bodySite: CodeableConcept - deviceName: String - device: MediaDeviceReference - height: Int - width: Int - frames: Int - duration: Float - content: Attachment - note: [Annotation] -} - -type MediaBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Media - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MediaBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MediaBundleEntry] -} - -type MedicationManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type Medication implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - code: CodeableConcept - status: Code - manufacturer: MedicationManufacturerReference - form: CodeableConcept - amount: Ratio - ingredient: [MedicationIngredient] - batch: MedicationBatch -} - -type MedicationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Medication - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MedicationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MedicationBundleEntry] -} - -union MedicationAdministrationPartOf = MedicationAdministration | Procedure - -type MedicationAdministrationPartOfReference { - id: String - extension: [Extension] - reference: String - resource: MedicationAdministrationPartOf - type: URI - identifier: Identifier - display: String -} - -type MedicationAdministrationMedicationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Medication - type: URI - identifier: Identifier - display: String -} - -union MedicationAdministrationSubject = Patient | Group - -type MedicationAdministrationSubjectReference { - id: String - extension: [Extension] - reference: String - resource: MedicationAdministrationSubject - type: URI - identifier: Identifier - display: String -} - -union MedicationAdministrationContext = Encounter | EpisodeOfCare - -type MedicationAdministrationContextReference { - id: String - extension: [Extension] - reference: String - resource: MedicationAdministrationContext - type: URI - identifier: Identifier - display: String -} - -type MedicationAdministrationSupportingInformationReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union MedicationAdministrationReasonReference = Condition | Observation | DiagnosticReport - -type MedicationAdministrationReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationAdministrationReasonReference - type: URI - identifier: Identifier - display: String -} - -type MedicationAdministrationRequestReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequest - type: URI - identifier: Identifier - display: String -} - -type MedicationAdministrationDeviceReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type MedicationAdministrationEventHistoryReference { - id: String - extension: [Extension] - reference: String - resource: Provenance - type: URI - identifier: Identifier - display: String -} - -type MedicationAdministration implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiates: [URI] - partOf: [MedicationAdministrationPartOfReference] - status: Code - statusReason: [CodeableConcept] - category: CodeableConcept - medicationCodeableConcept: CodeableConcept - medicationReference: MedicationAdministrationMedicationReferenceReference - subject: MedicationAdministrationSubjectReference - context: MedicationAdministrationContextReference - supportingInformation: [MedicationAdministrationSupportingInformationReference] - effectiveDateTime: DateTime - effectivePeriod: Period - performer: [MedicationAdministrationPerformer] - reasonCode: [CodeableConcept] - reasonReference: [MedicationAdministrationReasonReferenceReference] - request: MedicationAdministrationRequestReference - device: [MedicationAdministrationDeviceReference] - note: [Annotation] - dosage: MedicationAdministrationDosage - eventHistory: [MedicationAdministrationEventHistoryReference] -} - -type MedicationAdministrationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MedicationAdministration - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MedicationAdministrationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MedicationAdministrationBundleEntry] -} - -type MedicationDispensePartOfReference { - id: String - extension: [Extension] - reference: String - resource: Procedure - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseStatusReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: DetectedIssue - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseMedicationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Medication - type: URI - identifier: Identifier - display: String -} - -union MedicationDispenseSubject = Patient | Group - -type MedicationDispenseSubjectReference { - id: String - extension: [Extension] - reference: String - resource: MedicationDispenseSubject - type: URI - identifier: Identifier - display: String -} - -union MedicationDispenseContext = Encounter | EpisodeOfCare - -type MedicationDispenseContextReference { - id: String - extension: [Extension] - reference: String - resource: MedicationDispenseContext - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseSupportingInformationReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseAuthorizingPrescriptionReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequest - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseDestinationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union MedicationDispenseReceiver = Patient | Practitioner - -type MedicationDispenseReceiverReference { - id: String - extension: [Extension] - reference: String - resource: MedicationDispenseReceiver - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseDetectedIssueReference { - id: String - extension: [Extension] - reference: String - resource: DetectedIssue - type: URI - identifier: Identifier - display: String -} - -type MedicationDispenseEventHistoryReference { - id: String - extension: [Extension] - reference: String - resource: Provenance - type: URI - identifier: Identifier - display: String -} - -type MedicationDispense implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - partOf: [MedicationDispensePartOfReference] - status: Code - statusReasonCodeableConcept: CodeableConcept - statusReasonReference: MedicationDispenseStatusReasonReferenceReference - category: CodeableConcept - medicationCodeableConcept: CodeableConcept - medicationReference: MedicationDispenseMedicationReferenceReference - subject: MedicationDispenseSubjectReference - context: MedicationDispenseContextReference - supportingInformation: [MedicationDispenseSupportingInformationReference] - performer: [MedicationDispensePerformer] - location: MedicationDispenseLocationReference - authorizingPrescription: [MedicationDispenseAuthorizingPrescriptionReference] - type: CodeableConcept - quantity: Quantity - daysSupply: Quantity - whenPrepared: DateTime - whenHandedOver: DateTime - destination: MedicationDispenseDestinationReference - receiver: [MedicationDispenseReceiverReference] - note: [Annotation] - dosageInstruction: [Dosage] - substitution: MedicationDispenseSubstitution - detectedIssue: [MedicationDispenseDetectedIssueReference] - eventHistory: [MedicationDispenseEventHistoryReference] -} - -type MedicationDispenseBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MedicationDispense - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MedicationDispenseBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MedicationDispenseBundleEntry] -} - -type MedicationKnowledgeManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledgeAssociatedMedicationReference { - id: String - extension: [Extension] - reference: String - resource: Medication - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledgeContraindicationReference { - id: String - extension: [Extension] - reference: String - resource: DetectedIssue - type: URI - identifier: Identifier - display: String -} - -type MedicationKnowledge implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - code: CodeableConcept - status: Code - manufacturer: MedicationKnowledgeManufacturerReference - doseForm: CodeableConcept - amount: Quantity - synonym: [String] - relatedMedicationKnowledge: [MedicationKnowledgeRelatedMedicationKnowledge] - associatedMedication: [MedicationKnowledgeAssociatedMedicationReference] - productType: [CodeableConcept] - monograph: [MedicationKnowledgeMonograph] - ingredient: [MedicationKnowledgeIngredient] - preparationInstruction: Markdown - intendedRoute: [CodeableConcept] - cost: [MedicationKnowledgeCost] - monitoringProgram: [MedicationKnowledgeMonitoringProgram] - administrationGuidelines: [MedicationKnowledgeAdministrationGuidelines] - medicineClassification: [MedicationKnowledgeMedicineClassification] - packaging: MedicationKnowledgePackaging - drugCharacteristic: [MedicationKnowledgeDrugCharacteristic] - contraindication: [MedicationKnowledgeContraindicationReference] - regulatory: [MedicationKnowledgeRegulatory] - kinetics: [MedicationKnowledgeKinetics] -} - -type MedicationKnowledgeBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MedicationKnowledge - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MedicationKnowledgeBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MedicationKnowledgeBundleEntry] -} - -union MedicationRequestReportedReference = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization - -type MedicationRequestReportedReferenceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestReportedReference - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestMedicationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Medication - type: URI - identifier: Identifier - display: String -} - -union MedicationRequestSubject = Patient | Group - -type MedicationRequestSubjectReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestSubject - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestSupportingInformationReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union MedicationRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device - -type MedicationRequestRequesterReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestRequester - type: URI - identifier: Identifier - display: String -} - -union MedicationRequestPerformer = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson | CareTeam - -type MedicationRequestPerformerReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestPerformer - type: URI - identifier: Identifier - display: String -} - -union MedicationRequestRecorder = Practitioner | PractitionerRole - -type MedicationRequestRecorderReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestRecorder - type: URI - identifier: Identifier - display: String -} - -union MedicationRequestReasonReference = Condition | Observation - -type MedicationRequestReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestReasonReference - type: URI - identifier: Identifier - display: String -} - -union MedicationRequestBasedOn = CarePlan | MedicationRequest | ServiceRequest | ImmunizationRecommendation - -type MedicationRequestBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestBasedOn - type: URI - identifier: Identifier - display: String -} - -union MedicationRequestInsurance = Coverage | ClaimResponse - -type MedicationRequestInsuranceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequestInsurance - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestPriorPrescriptionReference { - id: String - extension: [Extension] - reference: String - resource: MedicationRequest - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestDetectedIssueReference { - id: String - extension: [Extension] - reference: String - resource: DetectedIssue - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestEventHistoryReference { - id: String - extension: [Extension] - reference: String - resource: Provenance - type: URI - identifier: Identifier - display: String -} - -type MedicationRequestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MedicationRequest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MedicationRequestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MedicationRequestBundleEntry] -} - -union MedicationStatementBasedOn = MedicationRequest | CarePlan | ServiceRequest - -type MedicationStatementBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: MedicationStatementBasedOn - type: URI - identifier: Identifier - display: String -} - -union MedicationStatementPartOf = MedicationAdministration | MedicationDispense | MedicationStatement | Procedure | Observation - -type MedicationStatementPartOfReference { - id: String - extension: [Extension] - reference: String - resource: MedicationStatementPartOf - type: URI - identifier: Identifier - display: String -} - -type MedicationStatementMedicationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Medication - type: URI - identifier: Identifier - display: String -} - -union MedicationStatementSubject = Patient | Group - -type MedicationStatementSubjectReference { - id: String - extension: [Extension] - reference: String - resource: MedicationStatementSubject - type: URI - identifier: Identifier - display: String -} - -union MedicationStatementContext = Encounter | EpisodeOfCare - -type MedicationStatementContextReference { - id: String - extension: [Extension] - reference: String - resource: MedicationStatementContext - type: URI - identifier: Identifier - display: String -} - -union MedicationStatementInformationSource = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization - -type MedicationStatementInformationSourceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationStatementInformationSource - type: URI - identifier: Identifier - display: String -} - -type MedicationStatementDerivedFromReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union MedicationStatementReasonReference = Condition | Observation | DiagnosticReport - -type MedicationStatementReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: MedicationStatementReasonReference - type: URI - identifier: Identifier - display: String -} - -type MedicationStatement implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: [MedicationStatementBasedOnReference] - partOf: [MedicationStatementPartOfReference] - status: Code - statusReason: [CodeableConcept] - category: CodeableConcept - medicationCodeableConcept: CodeableConcept - medicationReference: MedicationStatementMedicationReferenceReference - subject: MedicationStatementSubjectReference - context: MedicationStatementContextReference - effectiveDateTime: DateTime - effectivePeriod: Period - dateAsserted: DateTime - informationSource: MedicationStatementInformationSourceReference - derivedFrom: [MedicationStatementDerivedFromReference] - reasonCode: [CodeableConcept] - reasonReference: [MedicationStatementReasonReferenceReference] - note: [Annotation] - dosage: [Dosage] -} - -type MedicationStatementBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MedicationStatement - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MedicationStatementBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MedicationStatementBundleEntry] -} - -type MedicinalProductDefinitionImpurityReference { - id: String - extension: [Extension] - reference: String - resource: SubstanceDefinition - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinitionAttachedDocumentReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinitionMasterFileReference { - id: String - extension: [Extension] - reference: String - resource: DocumentReference - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinitionClinicalTrialReference { - id: String - extension: [Extension] - reference: String - resource: ResearchStudy - type: URI - identifier: Identifier - display: String -} - -type MedicinalProductDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - type: CodeableConcept - domain: CodeableConcept - version: String - status: CodeableConcept - statusDate: DateTime - description: Markdown - combinedPharmaceuticalDoseForm: CodeableConcept - route: [CodeableConcept] - indication: Markdown - legalStatusOfSupply: CodeableConcept - additionalMonitoringIndicator: CodeableConcept - specialMeasures: [CodeableConcept] - pediatricUseIndicator: CodeableConcept - classification: [CodeableConcept] - marketingStatus: [MarketingStatus] - packagedMedicinalProduct: [CodeableConcept] - ingredient: [CodeableConcept] - impurity: [MedicinalProductDefinitionImpurityReference] - attachedDocument: [MedicinalProductDefinitionAttachedDocumentReference] - masterFile: [MedicinalProductDefinitionMasterFileReference] - contact: [MedicinalProductDefinitionContact] - clinicalTrial: [MedicinalProductDefinitionClinicalTrialReference] - code: [Coding] - name: [MedicinalProductDefinitionName] - crossReference: [MedicinalProductDefinitionCrossReference] - operation: [MedicinalProductDefinitionOperation] - characteristic: [MedicinalProductDefinitionCharacteristic] -} - -type MedicinalProductDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MedicinalProductDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MedicinalProductDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MedicinalProductDefinitionBundleEntry] -} - -type MessageDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - replaces: [Canonical] - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - base: Canonical - parent: [Canonical] - eventCoding: Coding - eventUri: URI - category: Code - focus: [MessageDefinitionFocus] - responseRequired: Code - allowedResponse: [MessageDefinitionAllowedResponse] - graph: [Canonical] -} - -type MessageDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MessageDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MessageDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MessageDefinitionBundleEntry] -} - -union MessageHeaderSender = Practitioner | PractitionerRole | Organization - -type MessageHeaderSenderReference { - id: String - extension: [Extension] - reference: String - resource: MessageHeaderSender - type: URI - identifier: Identifier - display: String -} - -union MessageHeaderEnterer = Practitioner | PractitionerRole - -type MessageHeaderEntererReference { - id: String - extension: [Extension] - reference: String - resource: MessageHeaderEnterer - type: URI - identifier: Identifier - display: String -} - -union MessageHeaderAuthor = Practitioner | PractitionerRole - -type MessageHeaderAuthorReference { - id: String - extension: [Extension] - reference: String - resource: MessageHeaderAuthor - type: URI - identifier: Identifier - display: String -} - -union MessageHeaderResponsible = Practitioner | PractitionerRole | Organization - -type MessageHeaderResponsibleReference { - id: String - extension: [Extension] - reference: String - resource: MessageHeaderResponsible - type: URI - identifier: Identifier - display: String -} - -type MessageHeaderFocusReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type MessageHeader implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - eventCoding: Coding - eventUri: URI - destination: [MessageHeaderDestination] - sender: MessageHeaderSenderReference - enterer: MessageHeaderEntererReference - author: MessageHeaderAuthorReference - source: MessageHeaderSource - responsible: MessageHeaderResponsibleReference - reason: CodeableConcept - response: MessageHeaderResponse - focus: [MessageHeaderFocusReference] - definition: Canonical -} - -type MessageHeaderBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MessageHeader - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MessageHeaderBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MessageHeaderBundleEntry] -} - -type MolecularSequencePatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type MolecularSequenceSpecimenReference { - id: String - extension: [Extension] - reference: String - resource: Specimen - type: URI - identifier: Identifier - display: String -} - -type MolecularSequenceDeviceReference { - id: String - extension: [Extension] - reference: String - resource: Device - type: URI - identifier: Identifier - display: String -} - -type MolecularSequencePerformerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type MolecularSequencePointerReference { - id: String - extension: [Extension] - reference: String - resource: MolecularSequence - type: URI - identifier: Identifier - display: String -} - -type MolecularSequence implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - type: Code - coordinateSystem: Int - patient: MolecularSequencePatientReference - specimen: MolecularSequenceSpecimenReference - device: MolecularSequenceDeviceReference - performer: MolecularSequencePerformerReference - quantity: Quantity - referenceSeq: MolecularSequenceReferenceSeq - variant: [MolecularSequenceVariant] - observedSeq: String - quality: [MolecularSequenceQuality] - readCoverage: Int - repository: [MolecularSequenceRepository] - pointer: [MolecularSequencePointerReference] - structureVariant: [MolecularSequenceStructureVariant] -} - -type MolecularSequenceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: MolecularSequence - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type MolecularSequenceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [MolecularSequenceBundleEntry] -} - -type NamingSystem implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - name: String - status: Code - kind: Code - date: DateTime - publisher: String - contact: [ContactDetail] - responsible: String - type: CodeableConcept - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - usage: String - uniqueId: [NamingSystemUniqueId] -} - -type NamingSystemBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: NamingSystem - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type NamingSystemBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [NamingSystemBundleEntry] -} - -type NutritionOrderPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type NutritionOrderEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union NutritionOrderOrderer = Practitioner | PractitionerRole - -type NutritionOrderOrdererReference { - id: String - extension: [Extension] - reference: String - resource: NutritionOrderOrderer - type: URI - identifier: Identifier - display: String -} - -type NutritionOrderAllergyIntoleranceReference { - id: String - extension: [Extension] - reference: String - resource: AllergyIntolerance - type: URI - identifier: Identifier - display: String -} - -type NutritionOrder implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - instantiates: [URI] - status: Code - intent: Code - patient: NutritionOrderPatientReference - encounter: NutritionOrderEncounterReference - dateTime: DateTime - orderer: NutritionOrderOrdererReference - allergyIntolerance: [NutritionOrderAllergyIntoleranceReference] - foodPreferenceModifier: [CodeableConcept] - excludeFoodModifier: [CodeableConcept] - oralDiet: NutritionOrderOralDiet - supplement: [NutritionOrderSupplement] - enteralFormula: NutritionOrderEnteralFormula - note: [Annotation] -} - -type NutritionOrderBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: NutritionOrder - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type NutritionOrderBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [NutritionOrderBundleEntry] -} - -type NutritionProductManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type NutritionProductKnownAllergenReference { - id: String - extension: [Extension] - reference: String - resource: Substance - type: URI - identifier: Identifier - display: String -} - -type NutritionProduct implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - status: Code - category: [CodeableConcept] - code: CodeableConcept - manufacturer: [NutritionProductManufacturerReference] - nutrient: [NutritionProductNutrient] - ingredient: [NutritionProductIngredient] - knownAllergen: [NutritionProductKnownAllergenReference] - productCharacteristic: [NutritionProductProductCharacteristic] - instance: NutritionProductInstance - note: [Annotation] -} - -type NutritionProductBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: NutritionProduct - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type NutritionProductBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [NutritionProductBundleEntry] -} - -union ObservationBasedOn = CarePlan | DeviceRequest | ImmunizationRecommendation | MedicationRequest | NutritionOrder | ServiceRequest - -type ObservationBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: ObservationBasedOn - type: URI - identifier: Identifier - display: String -} - -union ObservationPartOf = MedicationAdministration | MedicationDispense | MedicationStatement | Procedure | Immunization | ImagingStudy - -type ObservationPartOfReference { - id: String - extension: [Extension] - reference: String - resource: ObservationPartOf - type: URI - identifier: Identifier - display: String -} - -union ObservationSubject = Patient | Group | Device | Location | Organization | Procedure | Practitioner | Medication | Substance - -type ObservationSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ObservationSubject - type: URI - identifier: Identifier - display: String -} - -type ObservationFocusReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ObservationEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union ObservationPerformer = Practitioner | PractitionerRole | Organization | CareTeam | Patient | RelatedPerson - -type ObservationPerformerReference { - id: String - extension: [Extension] - reference: String - resource: ObservationPerformer - type: URI - identifier: Identifier - display: String -} - -type ObservationSpecimenReference { - id: String - extension: [Extension] - reference: String - resource: Specimen - type: URI - identifier: Identifier - display: String -} - -union ObservationDevice = Device | DeviceMetric - -type ObservationDeviceReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDevice - type: URI - identifier: Identifier - display: String -} - -union ObservationHasMember = Observation | QuestionnaireResponse | MolecularSequence - -type ObservationHasMemberReference { - id: String - extension: [Extension] - reference: String - resource: ObservationHasMember - type: URI - identifier: Identifier - display: String -} - -union ObservationDerivedFrom = DocumentReference | ImagingStudy | Media | QuestionnaireResponse | Observation | MolecularSequence - -type ObservationDerivedFromReference { - id: String - extension: [Extension] - reference: String - resource: ObservationDerivedFrom - type: URI - identifier: Identifier - display: String -} - -type Observation implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: [ObservationBasedOnReference] - partOf: [ObservationPartOfReference] - status: Code - category: [CodeableConcept] - code: CodeableConcept - subject: ObservationSubjectReference - focus: [ObservationFocusReference] - encounter: ObservationEncounterReference - effectiveDateTime: DateTime - effectivePeriod: Period - effectiveTiming: Timing - effectiveInstant: Instant - issued: Instant - performer: [ObservationPerformerReference] - valueQuantity: Quantity - valueCodeableConcept: CodeableConcept - valueString: String - valueBoolean: Boolean - valueInteger: Int - valueRange: Range - valueRatio: Ratio - valueSampledData: SampledData - valueTime: Time - valueDateTime: DateTime - valuePeriod: Period - dataAbsentReason: CodeableConcept - interpretation: [CodeableConcept] - note: [Annotation] - bodySite: CodeableConcept - method: CodeableConcept - specimen: ObservationSpecimenReference - device: ObservationDeviceReference - referenceRange: [ObservationReferenceRange] - hasMember: [ObservationHasMemberReference] - derivedFrom: [ObservationDerivedFromReference] - component: [ObservationComponent] -} - -type ObservationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Observation - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ObservationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ObservationBundleEntry] -} - -type ObservationDefinitionValidCodedValueSetReference { - id: String - extension: [Extension] - reference: String - resource: ValueSet - type: URI - identifier: Identifier - display: String -} - -type ObservationDefinitionNormalCodedValueSetReference { - id: String - extension: [Extension] - reference: String - resource: ValueSet - type: URI - identifier: Identifier - display: String -} - -type ObservationDefinitionAbnormalCodedValueSetReference { - id: String - extension: [Extension] - reference: String - resource: ValueSet - type: URI - identifier: Identifier - display: String -} - -type ObservationDefinitionCriticalCodedValueSetReference { - id: String - extension: [Extension] - reference: String - resource: ValueSet - type: URI - identifier: Identifier - display: String -} - -type ObservationDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - category: [CodeableConcept] - code: CodeableConcept - identifier: [Identifier] - permittedDataType: [Code] - multipleResultsAllowed: Boolean - method: CodeableConcept - preferredReportName: String - quantitativeDetails: ObservationDefinitionQuantitativeDetails - qualifiedInterval: [ObservationDefinitionQualifiedInterval] - validCodedValueSet: ObservationDefinitionValidCodedValueSetReference - normalCodedValueSet: ObservationDefinitionNormalCodedValueSetReference - abnormalCodedValueSet: ObservationDefinitionAbnormalCodedValueSetReference - criticalCodedValueSet: ObservationDefinitionCriticalCodedValueSetReference -} - -type ObservationDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ObservationDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ObservationDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ObservationDefinitionBundleEntry] -} - -type OperationDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - version: String - name: String - title: String - status: Code - kind: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - affectsState: Boolean - code: Code - comment: Markdown - base: Canonical - resource: [Code] - system: Boolean - type: Boolean - instance: Boolean - inputProfile: Canonical - outputProfile: Canonical - parameter: [OperationDefinitionParameter] - overload: [OperationDefinitionOverload] -} - -type OperationDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: OperationDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type OperationDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [OperationDefinitionBundleEntry] -} - -type OperationOutcome implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - issue: [OperationOutcomeIssue] -} - -type OperationOutcomeBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: OperationOutcome - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type OperationOutcomeBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [OperationOutcomeBundleEntry] -} - -type OrganizationPartOfReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type OrganizationEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type Organization implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - type: [CodeableConcept] - name: String - alias: [String] - telecom: [ContactPoint] - address: [Address] - partOf: OrganizationPartOfReference - contact: [OrganizationContact] - endpoint: [OrganizationEndpointReference] -} - -type OrganizationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Organization - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type OrganizationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [OrganizationBundleEntry] -} - -type OrganizationAffiliationOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type OrganizationAffiliationParticipatingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type OrganizationAffiliationNetworkReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type OrganizationAffiliationLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type OrganizationAffiliationHealthcareServiceReference { - id: String - extension: [Extension] - reference: String - resource: HealthcareService - type: URI - identifier: Identifier - display: String -} - -type OrganizationAffiliationEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type OrganizationAffiliation implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - period: Period - organization: OrganizationAffiliationOrganizationReference - participatingOrganization: OrganizationAffiliationParticipatingOrganizationReference - network: [OrganizationAffiliationNetworkReference] - code: [CodeableConcept] - specialty: [CodeableConcept] - location: [OrganizationAffiliationLocationReference] - healthcareService: [OrganizationAffiliationHealthcareServiceReference] - telecom: [ContactPoint] - endpoint: [OrganizationAffiliationEndpointReference] -} - -type OrganizationAffiliationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: OrganizationAffiliation - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type OrganizationAffiliationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [OrganizationAffiliationBundleEntry] -} - -type PackagedProductDefinitionPackageForReference { - id: String - extension: [Extension] - reference: String - resource: MedicinalProductDefinition - type: URI - identifier: Identifier - display: String -} - -type PackagedProductDefinitionManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PackagedProductDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - name: String - type: CodeableConcept - packageFor: [PackagedProductDefinitionPackageForReference] - status: CodeableConcept - statusDate: DateTime - containedItemQuantity: [Quantity] - description: Markdown - legalStatusOfSupply: [PackagedProductDefinitionLegalStatusOfSupply] - marketingStatus: [MarketingStatus] - characteristic: [CodeableConcept] - copackagedIndicator: Boolean - manufacturer: [PackagedProductDefinitionManufacturerReference] - package: PackagedProductDefinitionPackage -} - -type PackagedProductDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: PackagedProductDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PackagedProductDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PackagedProductDefinitionBundleEntry] -} - -type Parameters implements Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - parameter: [ParametersParameter] -} - -type ParametersBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Parameters - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ParametersBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ParametersBundleEntry] -} - -union PatientGeneralPractitioner = Organization | Practitioner | PractitionerRole - -type PatientGeneralPractitionerReference { - id: String - extension: [Extension] - reference: String - resource: PatientGeneralPractitioner - type: URI - identifier: Identifier - display: String -} - -type PatientManagingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PatientBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Patient - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PatientBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PatientBundleEntry] -} - -type PaymentNoticeRequestReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type PaymentNoticeResponseReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union PaymentNoticeProvider = Practitioner | PractitionerRole | Organization - -type PaymentNoticeProviderReference { - id: String - extension: [Extension] - reference: String - resource: PaymentNoticeProvider - type: URI - identifier: Identifier - display: String -} - -type PaymentNoticePaymentReference { - id: String - extension: [Extension] - reference: String - resource: PaymentReconciliation - type: URI - identifier: Identifier - display: String -} - -union PaymentNoticePayee = Practitioner | PractitionerRole | Organization - -type PaymentNoticePayeeReference { - id: String - extension: [Extension] - reference: String - resource: PaymentNoticePayee - type: URI - identifier: Identifier - display: String -} - -type PaymentNoticeRecipientReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PaymentNotice implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - request: PaymentNoticeRequestReference - response: PaymentNoticeResponseReference - created: DateTime - provider: PaymentNoticeProviderReference - payment: PaymentNoticePaymentReference - paymentDate: Date - payee: PaymentNoticePayeeReference - recipient: PaymentNoticeRecipientReference - amount: Money - paymentStatus: CodeableConcept -} - -type PaymentNoticeBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: PaymentNotice - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PaymentNoticeBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PaymentNoticeBundleEntry] -} - -type PaymentReconciliationPaymentIssuerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PaymentReconciliationRequestReference { - id: String - extension: [Extension] - reference: String - resource: Task - type: URI - identifier: Identifier - display: String -} - -union PaymentReconciliationRequestor = Practitioner | PractitionerRole | Organization - -type PaymentReconciliationRequestorReference { - id: String - extension: [Extension] - reference: String - resource: PaymentReconciliationRequestor - type: URI - identifier: Identifier - display: String -} - -type PaymentReconciliation implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - period: Period - created: DateTime - paymentIssuer: PaymentReconciliationPaymentIssuerReference - request: PaymentReconciliationRequestReference - requestor: PaymentReconciliationRequestorReference - outcome: Code - disposition: String - paymentDate: Date - paymentAmount: Money - paymentIdentifier: Identifier - detail: [PaymentReconciliationDetail] - formCode: CodeableConcept - processNote: [PaymentReconciliationProcessNote] -} - -type PaymentReconciliationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: PaymentReconciliation - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PaymentReconciliationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PaymentReconciliationBundleEntry] -} - -type PersonManagingOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type Person implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - name: [HumanName] - telecom: [ContactPoint] - gender: Code - birthDate: Date - address: [Address] - photo: Attachment - managingOrganization: PersonManagingOrganizationReference - active: Boolean - link: [PersonLink] -} - -type PersonBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Person - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PersonBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PersonBundleEntry] -} - -type PlanDefinitionSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type PlanDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - subtitle: String - type: CodeableConcept - status: Code - experimental: Boolean - subjectCodeableConcept: CodeableConcept - subjectReference: PlanDefinitionSubjectReferenceReference - subjectCanonical: Canonical - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - usage: String - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - topic: [CodeableConcept] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - library: [Canonical] - goal: [PlanDefinitionGoal] - action: [PlanDefinitionAction] -} - -type PlanDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: PlanDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PlanDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PlanDefinitionBundleEntry] -} - -type PractitionerBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Practitioner - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PractitionerBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PractitionerBundleEntry] -} - -type PractitionerRolePractitionerReference { - id: String - extension: [Extension] - reference: String - resource: Practitioner - type: URI - identifier: Identifier - display: String -} - -type PractitionerRoleOrganizationReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type PractitionerRoleLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type PractitionerRoleHealthcareServiceReference { - id: String - extension: [Extension] - reference: String - resource: HealthcareService - type: URI - identifier: Identifier - display: String -} - -type PractitionerRoleEndpointReference { - id: String - extension: [Extension] - reference: String - resource: Endpoint - type: URI - identifier: Identifier - display: String -} - -type PractitionerRole implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - period: Period - practitioner: PractitionerRolePractitionerReference - organization: PractitionerRoleOrganizationReference - code: [CodeableConcept] - specialty: [CodeableConcept] - location: [PractitionerRoleLocationReference] - healthcareService: [PractitionerRoleHealthcareServiceReference] - telecom: [ContactPoint] - availableTime: [PractitionerRoleAvailableTime] - notAvailable: [PractitionerRoleNotAvailable] - availabilityExceptions: String - endpoint: [PractitionerRoleEndpointReference] -} - -type PractitionerRoleBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: PractitionerRole - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type PractitionerRoleBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [PractitionerRoleBundleEntry] -} - -union ProcedureBasedOn = CarePlan | ServiceRequest - -type ProcedureBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: ProcedureBasedOn - type: URI - identifier: Identifier - display: String -} - -union ProcedurePartOf = Procedure | Observation | MedicationAdministration - -type ProcedurePartOfReference { - id: String - extension: [Extension] - reference: String - resource: ProcedurePartOf - type: URI - identifier: Identifier - display: String -} - -union ProcedureSubject = Patient | Group - -type ProcedureSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ProcedureSubject - type: URI - identifier: Identifier - display: String -} - -type ProcedureEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union ProcedureRecorder = Patient | RelatedPerson | Practitioner | PractitionerRole - -type ProcedureRecorderReference { - id: String - extension: [Extension] - reference: String - resource: ProcedureRecorder - type: URI - identifier: Identifier - display: String -} - -union ProcedureAsserter = Patient | RelatedPerson | Practitioner | PractitionerRole - -type ProcedureAsserterReference { - id: String - extension: [Extension] - reference: String - resource: ProcedureAsserter - type: URI - identifier: Identifier - display: String -} - -type ProcedureLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union ProcedureReasonReference = Condition | Observation | Procedure | DiagnosticReport | DocumentReference - -type ProcedureReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ProcedureReasonReference - type: URI - identifier: Identifier - display: String -} - -union ProcedureReport = DiagnosticReport | DocumentReference | Composition - -type ProcedureReportReference { - id: String - extension: [Extension] - reference: String - resource: ProcedureReport - type: URI - identifier: Identifier - display: String -} - -type ProcedureComplicationDetailReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -union ProcedureUsedReference = Device | Medication | Substance - -type ProcedureUsedReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ProcedureUsedReference - type: URI - identifier: Identifier - display: String -} - -type Procedure implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - basedOn: [ProcedureBasedOnReference] - partOf: [ProcedurePartOfReference] - status: Code - statusReason: CodeableConcept - category: CodeableConcept - code: CodeableConcept - subject: ProcedureSubjectReference - encounter: ProcedureEncounterReference - performedDateTime: DateTime - performedPeriod: Period - performedString: String - performedAge: Quantity - performedRange: Range - recorder: ProcedureRecorderReference - asserter: ProcedureAsserterReference - performer: [ProcedurePerformer] - location: ProcedureLocationReference - reasonCode: [CodeableConcept] - reasonReference: [ProcedureReasonReferenceReference] - bodySite: [CodeableConcept] - outcome: CodeableConcept - report: [ProcedureReportReference] - complication: [CodeableConcept] - complicationDetail: [ProcedureComplicationDetailReference] - followUp: [CodeableConcept] - note: [Annotation] - focalDevice: [ProcedureFocalDevice] - usedReference: [ProcedureUsedReferenceReference] - usedCode: [CodeableConcept] -} - -type ProcedureBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Procedure - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ProcedureBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ProcedureBundleEntry] -} - -type ProvenanceTargetReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ProvenanceLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type Provenance implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - target: [ProvenanceTargetReference] - occurredPeriod: Period - occurredDateTime: DateTime - recorded: Instant - policy: [URI] - location: ProvenanceLocationReference - reason: [CodeableConcept] - activity: CodeableConcept - agent: [ProvenanceAgent] - entity: [ProvenanceEntity] - signature: [Signature] -} - -type ProvenanceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Provenance - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ProvenanceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ProvenanceBundleEntry] -} - -type Questionnaire implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - derivedFrom: [Canonical] - status: Code - experimental: Boolean - subjectType: [Code] - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - code: [Coding] - item: [QuestionnaireItem] -} - -type QuestionnaireBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Questionnaire - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type QuestionnaireBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [QuestionnaireBundleEntry] -} - -union QuestionnaireResponseBasedOn = CarePlan | ServiceRequest - -type QuestionnaireResponseBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: QuestionnaireResponseBasedOn - type: URI - identifier: Identifier - display: String -} - -union QuestionnaireResponsePartOf = Observation | Procedure - -type QuestionnaireResponsePartOfReference { - id: String - extension: [Extension] - reference: String - resource: QuestionnaireResponsePartOf - type: URI - identifier: Identifier - display: String -} - -type QuestionnaireResponseSubjectReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type QuestionnaireResponseEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union QuestionnaireResponseAuthor = Device | Practitioner | PractitionerRole | Patient | RelatedPerson | Organization - -type QuestionnaireResponseAuthorReference { - id: String - extension: [Extension] - reference: String - resource: QuestionnaireResponseAuthor - type: URI - identifier: Identifier - display: String -} - -union QuestionnaireResponseSource = Patient | Practitioner | PractitionerRole | RelatedPerson - -type QuestionnaireResponseSourceReference { - id: String - extension: [Extension] - reference: String - resource: QuestionnaireResponseSource - type: URI - identifier: Identifier - display: String -} - -type QuestionnaireResponse implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - basedOn: [QuestionnaireResponseBasedOnReference] - partOf: [QuestionnaireResponsePartOfReference] - questionnaire: Canonical - status: Code - subject: QuestionnaireResponseSubjectReference - encounter: QuestionnaireResponseEncounterReference - authored: DateTime - author: QuestionnaireResponseAuthorReference - source: QuestionnaireResponseSourceReference - item: [QuestionnaireResponseItem] -} - -type QuestionnaireResponseBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: QuestionnaireResponse - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type QuestionnaireResponseBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [QuestionnaireResponseBundleEntry] -} - -union RegulatedAuthorizationSubject = MedicinalProductDefinition | BiologicallyDerivedProduct | NutritionProduct | PackagedProductDefinition | SubstanceDefinition | DeviceDefinition | ResearchStudy | ActivityDefinition | PlanDefinition | ObservationDefinition | Practitioner | Organization | Location - -type RegulatedAuthorizationSubjectReference { - id: String - extension: [Extension] - reference: String - resource: RegulatedAuthorizationSubject - type: URI - identifier: Identifier - display: String -} - -type RegulatedAuthorizationIndicationReference { - id: String - extension: [Extension] - reference: String - resource: ClinicalUseDefinition - type: URI - identifier: Identifier - display: String -} - -type RegulatedAuthorizationHolderReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type RegulatedAuthorizationRegulatorReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type RegulatedAuthorization implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - subject: [RegulatedAuthorizationSubjectReference] - type: CodeableConcept - description: Markdown - region: [CodeableConcept] - status: CodeableConcept - statusDate: DateTime - validityPeriod: Period - indication: RegulatedAuthorizationIndicationReference - intendedUse: CodeableConcept - basis: [CodeableConcept] - holder: RegulatedAuthorizationHolderReference - regulator: RegulatedAuthorizationRegulatorReference - case: RegulatedAuthorizationCase -} - -type RegulatedAuthorizationBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: RegulatedAuthorization - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type RegulatedAuthorizationBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [RegulatedAuthorizationBundleEntry] -} - -type RelatedPersonPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type RelatedPerson implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - patient: RelatedPersonPatientReference - relationship: [CodeableConcept] - name: [HumanName] - telecom: [ContactPoint] - gender: Code - birthDate: Date - address: [Address] - photo: [Attachment] - period: Period - communication: [RelatedPersonCommunication] -} - -type RelatedPersonBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: RelatedPerson - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type RelatedPersonBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [RelatedPersonBundleEntry] -} - -type RequestGroupBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type RequestGroupReplacesReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union RequestGroupSubject = Patient | Group - -type RequestGroupSubjectReference { - id: String - extension: [Extension] - reference: String - resource: RequestGroupSubject - type: URI - identifier: Identifier - display: String -} - -type RequestGroupEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union RequestGroupAuthor = Device | Practitioner | PractitionerRole - -type RequestGroupAuthorReference { - id: String - extension: [Extension] - reference: String - resource: RequestGroupAuthor - type: URI - identifier: Identifier - display: String -} - -union RequestGroupReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type RequestGroupReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: RequestGroupReasonReference - type: URI - identifier: Identifier - display: String -} - -type RequestGroup implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - basedOn: [RequestGroupBasedOnReference] - replaces: [RequestGroupReplacesReference] - groupIdentifier: Identifier - status: Code - intent: Code - priority: Code - code: CodeableConcept - subject: RequestGroupSubjectReference - encounter: RequestGroupEncounterReference - authoredOn: DateTime - author: RequestGroupAuthorReference - reasonCode: [CodeableConcept] - reasonReference: [RequestGroupReasonReferenceReference] - note: [Annotation] - action: [RequestGroupAction] -} - -type RequestGroupBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: RequestGroup - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type RequestGroupBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [RequestGroupBundleEntry] -} - -type ResearchDefinitionSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type ResearchDefinitionPopulationReference { - id: String - extension: [Extension] - reference: String - resource: ResearchElementDefinition - type: URI - identifier: Identifier - display: String -} - -type ResearchDefinitionExposureReference { - id: String - extension: [Extension] - reference: String - resource: ResearchElementDefinition - type: URI - identifier: Identifier - display: String -} - -type ResearchDefinitionExposureAlternativeReference { - id: String - extension: [Extension] - reference: String - resource: ResearchElementDefinition - type: URI - identifier: Identifier - display: String -} - -type ResearchDefinitionOutcomeReference { - id: String - extension: [Extension] - reference: String - resource: ResearchElementDefinition - type: URI - identifier: Identifier - display: String -} - -type ResearchDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - shortTitle: String - subtitle: String - status: Code - experimental: Boolean - subjectCodeableConcept: CodeableConcept - subjectReference: ResearchDefinitionSubjectReferenceReference - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - comment: [String] - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - usage: String - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - topic: [CodeableConcept] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - library: [Canonical] - population: ResearchDefinitionPopulationReference - exposure: ResearchDefinitionExposureReference - exposureAlternative: ResearchDefinitionExposureAlternativeReference - outcome: ResearchDefinitionOutcomeReference -} - -type ResearchDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ResearchDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ResearchDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ResearchDefinitionBundleEntry] -} - -type ResearchElementDefinitionSubjectReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type ResearchElementDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - shortTitle: String - subtitle: String - status: Code - experimental: Boolean - subjectCodeableConcept: CodeableConcept - subjectReference: ResearchElementDefinitionSubjectReferenceReference - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - comment: [String] - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - usage: String - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - topic: [CodeableConcept] - author: [ContactDetail] - editor: [ContactDetail] - reviewer: [ContactDetail] - endorser: [ContactDetail] - relatedArtifact: [RelatedArtifact] - library: [Canonical] - type: Code - variableType: Code - characteristic: [ResearchElementDefinitionCharacteristic] -} - -type ResearchElementDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ResearchElementDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ResearchElementDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ResearchElementDefinitionBundleEntry] -} - -type ResearchStudyProtocolReference { - id: String - extension: [Extension] - reference: String - resource: PlanDefinition - type: URI - identifier: Identifier - display: String -} - -type ResearchStudyPartOfReference { - id: String - extension: [Extension] - reference: String - resource: ResearchStudy - type: URI - identifier: Identifier - display: String -} - -type ResearchStudyEnrollmentReference { - id: String - extension: [Extension] - reference: String - resource: Group - type: URI - identifier: Identifier - display: String -} - -type ResearchStudySponsorReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -union ResearchStudyPrincipalInvestigator = Practitioner | PractitionerRole - -type ResearchStudyPrincipalInvestigatorReference { - id: String - extension: [Extension] - reference: String - resource: ResearchStudyPrincipalInvestigator - type: URI - identifier: Identifier - display: String -} - -type ResearchStudySiteReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type ResearchStudy implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - title: String - protocol: [ResearchStudyProtocolReference] - partOf: [ResearchStudyPartOfReference] - status: Code - primaryPurposeType: CodeableConcept - phase: CodeableConcept - category: [CodeableConcept] - focus: [CodeableConcept] - condition: [CodeableConcept] - contact: [ContactDetail] - relatedArtifact: [RelatedArtifact] - keyword: [CodeableConcept] - location: [CodeableConcept] - description: Markdown - enrollment: [ResearchStudyEnrollmentReference] - period: Period - sponsor: ResearchStudySponsorReference - principalInvestigator: ResearchStudyPrincipalInvestigatorReference - site: [ResearchStudySiteReference] - reasonStopped: CodeableConcept - note: [Annotation] - arm: [ResearchStudyArm] - objective: [ResearchStudyObjective] -} - -type ResearchStudyBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ResearchStudy - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ResearchStudyBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ResearchStudyBundleEntry] -} - -type ResearchSubjectStudyReference { - id: String - extension: [Extension] - reference: String - resource: ResearchStudy - type: URI - identifier: Identifier - display: String -} - -type ResearchSubjectIndividualReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type ResearchSubjectConsentReference { - id: String - extension: [Extension] - reference: String - resource: Consent - type: URI - identifier: Identifier - display: String -} - -type ResearchSubject implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - period: Period - study: ResearchSubjectStudyReference - individual: ResearchSubjectIndividualReference - assignedArm: String - actualArm: String - consent: ResearchSubjectConsentReference -} - -type ResearchSubjectBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ResearchSubject - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ResearchSubjectBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ResearchSubjectBundleEntry] -} - -type RiskAssessmentBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type RiskAssessmentParentReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union RiskAssessmentSubject = Patient | Group - -type RiskAssessmentSubjectReference { - id: String - extension: [Extension] - reference: String - resource: RiskAssessmentSubject - type: URI - identifier: Identifier - display: String -} - -type RiskAssessmentEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -type RiskAssessmentConditionReference { - id: String - extension: [Extension] - reference: String - resource: Condition - type: URI - identifier: Identifier - display: String -} - -union RiskAssessmentPerformer = Practitioner | PractitionerRole | Device - -type RiskAssessmentPerformerReference { - id: String - extension: [Extension] - reference: String - resource: RiskAssessmentPerformer - type: URI - identifier: Identifier - display: String -} - -union RiskAssessmentReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type RiskAssessmentReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: RiskAssessmentReasonReference - type: URI - identifier: Identifier - display: String -} - -type RiskAssessmentBasisReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type RiskAssessment implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: RiskAssessmentBasedOnReference - parent: RiskAssessmentParentReference - status: Code - method: CodeableConcept - code: CodeableConcept - subject: RiskAssessmentSubjectReference - encounter: RiskAssessmentEncounterReference - occurrenceDateTime: DateTime - occurrencePeriod: Period - condition: RiskAssessmentConditionReference - performer: RiskAssessmentPerformerReference - reasonCode: [CodeableConcept] - reasonReference: [RiskAssessmentReasonReferenceReference] - basis: [RiskAssessmentBasisReference] - prediction: [RiskAssessmentPrediction] - mitigation: String - note: [Annotation] -} - -type RiskAssessmentBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: RiskAssessment - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type RiskAssessmentBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [RiskAssessmentBundleEntry] -} - -union ScheduleActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location - -type ScheduleActorReference { - id: String - extension: [Extension] - reference: String - resource: ScheduleActor - type: URI - identifier: Identifier - display: String -} - -type Schedule implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - active: Boolean - serviceCategory: [CodeableConcept] - serviceType: [CodeableConcept] - specialty: [CodeableConcept] - actor: [ScheduleActorReference] - planningHorizon: Period - comment: String -} - -type ScheduleBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Schedule - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ScheduleBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ScheduleBundleEntry] -} - -type SearchParameter implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - version: String - name: String - derivedFrom: Canonical - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - code: Code - base: [Code] - type: Code - expression: String - xpath: String - xpathUsage: Code - target: [Code] - multipleOr: Boolean - multipleAnd: Boolean - comparator: [Code] - modifier: [Code] - chain: [String] - component: [SearchParameterComponent] -} - -type SearchParameterBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: SearchParameter - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SearchParameterBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SearchParameterBundleEntry] -} - -union ServiceRequestBasedOn = CarePlan | ServiceRequest | MedicationRequest - -type ServiceRequestBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequestBasedOn - type: URI - identifier: Identifier - display: String -} - -type ServiceRequestReplacesReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -union ServiceRequestSubject = Patient | Group | Location | Device - -type ServiceRequestSubjectReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequestSubject - type: URI - identifier: Identifier - display: String -} - -type ServiceRequestEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union ServiceRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device - -type ServiceRequestRequesterReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequestRequester - type: URI - identifier: Identifier - display: String -} - -union ServiceRequestPerformer = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson - -type ServiceRequestPerformerReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequestPerformer - type: URI - identifier: Identifier - display: String -} - -type ServiceRequestLocationReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union ServiceRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type ServiceRequestReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequestReasonReference - type: URI - identifier: Identifier - display: String -} - -union ServiceRequestInsurance = Coverage | ClaimResponse - -type ServiceRequestInsuranceReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequestInsurance - type: URI - identifier: Identifier - display: String -} - -type ServiceRequestSupportingInfoReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type ServiceRequestSpecimenReference { - id: String - extension: [Extension] - reference: String - resource: Specimen - type: URI - identifier: Identifier - display: String -} - -type ServiceRequestRelevantHistoryReference { - id: String - extension: [Extension] - reference: String - resource: Provenance - type: URI - identifier: Identifier - display: String -} - -type ServiceRequest implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: [Canonical] - instantiatesUri: [URI] - basedOn: [ServiceRequestBasedOnReference] - replaces: [ServiceRequestReplacesReference] - requisition: Identifier - status: Code - intent: Code - category: [CodeableConcept] - priority: Code - doNotPerform: Boolean - code: CodeableConcept - orderDetail: [CodeableConcept] - quantityQuantity: Quantity - quantityRatio: Ratio - quantityRange: Range - subject: ServiceRequestSubjectReference - encounter: ServiceRequestEncounterReference - occurrenceDateTime: DateTime - occurrencePeriod: Period - occurrenceTiming: Timing - asNeededBoolean: Boolean - asNeededCodeableConcept: CodeableConcept - authoredOn: DateTime - requester: ServiceRequestRequesterReference - performerType: CodeableConcept - performer: [ServiceRequestPerformerReference] - locationCode: [CodeableConcept] - locationReference: [ServiceRequestLocationReferenceReference] - reasonCode: [CodeableConcept] - reasonReference: [ServiceRequestReasonReferenceReference] - insurance: [ServiceRequestInsuranceReference] - supportingInfo: [ServiceRequestSupportingInfoReference] - specimen: [ServiceRequestSpecimenReference] - bodySite: [CodeableConcept] - note: [Annotation] - patientInstruction: String - relevantHistory: [ServiceRequestRelevantHistoryReference] -} - -type ServiceRequestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ServiceRequest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ServiceRequestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ServiceRequestBundleEntry] -} - -type SlotScheduleReference { - id: String - extension: [Extension] - reference: String - resource: Schedule - type: URI - identifier: Identifier - display: String -} - -type Slot implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - serviceCategory: [CodeableConcept] - serviceType: [CodeableConcept] - specialty: [CodeableConcept] - appointmentType: CodeableConcept - schedule: SlotScheduleReference - status: Code - start: Instant - end: Instant - overbooked: Boolean - comment: String -} - -type SlotBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Slot - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SlotBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SlotBundleEntry] -} - -union SpecimenSubject = Patient | Group | Device | Substance | Location - -type SpecimenSubjectReference { - id: String - extension: [Extension] - reference: String - resource: SpecimenSubject - type: URI - identifier: Identifier - display: String -} - -type SpecimenParentReference { - id: String - extension: [Extension] - reference: String - resource: Specimen - type: URI - identifier: Identifier - display: String -} - -type SpecimenRequestReference { - id: String - extension: [Extension] - reference: String - resource: ServiceRequest - type: URI - identifier: Identifier - display: String -} - -type Specimen implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - accessionIdentifier: Identifier - status: Code - type: CodeableConcept - subject: SpecimenSubjectReference - receivedTime: DateTime - parent: [SpecimenParentReference] - request: [SpecimenRequestReference] - collection: SpecimenCollection - processing: [SpecimenProcessing] - container: [SpecimenContainer] - condition: [CodeableConcept] - note: [Annotation] -} - -type SpecimenBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Specimen - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SpecimenBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SpecimenBundleEntry] -} - -type SpecimenDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - typeCollected: CodeableConcept - patientPreparation: [CodeableConcept] - timeAspect: String - collection: [CodeableConcept] - typeTested: [SpecimenDefinitionTypeTested] -} - -type SpecimenDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: SpecimenDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SpecimenDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SpecimenDefinitionBundleEntry] -} - -type StructureDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - keyword: [Coding] - fhirVersion: Code - mapping: [StructureDefinitionMapping] - kind: Code - abstract: Boolean - context: [StructureDefinitionContext] - contextInvariant: [String] - type: URI - baseDefinition: Canonical - derivation: Code - snapshot: StructureDefinitionSnapshot - differential: StructureDefinitionDifferential -} - -type StructureDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: StructureDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type StructureDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [StructureDefinitionBundleEntry] -} - -type StructureMap implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - structure: [StructureMapStructure] - import: [Canonical] - group: [StructureMapGroup] -} - -type StructureMapBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: StructureMap - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type StructureMapBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [StructureMapBundleEntry] -} - -type SubscriptionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Subscription - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SubscriptionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SubscriptionBundleEntry] -} - -type SubscriptionStatusSubscriptionReference { - id: String - extension: [Extension] - reference: String - resource: Subscription - type: URI - identifier: Identifier - display: String -} - -type SubscriptionStatusBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: SubscriptionStatus - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SubscriptionStatusBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SubscriptionStatusBundleEntry] -} - -type SubscriptionTopic implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - title: String - derivedFrom: [Canonical] - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - approvalDate: Date - lastReviewDate: Date - effectivePeriod: Period - resourceTrigger: [SubscriptionTopicResourceTrigger] - eventTrigger: [SubscriptionTopicEventTrigger] - canFilterBy: [SubscriptionTopicCanFilterBy] - notificationShape: [SubscriptionTopicNotificationShape] -} - -type SubscriptionTopicBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: SubscriptionTopic - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SubscriptionTopicBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SubscriptionTopicBundleEntry] -} - -type Substance implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - category: [CodeableConcept] - code: CodeableConcept - description: String - instance: [SubstanceInstance] - ingredient: [SubstanceIngredient] -} - -type SubstanceBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Substance - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SubstanceBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SubstanceBundleEntry] -} - -type SubstanceDefinitionInformationSourceReference { - id: String - extension: [Extension] - reference: String - resource: Citation - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionManufacturerReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinitionSupplierReference { - id: String - extension: [Extension] - reference: String - resource: Organization - type: URI - identifier: Identifier - display: String -} - -type SubstanceDefinition implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - version: String - status: CodeableConcept - classification: [CodeableConcept] - domain: CodeableConcept - grade: [CodeableConcept] - description: Markdown - informationSource: [SubstanceDefinitionInformationSourceReference] - note: [Annotation] - manufacturer: [SubstanceDefinitionManufacturerReference] - supplier: [SubstanceDefinitionSupplierReference] - moiety: [SubstanceDefinitionMoiety] - property: [SubstanceDefinitionProperty] - molecularWeight: [SubstanceDefinitionMolecularWeight] - structure: SubstanceDefinitionStructure - code: [SubstanceDefinitionCode] - name: [SubstanceDefinitionName] - relationship: [SubstanceDefinitionRelationship] - sourceMaterial: SubstanceDefinitionSourceMaterial -} - -type SubstanceDefinitionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: SubstanceDefinition - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SubstanceDefinitionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SubstanceDefinitionBundleEntry] -} - -type SupplyDeliveryBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: SupplyRequest - type: URI - identifier: Identifier - display: String -} - -union SupplyDeliveryPartOf = SupplyDelivery | Contract - -type SupplyDeliveryPartOfReference { - id: String - extension: [Extension] - reference: String - resource: SupplyDeliveryPartOf - type: URI - identifier: Identifier - display: String -} - -type SupplyDeliveryPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -union SupplyDeliverySupplier = Practitioner | PractitionerRole | Organization - -type SupplyDeliverySupplierReference { - id: String - extension: [Extension] - reference: String - resource: SupplyDeliverySupplier - type: URI - identifier: Identifier - display: String -} - -type SupplyDeliveryDestinationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -union SupplyDeliveryReceiver = Practitioner | PractitionerRole - -type SupplyDeliveryReceiverReference { - id: String - extension: [Extension] - reference: String - resource: SupplyDeliveryReceiver - type: URI - identifier: Identifier - display: String -} - -type SupplyDelivery implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - basedOn: [SupplyDeliveryBasedOnReference] - partOf: [SupplyDeliveryPartOfReference] - status: Code - patient: SupplyDeliveryPatientReference - type: CodeableConcept - suppliedItem: SupplyDeliverySuppliedItem - occurrenceDateTime: DateTime - occurrencePeriod: Period - occurrenceTiming: Timing - supplier: SupplyDeliverySupplierReference - destination: SupplyDeliveryDestinationReference - receiver: [SupplyDeliveryReceiverReference] -} - -type SupplyDeliveryBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: SupplyDelivery - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SupplyDeliveryBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SupplyDeliveryBundleEntry] -} - -union SupplyRequestItemReference = Medication | Substance | Device - -type SupplyRequestItemReferenceReference { - id: String - extension: [Extension] - reference: String - resource: SupplyRequestItemReference - type: URI - identifier: Identifier - display: String -} - -union SupplyRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device - -type SupplyRequestRequesterReference { - id: String - extension: [Extension] - reference: String - resource: SupplyRequestRequester - type: URI - identifier: Identifier - display: String -} - -union SupplyRequestSupplier = Organization | HealthcareService - -type SupplyRequestSupplierReference { - id: String - extension: [Extension] - reference: String - resource: SupplyRequestSupplier - type: URI - identifier: Identifier - display: String -} - -union SupplyRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference - -type SupplyRequestReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: SupplyRequestReasonReference - type: URI - identifier: Identifier - display: String -} - -union SupplyRequestDeliverFrom = Organization | Location - -type SupplyRequestDeliverFromReference { - id: String - extension: [Extension] - reference: String - resource: SupplyRequestDeliverFrom - type: URI - identifier: Identifier - display: String -} - -union SupplyRequestDeliverTo = Organization | Location | Patient - -type SupplyRequestDeliverToReference { - id: String - extension: [Extension] - reference: String - resource: SupplyRequestDeliverTo - type: URI - identifier: Identifier - display: String -} - -type SupplyRequest implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - category: CodeableConcept - priority: Code - itemCodeableConcept: CodeableConcept - itemReference: SupplyRequestItemReferenceReference - quantity: Quantity - parameter: [SupplyRequestParameter] - occurrenceDateTime: DateTime - occurrencePeriod: Period - occurrenceTiming: Timing - authoredOn: DateTime - requester: SupplyRequestRequesterReference - supplier: [SupplyRequestSupplierReference] - reasonCode: [CodeableConcept] - reasonReference: [SupplyRequestReasonReferenceReference] - deliverFrom: SupplyRequestDeliverFromReference - deliverTo: SupplyRequestDeliverToReference -} - -type SupplyRequestBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: SupplyRequest - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type SupplyRequestBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [SupplyRequestBundleEntry] -} - -type TaskBasedOnReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type TaskPartOfReference { - id: String - extension: [Extension] - reference: String - resource: Task - type: URI - identifier: Identifier - display: String -} - -type TaskFocusReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type TaskForReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type TaskEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union TaskRequester = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson - -type TaskRequesterReference { - id: String - extension: [Extension] - reference: String - resource: TaskRequester - type: URI - identifier: Identifier - display: String -} - -union TaskOwner = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson - -type TaskOwnerReference { - id: String - extension: [Extension] - reference: String - resource: TaskOwner - type: URI - identifier: Identifier - display: String -} - -type TaskLocationReference { - id: String - extension: [Extension] - reference: String - resource: Location - type: URI - identifier: Identifier - display: String -} - -type TaskReasonReferenceReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -union TaskInsurance = Coverage | ClaimResponse - -type TaskInsuranceReference { - id: String - extension: [Extension] - reference: String - resource: TaskInsurance - type: URI - identifier: Identifier - display: String -} - -type TaskRelevantHistoryReference { - id: String - extension: [Extension] - reference: String - resource: Provenance - type: URI - identifier: Identifier - display: String -} - -type Task implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - instantiatesCanonical: Canonical - instantiatesUri: URI - basedOn: [TaskBasedOnReference] - groupIdentifier: Identifier - partOf: [TaskPartOfReference] - status: Code - statusReason: CodeableConcept - businessStatus: CodeableConcept - intent: Code - priority: Code - code: CodeableConcept - description: String - focus: TaskFocusReference - for: TaskForReference - encounter: TaskEncounterReference - executionPeriod: Period - authoredOn: DateTime - lastModified: DateTime - requester: TaskRequesterReference - performerType: [CodeableConcept] - owner: TaskOwnerReference - location: TaskLocationReference - reasonCode: CodeableConcept - reasonReference: TaskReasonReferenceReference - insurance: [TaskInsuranceReference] - note: [Annotation] - relevantHistory: [TaskRelevantHistoryReference] - restriction: TaskRestriction - input: [TaskInput] - output: [TaskOutput] -} - -type TaskBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: Task - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type TaskBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [TaskBundleEntry] -} - -type TerminologyCapabilities implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - kind: Code - software: TerminologyCapabilitiesSoftware - implementation: TerminologyCapabilitiesImplementation - lockedDate: Boolean - codeSystem: [TerminologyCapabilitiesCodeSystem] - expansion: TerminologyCapabilitiesExpansion - codeSearch: Code - validateCode: TerminologyCapabilitiesValidateCode - translation: TerminologyCapabilitiesTranslation - closure: TerminologyCapabilitiesClosure -} - -type TerminologyCapabilitiesBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: TerminologyCapabilities - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type TerminologyCapabilitiesBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [TerminologyCapabilitiesBundleEntry] -} - -type TestReportTestScriptReference { - id: String - extension: [Extension] - reference: String - resource: TestScript - type: URI - identifier: Identifier - display: String -} - -type TestReport implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: Identifier - name: String - status: Code - testScript: TestReportTestScriptReference - result: Code - score: Float - tester: String - issued: DateTime - participant: [TestReportParticipant] - setup: TestReportSetup - test: [TestReportTest] - teardown: TestReportTeardown -} - -type TestReportBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: TestReport - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type TestReportBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [TestReportBundleEntry] -} - -type TestScriptProfileReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type TestScript implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: Identifier - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - purpose: Markdown - copyright: Markdown - origin: [TestScriptOrigin] - destination: [TestScriptDestination] - metadata: TestScriptMetadata - fixture: [TestScriptFixture] - profile: [TestScriptProfileReference] - variable: [TestScriptVariable] - setup: TestScriptSetup - test: [TestScriptTest] - teardown: TestScriptTeardown -} - -type TestScriptBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: TestScript - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type TestScriptBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [TestScriptBundleEntry] -} - -type ValueSet implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - url: URI - identifier: [Identifier] - version: String - name: String - title: String - status: Code - experimental: Boolean - date: DateTime - publisher: String - contact: [ContactDetail] - description: Markdown - useContext: [UsageContext] - jurisdiction: [CodeableConcept] - immutable: Boolean - purpose: Markdown - copyright: Markdown - compose: ValueSetCompose - expansion: ValueSetExpansion -} - -type ValueSetBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: ValueSet - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type ValueSetBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [ValueSetBundleEntry] -} - -type VerificationResultTargetReference { - id: String - extension: [Extension] - reference: String - resource: Resource - type: URI - identifier: Identifier - display: String -} - -type VerificationResult implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - target: [VerificationResultTargetReference] - targetLocation: [String] - need: CodeableConcept - status: Code - statusDate: DateTime - validationType: CodeableConcept - validationProcess: [CodeableConcept] - frequency: Timing - lastPerformed: DateTime - nextScheduled: Date - failureAction: CodeableConcept - primarySource: [VerificationResultPrimarySource] - attestation: VerificationResultAttestation - validator: [VerificationResultValidator] -} - -type VerificationResultBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: VerificationResult - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type VerificationResultBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [VerificationResultBundleEntry] -} - -type VisionPrescriptionPatientReference { - id: String - extension: [Extension] - reference: String - resource: Patient - type: URI - identifier: Identifier - display: String -} - -type VisionPrescriptionEncounterReference { - id: String - extension: [Extension] - reference: String - resource: Encounter - type: URI - identifier: Identifier - display: String -} - -union VisionPrescriptionPrescriber = Practitioner | PractitionerRole - -type VisionPrescriptionPrescriberReference { - id: String - extension: [Extension] - reference: String - resource: VisionPrescriptionPrescriber - type: URI - identifier: Identifier - display: String -} - -type VisionPrescription implements DomainResource & Resource { - resourceType: String - id: ID! - meta: Meta - implicitRules: URI - language: Code - text: Narrative - contained: [Resource] - extension: [Extension] - modifierExtension: [Extension] - identifier: [Identifier] - status: Code - created: DateTime - patient: VisionPrescriptionPatientReference - encounter: VisionPrescriptionEncounterReference - dateWritten: DateTime - prescriber: VisionPrescriptionPrescriberReference - lensSpecification: [VisionPrescriptionLensSpecification] -} - -type VisionPrescriptionBundleEntry { - id: String - link: [BundleLink] - fullUrl: URI - resource: VisionPrescription - search: BundleSearch - request: BundleRequest - response: BundleResponse -} - -type VisionPrescriptionBundle { - id: String - meta: Meta - identifier: [Identifier] - type: Code - timestamp: Instant - total: Int - entry: [VisionPrescriptionBundleEntry] -} - -scalar Base64Binary - -scalar Canonical - -scalar Code - -""" -Custom scalar type for date search parameter. Format can be one of YYYY, YYYY-MM, YYYY-MM-DD, YYYY-MM-DDThh:mm:ss+zz:zz or YYYY-MM-DDThh:mm:ssZ -""" -scalar Date - -scalar DateTime - -"""Decimal custom scalar type""" -scalar Decimal - -scalar Instant - -scalar Markdown - -scalar OID - -scalar Time - -scalar URI - -scalar URL - -scalar UUID - -scalar XHTML - -scalar _FieldSet - -scalar _Any - -type _Service { - sdl: String -} - -union _Entity = Account | ActivityDefinition | AdministrableProductDefinition | AdverseEvent | AllergyIntolerance | Appointment | AppointmentResponse | AuditEvent | Basic | Binary | BiologicallyDerivedProduct | BodyStructure | Bundle | CapabilityStatement | CarePlan | CareTeam | CatalogEntry | ChargeItem | ChargeItemDefinition | Citation | Claim | ClaimResponse | ClinicalImpression | ClinicalUseDefinition | CodeSystem | Communication | CommunicationRequest | CompartmentDefinition | Composition | ConceptMap | Condition | Consent | Contract | Coverage | CoverageEligibilityRequest | CoverageEligibilityResponse | DetectedIssue | Device | DeviceDefinition | DeviceMetric | DeviceRequest | DeviceUseStatement | DiagnosticReport | DocumentManifest | DocumentReference | Encounter | Endpoint | EnrollmentRequest | EnrollmentResponse | EpisodeOfCare | EventDefinition | Evidence | EvidenceReport | EvidenceVariable | ExampleScenario | ExplanationOfBenefit | FamilyMemberHistory | Flag | Goal | GraphDefinition | Group | GuidanceResponse | HealthcareService | ImagingStudy | Immunization | ImmunizationEvaluation | ImmunizationRecommendation | ImplementationGuide | Ingredient | InsurancePlan | Invoice | Library | Linkage | List | Location | ManufacturedItemDefinition | Measure | MeasureReport | Media | Medication | MedicationAdministration | MedicationDispense | MedicationKnowledge | MedicationRequest | MedicationStatement | MedicinalProductDefinition | MessageDefinition | MessageHeader | MolecularSequence | NamingSystem | NutritionOrder | NutritionProduct | Observation | ObservationDefinition | OperationDefinition | OperationOutcome | Organization | OrganizationAffiliation | PackagedProductDefinition | Parameters | Patient | PaymentNotice | PaymentReconciliation | Person | PlanDefinition | Practitioner | PractitionerRole | Procedure | Provenance | Questionnaire | QuestionnaireResponse | RegulatedAuthorization | RelatedPerson | RequestGroup | ResearchDefinition | ResearchElementDefinition | ResearchStudy | ResearchSubject | RiskAssessment | Schedule | SearchParameter | ServiceRequest | Slot | Specimen | SpecimenDefinition | StructureDefinition | StructureMap | Subscription | SubscriptionStatus | SubscriptionTopic | Substance | SubstanceDefinition | SupplyDelivery | SupplyRequest | Task | TerminologyCapabilities | TestReport | TestScript | ValueSet | VerificationResult | VisionPrescription diff --git a/language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py b/language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py index 8352fe550..4bc1ddd2c 100644 --- a/language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py +++ b/language_model_gateway/gateway/tools/fhir_graphql_schema_provider.py @@ -7,7 +7,7 @@ class GraphqlSchemaProviderTool(ResilientBaseTool): A tool for providing FHIR GraphQL schema. """ - name: str = "graphql_query_generator" + name: str = "fhir_graphql_schema_provider" description: str = ( "This is a FHIR GraphQL schema provider that provides the GraphQL SDL for needed for generating correct query" "Example queries: " @@ -18,8 +18,22036 @@ class GraphqlSchemaProviderTool(ResilientBaseTool): response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" async def _arun(self) -> Tuple[str, str]: - schema_file = "fhir_graphql_sdl/fhir_graphql_schema.graphql" - graphql_schema = open(schema_file, "r").read() + graphql_schema = ''' +directive @key(fields: _FieldSet!, resolvable: Boolean = true) on OBJECT | INTERFACE + +directive @requires(fields: _FieldSet!) on FIELD_DEFINITION + +directive @provides(fields: _FieldSet!) on FIELD_DEFINITION + +directive @external(reason: String) on OBJECT | FIELD_DEFINITION + +directive @tag(name: String!) on FIELD_DEFINITION | OBJECT | INTERFACE | UNION | ARGUMENT_DEFINITION | SCALAR | ENUM | ENUM_VALUE | INPUT_OBJECT | INPUT_FIELD_DEFINITION + +directive @extends on OBJECT | INTERFACE + +""" +Indicates exactly one field must be supplied and this field must not be `null`. +""" +directive @oneOf on INPUT_OBJECT + +enum TotalType { + accurate + estimate +} + +type Query { + id: String + accounts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, name: SearchString, owner: SearchReference, patient: SearchReference, period: SearchDate, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AccountBundle + activityDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ActivityDefinitionBundle + administrableProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device: SearchReference, dose_form: SearchToken, form_of: SearchReference, identifier: SearchToken, ingredient: SearchToken, manufactured_item: SearchReference, route: SearchToken, target_species: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AdministrableProductDefinitionBundle + adverseEvents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actuality: SearchToken, category: SearchToken, date: SearchDate, event: SearchToken, location: SearchReference, recorder: SearchReference, resultingcondition: SearchReference, seriousness: SearchToken, severity: SearchToken, study: SearchReference, subject: SearchReference, substance: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AdverseEventBundle + allergyIntolerances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, asserter: SearchReference, category: SearchToken, clinical_status: SearchToken, code: SearchToken, criticality: SearchToken, date: SearchDate, identifier: SearchToken, last_date: SearchDate, manifestation: SearchToken, onset: SearchDate, patient: SearchReference, recorder: SearchReference, route: SearchToken, severity: SearchToken, type: SearchToken, verification_status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AllergyIntoleranceBundle + appointments(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actor: SearchReference, appointment_type: SearchToken, based_on: SearchReference, date: SearchDate, identifier: SearchToken, location: SearchReference, part_status: SearchToken, patient: SearchReference, practitioner: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, service_category: SearchToken, service_type: SearchToken, slot: SearchReference, specialty: SearchToken, status: SearchToken, supporting_info: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AppointmentBundle + appointmentResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actor: SearchReference, appointment: SearchReference, identifier: SearchToken, location: SearchReference, part_status: SearchToken, patient: SearchReference, practitioner: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AppointmentResponseBundle + auditEvents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, action: SearchToken, address: SearchString, agent: SearchReference, agent_name: SearchString, agent_role: SearchToken, altid: SearchToken, date: SearchDate, entity: SearchReference, entity_name: SearchString, entity_role: SearchToken, entity_type: SearchToken, outcome: SearchToken, patient: SearchReference, policy: SearchString, site: SearchToken, source: SearchReference, subtype: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): AuditEventBundle + basics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, created: SearchDate, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BasicBundle + binaries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BinaryBundle + biologicallyDerivedProducts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BiologicallyDerivedProductBundle + bodyStructures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, location: SearchToken, morphology: SearchToken, patient: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BodyStructureBundle + bundles(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, composition: SearchReference, identifier: SearchToken, message: SearchReference, timestamp: SearchDate, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): BundleBundle + capabilityStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, fhirversion: SearchToken, format: SearchToken, guide: SearchReference, jurisdiction: SearchToken, mode: SearchToken, name: SearchString, publisher: SearchString, resource: SearchToken, resource_profile: SearchReference, security_service: SearchToken, software: SearchString, status: SearchToken, supported_profile: SearchReference, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CapabilityStatementBundle + carePlans(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, activity_code: SearchToken, activity_date: SearchDate, activity_reference: SearchReference, based_on: SearchReference, care_team: SearchReference, category: SearchToken, condition: SearchReference, date: SearchDate, encounter: SearchReference, goal: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, part_of: SearchReference, patient: SearchReference, performer: SearchReference, replaces: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CarePlanBundle + careTeams(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, participant: SearchReference, patient: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CareTeamBundle + catalogEntries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CatalogEntryBundle + chargeItems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, code: SearchToken, context: SearchReference, entered_date: SearchDate, enterer: SearchReference, factor_override: SearchNumber, identifier: SearchToken, occurrence: SearchDate, patient: SearchReference, performer_actor: SearchReference, performer_function: SearchToken, performing_organization: SearchReference, price_override: SearchQuantity, quantity: SearchQuantity, requesting_organization: SearchReference, service: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ChargeItemBundle + chargeItemDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ChargeItemDefinitionBundle + citations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CitationBundle + claims(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_team: SearchReference, created: SearchDate, detail_udi: SearchReference, encounter: SearchReference, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, insurer: SearchReference, item_udi: SearchReference, patient: SearchReference, payee: SearchReference, priority: SearchToken, procedure_udi: SearchReference, provider: SearchReference, status: SearchToken, subdetail_udi: SearchReference, use: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClaimBundle + claimResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, insurer: SearchReference, outcome: SearchToken, patient: SearchReference, payment_date: SearchDate, request: SearchReference, requestor: SearchReference, status: SearchToken, use: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClaimResponseBundle + clinicalImpressions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, assessor: SearchReference, date: SearchDate, encounter: SearchReference, finding_code: SearchToken, finding_ref: SearchReference, identifier: SearchToken, investigation: SearchReference, patient: SearchReference, previous: SearchReference, problem: SearchReference, status: SearchToken, subject: SearchReference, supporting_info: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClinicalImpressionBundle + clinicalUseDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contraindication: SearchToken, contraindication_reference: SearchReference, effect: SearchToken, effect_reference: SearchReference, identifier: SearchToken, indication: SearchToken, indication_reference: SearchReference, interaction: SearchToken, product: SearchReference, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ClinicalUseDefinitionBundle + codeSystems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, content_mode: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, language: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, supplements: SearchReference, system: SearchString, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CodeSystemBundle + communications(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, medium: SearchToken, part_of: SearchReference, patient: SearchReference, received: SearchDate, recipient: SearchReference, sender: SearchReference, sent: SearchDate, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CommunicationBundle + communicationRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored: SearchDate, based_on: SearchReference, category: SearchToken, encounter: SearchReference, group_identifier: SearchToken, identifier: SearchToken, medium: SearchToken, occurrence: SearchDate, patient: SearchReference, priority: SearchToken, recipient: SearchReference, replaces: SearchReference, requester: SearchReference, sender: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CommunicationRequestBundle + compartmentDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, name: SearchString, publisher: SearchString, resource: SearchToken, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CompartmentDefinitionBundle + compositions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, attester: SearchReference, author: SearchReference, category: SearchToken, confidentiality: SearchToken, context: SearchToken, date: SearchDate, encounter: SearchReference, entry: SearchReference, identifier: SearchToken, patient: SearchReference, period: SearchDate, related_id: SearchToken, related_ref: SearchReference, section: SearchToken, status: SearchToken, subject: SearchReference, title: SearchString, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CompositionBundle + conceptMaps(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, dependson: SearchString, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, other: SearchReference, product: SearchString, publisher: SearchString, source: SearchReference, source_code: SearchToken, source_system: SearchString, source_uri: SearchReference, status: SearchToken, target: SearchReference, target_code: SearchToken, target_system: SearchString, target_uri: SearchReference, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConceptMapBundle + conditions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, abatement_age: SearchQuantity, abatement_date: SearchDate, abatement_string: SearchString, asserter: SearchReference, body_site: SearchToken, category: SearchToken, clinical_status: SearchToken, code: SearchToken, encounter: SearchReference, evidence: SearchToken, evidence_detail: SearchReference, identifier: SearchToken, onset_age: SearchQuantity, onset_date: SearchDate, onset_info: SearchString, patient: SearchReference, recorded_date: SearchDate, severity: SearchToken, stage: SearchToken, subject: SearchReference, verification_status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConditionBundle + consents(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, action: SearchToken, actor: SearchReference, category: SearchToken, consentor: SearchReference, data: SearchReference, date: SearchDate, identifier: SearchToken, organization: SearchReference, patient: SearchReference, period: SearchDate, purpose: SearchToken, scope: SearchToken, security_label: SearchToken, source_reference: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ConsentBundle + contracts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authority: SearchReference, domain: SearchReference, identifier: SearchToken, instantiates: SearchString, issued: SearchDate, patient: SearchReference, signer: SearchReference, status: SearchToken, subject: SearchReference, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ContractBundle + coverages(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, beneficiary: SearchReference, class_type: SearchToken, class_value: SearchString, dependent: SearchString, identifier: SearchToken, patient: SearchReference, payor: SearchReference, policy_holder: SearchReference, status: SearchToken, subscriber: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageBundle + coverageEligibilityRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, patient: SearchReference, provider: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageEligibilityRequestBundle + coverageEligibilityResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, insurer: SearchReference, outcome: SearchToken, patient: SearchReference, request: SearchReference, requestor: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): CoverageEligibilityResponseBundle + detectedIssues(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, identified: SearchDate, identifier: SearchToken, implicated: SearchReference, patient: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DetectedIssueBundle + devices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device_name: SearchString, identifier: SearchToken, location: SearchReference, manufacturer: SearchString, model: SearchString, organization: SearchReference, patient: SearchReference, status: SearchToken, type: SearchToken, udi_carrier: SearchString, udi_di: SearchString, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceBundle + deviceDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, parent: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceDefinitionBundle + deviceMetrics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, identifier: SearchToken, parent: SearchReference, source: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceMetricBundle + deviceRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored_on: SearchDate, based_on: SearchReference, code: SearchToken, device: SearchReference, encounter: SearchReference, event_date: SearchDate, group_identifier: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, insurance: SearchReference, intent: SearchToken, patient: SearchReference, performer: SearchReference, prior_request: SearchReference, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceRequestBundle + deviceUseStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, device: SearchReference, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DeviceUseStatementBundle + diagnosticReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, conclusion: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, issued: SearchDate, media: SearchReference, patient: SearchReference, performer: SearchReference, result: SearchReference, results_interpreter: SearchReference, specimen: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DiagnosticReportBundle + documentManifests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, created: SearchDate, description: SearchString, identifier: SearchToken, item: SearchReference, patient: SearchReference, recipient: SearchReference, related_id: SearchToken, related_ref: SearchReference, source: SearchString, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DocumentManifestBundle + documentReferences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authenticator: SearchReference, author: SearchReference, category: SearchToken, contenttype: SearchToken, custodian: SearchReference, date: SearchDate, description: SearchString, encounter: SearchReference, event: SearchToken, facility: SearchToken, format: SearchToken, identifier: SearchToken, language: SearchToken, location: SearchString, patient: SearchReference, period: SearchDate, related: SearchReference, relatesto: SearchReference, relation: SearchToken, security_label: SearchToken, setting: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): DocumentReferenceBundle + encounters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, appointment: SearchReference, based_on: SearchReference, class: SearchToken, date: SearchDate, diagnosis: SearchReference, episode_of_care: SearchReference, identifier: SearchToken, length: SearchQuantity, location: SearchReference, location_period: SearchDate, part_of: SearchReference, participant: SearchReference, participant_type: SearchToken, patient: SearchReference, practitioner: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, service_provider: SearchReference, special_arrangement: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EncounterBundle + endpoints(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, connection_type: SearchToken, identifier: SearchToken, name: SearchString, organization: SearchReference, payload_type: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EndpointBundle + enrollmentRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EnrollmentRequestBundle + enrollmentResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, request: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EnrollmentResponseBundle + episodesOfCare(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_manager: SearchReference, condition: SearchReference, date: SearchDate, identifier: SearchToken, incoming_referral: SearchReference, organization: SearchReference, patient: SearchReference, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EpisodeOfCareBundle + eventDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EventDefinitionBundle + evidences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceBundle + evidenceReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, identifier: SearchToken, publisher: SearchString, status: SearchToken, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceReportBundle + evidenceVariables(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): EvidenceVariableBundle + exampleScenarios(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ExampleScenarioBundle + explanationOfBenefits(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, care_team: SearchReference, claim: SearchReference, coverage: SearchReference, created: SearchDate, detail_udi: SearchReference, disposition: SearchString, encounter: SearchReference, enterer: SearchReference, facility: SearchReference, identifier: SearchToken, item_udi: SearchReference, patient: SearchReference, payee: SearchReference, procedure_udi: SearchReference, provider: SearchReference, status: SearchToken, subdetail_udi: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ExplanationOfBenefitBundle + familyMemberHistories(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, date: SearchDate, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, patient: SearchReference, relationship: SearchToken, sex: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): FamilyMemberHistoryBundle + flags(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, date: SearchDate, encounter: SearchReference, identifier: SearchToken, patient: SearchReference, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): FlagBundle + goals(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, achievement_status: SearchToken, category: SearchToken, identifier: SearchToken, lifecycle_status: SearchToken, patient: SearchReference, start_date: SearchDate, subject: SearchReference, target_date: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GoalBundle + graphDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, start: SearchToken, status: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GraphDefinitionBundle + groups(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, actual: SearchToken, characteristic: SearchToken, code: SearchToken, exclude: SearchToken, identifier: SearchToken, managing_entity: SearchReference, member: SearchReference, type: SearchToken, value: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GroupBundle + guidanceResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, request: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): GuidanceResponseBundle + healthcareServices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, characteristic: SearchToken, coverage_area: SearchReference, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, name: SearchString, organization: SearchReference, program: SearchToken, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): HealthcareServiceBundle + imagingStudies(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, basedon: SearchReference, bodysite: SearchToken, dicom_class: SearchToken, encounter: SearchReference, endpoint: SearchReference, identifier: SearchToken, instance: SearchToken, interpreter: SearchReference, modality: SearchToken, patient: SearchReference, performer: SearchReference, reason: SearchToken, referrer: SearchReference, series: SearchToken, started: SearchDate, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImagingStudyBundle + immunizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, location: SearchReference, lot_number: SearchString, manufacturer: SearchReference, patient: SearchReference, performer: SearchReference, reaction: SearchReference, reaction_date: SearchDate, reason_code: SearchToken, reason_reference: SearchReference, series: SearchString, status: SearchToken, status_reason: SearchToken, target_disease: SearchToken, vaccine_code: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationBundle + immunizationEvaluations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, dose_status: SearchToken, identifier: SearchToken, immunization_event: SearchReference, patient: SearchReference, status: SearchToken, target_disease: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationEvaluationBundle + immunizationRecommendations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, information: SearchReference, patient: SearchReference, status: SearchToken, support: SearchReference, target_disease: SearchToken, vaccine_type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImmunizationRecommendationBundle + implementationGuides(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, description: SearchString, experimental: SearchToken, global: SearchReference, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, resource: SearchReference, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ImplementationGuideBundle + ingredients(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, for: SearchReference, function: SearchToken, identifier: SearchToken, manufacturer: SearchReference, role: SearchToken, substance: SearchReference, substance_code: SearchToken, substance_definition: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): IngredientBundle + insurancePlans(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, administered_by: SearchReference, endpoint: SearchReference, identifier: SearchToken, name: SearchString, owned_by: SearchReference, phonetic: SearchString, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): InsurancePlanBundle + invoices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, account: SearchReference, date: SearchDate, identifier: SearchToken, issuer: SearchReference, participant: SearchReference, participant_role: SearchToken, patient: SearchReference, recipient: SearchReference, status: SearchToken, subject: SearchReference, totalgross: SearchQuantity, totalnet: SearchQuantity, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): InvoiceBundle + libraries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, content_type: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LibraryBundle + linkages(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, item: SearchReference, source: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LinkageBundle + lists(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, date: SearchDate, empty_reason: SearchToken, encounter: SearchReference, identifier: SearchToken, item: SearchReference, notes: SearchString, patient: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, title: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ListBundle + locations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, endpoint: SearchReference, identifier: SearchToken, name: SearchString, near: String, operational_status: SearchToken, organization: SearchReference, partof: SearchReference, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): LocationBundle + manufacturedItemDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, dose_form: SearchToken, identifier: SearchToken, ingredient: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ManufacturedItemDefinitionBundle + measures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MeasureBundle + measureReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, evaluated_resource: SearchReference, identifier: SearchToken, measure: SearchReference, patient: SearchReference, period: SearchDate, reporter: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MeasureReportBundle + media(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, created: SearchDate, device: SearchReference, encounter: SearchReference, identifier: SearchToken, modality: SearchToken, operator: SearchReference, patient: SearchReference, site: SearchToken, status: SearchToken, subject: SearchReference, type: SearchToken, view: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MediaBundle + medications(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, expiration_date: SearchDate, form: SearchToken, identifier: SearchToken, ingredient: SearchReference, ingredient_code: SearchToken, lot_number: SearchToken, manufacturer: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationBundle + medicationAdministrations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchReference, device: SearchReference, effective_time: SearchDate, identifier: SearchToken, medication: SearchReference, patient: SearchReference, performer: SearchReference, reason_given: SearchToken, reason_not_given: SearchToken, request: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationAdministrationBundle + medicationDispenses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchReference, destination: SearchReference, identifier: SearchToken, medication: SearchReference, patient: SearchReference, performer: SearchReference, prescription: SearchReference, receiver: SearchReference, responsibleparty: SearchReference, status: SearchToken, subject: SearchReference, type: SearchToken, whenhandedover: SearchDate, whenprepared: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationDispenseBundle + medicationKnowledges(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, classification: SearchToken, classification_type: SearchToken, code: SearchToken, doseform: SearchToken, ingredient: SearchReference, ingredient_code: SearchToken, manufacturer: SearchReference, monitoring_program_name: SearchToken, monitoring_program_type: SearchToken, monograph: SearchReference, monograph_type: SearchToken, source_cost: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationKnowledgeBundle + medicationRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authoredon: SearchDate, category: SearchToken, code: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, intended_dispenser: SearchReference, intended_performer: SearchReference, intended_performertype: SearchToken, intent: SearchToken, medication: SearchReference, patient: SearchReference, priority: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationRequestBundle + medicationStatements(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, code: SearchToken, context: SearchReference, effective: SearchDate, identifier: SearchToken, medication: SearchReference, part_of: SearchReference, patient: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicationStatementBundle + medicinalProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, characteristic: SearchToken, characteristic_type: SearchToken, contact: SearchReference, domain: SearchToken, identifier: SearchToken, ingredient: SearchToken, master_file: SearchReference, name: SearchString, name_language: SearchToken, product_classification: SearchToken, status: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MedicinalProductDefinitionBundle + messageDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, event: SearchToken, focus: SearchToken, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, parent: SearchReference, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MessageDefinitionBundle + messageHeaders(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, code: SearchToken, destination: SearchString, destination_uri: SearchString, enterer: SearchReference, event: SearchToken, focus: SearchReference, receiver: SearchReference, response_id: SearchToken, responsible: SearchReference, sender: SearchReference, source: SearchString, source_uri: SearchString, target: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MessageHeaderBundle + molecularSequences(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, chromosome: SearchToken, identifier: SearchToken, patient: SearchReference, referenceseqid: SearchToken, type: SearchToken, variant_end: SearchNumber, variant_start: SearchNumber, window_end: SearchNumber, window_start: SearchNumber, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): MolecularSequenceBundle + namingSystems(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contact: SearchString, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, id_type: SearchToken, jurisdiction: SearchToken, kind: SearchToken, name: SearchString, period: SearchDate, publisher: SearchString, responsible: SearchString, status: SearchToken, telecom: SearchToken, type: SearchToken, value: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NamingSystemBundle + nutritionOrders(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, additive: SearchToken, datetime: SearchDate, encounter: SearchReference, formula: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, oraldiet: SearchToken, patient: SearchReference, provider: SearchReference, status: SearchToken, supplement: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NutritionOrderBundle + nutritionProducts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): NutritionProductBundle + observations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, combo_code: SearchToken, combo_data_absent_reason: SearchToken, combo_value_concept: SearchToken, combo_value_quantity: SearchQuantity, component_code: SearchToken, component_data_absent_reason: SearchToken, component_value_concept: SearchToken, component_value_quantity: SearchQuantity, data_absent_reason: SearchToken, date: SearchDate, derived_from: SearchReference, device: SearchReference, encounter: SearchReference, focus: SearchReference, has_member: SearchReference, identifier: SearchToken, method: SearchToken, part_of: SearchReference, patient: SearchReference, performer: SearchReference, specimen: SearchReference, status: SearchToken, subject: SearchReference, value_concept: SearchToken, value_date: SearchDate, value_quantity: SearchQuantity, value_string: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ObservationBundle + observationDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ObservationDefinitionBundle + operationDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, base: SearchReference, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, input_profile: SearchReference, instance: SearchToken, jurisdiction: SearchToken, kind: SearchToken, name: SearchString, output_profile: SearchReference, publisher: SearchString, status: SearchToken, system: SearchToken, title: SearchString, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OperationDefinitionBundle + operationOutcomes(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OperationOutcomeBundle + organizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, endpoint: SearchReference, identifier: SearchToken, name: SearchString, partof: SearchReference, phonetic: SearchString, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OrganizationBundle + organizationAffiliations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, date: SearchDate, email: SearchToken, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, network: SearchReference, participating_organization: SearchReference, phone: SearchToken, primary_organization: SearchReference, role: SearchToken, service: SearchReference, specialty: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): OrganizationAffiliationBundle + packagedProductDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, biological: SearchReference, contained_item: SearchReference, device: SearchReference, identifier: SearchToken, manufactured_item: SearchReference, medication: SearchReference, name: SearchToken, nutrition: SearchReference, package: SearchReference, package_for: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PackagedProductDefinitionBundle + parameters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ParametersBundle + patients(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, death_date: SearchDate, deceased: SearchToken, email: SearchToken, family: SearchString, gender: SearchToken, general_practitioner: SearchReference, given: SearchString, identifier: SearchToken, language: SearchToken, link: SearchReference, name: SearchString, organization: SearchReference, phone: SearchToken, phonetic: SearchString, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PatientBundle + paymentNotices(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, identifier: SearchToken, payment_status: SearchToken, provider: SearchReference, request: SearchReference, response: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PaymentNoticeBundle + paymentReconciliations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, created: SearchDate, disposition: SearchString, identifier: SearchToken, outcome: SearchToken, payment_issuer: SearchReference, request: SearchReference, requestor: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PaymentReconciliationBundle + persons(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, email: SearchToken, family: SearchString, gender: SearchToken, given: SearchString, identifier: SearchToken, link: SearchReference, name: SearchString, organization: SearchReference, patient: SearchReference, phone: SearchToken, phonetic: SearchString, practitioner: SearchReference, relatedperson: SearchReference, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PersonBundle + planDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, definition: SearchReference, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PlanDefinitionBundle + practitioners(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, communication: SearchToken, email: SearchToken, family: SearchString, gender: SearchToken, given: SearchString, identifier: SearchToken, name: SearchString, phone: SearchToken, phonetic: SearchString, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PractitionerBundle + practitionerRoles(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, date: SearchDate, email: SearchToken, endpoint: SearchReference, identifier: SearchToken, location: SearchReference, organization: SearchReference, phone: SearchToken, practitioner: SearchReference, role: SearchToken, service: SearchReference, specialty: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): PractitionerRoleBundle + procedures(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, based_on: SearchReference, category: SearchToken, code: SearchToken, date: SearchDate, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, location: SearchReference, part_of: SearchReference, patient: SearchReference, performer: SearchReference, reason_code: SearchToken, reason_reference: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ProcedureBundle + provenances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, agent: SearchReference, agent_role: SearchToken, agent_type: SearchToken, entity: SearchReference, location: SearchReference, patient: SearchReference, recorded: SearchDate, signature_type: SearchToken, target: SearchReference, when: SearchDate, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ProvenanceBundle + questionnaires(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, definition: SearchString, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, subject_type: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): QuestionnaireBundle + questionnaireResponses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, authored: SearchDate, based_on: SearchReference, encounter: SearchReference, identifier: SearchToken, part_of: SearchReference, patient: SearchReference, questionnaire: SearchReference, source: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): QuestionnaireResponseBundle + regulatedAuthorizations(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, case: SearchToken, case_type: SearchToken, holder: SearchReference, identifier: SearchToken, region: SearchToken, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RegulatedAuthorizationBundle + relatedPersons(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, address: SearchString, address_city: SearchString, address_country: SearchString, address_postalcode: SearchString, address_state: SearchString, address_use: SearchToken, birthdate: SearchDate, email: SearchToken, gender: SearchToken, identifier: SearchToken, name: SearchString, patient: SearchReference, phone: SearchToken, phonetic: SearchString, relationship: SearchToken, telecom: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RelatedPersonBundle + requestGroups(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, author: SearchReference, authored: SearchDate, code: SearchToken, encounter: SearchReference, group_identifier: SearchToken, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, participant: SearchReference, patient: SearchReference, priority: SearchToken, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RequestGroupBundle + researchDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchDefinitionBundle + researchElementDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, composed_of: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, depends_on: SearchReference, derived_from: SearchReference, description: SearchString, effective: SearchDate, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, predecessor: SearchReference, publisher: SearchString, status: SearchToken, successor: SearchReference, title: SearchString, topic: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchElementDefinitionBundle + researchStudies(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, focus: SearchToken, identifier: SearchToken, keyword: SearchToken, location: SearchToken, partof: SearchReference, principalinvestigator: SearchReference, protocol: SearchReference, site: SearchReference, sponsor: SearchReference, status: SearchToken, title: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchStudyBundle + researchSubjects(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, identifier: SearchToken, individual: SearchReference, patient: SearchReference, status: SearchToken, study: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ResearchSubjectBundle + riskAssessments(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, condition: SearchReference, date: SearchDate, encounter: SearchReference, identifier: SearchToken, method: SearchToken, patient: SearchReference, performer: SearchReference, probability: SearchNumber, risk: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): RiskAssessmentBundle + schedules(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, active: SearchToken, actor: SearchReference, date: SearchDate, identifier: SearchToken, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ScheduleBundle + searchParameters(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, base: SearchToken, code: SearchToken, component: SearchReference, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, derived_from: SearchReference, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, target: SearchToken, type: SearchToken, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SearchParameterBundle + serviceRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored: SearchDate, based_on: SearchReference, body_site: SearchToken, category: SearchToken, code: SearchToken, encounter: SearchReference, identifier: SearchToken, instantiates_canonical: SearchReference, instantiates_uri: SearchString, intent: SearchToken, occurrence: SearchDate, patient: SearchReference, performer: SearchReference, performer_type: SearchToken, priority: SearchToken, replaces: SearchReference, requester: SearchReference, requisition: SearchToken, specimen: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ServiceRequestBundle + slots(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, appointment_type: SearchToken, identifier: SearchToken, schedule: SearchReference, service_category: SearchToken, service_type: SearchToken, specialty: SearchToken, start: SearchDate, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SlotBundle + specimens(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, accession: SearchToken, bodysite: SearchToken, collected: SearchDate, collector: SearchReference, container: SearchToken, container_id: SearchToken, identifier: SearchToken, parent: SearchReference, patient: SearchReference, status: SearchToken, subject: SearchReference, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SpecimenBundle + specimenDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, container: SearchToken, identifier: SearchToken, type: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SpecimenDefinitionBundle + structureDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, abstract: SearchToken, base: SearchReference, base_path: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, derivation: SearchToken, description: SearchString, experimental: SearchToken, ext_context: SearchToken, identifier: SearchToken, jurisdiction: SearchToken, keyword: SearchToken, kind: SearchToken, name: SearchString, path: SearchToken, publisher: SearchString, status: SearchToken, title: SearchString, type: SearchString, url: SearchString, valueset: SearchReference, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): StructureDefinitionBundle + structureMaps(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): StructureMapBundle + subscriptions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, contact: SearchToken, criteria: SearchString, payload: SearchToken, status: SearchToken, type: SearchToken, url: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionBundle + subscriptionStatuses(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionStatusBundle + subscriptionTopics(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, date: SearchDate, derived_or_self: SearchString, identifier: SearchToken, resource: SearchString, status: SearchToken, title: SearchString, trigger_description: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubscriptionTopicBundle + substances(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, code: SearchToken, container_identifier: SearchToken, expiry: SearchDate, identifier: SearchToken, quantity: SearchQuantity, status: SearchToken, substance_reference: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubstanceBundle + substanceDefinitions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, classification: SearchToken, code: SearchToken, domain: SearchToken, identifier: SearchToken, name: SearchString, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SubstanceDefinitionBundle + supplyDeliveries(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, patient: SearchReference, receiver: SearchReference, status: SearchToken, supplier: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SupplyDeliveryBundle + supplyRequests(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, category: SearchToken, date: SearchDate, identifier: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, supplier: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): SupplyRequestBundle + tasks(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, authored_on: SearchDate, based_on: SearchReference, business_status: SearchToken, code: SearchToken, encounter: SearchReference, focus: SearchReference, group_identifier: SearchToken, identifier: SearchToken, intent: SearchToken, modified: SearchDate, owner: SearchReference, part_of: SearchReference, patient: SearchReference, performer: SearchToken, period: SearchDate, priority: SearchToken, requester: SearchReference, status: SearchToken, subject: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TaskBundle + terminologyCapabilities(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TerminologyCapabilitiesBundle + testReports(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, identifier: SearchToken, issued: SearchDate, participant: SearchString, result: SearchToken, tester: SearchString, testscript: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TestReportBundle + testScripts(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, status: SearchToken, testscript_capability: SearchString, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): TestScriptBundle + valueSets(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, code: SearchToken, context: SearchToken, context_quantity: SearchQuantity, context_type: SearchToken, date: SearchDate, description: SearchString, expansion: SearchString, identifier: SearchToken, jurisdiction: SearchToken, name: SearchString, publisher: SearchString, reference: SearchString, status: SearchToken, title: SearchString, url: SearchString, version: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): ValueSetBundle + verificationResults(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, target: SearchReference, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): VerificationResultBundle + visionPrescriptions(id: SearchString, _lastUpdated: SearchDate, _profile: SearchString, _security: SearchToken, _source: SearchString, _tag: SearchToken, extension: SearchExtension, datewritten: SearchDate, encounter: SearchReference, identifier: SearchToken, patient: SearchReference, prescriber: SearchReference, status: SearchToken, _total: TotalType, _sort: [String], _count: Int, _getpagesoffset: Int, _debug: Boolean, _explain: Boolean, _setIndexHint: String): VisionPrescriptionBundle + _entities(representations: [_Any!]!): [_Entity]! + _service: _Service! +} + +type AccountCoverageCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type AccountCoverage { + id: String + extension: [Extension] + modifierExtension: [Extension] + coverage: AccountCoverageCoverageReference + priority: Int +} + +union AccountGuarantorParty = Patient | RelatedPerson | Organization + +type AccountGuarantorPartyReference { + id: String + extension: [Extension] + reference: String + resource: AccountGuarantorParty + type: URI + identifier: Identifier + display: String +} + +type AccountGuarantor { + id: String + extension: [Extension] + modifierExtension: [Extension] + party: AccountGuarantorPartyReference + onHold: Boolean + period: Period +} + +type ActivityDefinitionDynamicValue { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + expression: Expression +} + +type ActivityDefinitionParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + role: CodeableConcept +} + +type AdministrableProductDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment + status: CodeableConcept +} + +type AdministrableProductDefinitionRouteOfAdministration { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + firstDose: Quantity + maxSingleDose: Quantity + maxDosePerDay: Quantity + maxDosePerTreatmentPeriod: Ratio + maxTreatmentPeriod: Quantity + targetSpecies: [AdministrableProductDefinitionTargetSpecies] +} + +type AdministrableProductDefinitionTargetSpecies { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + withdrawalPeriod: [AdministrableProductDefinitionWithdrawalPeriod] +} + +type AdministrableProductDefinitionWithdrawalPeriod { + id: String + extension: [Extension] + modifierExtension: [Extension] + tissue: CodeableConcept + value: Quantity + supportingInformation: String +} + +union AdverseEventCausalityAuthor = Practitioner | PractitionerRole + +type AdverseEventCausalityAuthorReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventCausalityAuthor + type: URI + identifier: Identifier + display: String +} + +type AdverseEventCausality { + id: String + extension: [Extension] + modifierExtension: [Extension] + assessment: CodeableConcept + productRelatedness: String + author: AdverseEventCausalityAuthorReference + method: CodeableConcept +} + +union AdverseEventSuspectEntityInstance = Immunization | Procedure | Substance | Medication | MedicationAdministration | MedicationStatement | Device + +type AdverseEventSuspectEntityInstanceReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventSuspectEntityInstance + type: URI + identifier: Identifier + display: String +} + +type AdverseEventSuspectEntity { + id: String + extension: [Extension] + modifierExtension: [Extension] + instance: AdverseEventSuspectEntityInstanceReference + causality: [AdverseEventCausality] +} + +type AllergyIntoleranceReaction { + id: String + extension: [Extension] + modifierExtension: [Extension] + substance: CodeableConcept + manifestation: [CodeableConcept] + description: String + onset: DateTime + severity: Code + exposureRoute: CodeableConcept + note: [Annotation] +} + +union AppointmentParticipantActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location + +type AppointmentParticipantActorReference { + id: String + extension: [Extension] + reference: String + resource: AppointmentParticipantActor + type: URI + identifier: Identifier + display: String +} + +type AppointmentParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + actor: AppointmentParticipantActorReference + required: Code + status: Code + period: Period +} + +union AuditEventAgentWho = PractitionerRole | Practitioner | Organization | Device | Patient | RelatedPerson + +type AuditEventAgentWhoReference { + id: String + extension: [Extension] + reference: String + resource: AuditEventAgentWho + type: URI + identifier: Identifier + display: String +} + +type AuditEventAgentLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type AuditEventAgent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + role: [CodeableConcept] + who: AuditEventAgentWhoReference + altId: String + name: String + requestor: Boolean + location: AuditEventAgentLocationReference + policy: [URI] + media: Coding + network: AuditEventNetwork + purposeOfUse: [CodeableConcept] +} + +type AuditEventDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: String + valueString: String + valueBase64Binary: Base64Binary +} + +type AuditEventEntityWhatReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type AuditEventEntity { + id: String + extension: [Extension] + modifierExtension: [Extension] + what: AuditEventEntityWhatReference + type: Coding + role: Coding + lifecycle: Coding + securityLabel: [Coding] + name: String + description: String + query: Base64Binary + detail: [AuditEventDetail] +} + +type AuditEventNetwork { + id: String + extension: [Extension] + modifierExtension: [Extension] + address: String + type: Code +} + +union AuditEventSourceObserver = PractitionerRole | Practitioner | Organization | Device | Patient | RelatedPerson + +type AuditEventSourceObserverReference { + id: String + extension: [Extension] + reference: String + resource: AuditEventSourceObserver + type: URI + identifier: Identifier + display: String +} + +type AuditEventSource { + id: String + extension: [Extension] + modifierExtension: [Extension] + site: String + observer: AuditEventSourceObserverReference + type: [Coding] +} + +union BiologicallyDerivedProductCollectionCollector = Practitioner | PractitionerRole + +type BiologicallyDerivedProductCollectionCollectorReference { + id: String + extension: [Extension] + reference: String + resource: BiologicallyDerivedProductCollectionCollector + type: URI + identifier: Identifier + display: String +} + +union BiologicallyDerivedProductCollectionSource = Patient | Organization + +type BiologicallyDerivedProductCollectionSourceReference { + id: String + extension: [Extension] + reference: String + resource: BiologicallyDerivedProductCollectionSource + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProductCollection { + id: String + extension: [Extension] + modifierExtension: [Extension] + collector: BiologicallyDerivedProductCollectionCollectorReference + source: BiologicallyDerivedProductCollectionSourceReference + collectedDateTime: DateTime + collectedPeriod: Period +} + +type BiologicallyDerivedProductManipulation { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + timeDateTime: DateTime + timePeriod: Period +} + +type BiologicallyDerivedProductProcessingAdditiveReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProductProcessing { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + procedure: CodeableConcept + additive: BiologicallyDerivedProductProcessingAdditiveReference + timeDateTime: DateTime + timePeriod: Period +} + +type BiologicallyDerivedProductStorage { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + temperature: Float + scale: Code + duration: Period +} + +type BundleEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + link: [BundleLink] + fullUrl: URI + resource: Resource + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BundleLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + relation: String + url: URI +} + +type BundleRequest { + id: String + extension: [Extension] + modifierExtension: [Extension] + method: Code + url: URI + ifNoneMatch: String + ifModifiedSince: Instant + ifMatch: String + ifNoneExist: String +} + +type BundleResponse { + id: String + extension: [Extension] + modifierExtension: [Extension] + status: String + location: URI + etag: String + lastModified: Instant + outcome: Resource +} + +type BundleSearch { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + score: Float +} + +type CapabilityStatementDocument { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + documentation: Markdown + profile: Canonical +} + +type CapabilityStatementEndpoint { + id: String + extension: [Extension] + modifierExtension: [Extension] + protocol: Coding + address: URL +} + +type CapabilityStatementImplementationCustodianReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CapabilityStatementImplementation { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + url: URL + custodian: CapabilityStatementImplementationCustodianReference +} + +type CapabilityStatementInteraction { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + documentation: Markdown +} + +type CapabilityStatementInteraction1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + documentation: Markdown +} + +type CapabilityStatementMessaging { + id: String + extension: [Extension] + modifierExtension: [Extension] + endpoint: [CapabilityStatementEndpoint] + reliableCache: Int + documentation: Markdown + supportedMessage: [CapabilityStatementSupportedMessage] +} + +type CapabilityStatementOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + definition: Canonical + documentation: Markdown +} + +type CapabilityStatementResource { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + profile: Canonical + supportedProfile: [Canonical] + documentation: Markdown + interaction: [CapabilityStatementInteraction] + versioning: Code + readHistory: Boolean + updateCreate: Boolean + conditionalCreate: Boolean + conditionalRead: Code + conditionalUpdate: Boolean + conditionalDelete: Code + referencePolicy: [Code] + searchInclude: [String] + searchRevInclude: [String] + searchParam: [CapabilityStatementSearchParam] + operation: [CapabilityStatementOperation] +} + +type CapabilityStatementRest { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + documentation: Markdown + security: CapabilityStatementSecurity + resource: [CapabilityStatementResource] + interaction: [CapabilityStatementInteraction1] + searchParam: [CapabilityStatementSearchParam] + operation: [CapabilityStatementOperation] + compartment: [Canonical] +} + +type CapabilityStatementSearchParam { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + definition: Canonical + type: Code + documentation: Markdown +} + +type CapabilityStatementSecurity { + id: String + extension: [Extension] + modifierExtension: [Extension] + cors: Boolean + service: [CodeableConcept] + description: Markdown +} + +type CapabilityStatementSoftware { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + version: String + releaseDate: DateTime +} + +type CapabilityStatementSupportedMessage { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + definition: Canonical +} + +type CarePlanActivityOutcomeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union CarePlanActivityReference = Appointment | CommunicationRequest | DeviceRequest | MedicationRequest | NutritionOrder | Task | ServiceRequest | VisionPrescription | RequestGroup + +type CarePlanActivityReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanActivityReference + type: URI + identifier: Identifier + display: String +} + +type CarePlanActivity { + id: String + extension: [Extension] + modifierExtension: [Extension] + outcomeCodeableConcept: [CodeableConcept] + outcomeReference: [CarePlanActivityOutcomeReferenceReference] + progress: [Annotation] + reference: CarePlanActivityReferenceReference + detail: CarePlanDetail +} + +union CarePlanDetailReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type CarePlanDetailReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanDetailReasonReference + type: URI + identifier: Identifier + display: String +} + +type CarePlanDetailGoalReference { + id: String + extension: [Extension] + reference: String + resource: Goal + type: URI + identifier: Identifier + display: String +} + +type CarePlanDetailLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union CarePlanDetailPerformer = Practitioner | PractitionerRole | Organization | RelatedPerson | Patient | CareTeam | HealthcareService | Device + +type CarePlanDetailPerformerReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanDetailPerformer + type: URI + identifier: Identifier + display: String +} + +union CarePlanDetailProductReference = Medication | Substance + +type CarePlanDetailProductReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanDetailProductReference + type: URI + identifier: Identifier + display: String +} + +type CarePlanDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + kind: Code + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + code: CodeableConcept + reasonCode: [CodeableConcept] + reasonReference: [CarePlanDetailReasonReferenceReference] + goal: [CarePlanDetailGoalReference] + status: Code + statusReason: CodeableConcept + doNotPerform: Boolean + scheduledTiming: Timing + scheduledPeriod: Period + scheduledString: String + location: CarePlanDetailLocationReference + performer: [CarePlanDetailPerformerReference] + productCodeableConcept: CodeableConcept + productReference: CarePlanDetailProductReferenceReference + dailyAmount: Quantity + quantity: Quantity + description: String +} + +union CareTeamParticipantMember = Practitioner | PractitionerRole | RelatedPerson | Patient | Organization | CareTeam + +type CareTeamParticipantMemberReference { + id: String + extension: [Extension] + reference: String + resource: CareTeamParticipantMember + type: URI + identifier: Identifier + display: String +} + +type CareTeamParticipantOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CareTeamParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: [CodeableConcept] + member: CareTeamParticipantMemberReference + onBehalfOf: CareTeamParticipantOnBehalfOfReference + period: Period +} + +type CatalogEntryRelatedEntryItemReference { + id: String + extension: [Extension] + reference: String + resource: CatalogEntry + type: URI + identifier: Identifier + display: String +} + +type CatalogEntryRelatedEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationtype: Code + item: CatalogEntryRelatedEntryItemReference +} + +type ChargeItemDefinitionApplicability { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + language: String + expression: String +} + +type ChargeItemDefinitionPriceComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + code: CodeableConcept + factor: Float + amount: Money +} + +type ChargeItemDefinitionPropertyGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + applicability: [ChargeItemDefinitionApplicability] + priceComponent: [ChargeItemDefinitionPriceComponent] +} + +union ChargeItemPerformerActor = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson + +type ChargeItemPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemPerformerActor + type: URI + identifier: Identifier + display: String +} + +type ChargeItemPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ChargeItemPerformerActorReference +} + +type CitationAbstract { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + language: CodeableConcept + text: Markdown + copyright: Markdown +} + +type CitationAffiliationInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + affiliation: String + role: String + identifier: [Identifier] +} + +type CitationCitedArtifact { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + relatedIdentifier: [Identifier] + dateAccessed: DateTime + version: CitationVersion + currentState: [CodeableConcept] + statusDate: [CitationStatusDate1] + title: [CitationTitle] + abstract: [CitationAbstract] + part: CitationPart + relatesTo: [CitationRelatesTo1] + publicationForm: [CitationPublicationForm] + webLocation: [CitationWebLocation] + classification: [CitationClassification1] + contributorship: CitationContributorship + note: [Annotation] +} + +type CitationClassification { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + classifier: [CodeableConcept] +} + +type CitationClassification1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + classifier: [CodeableConcept] + whoClassified: CitationWhoClassified +} + +type CitationContributionInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + time: DateTime +} + +type CitationContributorship { + id: String + extension: [Extension] + modifierExtension: [Extension] + complete: Boolean + entry: [CitationEntry] + summary: [CitationSummary1] +} + +type CitationDateOfPublication { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: Date + year: String + month: String + day: String + season: String + text: String +} + +type CitationEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: HumanName + initials: String + collectiveName: String + identifier: [Identifier] + affiliationInfo: [CitationAffiliationInfo] + address: [Address] + telecom: [ContactPoint] + contributionType: [CodeableConcept] + role: CodeableConcept + contributionInstance: [CitationContributionInstance] + correspondingContact: Boolean + listOrder: Int +} + +type CitationPartBaseCitationReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type CitationPart { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + value: String + baseCitation: CitationPartBaseCitationReference +} + +type CitationPeriodicRelease { + id: String + extension: [Extension] + modifierExtension: [Extension] + citedMedium: CodeableConcept + volume: String + issue: String + dateOfPublication: CitationDateOfPublication +} + +type CitationPublicationForm { + id: String + extension: [Extension] + modifierExtension: [Extension] + publishedIn: CitationPublishedIn + periodicRelease: CitationPeriodicRelease + articleDate: DateTime + lastRevisionDate: DateTime + language: [CodeableConcept] + accessionNumber: String + pageString: String + firstPage: String + lastPage: String + pageCount: String + copyright: Markdown +} + +type CitationPublishedInPublisherReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CitationPublishedIn { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + identifier: [Identifier] + title: String + publisher: CitationPublishedInPublisherReference + publisherLocation: String +} + +type CitationRelatesToTargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CitationRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationshipType: CodeableConcept + targetClassifier: [CodeableConcept] + targetUri: URI + targetIdentifier: Identifier + targetReference: CitationRelatesToTargetReferenceReference + targetAttachment: Attachment +} + +type CitationRelatesTo1TargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CitationRelatesTo1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationshipType: CodeableConcept + targetClassifier: [CodeableConcept] + targetUri: URI + targetIdentifier: Identifier + targetReference: CitationRelatesTo1TargetReferenceReference + targetAttachment: Attachment +} + +type CitationStatusDate { + id: String + extension: [Extension] + modifierExtension: [Extension] + activity: CodeableConcept + actual: Boolean + period: Period +} + +type CitationStatusDate1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + activity: CodeableConcept + actual: Boolean + period: Period +} + +type CitationSummary { + id: String + extension: [Extension] + modifierExtension: [Extension] + style: CodeableConcept + text: Markdown +} + +type CitationSummary1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + style: CodeableConcept + source: CodeableConcept + value: Markdown +} + +type CitationTitle { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + language: CodeableConcept + text: Markdown +} + +type CitationVersionBaseCitationReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type CitationVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + value: String + baseCitation: CitationVersionBaseCitationReference +} + +type CitationWebLocation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + url: URI +} + +union CitationWhoClassifiedPerson = Person | Practitioner + +type CitationWhoClassifiedPersonReference { + id: String + extension: [Extension] + reference: String + resource: CitationWhoClassifiedPerson + type: URI + identifier: Identifier + display: String +} + +type CitationWhoClassifiedOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CitationWhoClassifiedPublisherReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CitationWhoClassified { + id: String + extension: [Extension] + modifierExtension: [Extension] + person: CitationWhoClassifiedPersonReference + organization: CitationWhoClassifiedOrganizationReference + publisher: CitationWhoClassifiedPublisherReference + classifierCopyright: String + freeToShare: Boolean +} + +type ClaimAccidentLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ClaimAccident { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: Date + type: CodeableConcept + locationAddress: Address + locationReference: ClaimAccidentLocationReferenceReference +} + +union ClaimCareTeamProvider = Practitioner | PractitionerRole | Organization + +type ClaimCareTeamProviderReference { + id: String + extension: [Extension] + reference: String + resource: ClaimCareTeamProvider + type: URI + identifier: Identifier + display: String +} + +type ClaimCareTeam { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + provider: ClaimCareTeamProviderReference + responsible: Boolean + role: CodeableConcept + qualification: CodeableConcept +} + +type ClaimDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ClaimDetailUdiReference] + subDetail: [ClaimSubDetail] +} + +type ClaimDiagnosisDiagnosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type ClaimDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + diagnosisCodeableConcept: CodeableConcept + diagnosisReference: ClaimDiagnosisDiagnosisReferenceReference + type: [CodeableConcept] + onAdmission: CodeableConcept + packageCode: CodeableConcept +} + +type ClaimInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type ClaimInsuranceClaimResponseReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponse + type: URI + identifier: Identifier + display: String +} + +type ClaimInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + focal: Boolean + identifier: Identifier + coverage: ClaimInsuranceCoverageReference + businessArrangement: String + preAuthRef: [String] + claimResponse: ClaimInsuranceClaimResponseReference +} + +type ClaimItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ClaimItemUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimItemEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type ClaimItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + careTeamSequence: [Int] + diagnosisSequence: [Int] + procedureSequence: [Int] + informationSequence: [Int] + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ClaimItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ClaimItemUdiReference] + bodySite: CodeableConcept + subSite: [CodeableConcept] + encounter: [ClaimItemEncounterReference] + detail: [ClaimDetail] +} + +union ClaimPayeeParty = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson + +type ClaimPayeePartyReference { + id: String + extension: [Extension] + reference: String + resource: ClaimPayeeParty + type: URI + identifier: Identifier + display: String +} + +type ClaimPayee { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + party: ClaimPayeePartyReference +} + +type ClaimProcedureProcedureReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type ClaimProcedureUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimProcedure { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + type: [CodeableConcept] + date: DateTime + procedureCodeableConcept: CodeableConcept + procedureReference: ClaimProcedureProcedureReferenceReference + udi: [ClaimProcedureUdiReference] +} + +type ClaimRelatedClaimReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ClaimRelated { + id: String + extension: [Extension] + modifierExtension: [Extension] + claim: ClaimRelatedClaimReference + relationship: CodeableConcept + reference: Identifier +} + +union ClaimResponseAddItemProvider = Practitioner | PractitionerRole | Organization + +type ClaimResponseAddItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponseAddItemProvider + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseAddItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseAddItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: [Int] + detailSequence: [Int] + subdetailSequence: [Int] + provider: [ClaimResponseAddItemProviderReference] + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ClaimResponseAddItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + bodySite: CodeableConcept + subSite: [CodeableConcept] + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + detail: [ClaimResponseDetail1] +} + +type ClaimResponseAdjudication { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + reason: CodeableConcept + amount: Money + value: Float +} + +type ClaimResponseDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + detailSequence: Int + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + subDetail: [ClaimResponseSubDetail] +} + +type ClaimResponseDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + subDetail: [ClaimResponseSubDetail1] +} + +type ClaimResponseError { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: Int + detailSequence: Int + subDetailSequence: Int + code: CodeableConcept +} + +type ClaimResponseInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseInsuranceClaimResponseReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponse + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + focal: Boolean + coverage: ClaimResponseInsuranceCoverageReference + businessArrangement: String + claimResponse: ClaimResponseInsuranceClaimResponseReference +} + +type ClaimResponseItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: Int + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] + detail: [ClaimResponseDetail] +} + +type ClaimResponsePayment { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + adjustment: Money + adjustmentReason: CodeableConcept + date: Date + amount: Money + identifier: Identifier +} + +type ClaimResponseProcessNote { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: Int + type: Code + text: String + language: CodeableConcept +} + +type ClaimResponseSubDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + subDetailSequence: Int + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] +} + +type ClaimResponseSubDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ClaimResponseAdjudication] +} + +type ClaimResponseTotal { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + amount: Money +} + +type ClaimSubDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ClaimSubDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ClaimSubDetailUdiReference] +} + +type ClaimSupportingInfoValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ClaimSupportingInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + category: CodeableConcept + code: CodeableConcept + timingDate: Date + timingPeriod: Period + valueBoolean: Boolean + valueString: String + valueQuantity: Quantity + valueAttachment: Attachment + valueReference: ClaimSupportingInfoValueReferenceReference + reason: CodeableConcept +} + +union ClinicalImpressionFindingItemReference = Condition | Observation | Media + +type ClinicalImpressionFindingItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionFindingItemReference + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionFinding { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemCodeableConcept: CodeableConcept + itemReference: ClinicalImpressionFindingItemReferenceReference + basis: String +} + +union ClinicalImpressionInvestigationItem = Observation | QuestionnaireResponse | FamilyMemberHistory | DiagnosticReport | RiskAssessment | ImagingStudy | Media + +type ClinicalImpressionInvestigationItemReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionInvestigationItem + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionInvestigation { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + item: [ClinicalImpressionInvestigationItemReference] +} + +type ClinicalUseDefinitionContraindicationDiseaseSymptomProcedureReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindicationDiseaseStatusReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindicationComorbidityReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindicationIndicationReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionContraindication { + id: String + extension: [Extension] + modifierExtension: [Extension] + diseaseSymptomProcedure: ClinicalUseDefinitionContraindicationDiseaseSymptomProcedureReference + diseaseStatus: ClinicalUseDefinitionContraindicationDiseaseStatusReference + comorbidity: [ClinicalUseDefinitionContraindicationComorbidityReference] + indication: [ClinicalUseDefinitionContraindicationIndicationReference] + otherTherapy: [ClinicalUseDefinitionOtherTherapy] +} + +type ClinicalUseDefinitionIndicationDiseaseSymptomProcedureReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationDiseaseStatusReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationComorbidityReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationIntendedEffectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndicationUndesirableEffectReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionIndication { + id: String + extension: [Extension] + modifierExtension: [Extension] + diseaseSymptomProcedure: ClinicalUseDefinitionIndicationDiseaseSymptomProcedureReference + diseaseStatus: ClinicalUseDefinitionIndicationDiseaseStatusReference + comorbidity: [ClinicalUseDefinitionIndicationComorbidityReference] + intendedEffect: ClinicalUseDefinitionIndicationIntendedEffectReference + durationRange: Range + durationString: String + undesirableEffect: [ClinicalUseDefinitionIndicationUndesirableEffectReference] + otherTherapy: [ClinicalUseDefinitionOtherTherapy] +} + +union ClinicalUseDefinitionInteractantItemReference = MedicinalProductDefinition | Medication | Substance | ObservationDefinition + +type ClinicalUseDefinitionInteractantItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinitionInteractantItemReference + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionInteractant { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemReference: ClinicalUseDefinitionInteractantItemReferenceReference + itemCodeableConcept: CodeableConcept +} + +type ClinicalUseDefinitionInteractionEffectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionInteraction { + id: String + extension: [Extension] + modifierExtension: [Extension] + interactant: [ClinicalUseDefinitionInteractant] + type: CodeableConcept + effect: ClinicalUseDefinitionInteractionEffectReference + incidence: CodeableConcept + management: [CodeableConcept] +} + +union ClinicalUseDefinitionOtherTherapyTherapy = MedicinalProductDefinition | Medication | Substance | SubstanceDefinition | ActivityDefinition + +type ClinicalUseDefinitionOtherTherapyTherapyReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinitionOtherTherapyTherapy + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionOtherTherapy { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationshipType: CodeableConcept + therapy: ClinicalUseDefinitionOtherTherapyTherapyReference +} + +type ClinicalUseDefinitionUndesirableEffectSymptomConditionEffectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionUndesirableEffect { + id: String + extension: [Extension] + modifierExtension: [Extension] + symptomConditionEffect: ClinicalUseDefinitionUndesirableEffectSymptomConditionEffectReference + classification: CodeableConcept + frequencyOfOccurrence: CodeableConcept +} + +type ClinicalUseDefinitionWarning { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + code: CodeableConcept +} + +type CodeSystemConcept { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + definition: String + designation: [CodeSystemDesignation] + property: [CodeSystemProperty1] + concept: [CodeSystemConcept] +} + +type CodeSystemDesignation { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: Code + use: Coding + value: String +} + +type CodeSystemFilter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + description: String + operator: [Code] + value: String +} + +type CodeSystemProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + uri: URI + description: String + type: Code +} + +type CodeSystemProperty1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + valueCode: Code + valueCoding: Coding + valueString: String + valueInteger: Int + valueBoolean: Boolean + valueDateTime: DateTime + valueDecimal: Float +} + +type CommunicationPayloadContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationPayload { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentString: String + contentAttachment: Attachment + contentReference: CommunicationPayloadContentReferenceReference +} + +type CommunicationRequestPayloadContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestPayload { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentString: String + contentAttachment: Attachment + contentReference: CommunicationRequestPayloadContentReferenceReference +} + +type CompartmentDefinitionResource { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + param: [String] + documentation: String +} + +union CompositionAttesterParty = Patient | RelatedPerson | Practitioner | PractitionerRole | Organization + +type CompositionAttesterPartyReference { + id: String + extension: [Extension] + reference: String + resource: CompositionAttesterParty + type: URI + identifier: Identifier + display: String +} + +type CompositionAttester { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + time: DateTime + party: CompositionAttesterPartyReference +} + +type CompositionEventDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionEvent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + period: Period + detail: [CompositionEventDetailReference] +} + +type CompositionRelatesToTargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Composition + type: URI + identifier: Identifier + display: String +} + +type CompositionRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + targetIdentifier: Identifier + targetReference: CompositionRelatesToTargetReferenceReference +} + +union CompositionSectionAuthor = Practitioner | PractitionerRole | Device | Patient | RelatedPerson | Organization + +type CompositionSectionAuthorReference { + id: String + extension: [Extension] + reference: String + resource: CompositionSectionAuthor + type: URI + identifier: Identifier + display: String +} + +type CompositionSectionFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionSectionEntryReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionSection { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + code: CodeableConcept + author: [CompositionSectionAuthorReference] + focus: CompositionSectionFocusReference + text: Narrative + mode: Code + orderedBy: CodeableConcept + entry: [CompositionSectionEntryReference] + emptyReason: CodeableConcept + section: [CompositionSection] +} + +type ConceptMapDependsOn { + id: String + extension: [Extension] + modifierExtension: [Extension] + property: URI + system: Canonical + value: String + display: String +} + +type ConceptMapElement { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + target: [ConceptMapTarget] +} + +type ConceptMapGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + source: URI + sourceVersion: String + target: URI + targetVersion: String + element: [ConceptMapElement] + unmapped: ConceptMapUnmapped +} + +type ConceptMapTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + equivalence: Code + comment: String + dependsOn: [ConceptMapDependsOn] + product: [ConceptMapDependsOn] +} + +type ConceptMapUnmapped { + id: String + extension: [Extension] + modifierExtension: [Extension] + mode: Code + code: Code + display: String + url: Canonical +} + +type ConditionEvidenceDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ConditionEvidence { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + detail: [ConditionEvidenceDetailReference] +} + +union ConditionStageAssessment = ClinicalImpression | DiagnosticReport | Observation + +type ConditionStageAssessmentReference { + id: String + extension: [Extension] + reference: String + resource: ConditionStageAssessment + type: URI + identifier: Identifier + display: String +} + +type ConditionStage { + id: String + extension: [Extension] + modifierExtension: [Extension] + summary: CodeableConcept + assessment: [ConditionStageAssessmentReference] + type: CodeableConcept +} + +union ConsentActorReference = Device | Group | CareTeam | Organization | Patient | Practitioner | RelatedPerson | PractitionerRole + +type ConsentActorReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ConsentActorReference + type: URI + identifier: Identifier + display: String +} + +type ConsentActor { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: CodeableConcept + reference: ConsentActorReferenceReference +} + +type ConsentDataReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ConsentData { + id: String + extension: [Extension] + modifierExtension: [Extension] + meaning: Code + reference: ConsentDataReferenceReference +} + +type ConsentPolicy { + id: String + extension: [Extension] + modifierExtension: [Extension] + authority: URI + uri: URI +} + +type ConsentProvision { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + period: Period + actor: [ConsentActor] + action: [CodeableConcept] + securityLabel: [Coding] + purpose: [Coding] + class: [Coding] + code: [CodeableConcept] + dataPeriod: Period + data: [ConsentData] + provision: [ConsentProvision] +} + +union ConsentVerificationVerifiedWith = Patient | RelatedPerson + +type ConsentVerificationVerifiedWithReference { + id: String + extension: [Extension] + reference: String + resource: ConsentVerificationVerifiedWith + type: URI + identifier: Identifier + display: String +} + +type ConsentVerification { + id: String + extension: [Extension] + modifierExtension: [Extension] + verified: Boolean + verifiedWith: ConsentVerificationVerifiedWithReference + verificationDate: DateTime +} + +union ContractActionContext = Encounter | EpisodeOfCare + +type ContractActionContextReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionContext + type: URI + identifier: Identifier + display: String +} + +union ContractActionRequester = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization + +type ContractActionRequesterReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionRequester + type: URI + identifier: Identifier + display: String +} + +union ContractActionPerformer = RelatedPerson | Patient | Practitioner | PractitionerRole | CareTeam | Device | Substance | Organization | Location + +type ContractActionPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionPerformer + type: URI + identifier: Identifier + display: String +} + +union ContractActionReasonReference = Condition | Observation | DiagnosticReport | DocumentReference | Questionnaire | QuestionnaireResponse + +type ContractActionReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractActionReasonReference + type: URI + identifier: Identifier + display: String +} + +type ContractAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + doNotPerform: Boolean + type: CodeableConcept + subject: [ContractSubject] + intent: CodeableConcept + linkId: [String] + status: CodeableConcept + context: ContractActionContextReference + contextLinkId: [String] + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + requester: [ContractActionRequesterReference] + requesterLinkId: [String] + performerType: [CodeableConcept] + performerRole: CodeableConcept + performer: ContractActionPerformerReference + performerLinkId: [String] + reasonCode: [CodeableConcept] + reasonReference: [ContractActionReasonReferenceReference] + reason: [String] + reasonLinkId: [String] + note: [Annotation] + securityLabelNumber: [Int] +} + +type ContractAnswerValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractAnswer { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueBoolean: Boolean + valueDecimal: Float + valueInteger: Int + valueDate: Date + valueDateTime: DateTime + valueTime: Time + valueString: String + valueUri: URI + valueAttachment: Attachment + valueCoding: Coding + valueQuantity: Quantity + valueReference: ContractAnswerValueReferenceReference +} + +type ContractAssetTypeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractAsset { + id: String + extension: [Extension] + modifierExtension: [Extension] + scope: CodeableConcept + type: [CodeableConcept] + typeReference: [ContractAssetTypeReferenceReference] + subtype: [CodeableConcept] + relationship: Coding + context: [ContractContext] + condition: String + periodType: [CodeableConcept] + period: [Period] + usePeriod: [Period] + text: String + linkId: [String] + answer: [ContractAnswer] + securityLabelNumber: [Int] + valuedItem: [ContractValuedItem] +} + +union ContractContentDefinitionPublisher = Practitioner | PractitionerRole | Organization + +type ContractContentDefinitionPublisherReference { + id: String + extension: [Extension] + reference: String + resource: ContractContentDefinitionPublisher + type: URI + identifier: Identifier + display: String +} + +type ContractContentDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + subType: CodeableConcept + publisher: ContractContentDefinitionPublisherReference + publicationDate: DateTime + publicationStatus: Code + copyright: Markdown +} + +type ContractContextReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractContext { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: ContractContextReferenceReference + code: [CodeableConcept] + text: String +} + +union ContractFriendlyContentReference = Composition | DocumentReference | QuestionnaireResponse + +type ContractFriendlyContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractFriendlyContentReference + type: URI + identifier: Identifier + display: String +} + +type ContractFriendly { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentAttachment: Attachment + contentReference: ContractFriendlyContentReferenceReference +} + +union ContractLegalContentReference = Composition | DocumentReference | QuestionnaireResponse + +type ContractLegalContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractLegalContentReference + type: URI + identifier: Identifier + display: String +} + +type ContractLegal { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentAttachment: Attachment + contentReference: ContractLegalContentReferenceReference +} + +type ContractOfferTopicReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractOffer { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + party: [ContractParty] + topic: ContractOfferTopicReference + type: CodeableConcept + decision: CodeableConcept + decisionMode: [CodeableConcept] + answer: [ContractAnswer] + text: String + linkId: [String] + securityLabelNumber: [Int] +} + +union ContractPartyReference = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization + +type ContractPartyReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractPartyReference + type: URI + identifier: Identifier + display: String +} + +type ContractParty { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: [ContractPartyReferenceReference] + role: CodeableConcept +} + +type ContractRuleContentReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type ContractRule { + id: String + extension: [Extension] + modifierExtension: [Extension] + contentAttachment: Attachment + contentReference: ContractRuleContentReferenceReference +} + +type ContractSecurityLabel { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: [Int] + classification: Coding + category: [Coding] + control: [Coding] +} + +union ContractSignerParty = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type ContractSignerPartyReference { + id: String + extension: [Extension] + reference: String + resource: ContractSignerParty + type: URI + identifier: Identifier + display: String +} + +type ContractSigner { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Coding + party: ContractSignerPartyReference + signature: [Signature] +} + +union ContractSubjectReference = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Group | Organization + +type ContractSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractSubjectReference + type: URI + identifier: Identifier + display: String +} + +type ContractSubject { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: [ContractSubjectReferenceReference] + role: CodeableConcept +} + +type ContractTermTopicReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractTerm { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + issued: DateTime + applies: Period + topicCodeableConcept: CodeableConcept + topicReference: ContractTermTopicReferenceReference + type: CodeableConcept + subType: CodeableConcept + text: String + securityLabel: [ContractSecurityLabel] + offer: ContractOffer + asset: [ContractAsset] + action: [ContractAction] + group: [ContractTerm] +} + +type ContractValuedItemEntityReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union ContractValuedItemResponsible = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type ContractValuedItemResponsibleReference { + id: String + extension: [Extension] + reference: String + resource: ContractValuedItemResponsible + type: URI + identifier: Identifier + display: String +} + +union ContractValuedItemRecipient = Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type ContractValuedItemRecipientReference { + id: String + extension: [Extension] + reference: String + resource: ContractValuedItemRecipient + type: URI + identifier: Identifier + display: String +} + +type ContractValuedItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + entityCodeableConcept: CodeableConcept + entityReference: ContractValuedItemEntityReferenceReference + identifier: Identifier + effectiveTime: DateTime + quantity: Quantity + unitPrice: Money + factor: Float + points: Float + net: Money + payment: String + paymentDate: DateTime + responsible: ContractValuedItemResponsibleReference + recipient: ContractValuedItemRecipientReference + linkId: [String] + securityLabelNumber: [Int] +} + +type CoverageClass { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + value: String + name: String +} + +type CoverageCostToBeneficiary { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueQuantity: Quantity + valueMoney: Money + exception: [CoverageException] +} + +type CoverageEligibilityRequestDiagnosisDiagnosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + diagnosisCodeableConcept: CodeableConcept + diagnosisReference: CoverageEligibilityRequestDiagnosisDiagnosisReferenceReference +} + +type CoverageEligibilityRequestInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + focal: Boolean + coverage: CoverageEligibilityRequestInsuranceCoverageReference + businessArrangement: String +} + +union CoverageEligibilityRequestItemProvider = Practitioner | PractitionerRole + +type CoverageEligibilityRequestItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestItemProvider + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityRequestItemFacility = Location | Organization + +type CoverageEligibilityRequestItemFacilityReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestItemFacility + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestItemDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + supportingInfoSequence: [Int] + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + provider: CoverageEligibilityRequestItemProviderReference + quantity: Quantity + unitPrice: Money + facility: CoverageEligibilityRequestItemFacilityReference + diagnosis: [CoverageEligibilityRequestDiagnosis] + detail: [CoverageEligibilityRequestItemDetailReference] +} + +type CoverageEligibilityRequestSupportingInfoInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestSupportingInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + information: CoverageEligibilityRequestSupportingInfoInformationReference + appliesToAll: Boolean +} + +type CoverageEligibilityResponseBenefit { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + allowedUnsignedInt: Int + allowedString: String + allowedMoney: Money + usedUnsignedInt: Int + usedString: String + usedMoney: Money +} + +type CoverageEligibilityResponseError { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept +} + +type CoverageEligibilityResponseInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + coverage: CoverageEligibilityResponseInsuranceCoverageReference + inforce: Boolean + benefitPeriod: Period + item: [CoverageEligibilityResponseItem] +} + +union CoverageEligibilityResponseItemProvider = Practitioner | PractitionerRole + +type CoverageEligibilityResponseItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityResponseItemProvider + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + provider: CoverageEligibilityResponseItemProviderReference + excluded: Boolean + name: String + description: String + network: CodeableConcept + unit: CodeableConcept + term: CodeableConcept + benefit: [CoverageEligibilityResponseBenefit] + authorizationRequired: Boolean + authorizationSupporting: [CodeableConcept] + authorizationUrl: URI +} + +type CoverageException { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + period: Period +} + +type DetectedIssueEvidenceDetailReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DetectedIssueEvidence { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + detail: [DetectedIssueEvidenceDetailReference] +} + +union DetectedIssueMitigationAuthor = Practitioner | PractitionerRole + +type DetectedIssueMitigationAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssueMitigationAuthor + type: URI + identifier: Identifier + display: String +} + +type DetectedIssueMitigation { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: CodeableConcept + date: DateTime + author: DetectedIssueMitigationAuthorReference +} + +type DeviceDefinitionCapability { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + description: [CodeableConcept] +} + +type DeviceDefinitionDeviceName { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: Code +} + +type DeviceDefinitionMaterial { + id: String + extension: [Extension] + modifierExtension: [Extension] + substance: CodeableConcept + alternate: Boolean + allergenicIndicator: Boolean +} + +type DeviceDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueQuantity: [Quantity] + valueCode: [CodeableConcept] +} + +type DeviceDefinitionSpecialization { + id: String + extension: [Extension] + modifierExtension: [Extension] + systemType: String + version: String +} + +type DeviceDefinitionUdiDeviceIdentifier { + id: String + extension: [Extension] + modifierExtension: [Extension] + deviceIdentifier: String + issuer: URI + jurisdiction: URI +} + +type DeviceDeviceName { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: Code +} + +type DeviceMetricCalibration { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + state: Code + time: Instant +} + +type DeviceProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueQuantity: [Quantity] + valueCode: [CodeableConcept] +} + +type DeviceRequestParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range + valueBoolean: Boolean +} + +type DeviceSpecialization { + id: String + extension: [Extension] + modifierExtension: [Extension] + systemType: CodeableConcept + version: String +} + +type DeviceUdiCarrier { + id: String + extension: [Extension] + modifierExtension: [Extension] + deviceIdentifier: String + issuer: URI + jurisdiction: URI + carrierAIDC: Base64Binary + carrierHRF: String + entryType: Code +} + +type DeviceVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + component: Identifier + value: String +} + +type DiagnosticReportMediaLinkReference { + id: String + extension: [Extension] + reference: String + resource: Media + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportMedia { + id: String + extension: [Extension] + modifierExtension: [Extension] + comment: String + link: DiagnosticReportMediaLinkReference +} + +type DocumentManifestRelatedRefReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DocumentManifestRelated { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + ref: DocumentManifestRelatedRefReference +} + +type DocumentReferenceContent { + id: String + extension: [Extension] + modifierExtension: [Extension] + attachment: DocumentReferenceAttachment + format: Coding +} + +union DocumentReferenceContextEncounter = Encounter | EpisodeOfCare + +type DocumentReferenceContextEncounterReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceContextEncounter + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceContextSourcePatientInfoReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceContextRelatedReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceContext { + id: String + extension: [Extension] + modifierExtension: [Extension] + encounter: [DocumentReferenceContextEncounterReference] + event: [CodeableConcept] + period: Period + facilityType: CodeableConcept + practiceSetting: CodeableConcept + sourcePatientInfo: DocumentReferenceContextSourcePatientInfoReference + related: [DocumentReferenceContextRelatedReference] +} + +type DocumentReferenceRelatesToTargetReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + target: DocumentReferenceRelatesToTargetReference +} + +type Dosage { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + text: String + additionalInstruction: [CodeableConcept] + patientInstruction: String + timing: Timing + asNeededBoolean: Boolean + asNeededCodeableConcept: CodeableConcept + site: CodeableConcept + route: CodeableConcept + method: CodeableConcept + doseAndRate: [DosageDoseAndRate] + maxDosePerPeriod: Ratio + maxDosePerAdministration: Quantity + maxDosePerLifetime: Quantity +} + +type DosageDoseAndRate { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + doseRange: Range + doseQuantity: Quantity + rateRatio: Ratio + rateRange: Range + rateQuantity: Quantity +} + +type ElementDefinitionDefaultValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinitionFixedReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinitionPatternReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + representation: [Code] + sliceName: String + sliceIsConstraining: Boolean + label: String + code: [Coding] + slicing: ElementDefinitionSlicing + short: String + definition: Markdown + comment: Markdown + requirements: Markdown + alias: [String] + min: Int + max: String + base: ElementDefinitionBase + contentReference: URI + type: [ElementDefinitionType] + defaultValueBase64Binary: Base64Binary + defaultValueBoolean: Boolean + defaultValueCanonical: Canonical + defaultValueCode: Code + defaultValueDate: Date + defaultValueDateTime: DateTime + defaultValueDecimal: Float + defaultValueId: ID + defaultValueInstant: Instant + defaultValueInteger: Int + defaultValueMarkdown: Markdown + defaultValueOid: OID + defaultValuePositiveInt: Int + defaultValueString: String + defaultValueTime: Time + defaultValueUnsignedInt: Int + defaultValueUri: URI + defaultValueUrl: URL + defaultValueUuid: UUID + defaultValueAddress: Address + defaultValueAge: Quantity + defaultValueAnnotation: Annotation + defaultValueAttachment: Attachment + defaultValueCodeableConcept: CodeableConcept + defaultValueCodeableReference: CodeableReference + defaultValueCoding: Coding + defaultValueContactPoint: ContactPoint + defaultValueCount: Quantity + defaultValueDistance: Quantity + defaultValueDuration: Quantity + defaultValueHumanName: HumanName + defaultValueIdentifier: Identifier + defaultValueMoney: Money + defaultValuePeriod: Period + defaultValueQuantity: Quantity + defaultValueRange: Range + defaultValueRatio: Ratio + defaultValueRatioRange: RatioRange + defaultValueReference: ElementDefinitionDefaultValueReferenceReference + defaultValueSampledData: SampledData + defaultValueSignature: Signature + defaultValueTiming: Timing + defaultValueContactDetail: ContactDetail + defaultValueContributor: Contributor + defaultValueDataRequirement: DataRequirement + defaultValueExpression: Expression + defaultValueParameterDefinition: ParameterDefinition + defaultValueRelatedArtifact: RelatedArtifact + defaultValueTriggerDefinition: TriggerDefinition + defaultValueUsageContext: UsageContext + defaultValueDosage: Dosage + meaningWhenMissing: Markdown + orderMeaning: String + fixedBase64Binary: Base64Binary + fixedBoolean: Boolean + fixedCanonical: Canonical + fixedCode: Code + fixedDate: Date + fixedDateTime: DateTime + fixedDecimal: Float + fixedId: ID + fixedInstant: Instant + fixedInteger: Int + fixedMarkdown: Markdown + fixedOid: OID + fixedPositiveInt: Int + fixedString: String + fixedTime: Time + fixedUnsignedInt: Int + fixedUri: URI + fixedUrl: URL + fixedUuid: UUID + fixedAddress: Address + fixedAge: Quantity + fixedAnnotation: Annotation + fixedAttachment: Attachment + fixedCodeableConcept: CodeableConcept + fixedCodeableReference: CodeableReference + fixedCoding: Coding + fixedContactPoint: ContactPoint + fixedCount: Quantity + fixedDistance: Quantity + fixedDuration: Quantity + fixedHumanName: HumanName + fixedIdentifier: Identifier + fixedMoney: Money + fixedPeriod: Period + fixedQuantity: Quantity + fixedRange: Range + fixedRatio: Ratio + fixedRatioRange: RatioRange + fixedReference: ElementDefinitionFixedReferenceReference + fixedSampledData: SampledData + fixedSignature: Signature + fixedTiming: Timing + fixedContactDetail: ContactDetail + fixedContributor: Contributor + fixedDataRequirement: DataRequirement + fixedExpression: Expression + fixedParameterDefinition: ParameterDefinition + fixedRelatedArtifact: RelatedArtifact + fixedTriggerDefinition: TriggerDefinition + fixedUsageContext: UsageContext + fixedDosage: Dosage + patternBase64Binary: Base64Binary + patternBoolean: Boolean + patternCanonical: Canonical + patternCode: Code + patternDate: Date + patternDateTime: DateTime + patternDecimal: Float + patternId: ID + patternInstant: Instant + patternInteger: Int + patternMarkdown: Markdown + patternOid: OID + patternPositiveInt: Int + patternString: String + patternTime: Time + patternUnsignedInt: Int + patternUri: URI + patternUrl: URL + patternUuid: UUID + patternAddress: Address + patternAge: Quantity + patternAnnotation: Annotation + patternAttachment: Attachment + patternCodeableConcept: CodeableConcept + patternCodeableReference: CodeableReference + patternCoding: Coding + patternContactPoint: ContactPoint + patternCount: Quantity + patternDistance: Quantity + patternDuration: Quantity + patternHumanName: HumanName + patternIdentifier: Identifier + patternMoney: Money + patternPeriod: Period + patternQuantity: Quantity + patternRange: Range + patternRatio: Ratio + patternRatioRange: RatioRange + patternReference: ElementDefinitionPatternReferenceReference + patternSampledData: SampledData + patternSignature: Signature + patternTiming: Timing + patternContactDetail: ContactDetail + patternContributor: Contributor + patternDataRequirement: DataRequirement + patternExpression: Expression + patternParameterDefinition: ParameterDefinition + patternRelatedArtifact: RelatedArtifact + patternTriggerDefinition: TriggerDefinition + patternUsageContext: UsageContext + patternDosage: Dosage + example: [ElementDefinitionExample] + minValueDate: Date + minValueDateTime: DateTime + minValueInstant: Instant + minValueTime: Time + minValueDecimal: Float + minValueInteger: Int + minValuePositiveInt: Int + minValueUnsignedInt: Int + minValueQuantity: Quantity + maxValueDate: Date + maxValueDateTime: DateTime + maxValueInstant: Instant + maxValueTime: Time + maxValueDecimal: Float + maxValueInteger: Int + maxValuePositiveInt: Int + maxValueUnsignedInt: Int + maxValueQuantity: Quantity + maxLength: Int + condition: [ID] + constraint: [ElementDefinitionConstraint] + mustSupport: Boolean + isModifier: Boolean + isModifierReason: String + isSummary: Boolean + binding: ElementDefinitionBinding + mapping: [ElementDefinitionMapping] +} + +type ElementDefinitionBase { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + min: Int + max: String +} + +type ElementDefinitionBinding { + id: String + extension: [Extension] + modifierExtension: [Extension] + strength: Code + description: String + valueSet: Canonical +} + +type ElementDefinitionConstraint { + id: String + extension: [Extension] + modifierExtension: [Extension] + key: ID + requirements: String + severity: Code + human: String + expression: String + xpath: String + source: Canonical +} + +type ElementDefinitionDiscriminator { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + path: String +} + +type ElementDefinitionExampleValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ElementDefinitionExample { + id: String + extension: [Extension] + modifierExtension: [Extension] + label: String + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCodeableReference: CodeableReference + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueRatioRange: RatioRange + valueReference: ElementDefinitionExampleValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage +} + +type ElementDefinitionMapping { + id: String + extension: [Extension] + modifierExtension: [Extension] + identity: ID + language: Code + map: String + comment: String +} + +type ElementDefinitionSlicing { + id: String + extension: [Extension] + modifierExtension: [Extension] + discriminator: [ElementDefinitionDiscriminator] + description: String + ordered: Boolean + rules: Code +} + +type ElementDefinitionType { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: URI + profile: [Canonical] + targetProfile: [Canonical] + aggregation: [Code] + versioning: Code +} + +type EncounterClassHistory { + id: String + extension: [Extension] + modifierExtension: [Extension] + class: Coding + period: Period +} + +union EncounterDiagnosisCondition = Condition | Procedure + +type EncounterDiagnosisConditionReference { + id: String + extension: [Extension] + reference: String + resource: EncounterDiagnosisCondition + type: URI + identifier: Identifier + display: String +} + +type EncounterDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + condition: EncounterDiagnosisConditionReference + use: CodeableConcept + rank: Int +} + +union EncounterHospitalizationOrigin = Location | Organization + +type EncounterHospitalizationOriginReference { + id: String + extension: [Extension] + reference: String + resource: EncounterHospitalizationOrigin + type: URI + identifier: Identifier + display: String +} + +union EncounterHospitalizationDestination = Location | Organization + +type EncounterHospitalizationDestinationReference { + id: String + extension: [Extension] + reference: String + resource: EncounterHospitalizationDestination + type: URI + identifier: Identifier + display: String +} + +type EncounterHospitalization { + id: String + extension: [Extension] + modifierExtension: [Extension] + preAdmissionIdentifier: Identifier + origin: EncounterHospitalizationOriginReference + admitSource: CodeableConcept + reAdmission: CodeableConcept + dietPreference: [CodeableConcept] + specialCourtesy: [CodeableConcept] + specialArrangement: [CodeableConcept] + destination: EncounterHospitalizationDestinationReference + dischargeDisposition: CodeableConcept +} + +type EncounterLocationLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type EncounterLocation { + id: String + extension: [Extension] + modifierExtension: [Extension] + location: EncounterLocationLocationReference + status: Code + physicalType: CodeableConcept + period: Period +} + +union EncounterParticipantIndividual = Practitioner | PractitionerRole | RelatedPerson + +type EncounterParticipantIndividualReference { + id: String + extension: [Extension] + reference: String + resource: EncounterParticipantIndividual + type: URI + identifier: Identifier + display: String +} + +type EncounterParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + period: Period + individual: EncounterParticipantIndividualReference +} + +type EncounterStatusHistory { + id: String + extension: [Extension] + modifierExtension: [Extension] + status: Code + period: Period +} + +type EpisodeOfCareDiagnosisConditionReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + condition: EpisodeOfCareDiagnosisConditionReference + role: CodeableConcept + rank: Int +} + +type EpisodeOfCareStatusHistory { + id: String + extension: [Extension] + modifierExtension: [Extension] + status: Code + period: Period +} + +type EvidenceAttributeEstimate { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + type: CodeableConcept + quantity: Quantity + level: Float + range: Range + attributeEstimate: [EvidenceAttributeEstimate] +} + +type EvidenceCertainty { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + type: CodeableConcept + rating: CodeableConcept + rater: String + subcomponent: [EvidenceCertainty] +} + +type EvidenceModelCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + value: Quantity + variable: [BackboneEvidenceVariable] + attributeEstimate: [EvidenceAttributeEstimate] +} + +type EvidenceReportCharacteristicValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueReference: EvidenceReportCharacteristicValueReferenceReference + valueCodeableConcept: CodeableConcept + valueBoolean: Boolean + valueQuantity: Quantity + valueRange: Range + exclude: Boolean + period: Period +} + +type EvidenceReportRelatesToTargetReferenceReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceReport + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportRelatesTo { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + targetIdentifier: Identifier + targetReference: EvidenceReportRelatesToTargetReferenceReference +} + +type EvidenceReportSectionFocusReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union EvidenceReportSectionAuthor = Person | Device | Group | Organization + +type EvidenceReportSectionAuthorReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceReportSectionAuthor + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportSectionEntryReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type EvidenceReportSection { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + focus: CodeableConcept + focusReference: EvidenceReportSectionFocusReferenceReference + author: [EvidenceReportSectionAuthorReference] + text: Narrative + mode: Code + orderedBy: CodeableConcept + entryClassifier: [CodeableConcept] + entryReference: [EvidenceReportSectionEntryReferenceReference] + entryQuantity: [Quantity] + emptyReason: CodeableConcept + section: [EvidenceReportSection] +} + +type EvidenceReportSubject { + id: String + extension: [Extension] + modifierExtension: [Extension] + characteristic: [EvidenceReportCharacteristic] + note: [Annotation] +} + +type EvidenceSampleSize { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + numberOfStudies: Int + numberOfParticipants: Int + knownDataCount: Int +} + +type EvidenceStatistic { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + note: [Annotation] + statisticType: CodeableConcept + category: CodeableConcept + quantity: Quantity + numberOfEvents: Int + numberAffected: Int + sampleSize: EvidenceSampleSize + attributeEstimate: [EvidenceAttributeEstimate] + modelCharacteristic: [EvidenceModelCharacteristic] +} + +union EvidenceVariableVariableDefinition = Group | EvidenceVariable + +type EvidenceVariableVariableDefinitionReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableVariableDefinition + type: URI + identifier: Identifier + display: String +} + +type BackboneEvidenceVariable { + id: String + extension: [Extension] + modifierExtension: [Extension] + variableDefinition: EvidenceVariableVariableDefinitionReference + handling: Code + valueCategory: [CodeableConcept] + valueQuantity: [Quantity] + valueRange: [Range] +} + +type EvidenceVariableCategory { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range +} + +union EvidenceVariableCharacteristicDefinitionReference = Group | EvidenceVariable + +type EvidenceVariableCharacteristicDefinitionReferenceReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableCharacteristicDefinitionReference + type: URI + identifier: Identifier + display: String +} + +union EvidenceVariableCharacteristicDevice = Device | DeviceMetric + +type EvidenceVariableCharacteristicDeviceReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableCharacteristicDevice + type: URI + identifier: Identifier + display: String +} + +type EvidenceVariableCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + definitionReference: EvidenceVariableCharacteristicDefinitionReferenceReference + definitionCanonical: Canonical + definitionCodeableConcept: CodeableConcept + definitionExpression: Expression + method: CodeableConcept + device: EvidenceVariableCharacteristicDeviceReference + exclude: Boolean + timeFromStart: EvidenceVariableTimeFromStart + groupMeasure: Code +} + +union EvidenceVariableDefinitionObserved = Group | EvidenceVariable + +type EvidenceVariableDefinitionObservedReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableDefinitionObserved + type: URI + identifier: Identifier + display: String +} + +union EvidenceVariableDefinitionIntended = Group | EvidenceVariable + +type EvidenceVariableDefinitionIntendedReference { + id: String + extension: [Extension] + reference: String + resource: EvidenceVariableDefinitionIntended + type: URI + identifier: Identifier + display: String +} + +type EvidenceVariableDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + note: [Annotation] + variableRole: CodeableConcept + observed: EvidenceVariableDefinitionObservedReference + intended: EvidenceVariableDefinitionIntendedReference + directnessMatch: CodeableConcept +} + +type EvidenceVariableTimeFromStart { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + quantity: Quantity + range: Range + note: [Annotation] +} + +type ExampleScenarioActor { + id: String + extension: [Extension] + modifierExtension: [Extension] + actorId: String + type: Code + name: String + description: Markdown +} + +type ExampleScenarioAlternative { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + description: Markdown + step: [ExampleScenarioStep] +} + +type ExampleScenarioContainedInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + resourceId: String + versionId: String +} + +type ExampleScenarioInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + resourceId: String + resourceType: Code + name: String + description: Markdown + version: [ExampleScenarioVersion] + containedInstance: [ExampleScenarioContainedInstance] +} + +type ExampleScenarioOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: String + type: String + name: String + initiator: String + receiver: String + description: Markdown + initiatorActive: Boolean + receiverActive: Boolean + request: ExampleScenarioContainedInstance + response: ExampleScenarioContainedInstance +} + +type ExampleScenarioProcess { + id: String + extension: [Extension] + modifierExtension: [Extension] + title: String + description: Markdown + preConditions: Markdown + postConditions: Markdown + step: [ExampleScenarioStep] +} + +type ExampleScenarioStep { + id: String + extension: [Extension] + modifierExtension: [Extension] + process: [ExampleScenarioProcess] + pause: Boolean + operation: ExampleScenarioOperation + alternative: [ExampleScenarioAlternative] +} + +type ExampleScenarioVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + versionId: String + description: Markdown +} + +type ExplanationOfBenefitAccidentLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitAccident { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: Date + type: CodeableConcept + locationAddress: Address + locationReference: ExplanationOfBenefitAccidentLocationReferenceReference +} + +union ExplanationOfBenefitAddItemProvider = Practitioner | PractitionerRole | Organization + +type ExplanationOfBenefitAddItemProviderReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitAddItemProvider + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitAddItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitAddItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemSequence: [Int] + detailSequence: [Int] + subDetailSequence: [Int] + provider: [ExplanationOfBenefitAddItemProviderReference] + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ExplanationOfBenefitAddItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + bodySite: CodeableConcept + subSite: [CodeableConcept] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + detail: [ExplanationOfBenefitDetail1] +} + +type ExplanationOfBenefitAdjudication { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + reason: CodeableConcept + amount: Money + value: Float +} + +type ExplanationOfBenefitBenefitBalance { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + excluded: Boolean + name: String + description: String + network: CodeableConcept + unit: CodeableConcept + term: CodeableConcept + financial: [ExplanationOfBenefitFinancial] +} + +union ExplanationOfBenefitCareTeamProvider = Practitioner | PractitionerRole | Organization + +type ExplanationOfBenefitCareTeamProviderReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitCareTeamProvider + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitCareTeam { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + provider: ExplanationOfBenefitCareTeamProviderReference + responsible: Boolean + role: CodeableConcept + qualification: CodeableConcept +} + +type ExplanationOfBenefitDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ExplanationOfBenefitDetailUdiReference] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + subDetail: [ExplanationOfBenefitSubDetail] +} + +type ExplanationOfBenefitDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + subDetail: [ExplanationOfBenefitSubDetail1] +} + +type ExplanationOfBenefitDiagnosisDiagnosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitDiagnosis { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + diagnosisCodeableConcept: CodeableConcept + diagnosisReference: ExplanationOfBenefitDiagnosisDiagnosisReferenceReference + type: [CodeableConcept] + onAdmission: CodeableConcept + packageCode: CodeableConcept +} + +type ExplanationOfBenefitFinancial { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + allowedUnsignedInt: Int + allowedString: String + allowedMoney: Money + usedUnsignedInt: Int + usedMoney: Money +} + +type ExplanationOfBenefitInsuranceCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitInsurance { + id: String + extension: [Extension] + modifierExtension: [Extension] + focal: Boolean + coverage: ExplanationOfBenefitInsuranceCoverageReference + preAuthRef: [String] +} + +type ExplanationOfBenefitItemLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitItemUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitItemEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + careTeamSequence: [Int] + diagnosisSequence: [Int] + procedureSequence: [Int] + informationSequence: [Int] + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + servicedDate: Date + servicedPeriod: Period + locationCodeableConcept: CodeableConcept + locationAddress: Address + locationReference: ExplanationOfBenefitItemLocationReferenceReference + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ExplanationOfBenefitItemUdiReference] + bodySite: CodeableConcept + subSite: [CodeableConcept] + encounter: [ExplanationOfBenefitItemEncounterReference] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] + detail: [ExplanationOfBenefitDetail] +} + +union ExplanationOfBenefitPayeeParty = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson + +type ExplanationOfBenefitPayeePartyReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitPayeeParty + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitPayee { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + party: ExplanationOfBenefitPayeePartyReference +} + +type ExplanationOfBenefitPayment { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + adjustment: Money + adjustmentReason: CodeableConcept + date: Date + amount: Money + identifier: Identifier +} + +type ExplanationOfBenefitProcedureProcedureReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitProcedureUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitProcedure { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + type: [CodeableConcept] + date: DateTime + procedureCodeableConcept: CodeableConcept + procedureReference: ExplanationOfBenefitProcedureProcedureReferenceReference + udi: [ExplanationOfBenefitProcedureUdiReference] +} + +type ExplanationOfBenefitProcessNote { + id: String + extension: [Extension] + modifierExtension: [Extension] + number: Int + type: Code + text: String + language: CodeableConcept +} + +type ExplanationOfBenefitRelatedClaimReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitRelated { + id: String + extension: [Extension] + modifierExtension: [Extension] + claim: ExplanationOfBenefitRelatedClaimReference + relationship: CodeableConcept + reference: Identifier +} + +type ExplanationOfBenefitSubDetailUdiReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitSubDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + revenue: CodeableConcept + category: CodeableConcept + productOrService: CodeableConcept + modifier: [CodeableConcept] + programCode: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + udi: [ExplanationOfBenefitSubDetailUdiReference] + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] +} + +type ExplanationOfBenefitSubDetail1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + productOrService: CodeableConcept + modifier: [CodeableConcept] + quantity: Quantity + unitPrice: Money + factor: Float + net: Money + noteNumber: [Int] + adjudication: [ExplanationOfBenefitAdjudication] +} + +type ExplanationOfBenefitSupportingInfoValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitSupportingInfo { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + category: CodeableConcept + code: CodeableConcept + timingDate: Date + timingPeriod: Period + valueBoolean: Boolean + valueString: String + valueQuantity: Quantity + valueAttachment: Attachment + valueReference: ExplanationOfBenefitSupportingInfoValueReferenceReference + reason: Coding +} + +type ExplanationOfBenefitTotal { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + amount: Money +} + +type FamilyMemberHistoryCondition { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + outcome: CodeableConcept + contributedToDeath: Boolean + onsetAge: Quantity + onsetRange: Range + onsetPeriod: Period + onsetString: String + note: [Annotation] +} + +type GoalTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + measure: CodeableConcept + detailQuantity: Quantity + detailRange: Range + detailCodeableConcept: CodeableConcept + detailString: String + detailBoolean: Boolean + detailInteger: Int + detailRatio: Ratio + dueDate: Date + dueDuration: Quantity +} + +type GraphDefinitionCompartment { + id: String + extension: [Extension] + modifierExtension: [Extension] + use: Code + code: Code + rule: Code + expression: String + description: String +} + +type GraphDefinitionLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + sliceName: String + min: Int + max: String + description: String + target: [GraphDefinitionTarget] +} + +type GraphDefinitionTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + params: String + profile: Canonical + compartment: [GraphDefinitionCompartment] + link: [GraphDefinitionLink] +} + +type GroupCharacteristicValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type GroupCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueCodeableConcept: CodeableConcept + valueBoolean: Boolean + valueQuantity: Quantity + valueRange: Range + valueReference: GroupCharacteristicValueReferenceReference + exclude: Boolean + period: Period +} + +union GroupMemberEntity = Patient | RelatedPerson | Practitioner | PractitionerRole | Device | Medication | Substance | Group + +type GroupMemberEntityReference { + id: String + extension: [Extension] + reference: String + resource: GroupMemberEntity + type: URI + identifier: Identifier + display: String +} + +type GroupMember { + id: String + extension: [Extension] + modifierExtension: [Extension] + entity: GroupMemberEntityReference + period: Period + inactive: Boolean +} + +type HealthcareServiceAvailableTime { + id: String + extension: [Extension] + modifierExtension: [Extension] + daysOfWeek: [Code] + allDay: Boolean + availableStartTime: Time + availableEndTime: Time +} + +type HealthcareServiceEligibility { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + comment: Markdown +} + +type HealthcareServiceNotAvailable { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + during: Period +} + +type ImagingStudyInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + uid: ID + sopClass: Coding + number: Int + title: String +} + +union ImagingStudyPerformerActor = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson + +type ImagingStudyPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyPerformerActor + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ImagingStudyPerformerActorReference +} + +type ImagingStudySeriesEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type ImagingStudySeriesSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type ImagingStudySeries { + id: String + extension: [Extension] + modifierExtension: [Extension] + uid: ID + number: Int + modality: Coding + description: String + numberOfInstances: Int + endpoint: [ImagingStudySeriesEndpointReference] + bodySite: Coding + laterality: Coding + specimen: [ImagingStudySeriesSpecimenReference] + started: DateTime + performer: [ImagingStudyPerformer] + instance: [ImagingStudyInstance] +} + +type ImmunizationEducation { + id: String + extension: [Extension] + modifierExtension: [Extension] + documentType: String + reference: URI + publicationDate: DateTime + presentationDate: DateTime +} + +union ImmunizationPerformerActor = Practitioner | PractitionerRole | Organization + +type ImmunizationPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ImmunizationPerformerActor + type: URI + identifier: Identifier + display: String +} + +type ImmunizationPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ImmunizationPerformerActorReference +} + +type ImmunizationProtocolAppliedAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationProtocolApplied { + id: String + extension: [Extension] + modifierExtension: [Extension] + series: String + authority: ImmunizationProtocolAppliedAuthorityReference + targetDisease: [CodeableConcept] + doseNumberPositiveInt: Int + doseNumberString: String + seriesDosesPositiveInt: Int + seriesDosesString: String +} + +type ImmunizationReactionDetailReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type ImmunizationReaction { + id: String + extension: [Extension] + modifierExtension: [Extension] + date: DateTime + detail: ImmunizationReactionDetailReference + reported: Boolean +} + +type ImmunizationRecommendationDateCriterion { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + value: DateTime +} + +union ImmunizationRecommendationRecommendationSupportingImmunization = Immunization | ImmunizationEvaluation + +type ImmunizationRecommendationRecommendationSupportingImmunizationReference { + id: String + extension: [Extension] + reference: String + resource: ImmunizationRecommendationRecommendationSupportingImmunization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendationRecommendationSupportingPatientInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendationRecommendation { + id: String + extension: [Extension] + modifierExtension: [Extension] + vaccineCode: [CodeableConcept] + targetDisease: CodeableConcept + contraindicatedVaccineCode: [CodeableConcept] + forecastStatus: CodeableConcept + forecastReason: [CodeableConcept] + dateCriterion: [ImmunizationRecommendationDateCriterion] + description: String + series: String + doseNumberPositiveInt: Int + doseNumberString: String + seriesDosesPositiveInt: Int + seriesDosesString: String + supportingImmunization: [ImmunizationRecommendationRecommendationSupportingImmunizationReference] + supportingPatientInformation: [ImmunizationRecommendationRecommendationSupportingPatientInformationReference] +} + +type ImplementationGuideDefinition { + id: String + extension: [Extension] + modifierExtension: [Extension] + grouping: [ImplementationGuideGrouping] + resource: [ImplementationGuideResource] + page: ImplementationGuidePage + parameter: [ImplementationGuideParameter] + template: [ImplementationGuideTemplate] +} + +type ImplementationGuideDependsOn { + id: String + extension: [Extension] + modifierExtension: [Extension] + uri: Canonical + packageId: ID + version: String +} + +type ImplementationGuideGlobal { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + profile: Canonical +} + +type ImplementationGuideGrouping { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + description: String +} + +type ImplementationGuideManifest { + id: String + extension: [Extension] + modifierExtension: [Extension] + rendering: URL + resource: [ImplementationGuideResource1] + page: [ImplementationGuidePage1] + image: [String] + other: [String] +} + +type ImplementationGuidePageNameReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Binary + type: URI + identifier: Identifier + display: String +} + +type ImplementationGuidePage { + id: String + extension: [Extension] + modifierExtension: [Extension] + nameUrl: URL + nameReference: ImplementationGuidePageNameReferenceReference + title: String + generation: Code + page: [ImplementationGuidePage] +} + +type ImplementationGuidePage1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + title: String + anchor: [String] +} + +type ImplementationGuideParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + value: String +} + +type ImplementationGuideResourceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ImplementationGuideResource { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: ImplementationGuideResourceReferenceReference + fhirVersion: [Code] + name: String + description: String + exampleBoolean: Boolean + exampleCanonical: Canonical + groupingId: ID +} + +type ImplementationGuideResource1ReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ImplementationGuideResource1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + reference: ImplementationGuideResource1ReferenceReference + exampleBoolean: Boolean + exampleCanonical: Canonical + relativePath: URL +} + +type ImplementationGuideTemplate { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + source: String + scope: String +} + +type IngredientManufacturerManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type IngredientManufacturer { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: Code + manufacturer: IngredientManufacturerManufacturerReference +} + +type IngredientReferenceStrengthSubstanceReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type IngredientReferenceStrength { + id: String + extension: [Extension] + modifierExtension: [Extension] + substance: IngredientReferenceStrengthSubstanceReference + strengthRatio: Ratio + strengthRatioRange: RatioRange + measurementPoint: String + country: [CodeableConcept] +} + +type IngredientStrength { + id: String + extension: [Extension] + modifierExtension: [Extension] + presentationRatio: Ratio + presentationRatioRange: RatioRange + textPresentation: String + concentrationRatio: Ratio + concentrationRatioRange: RatioRange + textConcentration: String + measurementPoint: String + country: [CodeableConcept] + referenceStrength: [IngredientReferenceStrength] +} + +type IngredientSubstanceCodeReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type IngredientSubstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: IngredientSubstanceCodeReference + strength: [IngredientStrength] +} + +type InsurancePlanBenefit { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + requirement: String + limit: [InsurancePlanLimit] +} + +type InsurancePlanBenefit1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + cost: [InsurancePlanCost] +} + +type InsurancePlanContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + purpose: CodeableConcept + name: HumanName + telecom: [ContactPoint] + address: Address +} + +type InsurancePlanCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + applicability: CodeableConcept + qualifiers: [CodeableConcept] + value: Quantity +} + +type InsurancePlanCoverageNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanCoverage { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + network: [InsurancePlanCoverageNetworkReference] + benefit: [InsurancePlanBenefit] +} + +type InsurancePlanGeneralCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + groupSize: Int + cost: Money + comment: String +} + +type InsurancePlanLimit { + id: String + extension: [Extension] + modifierExtension: [Extension] + value: Quantity + code: CodeableConcept +} + +type InsurancePlanPlanCoverageAreaReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanPlanNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanPlan { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + coverageArea: [InsurancePlanPlanCoverageAreaReference] + network: [InsurancePlanPlanNetworkReference] + generalCost: [InsurancePlanGeneralCost] + specificCost: [InsurancePlanSpecificCost] +} + +type InsurancePlanSpecificCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + benefit: [InsurancePlanBenefit1] +} + +type InvoiceLineItemChargeItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItem + type: URI + identifier: Identifier + display: String +} + +type InvoiceLineItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + sequence: Int + chargeItemReference: InvoiceLineItemChargeItemReferenceReference + chargeItemCodeableConcept: CodeableConcept + priceComponent: [InvoicePriceComponent] +} + +union InvoiceParticipantActor = Practitioner | Organization | Patient | PractitionerRole | Device | RelatedPerson + +type InvoiceParticipantActorReference { + id: String + extension: [Extension] + reference: String + resource: InvoiceParticipantActor + type: URI + identifier: Identifier + display: String +} + +type InvoiceParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: CodeableConcept + actor: InvoiceParticipantActorReference +} + +type InvoicePriceComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + code: CodeableConcept + factor: Float + amount: Money +} + +type LinkageItemResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type LinkageItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + resource: LinkageItemResourceReference +} + +type ListEntryItemReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ListEntry { + id: String + extension: [Extension] + modifierExtension: [Extension] + flag: CodeableConcept + deleted: Boolean + date: DateTime + item: ListEntryItemReference +} + +type LocationHoursOfOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + daysOfWeek: [Code] + allDay: Boolean + openingTime: Time + closingTime: Time +} + +type LocationPosition { + id: String + extension: [Extension] + modifierExtension: [Extension] + longitude: Float + latitude: Float + altitude: Float +} + +type ManufacturedItemDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +type MarketingStatus { + id: String + extension: [Extension] + modifierExtension: [Extension] + country: CodeableConcept + jurisdiction: CodeableConcept + status: CodeableConcept + dateRange: Period + restoreDate: DateTime +} + +type MeasureComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + criteria: Expression +} + +type MeasureGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + population: [MeasurePopulation] + stratifier: [MeasureStratifier] +} + +type MeasurePopulation { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + criteria: Expression +} + +type MeasureReportComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + value: CodeableConcept +} + +type MeasureReportGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + population: [MeasureReportPopulation] + measureScore: Quantity + stratifier: [MeasureReportStratifier] +} + +type MeasureReportPopulationSubjectResultsReference { + id: String + extension: [Extension] + reference: String + resource: List + type: URI + identifier: Identifier + display: String +} + +type MeasureReportPopulation { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + count: Int + subjectResults: MeasureReportPopulationSubjectResultsReference +} + +type MeasureReportPopulation1SubjectResultsReference { + id: String + extension: [Extension] + reference: String + resource: List + type: URI + identifier: Identifier + display: String +} + +type MeasureReportPopulation1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + count: Int + subjectResults: MeasureReportPopulation1SubjectResultsReference +} + +type MeasureReportStratifier { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: [CodeableConcept] + stratum: [MeasureReportStratum] +} + +type MeasureReportStratum { + id: String + extension: [Extension] + modifierExtension: [Extension] + value: CodeableConcept + component: [MeasureReportComponent] + population: [MeasureReportPopulation1] + measureScore: Quantity +} + +type MeasureStratifier { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + description: String + criteria: Expression + component: [MeasureComponent] +} + +type MeasureSupplementalData { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + usage: [CodeableConcept] + description: String + criteria: Expression +} + +type MedicationAdministrationDosage { + id: String + extension: [Extension] + modifierExtension: [Extension] + text: String + site: CodeableConcept + route: CodeableConcept + method: CodeableConcept + dose: Quantity + rateRatio: Ratio + rateQuantity: Quantity +} + +union MedicationAdministrationPerformerActor = Practitioner | PractitionerRole | Patient | RelatedPerson | Device + +type MedicationAdministrationPerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationPerformerActor + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationPerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: MedicationAdministrationPerformerActorReference +} + +type MedicationBatch { + id: String + extension: [Extension] + modifierExtension: [Extension] + lotNumber: String + expirationDate: DateTime +} + +union MedicationDispensePerformerActor = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson + +type MedicationDispensePerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispensePerformerActor + type: URI + identifier: Identifier + display: String +} + +type MedicationDispensePerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: MedicationDispensePerformerActorReference +} + +union MedicationDispenseSubstitutionResponsibleParty = Practitioner | PractitionerRole + +type MedicationDispenseSubstitutionResponsiblePartyReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseSubstitutionResponsibleParty + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseSubstitution { + id: String + extension: [Extension] + modifierExtension: [Extension] + wasSubstituted: Boolean + type: CodeableConcept + reason: [CodeableConcept] + responsibleParty: [MedicationDispenseSubstitutionResponsiblePartyReference] +} + +union MedicationIngredientItemReference = Substance | Medication + +type MedicationIngredientItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationIngredientItemReference + type: URI + identifier: Identifier + display: String +} + +type MedicationIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemCodeableConcept: CodeableConcept + itemReference: MedicationIngredientItemReferenceReference + isActive: Boolean + strength: Ratio +} + +type MedicationKnowledgeAdministrationGuidelinesIndicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeAdministrationGuidelines { + id: String + extension: [Extension] + modifierExtension: [Extension] + dosage: [MedicationKnowledgeDosage] + indicationCodeableConcept: CodeableConcept + indicationReference: MedicationKnowledgeAdministrationGuidelinesIndicationReferenceReference + patientCharacteristics: [MedicationKnowledgePatientCharacteristics] +} + +type MedicationKnowledgeCost { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + source: String + cost: Money +} + +type MedicationKnowledgeDosage { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + dosage: [Dosage] +} + +type MedicationKnowledgeDrugCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueString: String + valueQuantity: Quantity + valueBase64Binary: Base64Binary +} + +type MedicationKnowledgeIngredientItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + itemCodeableConcept: CodeableConcept + itemReference: MedicationKnowledgeIngredientItemReferenceReference + isActive: Boolean + strength: Ratio +} + +type MedicationKnowledgeKinetics { + id: String + extension: [Extension] + modifierExtension: [Extension] + areaUnderCurve: [Quantity] + lethalDose50: [Quantity] + halfLifePeriod: Quantity +} + +type MedicationKnowledgeMaxDispense { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + period: Quantity +} + +type MedicationKnowledgeMedicineClassification { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + classification: [CodeableConcept] +} + +type MedicationKnowledgeMonitoringProgram { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + name: String +} + +union MedicationKnowledgeMonographSource = DocumentReference | Media + +type MedicationKnowledgeMonographSourceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationKnowledgeMonographSource + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeMonograph { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + source: MedicationKnowledgeMonographSourceReference +} + +type MedicationKnowledgePackaging { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + quantity: Quantity +} + +type MedicationKnowledgePatientCharacteristics { + id: String + extension: [Extension] + modifierExtension: [Extension] + characteristicCodeableConcept: CodeableConcept + characteristicQuantity: Quantity + value: [String] +} + +type MedicationKnowledgeRegulatoryRegulatoryAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeRegulatory { + id: String + extension: [Extension] + modifierExtension: [Extension] + regulatoryAuthority: MedicationKnowledgeRegulatoryRegulatoryAuthorityReference + substitution: [MedicationKnowledgeSubstitution] + schedule: [MedicationKnowledgeSchedule] + maxDispense: MedicationKnowledgeMaxDispense +} + +type MedicationKnowledgeRelatedMedicationKnowledgeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationKnowledge + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeRelatedMedicationKnowledge { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + reference: [MedicationKnowledgeRelatedMedicationKnowledgeReferenceReference] +} + +type MedicationKnowledgeSchedule { + id: String + extension: [Extension] + modifierExtension: [Extension] + schedule: CodeableConcept +} + +type MedicationKnowledgeSubstitution { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + allowed: Boolean +} + +type MedicationRequestDispenseRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestDispenseRequest { + id: String + extension: [Extension] + modifierExtension: [Extension] + initialFill: MedicationRequestInitialFill + dispenseInterval: Quantity + validityPeriod: Period + numberOfRepeatsAllowed: Int + quantity: Quantity + expectedSupplyDuration: Quantity + performer: MedicationRequestDispenseRequestPerformerReference +} + +type MedicationRequestInitialFill { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + duration: Quantity +} + +type MedicationRequestSubstitution { + id: String + extension: [Extension] + modifierExtension: [Extension] + allowedBoolean: Boolean + allowedCodeableConcept: CodeableConcept + reason: CodeableConcept +} + +type MedicinalProductDefinitionCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +union MedicinalProductDefinitionContactContact = Organization | PractitionerRole + +type MedicinalProductDefinitionContactContactReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinitionContactContact + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + contact: MedicinalProductDefinitionContactContactReference +} + +type MedicinalProductDefinitionCountryLanguage { + id: String + extension: [Extension] + modifierExtension: [Extension] + country: CodeableConcept + jurisdiction: CodeableConcept + language: CodeableConcept +} + +type MedicinalProductDefinitionCrossReferenceProductReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinition + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionCrossReference { + id: String + extension: [Extension] + modifierExtension: [Extension] + product: MedicinalProductDefinitionCrossReferenceProductReference + type: CodeableConcept +} + +type MedicinalProductDefinitionName { + id: String + extension: [Extension] + modifierExtension: [Extension] + productName: String + type: CodeableConcept + namePart: [MedicinalProductDefinitionNamePart] + countryLanguage: [MedicinalProductDefinitionCountryLanguage] +} + +type MedicinalProductDefinitionNamePart { + id: String + extension: [Extension] + modifierExtension: [Extension] + part: String + type: CodeableConcept +} + +union MedicinalProductDefinitionOperationType = ActivityDefinition | PlanDefinition + +type MedicinalProductDefinitionOperationTypeReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinitionOperationType + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionOperationOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: MedicinalProductDefinitionOperationTypeReference + effectiveDate: Period + organization: [MedicinalProductDefinitionOperationOrganizationReference] + confidentialityIndicator: CodeableConcept +} + +type MessageDefinitionAllowedResponse { + id: String + extension: [Extension] + modifierExtension: [Extension] + message: Canonical + situation: Markdown +} + +type MessageDefinitionFocus { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + profile: Canonical + min: Int + max: String +} + +type MessageHeaderDestinationTargetReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderDestinationReceiver = Practitioner | PractitionerRole | Organization + +type MessageHeaderDestinationReceiverReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderDestinationReceiver + type: URI + identifier: Identifier + display: String +} + +type MessageHeaderDestination { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + target: MessageHeaderDestinationTargetReference + endpoint: URL + receiver: MessageHeaderDestinationReceiverReference +} + +type MessageHeaderResponseDetailsReference { + id: String + extension: [Extension] + reference: String + resource: OperationOutcome + type: URI + identifier: Identifier + display: String +} + +type MessageHeaderResponse { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: ID + code: Code + details: MessageHeaderResponseDetailsReference +} + +type MessageHeaderSource { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + software: String + version: String + contact: ContactPoint + endpoint: URL +} + +type MolecularSequenceInner { + id: String + extension: [Extension] + modifierExtension: [Extension] + start: Int + end: Int +} + +type MolecularSequenceOuter { + id: String + extension: [Extension] + modifierExtension: [Extension] + start: Int + end: Int +} + +type MolecularSequenceQuality { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + standardSequence: CodeableConcept + start: Int + end: Int + score: Quantity + method: CodeableConcept + truthTP: Float + queryTP: Float + truthFN: Float + queryFP: Float + gtFP: Float + precision: Float + recall: Float + fScore: Float + roc: MolecularSequenceRoc +} + +type MolecularSequenceReferenceSeqReferenceSeqPointerReference { + id: String + extension: [Extension] + reference: String + resource: MolecularSequence + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceReferenceSeq { + id: String + extension: [Extension] + modifierExtension: [Extension] + chromosome: CodeableConcept + genomeBuild: String + orientation: Code + referenceSeqId: CodeableConcept + referenceSeqPointer: MolecularSequenceReferenceSeqReferenceSeqPointerReference + referenceSeqString: String + strand: Code + windowStart: Int + windowEnd: Int +} + +type MolecularSequenceRepository { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + url: URI + name: String + datasetId: String + variantsetId: String + readsetId: String +} + +type MolecularSequenceRoc { + id: String + extension: [Extension] + modifierExtension: [Extension] + score: [Int] + numTP: [Int] + numFP: [Int] + numFN: [Int] + precision: [Float] + sensitivity: [Float] + fMeasure: [Float] +} + +type MolecularSequenceStructureVariant { + id: String + extension: [Extension] + modifierExtension: [Extension] + variantType: CodeableConcept + exact: Boolean + length: Int + outer: MolecularSequenceOuter + inner: MolecularSequenceInner +} + +type MolecularSequenceVariantVariantPointerReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceVariant { + id: String + extension: [Extension] + modifierExtension: [Extension] + start: Int + end: Int + observedAllele: String + referenceAllele: String + cigar: String + variantPointer: MolecularSequenceVariantVariantPointerReference +} + +type NamingSystemUniqueId { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + value: String + preferred: Boolean + comment: String + period: Period +} + +type NutritionOrderAdministration { + id: String + extension: [Extension] + modifierExtension: [Extension] + schedule: Timing + quantity: Quantity + rateQuantity: Quantity + rateRatio: Ratio +} + +type NutritionOrderEnteralFormula { + id: String + extension: [Extension] + modifierExtension: [Extension] + baseFormulaType: CodeableConcept + baseFormulaProductName: String + additiveType: CodeableConcept + additiveProductName: String + caloricDensity: Quantity + routeofAdministration: CodeableConcept + administration: [NutritionOrderAdministration] + maxVolumeToDeliver: Quantity + administrationInstruction: String +} + +type NutritionOrderNutrient { + id: String + extension: [Extension] + modifierExtension: [Extension] + modifier: CodeableConcept + amount: Quantity +} + +type NutritionOrderOralDiet { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: [CodeableConcept] + schedule: [Timing] + nutrient: [NutritionOrderNutrient] + texture: [NutritionOrderTexture] + fluidConsistencyType: [CodeableConcept] + instruction: String +} + +type NutritionOrderSupplement { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + productName: String + schedule: [Timing] + quantity: Quantity + instruction: String +} + +type NutritionOrderTexture { + id: String + extension: [Extension] + modifierExtension: [Extension] + modifier: CodeableConcept + foodType: CodeableConcept +} + +type NutritionProductIngredientItemReference { + id: String + extension: [Extension] + reference: String + resource: NutritionProduct + type: URI + identifier: Identifier + display: String +} + +type NutritionProductIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + item: NutritionProductIngredientItemReference + amount: [Ratio] +} + +type NutritionProductInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + identifier: [Identifier] + lotNumber: String + expiry: DateTime + useBy: DateTime +} + +type NutritionProductNutrientItemReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type NutritionProductNutrient { + id: String + extension: [Extension] + modifierExtension: [Extension] + item: NutritionProductNutrientItemReference + amount: [Ratio] +} + +type NutritionProductProductCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueString: String + valueQuantity: Quantity + valueBase64Binary: Base64Binary + valueAttachment: Attachment + valueBoolean: Boolean +} + +type ObservationComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueQuantity: Quantity + valueCodeableConcept: CodeableConcept + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueRange: Range + valueRatio: Ratio + valueSampledData: SampledData + valueTime: Time + valueDateTime: DateTime + valuePeriod: Period + dataAbsentReason: CodeableConcept + interpretation: [CodeableConcept] + referenceRange: [ObservationReferenceRange] +} + +type ObservationDefinitionQualifiedInterval { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: Code + range: Range + context: CodeableConcept + appliesTo: [CodeableConcept] + gender: Code + age: Range + gestationalAge: Range + condition: String +} + +type ObservationDefinitionQuantitativeDetails { + id: String + extension: [Extension] + modifierExtension: [Extension] + customaryUnit: CodeableConcept + unit: CodeableConcept + conversionFactor: Float + decimalPrecision: Int +} + +type ObservationReferenceRange { + id: String + extension: [Extension] + modifierExtension: [Extension] + low: Quantity + high: Quantity + type: CodeableConcept + appliesTo: [CodeableConcept] + age: Range + text: String +} + +type OperationDefinitionBinding { + id: String + extension: [Extension] + modifierExtension: [Extension] + strength: Code + valueSet: Canonical +} + +type OperationDefinitionOverload { + id: String + extension: [Extension] + modifierExtension: [Extension] + parameterName: [String] + comment: String +} + +type OperationDefinitionParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: Code + use: Code + min: Int + max: String + documentation: String + type: Code + targetProfile: [Canonical] + searchType: Code + binding: OperationDefinitionBinding + referencedFrom: [OperationDefinitionReferencedFrom] + part: [OperationDefinitionParameter] +} + +type OperationDefinitionReferencedFrom { + id: String + extension: [Extension] + modifierExtension: [Extension] + source: String + sourceId: String +} + +type OperationOutcomeIssue { + id: String + extension: [Extension] + modifierExtension: [Extension] + severity: Code + code: Code + details: CodeableConcept + diagnostics: String + location: [String] + expression: [String] +} + +type OrganizationContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + purpose: CodeableConcept + name: HumanName + telecom: [ContactPoint] + address: Address +} + +union PackagedProductDefinitionContainedItemItem = ManufacturedItemDefinition | DeviceDefinition | PackagedProductDefinition | BiologicallyDerivedProduct | NutritionProduct + +type PackagedProductDefinitionContainedItemItemReference { + id: String + extension: [Extension] + reference: String + resource: PackagedProductDefinitionContainedItemItem + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinitionContainedItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + item: PackagedProductDefinitionContainedItemItemReference + amount: Quantity +} + +type PackagedProductDefinitionLegalStatusOfSupply { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + jurisdiction: CodeableConcept +} + +type PackagedProductDefinitionPackageManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinitionPackage { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + quantity: Int + material: [CodeableConcept] + alternateMaterial: [CodeableConcept] + shelfLifeStorage: [PackagedProductDefinitionShelfLifeStorage] + manufacturer: [PackagedProductDefinitionPackageManufacturerReference] + property: [PackagedProductDefinitionProperty] + containedItem: [PackagedProductDefinitionContainedItem] + package: [PackagedProductDefinitionPackage] +} + +type PackagedProductDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +type PackagedProductDefinitionShelfLifeStorage { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + periodDuration: Quantity + periodString: String + specialPrecautionsForStorage: [CodeableConcept] +} + +type ParametersParameterValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ParametersParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueReference: ParametersParameterValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage + valueMeta: Meta + resource: Resource + part: [ParametersParameter] +} + +type PatientCommunication { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: CodeableConcept + preferred: Boolean +} + +type PatientContactOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PatientContact { + id: String + extension: [Extension] + modifierExtension: [Extension] + relationship: [CodeableConcept] + name: HumanName + telecom: [ContactPoint] + address: Address + gender: Code + organization: PatientContactOrganizationReference + period: Period +} + +union PatientLinkOther = Patient | RelatedPerson + +type PatientLinkOtherReference { + id: String + extension: [Extension] + reference: String + resource: PatientLinkOther + type: URI + identifier: Identifier + display: String +} + +type PatientLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + other: PatientLinkOtherReference + type: Code +} + +type PaymentReconciliationDetailRequestReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union PaymentReconciliationDetailSubmitter = Practitioner | PractitionerRole | Organization + +type PaymentReconciliationDetailSubmitterReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliationDetailSubmitter + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationDetailResponseReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationDetailResponsibleReference { + id: String + extension: [Extension] + reference: String + resource: PractitionerRole + type: URI + identifier: Identifier + display: String +} + +union PaymentReconciliationDetailPayee = Practitioner | PractitionerRole | Organization + +type PaymentReconciliationDetailPayeeReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliationDetailPayee + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationDetail { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + predecessor: Identifier + type: CodeableConcept + request: PaymentReconciliationDetailRequestReference + submitter: PaymentReconciliationDetailSubmitterReference + response: PaymentReconciliationDetailResponseReference + date: Date + responsible: PaymentReconciliationDetailResponsibleReference + payee: PaymentReconciliationDetailPayeeReference + amount: Money +} + +type PaymentReconciliationProcessNote { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + text: String +} + +union PersonLinkTarget = Patient | Practitioner | RelatedPerson | Person + +type PersonLinkTargetReference { + id: String + extension: [Extension] + reference: String + resource: PersonLinkTarget + type: URI + identifier: Identifier + display: String +} + +type PersonLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + target: PersonLinkTargetReference + assurance: Code +} + +type PlanDefinitionActionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type PlanDefinitionAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + prefix: String + title: String + description: String + textEquivalent: String + priority: Code + code: [CodeableConcept] + reason: [CodeableConcept] + documentation: [RelatedArtifact] + goalId: [ID] + subjectCodeableConcept: CodeableConcept + subjectReference: PlanDefinitionActionSubjectReferenceReference + subjectCanonical: Canonical + trigger: [TriggerDefinition] + condition: [PlanDefinitionCondition] + input: [DataRequirement] + output: [DataRequirement] + relatedAction: [PlanDefinitionRelatedAction] + timingDateTime: DateTime + timingAge: Quantity + timingPeriod: Period + timingDuration: Quantity + timingRange: Range + timingTiming: Timing + participant: [PlanDefinitionParticipant] + type: CodeableConcept + groupingBehavior: Code + selectionBehavior: Code + requiredBehavior: Code + precheckBehavior: Code + cardinalityBehavior: Code + definitionCanonical: Canonical + definitionUri: URI + transform: Canonical + dynamicValue: [PlanDefinitionDynamicValue] + action: [PlanDefinitionAction] +} + +type PlanDefinitionCondition { + id: String + extension: [Extension] + modifierExtension: [Extension] + kind: Code + expression: Expression +} + +type PlanDefinitionDynamicValue { + id: String + extension: [Extension] + modifierExtension: [Extension] + path: String + expression: Expression +} + +type PlanDefinitionGoal { + id: String + extension: [Extension] + modifierExtension: [Extension] + category: CodeableConcept + description: CodeableConcept + priority: CodeableConcept + start: CodeableConcept + addresses: [CodeableConcept] + documentation: [RelatedArtifact] + target: [PlanDefinitionTarget] +} + +type PlanDefinitionParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + role: CodeableConcept +} + +type PlanDefinitionRelatedAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + actionId: ID + relationship: Code + offsetDuration: Quantity + offsetRange: Range +} + +type PlanDefinitionTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + measure: CodeableConcept + detailQuantity: Quantity + detailRange: Range + detailCodeableConcept: CodeableConcept + due: Quantity +} + +type Population { + id: String + extension: [Extension] + modifierExtension: [Extension] + ageRange: Range + ageCodeableConcept: CodeableConcept + gender: CodeableConcept + race: CodeableConcept + physiologicalCondition: CodeableConcept +} + +type PractitionerQualificationIssuerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PractitionerQualification { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + code: CodeableConcept + period: Period + issuer: PractitionerQualificationIssuerReference +} + +type PractitionerRoleAvailableTime { + id: String + extension: [Extension] + modifierExtension: [Extension] + daysOfWeek: [Code] + allDay: Boolean + availableStartTime: Time + availableEndTime: Time +} + +type PractitionerRoleNotAvailable { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + during: Period +} + +type ProcedureFocalDeviceManipulatedReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type ProcedureFocalDevice { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: CodeableConcept + manipulated: ProcedureFocalDeviceManipulatedReference +} + +union ProcedurePerformerActor = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type ProcedurePerformerActorReference { + id: String + extension: [Extension] + reference: String + resource: ProcedurePerformerActor + type: URI + identifier: Identifier + display: String +} + +type ProcedurePerformerOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ProcedurePerformer { + id: String + extension: [Extension] + modifierExtension: [Extension] + function: CodeableConcept + actor: ProcedurePerformerActorReference + onBehalfOf: ProcedurePerformerOnBehalfOfReference +} + +type ProdCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + height: Quantity + width: Quantity + depth: Quantity + weight: Quantity + nominalVolume: Quantity + externalDiameter: Quantity + shape: String + color: [String] + imprint: [String] + image: [Attachment] + scoring: CodeableConcept +} + +type ProductShelfLife { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + type: CodeableConcept + period: Quantity + specialPrecautionsForStorage: [CodeableConcept] +} + +union ProvenanceAgentWho = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type ProvenanceAgentWhoReference { + id: String + extension: [Extension] + reference: String + resource: ProvenanceAgentWho + type: URI + identifier: Identifier + display: String +} + +union ProvenanceAgentOnBehalfOf = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type ProvenanceAgentOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: ProvenanceAgentOnBehalfOf + type: URI + identifier: Identifier + display: String +} + +type ProvenanceAgent { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + role: [CodeableConcept] + who: ProvenanceAgentWhoReference + onBehalfOf: ProvenanceAgentOnBehalfOfReference +} + +type ProvenanceEntityWhatReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ProvenanceEntity { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: Code + what: ProvenanceEntityWhatReference + agent: [ProvenanceAgent] +} + +type QuestionnaireAnswerOptionValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireAnswerOption { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueInteger: Int + valueDate: Date + valueTime: Time + valueString: String + valueCoding: Coding + valueReference: QuestionnaireAnswerOptionValueReferenceReference + initialSelected: Boolean +} + +type QuestionnaireEnableWhenAnswerReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireEnableWhen { + id: String + extension: [Extension] + modifierExtension: [Extension] + question: String + operator: Code + answerBoolean: Boolean + answerDecimal: Float + answerInteger: Int + answerDate: Date + answerDateTime: DateTime + answerTime: Time + answerString: String + answerCoding: Coding + answerQuantity: Quantity + answerReference: QuestionnaireEnableWhenAnswerReferenceReference +} + +type QuestionnaireInitialValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireInitial { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueBoolean: Boolean + valueDecimal: Float + valueInteger: Int + valueDate: Date + valueDateTime: DateTime + valueTime: Time + valueString: String + valueUri: URI + valueAttachment: Attachment + valueCoding: Coding + valueQuantity: Quantity + valueReference: QuestionnaireInitialValueReferenceReference +} + +type QuestionnaireItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + linkId: String + definition: URI + code: [Coding] + prefix: String + text: String + type: Code + enableWhen: [QuestionnaireEnableWhen] + enableBehavior: Code + required: Boolean + repeats: Boolean + readOnly: Boolean + maxLength: Int + answerValueSet: Canonical + answerOption: [QuestionnaireAnswerOption] + initial: [QuestionnaireInitial] + item: [QuestionnaireItem] +} + +type QuestionnaireResponseAnswerValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponseAnswer { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueBoolean: Boolean + valueDecimal: Float + valueInteger: Int + valueDate: Date + valueDateTime: DateTime + valueTime: Time + valueString: String + valueUri: URI + valueAttachment: Attachment + valueCoding: Coding + valueQuantity: Quantity + valueReference: QuestionnaireResponseAnswerValueReferenceReference + item: [QuestionnaireResponseItem] +} + +type QuestionnaireResponseItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + linkId: String + definition: URI + text: String + answer: [QuestionnaireResponseAnswer] + item: [QuestionnaireResponseItem] +} + +type RegulatedAuthorizationCase { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + type: CodeableConcept + status: CodeableConcept + datePeriod: Period + dateDateTime: DateTime + application: [RegulatedAuthorizationCase] +} + +type RelatedPersonCommunication { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: CodeableConcept + preferred: Boolean +} + +union RequestGroupActionParticipant = Patient | Practitioner | PractitionerRole | RelatedPerson | Device + +type RequestGroupActionParticipantReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupActionParticipant + type: URI + identifier: Identifier + display: String +} + +type RequestGroupActionResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RequestGroupAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + prefix: String + title: String + description: String + textEquivalent: String + priority: Code + code: [CodeableConcept] + documentation: [RelatedArtifact] + condition: [RequestGroupCondition] + relatedAction: [RequestGroupRelatedAction] + timingDateTime: DateTime + timingAge: Quantity + timingPeriod: Period + timingDuration: Quantity + timingRange: Range + timingTiming: Timing + participant: [RequestGroupActionParticipantReference] + type: CodeableConcept + groupingBehavior: Code + selectionBehavior: Code + requiredBehavior: Code + precheckBehavior: Code + cardinalityBehavior: Code + resource: RequestGroupActionResourceReference + action: [RequestGroupAction] +} + +type RequestGroupCondition { + id: String + extension: [Extension] + modifierExtension: [Extension] + kind: Code + expression: Expression +} + +type RequestGroupRelatedAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + actionId: ID + relationship: Code + offsetDuration: Quantity + offsetRange: Range +} + +type ResearchElementDefinitionCharacteristic { + id: String + extension: [Extension] + modifierExtension: [Extension] + definitionCodeableConcept: CodeableConcept + definitionCanonical: Canonical + definitionExpression: Expression + definitionDataRequirement: DataRequirement + usageContext: [UsageContext] + exclude: Boolean + unitOfMeasure: CodeableConcept + studyEffectiveDescription: String + studyEffectiveDateTime: DateTime + studyEffectivePeriod: Period + studyEffectiveDuration: Quantity + studyEffectiveTiming: Timing + studyEffectiveTimeFromStart: Quantity + studyEffectiveGroupMeasure: Code + participantEffectiveDescription: String + participantEffectiveDateTime: DateTime + participantEffectivePeriod: Period + participantEffectiveDuration: Quantity + participantEffectiveTiming: Timing + participantEffectiveTimeFromStart: Quantity + participantEffectiveGroupMeasure: Code +} + +type ResearchStudyArm { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: CodeableConcept + description: String +} + +type ResearchStudyObjective { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: CodeableConcept +} + +type RiskAssessmentPrediction { + id: String + extension: [Extension] + modifierExtension: [Extension] + outcome: CodeableConcept + probabilityDecimal: Float + probabilityRange: Range + qualitativeRisk: CodeableConcept + relativeRisk: Float + whenPeriod: Period + whenRange: Range + rationale: String +} + +type SearchParameterComponent { + id: String + extension: [Extension] + modifierExtension: [Extension] + definition: Canonical + expression: String +} + +union SpecimenCollectionCollector = Practitioner | PractitionerRole + +type SpecimenCollectionCollectorReference { + id: String + extension: [Extension] + reference: String + resource: SpecimenCollectionCollector + type: URI + identifier: Identifier + display: String +} + +type SpecimenCollection { + id: String + extension: [Extension] + modifierExtension: [Extension] + collector: SpecimenCollectionCollectorReference + collectedDateTime: DateTime + collectedPeriod: Period + duration: Quantity + quantity: Quantity + method: CodeableConcept + bodySite: CodeableConcept + fastingStatusCodeableConcept: CodeableConcept + fastingStatusDuration: Quantity +} + +type SpecimenContainerAdditiveReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SpecimenContainer { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + description: String + type: CodeableConcept + capacity: Quantity + specimenQuantity: Quantity + additiveCodeableConcept: CodeableConcept + additiveReference: SpecimenContainerAdditiveReferenceReference +} + +type SpecimenDefinitionAdditiveAdditiveReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SpecimenDefinitionAdditive { + id: String + extension: [Extension] + modifierExtension: [Extension] + additiveCodeableConcept: CodeableConcept + additiveReference: SpecimenDefinitionAdditiveAdditiveReferenceReference +} + +type SpecimenDefinitionContainer { + id: String + extension: [Extension] + modifierExtension: [Extension] + material: CodeableConcept + type: CodeableConcept + cap: CodeableConcept + description: String + capacity: Quantity + minimumVolumeQuantity: Quantity + minimumVolumeString: String + additive: [SpecimenDefinitionAdditive] + preparation: String +} + +type SpecimenDefinitionHandling { + id: String + extension: [Extension] + modifierExtension: [Extension] + temperatureQualifier: CodeableConcept + temperatureRange: Range + maxDuration: Quantity + instruction: String +} + +type SpecimenDefinitionTypeTested { + id: String + extension: [Extension] + modifierExtension: [Extension] + isDerived: Boolean + type: CodeableConcept + preference: Code + container: SpecimenDefinitionContainer + requirement: String + retentionTime: Quantity + rejectionCriterion: [CodeableConcept] + handling: [SpecimenDefinitionHandling] +} + +type SpecimenProcessingAdditiveReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SpecimenProcessing { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + procedure: CodeableConcept + additive: [SpecimenProcessingAdditiveReference] + timeDateTime: DateTime + timePeriod: Period +} + +type StructureDefinitionContext { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + expression: String +} + +type StructureDefinitionDifferential { + id: String + extension: [Extension] + modifierExtension: [Extension] + element: [ElementDefinition] +} + +type StructureDefinitionMapping { + id: String + extension: [Extension] + modifierExtension: [Extension] + identity: ID + uri: URI + name: String + comment: String +} + +type StructureDefinitionSnapshot { + id: String + extension: [Extension] + modifierExtension: [Extension] + element: [ElementDefinition] +} + +type StructureMapDependent { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + variable: [String] +} + +type StructureMapGroup { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + extends: ID + typeMode: Code + documentation: String + input: [StructureMapInput] + rule: [StructureMapRule] +} + +type StructureMapInput { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + type: String + mode: Code + documentation: String +} + +type StructureMapParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + valueId: ID + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueDecimal: Float +} + +type StructureMapRule { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: ID + source: [StructureMapSource] + target: [StructureMapTarget] + rule: [StructureMapRule] + dependent: [StructureMapDependent] + documentation: String +} + +type StructureMapSourceDefaultValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type StructureMapSource { + id: String + extension: [Extension] + modifierExtension: [Extension] + context: ID + min: Int + max: String + type: String + defaultValueBase64Binary: Base64Binary + defaultValueBoolean: Boolean + defaultValueCanonical: Canonical + defaultValueCode: Code + defaultValueDate: Date + defaultValueDateTime: DateTime + defaultValueDecimal: Float + defaultValueId: ID + defaultValueInstant: Instant + defaultValueInteger: Int + defaultValueMarkdown: Markdown + defaultValueOid: OID + defaultValuePositiveInt: Int + defaultValueString: String + defaultValueTime: Time + defaultValueUnsignedInt: Int + defaultValueUri: URI + defaultValueUrl: URL + defaultValueUuid: UUID + defaultValueAddress: Address + defaultValueAge: Quantity + defaultValueAnnotation: Annotation + defaultValueAttachment: Attachment + defaultValueCodeableConcept: CodeableConcept + defaultValueCoding: Coding + defaultValueContactPoint: ContactPoint + defaultValueCount: Quantity + defaultValueDistance: Quantity + defaultValueDuration: Quantity + defaultValueHumanName: HumanName + defaultValueIdentifier: Identifier + defaultValueMoney: Money + defaultValuePeriod: Period + defaultValueQuantity: Quantity + defaultValueRange: Range + defaultValueRatio: Ratio + defaultValueReference: StructureMapSourceDefaultValueReferenceReference + defaultValueSampledData: SampledData + defaultValueSignature: Signature + defaultValueTiming: Timing + defaultValueContactDetail: ContactDetail + defaultValueContributor: Contributor + defaultValueDataRequirement: DataRequirement + defaultValueExpression: Expression + defaultValueParameterDefinition: ParameterDefinition + defaultValueRelatedArtifact: RelatedArtifact + defaultValueTriggerDefinition: TriggerDefinition + defaultValueUsageContext: UsageContext + defaultValueDosage: Dosage + defaultValueMeta: Meta + element: String + listMode: Code + variable: ID + condition: String + check: String + logMessage: String +} + +type StructureMapStructure { + id: String + extension: [Extension] + modifierExtension: [Extension] + url: Canonical + mode: Code + alias: String + documentation: String +} + +type StructureMapTarget { + id: String + extension: [Extension] + modifierExtension: [Extension] + context: ID + contextType: Code + element: String + variable: ID + listMode: [Code] + listRuleId: ID + transform: Code + parameter: [StructureMapParameter] +} + +type SubscriptionChannel { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + endpoint: URL + payload: Code + header: [String] +} + +type SubscriptionStatusNotificationEventFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type SubscriptionStatusNotificationEventAdditionalContextReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type SubscriptionStatusNotificationEvent { + id: String + extension: [Extension] + modifierExtension: [Extension] + eventNumber: String + timestamp: Instant + focus: SubscriptionStatusNotificationEventFocusReference + additionalContext: [SubscriptionStatusNotificationEventAdditionalContextReference] +} + +type SubscriptionTopicCanFilterBy { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + resource: URI + filterParameter: String + filterDefinition: URI + modifier: [Code] +} + +type SubscriptionTopicEventTrigger { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + event: CodeableConcept + resource: URI +} + +type SubscriptionTopicNotificationShape { + id: String + extension: [Extension] + modifierExtension: [Extension] + resource: URI + include: [String] + revInclude: [String] +} + +type SubscriptionTopicQueryCriteria { + id: String + extension: [Extension] + modifierExtension: [Extension] + previous: String + resultForCreate: Code + current: String + resultForDelete: Code + requireBoth: Boolean +} + +type SubscriptionTopicResourceTrigger { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: Markdown + resource: URI + supportedInteraction: [Code] + queryCriteria: SubscriptionTopicQueryCriteria + fhirPathCriteria: String +} + +type SubstanceDefinitionCodeSourceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionCode { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + status: CodeableConcept + statusDate: DateTime + note: [Annotation] + source: [SubstanceDefinitionCodeSourceReference] +} + +type SubstanceDefinitionMoiety { + id: String + extension: [Extension] + modifierExtension: [Extension] + role: CodeableConcept + identifier: Identifier + name: String + stereochemistry: CodeableConcept + opticalActivity: CodeableConcept + molecularFormula: String + amountQuantity: Quantity + amountString: String + measurementType: CodeableConcept +} + +type SubstanceDefinitionMolecularWeight { + id: String + extension: [Extension] + modifierExtension: [Extension] + method: CodeableConcept + type: CodeableConcept + amount: Quantity +} + +type SubstanceDefinitionNameSourceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionName { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + type: CodeableConcept + status: CodeableConcept + preferred: Boolean + language: [CodeableConcept] + domain: [CodeableConcept] + jurisdiction: [CodeableConcept] + synonym: [SubstanceDefinitionName] + translation: [SubstanceDefinitionName] + official: [SubstanceDefinitionOfficial] + source: [SubstanceDefinitionNameSourceReference] +} + +type SubstanceDefinitionOfficial { + id: String + extension: [Extension] + modifierExtension: [Extension] + authority: CodeableConcept + status: CodeableConcept + date: DateTime +} + +type SubstanceDefinitionProperty { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueDate: Date + valueBoolean: Boolean + valueAttachment: Attachment +} + +type SubstanceDefinitionRelationshipSubstanceDefinitionReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionRelationshipSourceReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionRelationship { + id: String + extension: [Extension] + modifierExtension: [Extension] + substanceDefinitionReference: SubstanceDefinitionRelationshipSubstanceDefinitionReferenceReference + substanceDefinitionCodeableConcept: CodeableConcept + type: CodeableConcept + isDefining: Boolean + amountQuantity: Quantity + amountRatio: Ratio + amountString: String + ratioHighLimitAmount: Ratio + comparator: CodeableConcept + source: [SubstanceDefinitionRelationshipSourceReference] +} + +type SubstanceDefinitionRepresentationDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionRepresentation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + representation: String + format: CodeableConcept + document: SubstanceDefinitionRepresentationDocumentReference +} + +type SubstanceDefinitionSourceMaterial { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + genus: CodeableConcept + species: CodeableConcept + part: CodeableConcept + countryOfOrigin: [CodeableConcept] +} + +type SubstanceDefinitionStructureSourceDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionStructure { + id: String + extension: [Extension] + modifierExtension: [Extension] + stereochemistry: CodeableConcept + opticalActivity: CodeableConcept + molecularFormula: String + molecularFormulaByMoiety: String + molecularWeight: SubstanceDefinitionMolecularWeight + technique: [CodeableConcept] + sourceDocument: [SubstanceDefinitionStructureSourceDocumentReference] + representation: [SubstanceDefinitionRepresentation] +} + +type SubstanceIngredientSubstanceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type SubstanceIngredient { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Ratio + substanceCodeableConcept: CodeableConcept + substanceReference: SubstanceIngredientSubstanceReferenceReference +} + +type SubstanceInstance { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + expiry: DateTime + quantity: Quantity +} + +union SupplyDeliverySuppliedItemItemReference = Medication | Substance | Device + +type SupplyDeliverySuppliedItemItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliverySuppliedItemItemReference + type: URI + identifier: Identifier + display: String +} + +type SupplyDeliverySuppliedItem { + id: String + extension: [Extension] + modifierExtension: [Extension] + quantity: Quantity + itemCodeableConcept: CodeableConcept + itemReference: SupplyDeliverySuppliedItemItemReferenceReference +} + +type SupplyRequestParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range + valueBoolean: Boolean +} + +type TaskInputValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskInput { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueReference: TaskInputValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage + valueMeta: Meta +} + +type TaskOutputValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskOutput { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: CodeableConcept + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueReference: TaskOutputValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage + valueMeta: Meta +} + +union TaskRestrictionRecipient = Patient | Practitioner | PractitionerRole | RelatedPerson | Group | Organization + +type TaskRestrictionRecipientReference { + id: String + extension: [Extension] + reference: String + resource: TaskRestrictionRecipient + type: URI + identifier: Identifier + display: String +} + +type TaskRestriction { + id: String + extension: [Extension] + modifierExtension: [Extension] + repetitions: Int + period: Period + recipient: [TaskRestrictionRecipientReference] +} + +type TerminologyCapabilitiesClosure { + id: String + extension: [Extension] + modifierExtension: [Extension] + translation: Boolean +} + +type TerminologyCapabilitiesCodeSystem { + id: String + extension: [Extension] + modifierExtension: [Extension] + uri: Canonical + version: [TerminologyCapabilitiesVersion] + subsumption: Boolean +} + +type TerminologyCapabilitiesExpansion { + id: String + extension: [Extension] + modifierExtension: [Extension] + hierarchical: Boolean + paging: Boolean + incomplete: Boolean + parameter: [TerminologyCapabilitiesParameter] + textFilter: Markdown +} + +type TerminologyCapabilitiesFilter { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + op: [Code] +} + +type TerminologyCapabilitiesImplementation { + id: String + extension: [Extension] + modifierExtension: [Extension] + description: String + url: URL +} + +type TerminologyCapabilitiesParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: Code + documentation: String +} + +type TerminologyCapabilitiesSoftware { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + version: String +} + +type TerminologyCapabilitiesTranslation { + id: String + extension: [Extension] + modifierExtension: [Extension] + needsMap: Boolean +} + +type TerminologyCapabilitiesValidateCode { + id: String + extension: [Extension] + modifierExtension: [Extension] + translations: Boolean +} + +type TerminologyCapabilitiesVersion { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: String + isDefault: Boolean + compositional: Boolean + language: [Code] + filter: [TerminologyCapabilitiesFilter] + property: [Code] +} + +type TestReportAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestReportOperation + assert: TestReportAssert +} + +type TestReportAction1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestReportOperation + assert: TestReportAssert +} + +type TestReportAction2 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestReportOperation +} + +type TestReportAssert { + id: String + extension: [Extension] + modifierExtension: [Extension] + result: Code + message: Markdown + detail: String +} + +type TestReportOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + result: Code + message: Markdown + detail: URI +} + +type TestReportParticipant { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Code + uri: URI + display: String +} + +type TestReportSetup { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestReportAction] +} + +type TestReportTeardown { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestReportAction2] +} + +type TestReportTest { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + description: String + action: [TestReportAction1] +} + +type TestScriptAction { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestScriptOperation + assert: TestScriptAssert +} + +type TestScriptAction1 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestScriptOperation + assert: TestScriptAssert +} + +type TestScriptAction2 { + id: String + extension: [Extension] + modifierExtension: [Extension] + operation: TestScriptOperation +} + +type TestScriptAssert { + id: String + extension: [Extension] + modifierExtension: [Extension] + label: String + description: String + direction: Code + compareToSourceId: String + compareToSourceExpression: String + compareToSourcePath: String + contentType: Code + expression: String + headerField: String + minimumId: String + navigationLinks: Boolean + operator: Code + path: String + requestMethod: Code + requestURL: String + resource: Code + response: Code + responseCode: String + sourceId: ID + validateProfileId: ID + value: String + warningOnly: Boolean +} + +type TestScriptCapability { + id: String + extension: [Extension] + modifierExtension: [Extension] + required: Boolean + validated: Boolean + description: String + origin: [Int] + destination: Int + link: [URI] + capabilities: Canonical +} + +type TestScriptDestination { + id: String + extension: [Extension] + modifierExtension: [Extension] + index: Int + profile: Coding +} + +type TestScriptFixtureResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TestScriptFixture { + id: String + extension: [Extension] + modifierExtension: [Extension] + autocreate: Boolean + autodelete: Boolean + resource: TestScriptFixtureResourceReference +} + +type TestScriptLink { + id: String + extension: [Extension] + modifierExtension: [Extension] + url: URI + description: String +} + +type TestScriptMetadata { + id: String + extension: [Extension] + modifierExtension: [Extension] + link: [TestScriptLink] + capability: [TestScriptCapability] +} + +type TestScriptOperation { + id: String + extension: [Extension] + modifierExtension: [Extension] + type: Coding + resource: Code + label: String + description: String + accept: Code + contentType: Code + destination: Int + encodeRequestUrl: Boolean + method: Code + origin: Int + params: String + requestHeader: [TestScriptRequestHeader] + requestId: ID + responseId: ID + sourceId: ID + targetId: ID + url: String +} + +type TestScriptOrigin { + id: String + extension: [Extension] + modifierExtension: [Extension] + index: Int + profile: Coding +} + +type TestScriptRequestHeader { + id: String + extension: [Extension] + modifierExtension: [Extension] + field: String + value: String +} + +type TestScriptSetup { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestScriptAction] +} + +type TestScriptTeardown { + id: String + extension: [Extension] + modifierExtension: [Extension] + action: [TestScriptAction2] +} + +type TestScriptTest { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + description: String + action: [TestScriptAction1] +} + +type TestScriptVariable { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + defaultValue: String + description: String + expression: String + headerField: String + hint: String + path: String + sourceId: ID +} + +type Timing { + id: String + extension: [Extension] + modifierExtension: [Extension] + event: [DateTime] + repeat: TimingRepeat + code: CodeableConcept +} + +type TimingRepeat { + id: String + extension: [Extension] + modifierExtension: [Extension] + boundsDuration: Quantity + boundsRange: Range + boundsPeriod: Period + count: Int + countMax: Int + duration: Float + durationMax: Float + durationUnit: Code + frequency: Int + frequencyMax: Int + period: Float + periodMax: Float + periodUnit: Code + dayOfWeek: [Code] + timeOfDay: [Time] + when: [Code] + offset: Int +} + +type ValueSetCompose { + id: String + extension: [Extension] + modifierExtension: [Extension] + lockedDate: Date + inactive: Boolean + include: [ValueSetInclude] + exclude: [ValueSetInclude] +} + +type ValueSetConcept { + id: String + extension: [Extension] + modifierExtension: [Extension] + code: Code + display: String + designation: [ValueSetDesignation] +} + +type ValueSetContains { + id: String + extension: [Extension] + modifierExtension: [Extension] + system: URI + abstract: Boolean + inactive: Boolean + version: String + code: Code + display: String + designation: [ValueSetDesignation] + contains: [ValueSetContains] +} + +type ValueSetDesignation { + id: String + extension: [Extension] + modifierExtension: [Extension] + language: Code + use: Coding + value: String +} + +type ValueSetExpansion { + id: String + extension: [Extension] + modifierExtension: [Extension] + identifier: URI + timestamp: DateTime + total: Int + offset: Int + parameter: [ValueSetParameter] + contains: [ValueSetContains] +} + +type ValueSetFilter { + id: String + extension: [Extension] + modifierExtension: [Extension] + property: Code + op: Code + value: String +} + +type ValueSetInclude { + id: String + extension: [Extension] + modifierExtension: [Extension] + system: URI + version: String + concept: [ValueSetConcept] + filter: [ValueSetFilter] + valueSet: [Canonical] +} + +type ValueSetParameter { + id: String + extension: [Extension] + modifierExtension: [Extension] + name: String + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueDecimal: Float + valueUri: URI + valueCode: Code + valueDateTime: DateTime +} + +union VerificationResultAttestationWho = Practitioner | PractitionerRole | Organization + +type VerificationResultAttestationWhoReference { + id: String + extension: [Extension] + reference: String + resource: VerificationResultAttestationWho + type: URI + identifier: Identifier + display: String +} + +union VerificationResultAttestationOnBehalfOf = Organization | Practitioner | PractitionerRole + +type VerificationResultAttestationOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: VerificationResultAttestationOnBehalfOf + type: URI + identifier: Identifier + display: String +} + +type VerificationResultAttestation { + id: String + extension: [Extension] + modifierExtension: [Extension] + who: VerificationResultAttestationWhoReference + onBehalfOf: VerificationResultAttestationOnBehalfOfReference + communicationMethod: CodeableConcept + date: Date + sourceIdentityCertificate: String + proxyIdentityCertificate: String + proxySignature: Signature + sourceSignature: Signature +} + +union VerificationResultPrimarySourceWho = Organization | Practitioner | PractitionerRole + +type VerificationResultPrimarySourceWhoReference { + id: String + extension: [Extension] + reference: String + resource: VerificationResultPrimarySourceWho + type: URI + identifier: Identifier + display: String +} + +type VerificationResultPrimarySource { + id: String + extension: [Extension] + modifierExtension: [Extension] + who: VerificationResultPrimarySourceWhoReference + type: [CodeableConcept] + communicationMethod: [CodeableConcept] + validationStatus: CodeableConcept + validationDate: DateTime + canPushUpdates: CodeableConcept + pushTypeAvailable: [CodeableConcept] +} + +type VerificationResultValidatorOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type VerificationResultValidator { + id: String + extension: [Extension] + modifierExtension: [Extension] + organization: VerificationResultValidatorOrganizationReference + identityCertificate: String + attestationSignature: Signature +} + +type VisionPrescriptionLensSpecification { + id: String + extension: [Extension] + modifierExtension: [Extension] + product: CodeableConcept + eye: Code + sphere: Float + cylinder: Float + axis: Int + prism: [VisionPrescriptionPrism] + add: Float + power: Float + backCurve: Float + diameter: Float + duration: Quantity + color: String + brand: String + note: [Annotation] +} + +type VisionPrescriptionPrism { + id: String + extension: [Extension] + modifierExtension: [Extension] + amount: Float + base: Code +} + +type Address { + id: String + extension: [Extension] + use: Code + type: Code + text: String + line: [String] + city: String + district: String + state: String + postalCode: String + country: String + period: Period +} + +type Age { + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +union AnnotationAuthorReference = Practitioner | Patient | RelatedPerson | Organization + +type AnnotationAuthorReferenceReference { + id: String + extension: [Extension] + reference: String + resource: AnnotationAuthorReference + type: URI + identifier: Identifier + display: String +} + +type Annotation { + id: String + extension: [Extension] + authorReference: AnnotationAuthorReferenceReference + authorString: String + time: DateTime + text: Markdown +} + +type Attachment { + id: String + extension: [Extension] + contentType: Code + language: Code + data: Base64Binary + url: URL + size: Int + hash: Base64Binary + title: String + creation: DateTime +} + +type BackboneElement { + id: String + extension: [Extension] + modifierExtension: [Extension] +} + +type CodeableConcept { + id: String + extension: [Extension] + coding: [Coding] + text: String +} + +type CodeableReferenceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CodeableReference { + id: String + extension: [Extension] + concept: CodeableConcept + reference: CodeableReferenceReferenceReference +} + +type Coding { + id: String + extension: [Extension] + system: URI + version: String + code: Code + display: String + userSelected: Boolean +} + +type ContactDetail { + id: String + extension: [Extension] + name: String + telecom: [ContactPoint] +} + +type ContactPoint { + id: String + extension: [Extension] + system: Code + value: String + use: Code + rank: Int + period: Period +} + +type Contributor { + id: String + extension: [Extension] + type: Code + name: String + contact: [ContactDetail] +} + +type Count { + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type DataRequirementSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type DataRequirement { + id: String + extension: [Extension] + type: Code + profile: [Canonical] + subjectCodeableConcept: CodeableConcept + subjectReference: DataRequirementSubjectReferenceReference + mustSupport: [String] + codeFilter: [DataRequirementCodeFilter] + dateFilter: [DataRequirementDateFilter] + limit: Int + sort: [DataRequirementSort] +} + +type DataRequirementCodeFilter { + id: String + extension: [Extension] + path: String + searchParam: String + valueSet: Canonical + code: [Coding] +} + +type DataRequirementDateFilter { + id: String + extension: [Extension] + path: String + searchParam: String + valueDateTime: DateTime + valuePeriod: Period + valueDuration: Quantity +} + +type DataRequirementSort { + id: String + extension: [Extension] + path: String + direction: Code +} + +type Distance { + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type Duration { + id: String + extension: [Extension] + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type Element { + id: String + extension: [Extension] +} + +type Expression { + id: String + extension: [Extension] + description: String + name: ID + language: Code + expression: String + reference: URI +} + +type HumanName { + id: String + extension: [Extension] + use: Code + text: String + family: String + given: [String] + prefix: [String] + suffix: [String] + period: Period +} + +type IdentifierAssignerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Identifier { + id: String + extension: [Extension] + use: Code + type: CodeableConcept + system: URI + value: String + period: Period + assigner: IdentifierAssignerReference +} + +type Meta { + id: String + extension: [Extension] + versionId: ID + lastUpdated: Instant + source: URI + profile: [Canonical] + security: [Coding] + tag: [Coding] +} + +type Money { + id: String + extension: [Extension] + value: Float + currency: Code +} + +type Narrative { + id: String + extension: [Extension] + status: Code + div: XHTML +} + +type ParameterDefinition { + id: String + extension: [Extension] + name: Code + use: Code + min: Int + max: String + documentation: String + type: Code + profile: Canonical +} + +type Period { + id: String + extension: [Extension] + start: DateTime + end: DateTime +} + +type Quantity { + id: String + extension: [Extension] + value: Float + comparator: Code + unit: String + system: URI + code: Code +} + +type Range { + id: String + extension: [Extension] + low: Quantity + high: Quantity +} + +type Ratio { + id: String + extension: [Extension] + numerator: Quantity + denominator: Quantity +} + +type RatioRange { + id: String + extension: [Extension] + lowNumerator: Quantity + highNumerator: Quantity + denominator: Quantity +} + +type Reference { + id: String + extension: [Extension] + reference: String + type: URI + identifier: Identifier + display: String +} + +type RelatedArtifact { + id: String + extension: [Extension] + type: Code + label: String + display: String + citation: Markdown + url: URL + document: Attachment + resource: Canonical +} + +type SampledData { + id: String + extension: [Extension] + origin: Quantity + period: Float + factor: Float + lowerLimit: Float + upperLimit: Float + dimensions: Int + data: String +} + +union SignatureWho = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type SignatureWhoReference { + id: String + extension: [Extension] + reference: String + resource: SignatureWho + type: URI + identifier: Identifier + display: String +} + +union SignatureOnBehalfOf = Practitioner | PractitionerRole | RelatedPerson | Patient | Device | Organization + +type SignatureOnBehalfOfReference { + id: String + extension: [Extension] + reference: String + resource: SignatureOnBehalfOf + type: URI + identifier: Identifier + display: String +} + +type Signature { + id: String + extension: [Extension] + type: [Coding] + when: Instant + who: SignatureWhoReference + onBehalfOf: SignatureOnBehalfOfReference + targetFormat: Code + sigFormat: Code + data: Base64Binary +} + +type TriggerDefinitionTimingReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Schedule + type: URI + identifier: Identifier + display: String +} + +type TriggerDefinition { + id: String + extension: [Extension] + type: Code + name: String + timingTiming: Timing + timingReference: TriggerDefinitionTimingReferenceReference + timingDate: Date + timingDateTime: DateTime + data: [DataRequirement] + condition: Expression +} + +union UsageContextValueReference = PlanDefinition | ResearchStudy | InsurancePlan | HealthcareService | Group | Location | Organization + +type UsageContextValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: UsageContextValueReference + type: URI + identifier: Identifier + display: String +} + +type UsageContext { + id: String + extension: [Extension] + code: Coding + valueCodeableConcept: CodeableConcept + valueQuantity: Quantity + valueRange: Range + valueReference: UsageContextValueReferenceReference +} + +""" +DocumentReferenceAttachment + For referring to data content defined in other formats. + If the element is present, it must have a value for at least one of the + defined elements, an @id referenced from the Narrative, or extensions +""" +type DocumentReferenceAttachment { + """None""" + id: String + + """ + May be used to represent additional information that is not part of the basic + definition of the element. To make the use of extensions safe and manageable, + there is a strict set of governance applied to the definition and use of + extensions. Though any implementer can define an extension, there is a set of + requirements that SHALL be met as part of the definition of the extension. + """ + extension: [Extension] + + """ + Identifies the type of the data in the attachment and allows a method to be + chosen to interpret or render the data. Includes mime type parameters such as + charset where appropriate. + """ + contentType: Code + + """ + The human language of the content. The value can be any valid value according + to BCP 47. + """ + language: Code + + """ + The actual data of the attachment - a sequence of bytes, base64 encoded. + """ + data: Base64Binary + + """A location where the data can be accessed.""" + url: URL + + """For accessing binary resource saved in 'url' field.""" + resource: Binary + + """ + The number of bytes of data that make up this attachment (before base64 + encoding, if that is done). + """ + size: Int + + """The calculated hash of the data using SHA-1. Represented using base64.""" + hash: Base64Binary + + """A label or set of text to display in place of the data.""" + title: String + + """The date that the attachment was first created.""" + creation: DateTime +} + +type MedicationRequest implements DomainResource & Resource { + dispense: [MedicationDispense] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusReason: CodeableConcept + intent: Code + category: [CodeableConcept] + priority: Code + doNotPerform: Boolean + reportedBoolean: Boolean + reportedReference: MedicationRequestReportedReferenceReference + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationRequestMedicationReferenceReference + subject: MedicationRequestSubjectReference + encounter: MedicationRequestEncounterReference + supportingInformation: [MedicationRequestSupportingInformationReference] + authoredOn: DateTime + requester: MedicationRequestRequesterReference + performer: MedicationRequestPerformerReference + performerType: CodeableConcept + recorder: MedicationRequestRecorderReference + reasonCode: [CodeableConcept] + reasonReference: [MedicationRequestReasonReferenceReference] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [MedicationRequestBasedOnReference] + groupIdentifier: Identifier + courseOfTherapyType: CodeableConcept + insurance: [MedicationRequestInsuranceReference] + note: [Annotation] + dosageInstruction: [Dosage] + dispenseRequest: MedicationRequestDispenseRequest + substitution: MedicationRequestSubstitution + priorPrescription: MedicationRequestPriorPrescriptionReference + detectedIssue: [MedicationRequestDetectedIssueReference] + eventHistory: [MedicationRequestEventHistoryReference] +} + +type Patient implements DomainResource & Resource { + accounts: [Account] + adverseEvents: [AdverseEvent] + allergyIntolerances: [AllergyIntolerance] + appointments: [Appointment] + appointmentResponses: [AppointmentResponse] + basics: [Basic] + bodyStructures: [BodyStructure] + carePlans: [CarePlan] + careTeams: [CareTeam] + chargeItems: [ChargeItem] + claims: [Claim] + claimResponses: [ClaimResponse] + clinicalImpressions: [ClinicalImpression] + communications: [Communication] + communicationRequests: [CommunicationRequest] + compositions: [Composition] + conditions: [Condition] + consents: [Consent] + contracts: [Contract] + coverages: [Coverage] + coverageEligibilityRequests: [CoverageEligibilityRequest] + coverageEligibilityResponses: [CoverageEligibilityResponse] + detectedIssues: [DetectedIssue] + devices: [Device] + deviceRequests: [DeviceRequest] + deviceUseStatements: [DeviceUseStatement] + diagnosticReports: [DiagnosticReport] + documentManifests: [DocumentManifest] + documentReferences: [DocumentReference] + encounters: [Encounter] + enrollmentRequests: [EnrollmentRequest] + episodesOfCare: [EpisodeOfCare] + explanationOfBenefits: [ExplanationOfBenefit] + familyMemberHistories: [FamilyMemberHistory] + flags: [Flag] + goals: [Goal] + groups: [Group] + guidanceResponses: [GuidanceResponse] + imagingStudies: [ImagingStudy] + immunizations: [Immunization] + immunizationEvaluations: [ImmunizationEvaluation] + immunizationRecommendations: [ImmunizationRecommendation] + invoices: [Invoice] + linkages: [Linkage] + lists: [List] + measureReports: [MeasureReport] + media: [Media] + medicationAdministrations: [MedicationAdministration] + medicationDispenses: [MedicationDispense] + medicationRequests: [MedicationRequest] + medicationStatements: [MedicationStatement] + molecularSequences: [MolecularSequence] + nutritionOrders: [NutritionOrder] + observations: [Observation] + paymentNotices: [PaymentNotice] + persons: [Person] + procedures: [Procedure] + provenances: [Provenance] + questionnaireResponses: [QuestionnaireResponse] + relatedPersons: [RelatedPerson] + requestGroups: [RequestGroup] + researchSubjects: [ResearchSubject] + riskAssessments: [RiskAssessment] + schedules: [Schedule] + serviceRequests: [ServiceRequest] + specimens: [Specimen] + subscriptions: [Subscription] + subscriptionStatuses: [SubscriptionStatus] + subscriptionTopics: [SubscriptionTopic] + supplyDeliveries: [SupplyDelivery] + supplyRequests: [SupplyRequest] + tasks: [Task] + visionPrescriptions: [VisionPrescription] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + name: [HumanName] + telecom: [ContactPoint] + gender: Code + birthDate: Date + deceasedBoolean: Boolean + deceasedDateTime: DateTime + address: [Address] + maritalStatus: CodeableConcept + multipleBirthBoolean: Boolean + multipleBirthInteger: Int + photo: [Attachment] + contact: [PatientContact] + communication: [PatientCommunication] + generalPractitioner: [PatientGeneralPractitionerReference] + managingOrganization: PatientManagingOrganizationReference + link: [PatientLink] +} + +type Practitioner implements DomainResource & Resource { + practitionerRole: [PractitionerRole] + group: [Group] + measureReport: [MeasureReport] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + name: [HumanName] + telecom: [ContactPoint] + address: [Address] + gender: Code + birthDate: Date + photo: [Attachment] + qualification: [PractitionerQualification] + communication: [CodeableConcept] +} + +type Subscription implements DomainResource & Resource { + subscriptionStatus: [SubscriptionStatus] + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + status: Code + contact: [ContactPoint] + end: Instant + reason: String + criteria: String + error: String + channel: SubscriptionChannel +} + +type SubscriptionStatus implements DomainResource & Resource { + subscriptionTopic: SubscriptionTopic + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + status: Code + type: Code + eventsSinceSubscriptionStart: String + notificationEvent: [SubscriptionStatusNotificationEvent] + subscription: SubscriptionStatusSubscriptionReference + topic: Canonical + error: [CodeableConcept] +} + +type ExtensionValueReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type Extension { + id: String + extension: [Extension] + url: URI + valueBase64Binary: Base64Binary + valueBoolean: Boolean + valueCanonical: Canonical + valueCode: Code + valueDate: Date + valueDateTime: DateTime + valueDecimal: Float + valueId: ID + valueInstant: Instant + valueInteger: Int + valueMarkdown: Markdown + valueOid: OID + valuePositiveInt: Int + valueString: String + valueTime: Time + valueUnsignedInt: Int + valueUri: URI + valueUrl: URL + valueUuid: UUID + valueAddress: Address + valueAge: Quantity + valueAnnotation: Annotation + valueAttachment: Attachment + valueCodeableConcept: CodeableConcept + valueCodeableReference: CodeableReference + valueCoding: Coding + valueContactPoint: ContactPoint + valueCount: Quantity + valueDistance: Quantity + valueDuration: Quantity + valueHumanName: HumanName + valueIdentifier: Identifier + valueMoney: Money + valuePeriod: Period + valueQuantity: Quantity + valueRange: Range + valueRatio: Ratio + valueRatioRange: RatioRange + valueReference: ExtensionValueReferenceReference + valueSampledData: SampledData + valueSignature: Signature + valueTiming: Timing + valueContactDetail: ContactDetail + valueContributor: Contributor + valueDataRequirement: DataRequirement + valueExpression: Expression + valueParameterDefinition: ParameterDefinition + valueRelatedArtifact: RelatedArtifact + valueTriggerDefinition: TriggerDefinition + valueUsageContext: UsageContext + valueDosage: Dosage +} + +input SearchDateValue { + """ + the value for the parameter in the resource is equal to the provided value + """ + equals: Date + + """ + the value for the parameter in the resource is not equal to the provided value + """ + notEquals: Date + + """ + the value for the parameter in the resource is greater than the provided value + """ + greaterThan: Date + + """ + the value for the parameter in the resource is greater or equal to the provided value + """ + greaterThanOrEqualTo: Date + + """ + the value for the parameter in the resource is less than the provided value + """ + lessThan: Date + + """ + the value for the parameter in the resource is less or equal to the provided value + """ + lessThanOrEqualTo: Date + + """ + the value for the parameter in the resource starts after the provided value + """ + startsAfter: Date + + """ + the value for the parameter in the resource ends before the provided value + """ + endsBefore: Date + + """ + the value for the parameter in the resource is approximately the same to the provided value. + Note that the recommended value for the approximation is 10% of the stated value (or for a date, 10% of the gap between now and the date), but systems may choose other values where appropriate + """ + approximately: Date +} + +input SearchDate { + searchType: String = "date" + value: SearchDateValue + values: [SearchDateValue] + missing: Boolean +} + +input SearchExtensionValue { + url: String + valueString: String + notEquals: NotSearchExtensionValue +} + +input NotSearchExtensionValue { + url: String + valueString: String + values: [SearchExtensionValue] +} + +input SearchExtension { + searchType: String = "token" + value: SearchExtensionValue + values: [SearchExtensionValue] + missing: Boolean + notEquals: NotSearchExtensionValue +} + +input SearchNumberValue { + """ + the value for the parameter in the resource is equal to the provided value + """ + equals: Decimal + + """ + the value for the parameter in the resource is not equal to the provided value + """ + notEquals: Decimal + + """ + the value for the parameter in the resource is greater than the provided value + """ + greaterThan: Decimal + + """ + the value for the parameter in the resource is greater or equal to the provided value + """ + greaterThanOrEqualTo: Decimal + + """ + the value for the parameter in the resource is less than the provided value + """ + lessThan: Decimal + + """ + the value for the parameter in the resource is less or equal to the provided value + """ + lessThanOrEqualTo: Decimal + + """ + the value for the parameter in the resource starts after the provided value + """ + startsAfter: Decimal + + """ + the value for the parameter in the resource ends before the provided value + """ + endsBefore: Decimal + + """ + the value for the parameter in the resource is approximately the same to the provided value. + Note that the recommended value for the approximation is 10% of the stated value (or for a date, 10% of the gap between now and the date), but systems may choose other values where appropriate + """ + approximately: Decimal +} + +input SearchNumber { + searchType: String = "number" + value: SearchNumberValue + values: [SearchNumberValue] + missing: Boolean +} + +input SearchQuantityValue { + prefix: String + value: Decimal + system: String + code: String +} + +input SearchQuantity { + searchType: String = "quantity" + prefix: String + value: Decimal + system: String + code: String + missing: Boolean + notEquals: SearchQuantityValue +} + +input SearchReferenceValue { + value: String + target: String +} + +input SearchReference { + searchType: String = "reference" + value: String + target: String + missing: Boolean + notEquals: SearchReferenceValue +} + +input SearchStringValue { + value: String + values: [String] +} + +input SearchString { + searchType: String = "string" + value: String + values: [String] + missing: Boolean + above: Boolean + below: Boolean + notEquals: SearchStringValue + contains: String + exact: String +} + +input SearchTokenValue { + code: String + value: String + system: String + notEquals: NotSearchTokenValue +} + +input NotSearchTokenValue { + code: String + value: String + system: String + values: [SearchTokenValue] +} + +input SearchToken { + searchType: String = "token" + value: SearchTokenValue + values: [SearchTokenValue] + missing: Boolean + notEquals: NotSearchTokenValue + text: String + ofType: SearchTokenValue +} + +interface DomainResource implements Resource { + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] +} + +interface Resource { + id: ID! + meta: Meta + implicitRules: URI + language: Code +} + +union AccountSubject = Patient | Device | Practitioner | PractitionerRole | Location | HealthcareService | Organization + +type AccountSubjectReference { + id: String + extension: [Extension] + reference: String + resource: AccountSubject + type: URI + identifier: Identifier + display: String +} + +type AccountOwnerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type AccountPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type Account implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + name: String + subject: [AccountSubjectReference] + servicePeriod: Period + coverage: [AccountCoverage] + owner: AccountOwnerReference + description: String + guarantor: [AccountGuarantor] + partOf: AccountPartOfReference +} + +type AccountBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Account + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AccountBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AccountBundleEntry] +} + +type ActivityDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ActivityDefinitionProductReference = Medication | Substance | Ingredient + +type ActivityDefinitionProductReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ActivityDefinitionProductReference + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionSpecimenRequirementReference { + id: String + extension: [Extension] + reference: String + resource: SpecimenDefinition + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionObservationRequirementReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinitionObservationResultRequirementReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDefinition + type: URI + identifier: Identifier + display: String +} + +type ActivityDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: ActivityDefinitionSubjectReferenceReference + subjectCanonical: Canonical + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + kind: Code + profile: Canonical + code: CodeableConcept + intent: Code + priority: Code + doNotPerform: Boolean + timingTiming: Timing + timingDateTime: DateTime + timingAge: Quantity + timingPeriod: Period + timingRange: Range + timingDuration: Quantity + location: ActivityDefinitionLocationReference + participant: [ActivityDefinitionParticipant] + productReference: ActivityDefinitionProductReferenceReference + productCodeableConcept: CodeableConcept + quantity: Quantity + dosage: [Dosage] + bodySite: [CodeableConcept] + specimenRequirement: [ActivityDefinitionSpecimenRequirementReference] + observationRequirement: [ActivityDefinitionObservationRequirementReference] + observationResultRequirement: [ActivityDefinitionObservationResultRequirementReference] + transform: Canonical + dynamicValue: [ActivityDefinitionDynamicValue] +} + +type ActivityDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ActivityDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ActivityDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ActivityDefinitionBundleEntry] +} + +type AdministrableProductDefinitionFormOfReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinition + type: URI + identifier: Identifier + display: String +} + +type AdministrableProductDefinitionProducedFromReference { + id: String + extension: [Extension] + reference: String + resource: ManufacturedItemDefinition + type: URI + identifier: Identifier + display: String +} + +type AdministrableProductDefinitionDeviceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceDefinition + type: URI + identifier: Identifier + display: String +} + +type AdministrableProductDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + formOf: [AdministrableProductDefinitionFormOfReference] + administrableDoseForm: CodeableConcept + unitOfPresentation: CodeableConcept + producedFrom: [AdministrableProductDefinitionProducedFromReference] + ingredient: [CodeableConcept] + device: AdministrableProductDefinitionDeviceReference + property: [AdministrableProductDefinitionProperty] + routeOfAdministration: [AdministrableProductDefinitionRouteOfAdministration] +} + +type AdministrableProductDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AdministrableProductDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AdministrableProductDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AdministrableProductDefinitionBundleEntry] +} + +union AdverseEventSubject = Patient | Group | Practitioner | RelatedPerson + +type AdverseEventSubjectReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventSubject + type: URI + identifier: Identifier + display: String +} + +type AdverseEventEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type AdverseEventResultingConditionReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type AdverseEventLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union AdverseEventRecorder = Patient | Practitioner | PractitionerRole | RelatedPerson + +type AdverseEventRecorderReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventRecorder + type: URI + identifier: Identifier + display: String +} + +union AdverseEventContributor = Practitioner | PractitionerRole | Device + +type AdverseEventContributorReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventContributor + type: URI + identifier: Identifier + display: String +} + +union AdverseEventSubjectMedicalHistory = Condition | Observation | AllergyIntolerance | FamilyMemberHistory | Immunization | Procedure | Media | DocumentReference + +type AdverseEventSubjectMedicalHistoryReference { + id: String + extension: [Extension] + reference: String + resource: AdverseEventSubjectMedicalHistory + type: URI + identifier: Identifier + display: String +} + +type AdverseEventReferenceDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type AdverseEventStudyReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type AdverseEvent implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + actuality: Code + category: [CodeableConcept] + event: CodeableConcept + subject: AdverseEventSubjectReference + encounter: AdverseEventEncounterReference + date: DateTime + detected: DateTime + recordedDate: DateTime + resultingCondition: [AdverseEventResultingConditionReference] + location: AdverseEventLocationReference + seriousness: CodeableConcept + severity: CodeableConcept + outcome: CodeableConcept + recorder: AdverseEventRecorderReference + contributor: [AdverseEventContributorReference] + suspectEntity: [AdverseEventSuspectEntity] + subjectMedicalHistory: [AdverseEventSubjectMedicalHistoryReference] + referenceDocument: [AdverseEventReferenceDocumentReference] + study: [AdverseEventStudyReference] +} + +type AdverseEventBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AdverseEvent + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AdverseEventBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AdverseEventBundleEntry] +} + +type AllergyIntolerancePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type AllergyIntoleranceEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union AllergyIntoleranceRecorder = Practitioner | PractitionerRole | Patient | RelatedPerson + +type AllergyIntoleranceRecorderReference { + id: String + extension: [Extension] + reference: String + resource: AllergyIntoleranceRecorder + type: URI + identifier: Identifier + display: String +} + +union AllergyIntoleranceAsserter = Patient | RelatedPerson | Practitioner | PractitionerRole + +type AllergyIntoleranceAsserterReference { + id: String + extension: [Extension] + reference: String + resource: AllergyIntoleranceAsserter + type: URI + identifier: Identifier + display: String +} + +type AllergyIntolerance implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + clinicalStatus: CodeableConcept + verificationStatus: CodeableConcept + type: Code + category: [Code] + criticality: Code + code: CodeableConcept + patient: AllergyIntolerancePatientReference + encounter: AllergyIntoleranceEncounterReference + onsetDateTime: DateTime + onsetAge: Quantity + onsetPeriod: Period + onsetRange: Range + onsetString: String + recordedDate: DateTime + recorder: AllergyIntoleranceRecorderReference + asserter: AllergyIntoleranceAsserterReference + lastOccurrence: DateTime + note: [Annotation] + reaction: [AllergyIntoleranceReaction] +} + +type AllergyIntoleranceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AllergyIntolerance + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AllergyIntoleranceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AllergyIntoleranceBundleEntry] +} + +union AppointmentReasonReference = Condition | Procedure | Observation | ImmunizationRecommendation + +type AppointmentReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: AppointmentReasonReference + type: URI + identifier: Identifier + display: String +} + +type AppointmentSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type AppointmentSlotReference { + id: String + extension: [Extension] + reference: String + resource: Slot + type: URI + identifier: Identifier + display: String +} + +type AppointmentBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type Appointment implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + cancelationReason: CodeableConcept + serviceCategory: [CodeableConcept] + serviceType: [CodeableConcept] + specialty: [CodeableConcept] + appointmentType: CodeableConcept + reasonCode: [CodeableConcept] + reasonReference: [AppointmentReasonReferenceReference] + priority: Int + description: String + supportingInformation: [AppointmentSupportingInformationReference] + start: Instant + end: Instant + minutesDuration: Int + slot: [AppointmentSlotReference] + created: DateTime + comment: String + patientInstruction: String + basedOn: [AppointmentBasedOnReference] + participant: [AppointmentParticipant] + requestedPeriod: [Period] +} + +type AppointmentBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Appointment + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AppointmentBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AppointmentBundleEntry] +} + +type AppointmentResponseAppointmentReference { + id: String + extension: [Extension] + reference: String + resource: Appointment + type: URI + identifier: Identifier + display: String +} + +union AppointmentResponseActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location + +type AppointmentResponseActorReference { + id: String + extension: [Extension] + reference: String + resource: AppointmentResponseActor + type: URI + identifier: Identifier + display: String +} + +type AppointmentResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + appointment: AppointmentResponseAppointmentReference + start: Instant + end: Instant + participantType: [CodeableConcept] + actor: AppointmentResponseActorReference + participantStatus: Code + comment: String +} + +type AppointmentResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AppointmentResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AppointmentResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AppointmentResponseBundleEntry] +} + +type AuditEvent implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + type: Coding + subtype: [Coding] + action: Code + period: Period + recorded: Instant + outcome: Code + outcomeDesc: String + purposeOfEvent: [CodeableConcept] + agent: [AuditEventAgent] + source: AuditEventSource + entity: [AuditEventEntity] +} + +type AuditEventBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: AuditEvent + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type AuditEventBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [AuditEventBundleEntry] +} + +type BasicSubjectReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union BasicAuthor = Practitioner | PractitionerRole | Patient | RelatedPerson | Organization + +type BasicAuthorReference { + id: String + extension: [Extension] + reference: String + resource: BasicAuthor + type: URI + identifier: Identifier + display: String +} + +type Basic implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + code: CodeableConcept + subject: BasicSubjectReference + created: Date + author: BasicAuthorReference +} + +type BasicBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Basic + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BasicBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BasicBundleEntry] +} + +type BinarySecurityContextReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type Binary implements Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + contentType: Code + securityContext: BinarySecurityContextReference + data: Base64Binary +} + +type BinaryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Binary + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BinaryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BinaryBundleEntry] +} + +type BiologicallyDerivedProductRequestReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProductParentReference { + id: String + extension: [Extension] + reference: String + resource: BiologicallyDerivedProduct + type: URI + identifier: Identifier + display: String +} + +type BiologicallyDerivedProduct implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + productCategory: Code + productCode: CodeableConcept + status: Code + request: [BiologicallyDerivedProductRequestReference] + quantity: Int + parent: [BiologicallyDerivedProductParentReference] + collection: BiologicallyDerivedProductCollection + processing: [BiologicallyDerivedProductProcessing] + manipulation: BiologicallyDerivedProductManipulation + storage: [BiologicallyDerivedProductStorage] +} + +type BiologicallyDerivedProductBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: BiologicallyDerivedProduct + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BiologicallyDerivedProductBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BiologicallyDerivedProductBundleEntry] +} + +type BodyStructurePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type BodyStructure implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + morphology: CodeableConcept + location: CodeableConcept + locationQualifier: [CodeableConcept] + description: String + image: [Attachment] + patient: BodyStructurePatientReference +} + +type BodyStructureBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: BodyStructure + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BodyStructureBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BodyStructureBundleEntry] +} + +type Bundle implements Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + identifier: Identifier + type: Code + timestamp: Instant + total: Int + link: [BundleLink] + entry: [BundleEntry] + signature: Signature +} + +type BundleBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Bundle + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type BundleBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [BundleBundleEntry] +} + +type CapabilityStatement implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + kind: Code + instantiates: [Canonical] + imports: [Canonical] + software: CapabilityStatementSoftware + implementation: CapabilityStatementImplementation + fhirVersion: Code + format: [Code] + patchFormat: [Code] + implementationGuide: [Canonical] + rest: [CapabilityStatementRest] + messaging: [CapabilityStatementMessaging] + document: [CapabilityStatementDocument] +} + +type CapabilityStatementBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CapabilityStatement + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CapabilityStatementBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CapabilityStatementBundleEntry] +} + +type CarePlanBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: CarePlan + type: URI + identifier: Identifier + display: String +} + +type CarePlanReplacesReference { + id: String + extension: [Extension] + reference: String + resource: CarePlan + type: URI + identifier: Identifier + display: String +} + +type CarePlanPartOfReference { + id: String + extension: [Extension] + reference: String + resource: CarePlan + type: URI + identifier: Identifier + display: String +} + +union CarePlanSubject = Patient | Group + +type CarePlanSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanSubject + type: URI + identifier: Identifier + display: String +} + +type CarePlanEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CarePlanAuthor = Patient | Practitioner | PractitionerRole | Device | RelatedPerson | Organization | CareTeam + +type CarePlanAuthorReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanAuthor + type: URI + identifier: Identifier + display: String +} + +union CarePlanContributor = Patient | Practitioner | PractitionerRole | Device | RelatedPerson | Organization | CareTeam + +type CarePlanContributorReference { + id: String + extension: [Extension] + reference: String + resource: CarePlanContributor + type: URI + identifier: Identifier + display: String +} + +type CarePlanCareTeamReference { + id: String + extension: [Extension] + reference: String + resource: CareTeam + type: URI + identifier: Identifier + display: String +} + +type CarePlanAddressesReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type CarePlanSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CarePlanGoalReference { + id: String + extension: [Extension] + reference: String + resource: Goal + type: URI + identifier: Identifier + display: String +} + +type CarePlan implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [CarePlanBasedOnReference] + replaces: [CarePlanReplacesReference] + partOf: [CarePlanPartOfReference] + status: Code + intent: Code + category: [CodeableConcept] + title: String + description: String + subject: CarePlanSubjectReference + encounter: CarePlanEncounterReference + period: Period + created: DateTime + author: CarePlanAuthorReference + contributor: [CarePlanContributorReference] + careTeam: [CarePlanCareTeamReference] + addresses: [CarePlanAddressesReference] + supportingInfo: [CarePlanSupportingInfoReference] + goal: [CarePlanGoalReference] + activity: [CarePlanActivity] + note: [Annotation] +} + +type CarePlanBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CarePlan + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CarePlanBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CarePlanBundleEntry] +} + +union CareTeamSubject = Patient | Group + +type CareTeamSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CareTeamSubject + type: URI + identifier: Identifier + display: String +} + +type CareTeamEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type CareTeamReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +type CareTeamManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CareTeam implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: [CodeableConcept] + name: String + subject: CareTeamSubjectReference + encounter: CareTeamEncounterReference + period: Period + participant: [CareTeamParticipant] + reasonCode: [CodeableConcept] + reasonReference: [CareTeamReasonReferenceReference] + managingOrganization: [CareTeamManagingOrganizationReference] + telecom: [ContactPoint] + note: [Annotation] +} + +type CareTeamBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CareTeam + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CareTeamBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CareTeamBundleEntry] +} + +union CatalogEntryReferencedItem = Medication | Device | Organization | Practitioner | PractitionerRole | HealthcareService | ActivityDefinition | PlanDefinition | SpecimenDefinition | ObservationDefinition | Binary + +type CatalogEntryReferencedItemReference { + id: String + extension: [Extension] + reference: String + resource: CatalogEntryReferencedItem + type: URI + identifier: Identifier + display: String +} + +type CatalogEntry implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + orderable: Boolean + referencedItem: CatalogEntryReferencedItemReference + additionalIdentifier: [Identifier] + classification: [CodeableConcept] + status: Code + validityPeriod: Period + validTo: DateTime + lastUpdated: DateTime + additionalCharacteristic: [CodeableConcept] + additionalClassification: [CodeableConcept] + relatedEntry: [CatalogEntryRelatedEntry] +} + +type CatalogEntryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CatalogEntry + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CatalogEntryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CatalogEntryBundleEntry] +} + +type ChargeItemPartOfReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItem + type: URI + identifier: Identifier + display: String +} + +union ChargeItemSubject = Patient | Group + +type ChargeItemSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemSubject + type: URI + identifier: Identifier + display: String +} + +union ChargeItemContext = Encounter | EpisodeOfCare + +type ChargeItemContextReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemContext + type: URI + identifier: Identifier + display: String +} + +type ChargeItemPerformingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ChargeItemRequestingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ChargeItemCostCenterReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ChargeItemEnterer = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson + +type ChargeItemEntererReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemEnterer + type: URI + identifier: Identifier + display: String +} + +union ChargeItemService = DiagnosticReport | ImagingStudy | Immunization | MedicationAdministration | MedicationDispense | Observation | Procedure | SupplyDelivery + +type ChargeItemServiceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemService + type: URI + identifier: Identifier + display: String +} + +union ChargeItemProductReference = Device | Medication | Substance + +type ChargeItemProductReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemProductReference + type: URI + identifier: Identifier + display: String +} + +type ChargeItemAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type ChargeItemSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ChargeItem implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + definitionUri: [URI] + definitionCanonical: [Canonical] + status: Code + partOf: [ChargeItemPartOfReference] + code: CodeableConcept + subject: ChargeItemSubjectReference + context: ChargeItemContextReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + performer: [ChargeItemPerformer] + performingOrganization: ChargeItemPerformingOrganizationReference + requestingOrganization: ChargeItemRequestingOrganizationReference + costCenter: ChargeItemCostCenterReference + quantity: Quantity + bodysite: [CodeableConcept] + factorOverride: Float + priceOverride: Money + overrideReason: String + enterer: ChargeItemEntererReference + enteredDate: DateTime + reason: [CodeableConcept] + service: [ChargeItemServiceReference] + productReference: ChargeItemProductReferenceReference + productCodeableConcept: CodeableConcept + account: [ChargeItemAccountReference] + note: [Annotation] + supportingInformation: [ChargeItemSupportingInformationReference] +} + +type ChargeItemBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ChargeItem + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ChargeItemBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ChargeItemBundleEntry] +} + +union ChargeItemDefinitionInstance = Medication | Substance | Device + +type ChargeItemDefinitionInstanceReference { + id: String + extension: [Extension] + reference: String + resource: ChargeItemDefinitionInstance + type: URI + identifier: Identifier + display: String +} + +type ChargeItemDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + title: String + derivedFromUri: [URI] + partOf: [Canonical] + replaces: [Canonical] + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + code: CodeableConcept + instance: [ChargeItemDefinitionInstanceReference] + applicability: [ChargeItemDefinitionApplicability] + propertyGroup: [ChargeItemDefinitionPropertyGroup] +} + +type ChargeItemDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ChargeItemDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ChargeItemDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ChargeItemDefinitionBundleEntry] +} + +type Citation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + summary: [CitationSummary] + classification: [CitationClassification] + note: [Annotation] + currentState: [CodeableConcept] + statusDate: [CitationStatusDate] + relatesTo: [CitationRelatesTo] + citedArtifact: CitationCitedArtifact +} + +type CitationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Citation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CitationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CitationBundleEntry] +} + +type ClaimPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union ClaimEnterer = Practitioner | PractitionerRole + +type ClaimEntererReference { + id: String + extension: [Extension] + reference: String + resource: ClaimEnterer + type: URI + identifier: Identifier + display: String +} + +type ClaimInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ClaimProvider = Practitioner | PractitionerRole | Organization + +type ClaimProviderReference { + id: String + extension: [Extension] + reference: String + resource: ClaimProvider + type: URI + identifier: Identifier + display: String +} + +union ClaimPrescription = DeviceRequest | MedicationRequest | VisionPrescription + +type ClaimPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: ClaimPrescription + type: URI + identifier: Identifier + display: String +} + +union ClaimOriginalPrescription = DeviceRequest | MedicationRequest | VisionPrescription + +type ClaimOriginalPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: ClaimOriginalPrescription + type: URI + identifier: Identifier + display: String +} + +type ClaimReferralReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type ClaimFacilityReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type Claim implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + subType: CodeableConcept + use: Code + patient: ClaimPatientReference + billablePeriod: Period + created: DateTime + enterer: ClaimEntererReference + insurer: ClaimInsurerReference + provider: ClaimProviderReference + priority: CodeableConcept + fundsReserve: CodeableConcept + related: [ClaimRelated] + prescription: ClaimPrescriptionReference + originalPrescription: ClaimOriginalPrescriptionReference + payee: ClaimPayee + referral: ClaimReferralReference + facility: ClaimFacilityReference + careTeam: [ClaimCareTeam] + supportingInfo: [ClaimSupportingInfo] + diagnosis: [ClaimDiagnosis] + procedure: [ClaimProcedure] + insurance: [ClaimInsurance] + accident: ClaimAccident + item: [ClaimItem] + total: Money +} + +type ClaimBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Claim + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClaimBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClaimBundleEntry] +} + +type ClaimResponsePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ClaimResponseRequestor = Practitioner | PractitionerRole | Organization + +type ClaimResponseRequestorReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponseRequestor + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseRequestReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ClaimResponseCommunicationRequestReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequest + type: URI + identifier: Identifier + display: String +} + +type ClaimResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + subType: CodeableConcept + use: Code + patient: ClaimResponsePatientReference + created: DateTime + insurer: ClaimResponseInsurerReference + requestor: ClaimResponseRequestorReference + request: ClaimResponseRequestReference + outcome: Code + disposition: String + preAuthRef: String + preAuthPeriod: Period + payeeType: CodeableConcept + item: [ClaimResponseItem] + addItem: [ClaimResponseAddItem] + adjudication: [ClaimResponseAdjudication] + total: [ClaimResponseTotal] + payment: ClaimResponsePayment + fundsReserve: CodeableConcept + formCode: CodeableConcept + form: Attachment + processNote: [ClaimResponseProcessNote] + communicationRequest: [ClaimResponseCommunicationRequestReference] + insurance: [ClaimResponseInsurance] + error: [ClaimResponseError] +} + +type ClaimResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ClaimResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClaimResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClaimResponseBundleEntry] +} + +union ClinicalImpressionSubject = Patient | Group + +type ClinicalImpressionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionSubject + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ClinicalImpressionAssessor = Practitioner | PractitionerRole + +type ClinicalImpressionAssessorReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionAssessor + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionPreviousReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpression + type: URI + identifier: Identifier + display: String +} + +union ClinicalImpressionProblem = Condition | AllergyIntolerance + +type ClinicalImpressionProblemReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalImpressionProblem + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionPrognosisReferenceReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessment + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpressionSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ClinicalImpression implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusReason: CodeableConcept + code: CodeableConcept + description: String + subject: ClinicalImpressionSubjectReference + encounter: ClinicalImpressionEncounterReference + effectiveDateTime: DateTime + effectivePeriod: Period + date: DateTime + assessor: ClinicalImpressionAssessorReference + previous: ClinicalImpressionPreviousReference + problem: [ClinicalImpressionProblemReference] + investigation: [ClinicalImpressionInvestigation] + protocol: [URI] + summary: String + finding: [ClinicalImpressionFinding] + prognosisCodeableConcept: [CodeableConcept] + prognosisReference: [ClinicalImpressionPrognosisReferenceReference] + supportingInfo: [ClinicalImpressionSupportingInfoReference] + note: [Annotation] +} + +type ClinicalImpressionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ClinicalImpression + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClinicalImpressionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClinicalImpressionBundleEntry] +} + +union ClinicalUseDefinitionSubject = MedicinalProductDefinition | Medication | ActivityDefinition | PlanDefinition | Device | DeviceDefinition | Substance + +type ClinicalUseDefinitionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinitionSubject + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinitionPopulationReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ClinicalUseDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: Code + category: [CodeableConcept] + subject: [ClinicalUseDefinitionSubjectReference] + status: CodeableConcept + contraindication: ClinicalUseDefinitionContraindication + indication: ClinicalUseDefinitionIndication + interaction: ClinicalUseDefinitionInteraction + population: [ClinicalUseDefinitionPopulationReference] + undesirableEffect: ClinicalUseDefinitionUndesirableEffect + warning: ClinicalUseDefinitionWarning +} + +type ClinicalUseDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ClinicalUseDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ClinicalUseDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ClinicalUseDefinitionBundleEntry] +} + +type CodeSystem implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + caseSensitive: Boolean + valueSet: Canonical + hierarchyMeaning: Code + compositional: Boolean + versionNeeded: Boolean + content: Code + supplements: Canonical + count: Int + filter: [CodeSystemFilter] + property: [CodeSystemProperty] + concept: [CodeSystemConcept] +} + +type CodeSystemBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CodeSystem + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CodeSystemBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CodeSystemBundleEntry] +} + +type CommunicationBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationInResponseToReference { + id: String + extension: [Extension] + reference: String + resource: Communication + type: URI + identifier: Identifier + display: String +} + +union CommunicationSubject = Patient | Group + +type CommunicationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationSubject + type: URI + identifier: Identifier + display: String +} + +type CommunicationAboutReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CommunicationRecipient = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | Group | CareTeam | HealthcareService + +type CommunicationRecipientReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRecipient + type: URI + identifier: Identifier + display: String +} + +union CommunicationSender = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | HealthcareService + +type CommunicationSenderReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationSender + type: URI + identifier: Identifier + display: String +} + +union CommunicationReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type CommunicationReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationReasonReference + type: URI + identifier: Identifier + display: String +} + +type Communication implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [CommunicationBasedOnReference] + partOf: [CommunicationPartOfReference] + inResponseTo: [CommunicationInResponseToReference] + status: Code + statusReason: CodeableConcept + category: [CodeableConcept] + priority: Code + medium: [CodeableConcept] + subject: CommunicationSubjectReference + topic: CodeableConcept + about: [CommunicationAboutReference] + encounter: CommunicationEncounterReference + sent: DateTime + received: DateTime + recipient: [CommunicationRecipientReference] + sender: CommunicationSenderReference + reasonCode: [CodeableConcept] + reasonReference: [CommunicationReasonReferenceReference] + payload: [CommunicationPayload] + note: [Annotation] +} + +type CommunicationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Communication + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CommunicationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CommunicationBundleEntry] +} + +type CommunicationRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestReplacesReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequest + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestSubject = Patient | Group + +type CommunicationRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestSubject + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestAboutReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type CommunicationRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestRequester + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestRecipient = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | Group | CareTeam | HealthcareService + +type CommunicationRequestRecipientReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestRecipient + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestSender = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson | HealthcareService + +type CommunicationRequestSenderReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestSender + type: URI + identifier: Identifier + display: String +} + +union CommunicationRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type CommunicationRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: CommunicationRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +type CommunicationRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [CommunicationRequestBasedOnReference] + replaces: [CommunicationRequestReplacesReference] + groupIdentifier: Identifier + status: Code + statusReason: CodeableConcept + category: [CodeableConcept] + priority: Code + doNotPerform: Boolean + medium: [CodeableConcept] + subject: CommunicationRequestSubjectReference + about: [CommunicationRequestAboutReference] + encounter: CommunicationRequestEncounterReference + payload: [CommunicationRequestPayload] + occurrenceDateTime: DateTime + occurrencePeriod: Period + authoredOn: DateTime + requester: CommunicationRequestRequesterReference + recipient: [CommunicationRequestRecipientReference] + sender: CommunicationRequestSenderReference + reasonCode: [CodeableConcept] + reasonReference: [CommunicationRequestReasonReferenceReference] + note: [Annotation] +} + +type CommunicationRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CommunicationRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CommunicationRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CommunicationRequestBundleEntry] +} + +type CompartmentDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + purpose: Markdown + code: Code + search: Boolean + resource: [CompartmentDefinitionResource] +} + +type CompartmentDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CompartmentDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CompartmentDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CompartmentDefinitionBundleEntry] +} + +type CompositionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type CompositionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union CompositionAuthor = Practitioner | PractitionerRole | Device | Patient | RelatedPerson | Organization + +type CompositionAuthorReference { + id: String + extension: [Extension] + reference: String + resource: CompositionAuthor + type: URI + identifier: Identifier + display: String +} + +type CompositionCustodianReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Composition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + status: Code + type: CodeableConcept + category: [CodeableConcept] + subject: CompositionSubjectReference + encounter: CompositionEncounterReference + date: DateTime + author: [CompositionAuthorReference] + title: String + confidentiality: Code + attester: [CompositionAttester] + custodian: CompositionCustodianReference + relatesTo: [CompositionRelatesTo] + event: [CompositionEvent] + section: [CompositionSection] +} + +type CompositionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Composition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CompositionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CompositionBundleEntry] +} + +type ConceptMap implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: Identifier + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + sourceUri: URI + sourceCanonical: Canonical + targetUri: URI + targetCanonical: Canonical + group: [ConceptMapGroup] +} + +type ConceptMapBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ConceptMap + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ConceptMapBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ConceptMapBundleEntry] +} + +union ConditionSubject = Patient | Group + +type ConditionSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ConditionSubject + type: URI + identifier: Identifier + display: String +} + +type ConditionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ConditionRecorder = Practitioner | PractitionerRole | Patient | RelatedPerson + +type ConditionRecorderReference { + id: String + extension: [Extension] + reference: String + resource: ConditionRecorder + type: URI + identifier: Identifier + display: String +} + +union ConditionAsserter = Practitioner | PractitionerRole | Patient | RelatedPerson + +type ConditionAsserterReference { + id: String + extension: [Extension] + reference: String + resource: ConditionAsserter + type: URI + identifier: Identifier + display: String +} + +type Condition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + clinicalStatus: CodeableConcept + verificationStatus: CodeableConcept + category: [CodeableConcept] + severity: CodeableConcept + code: CodeableConcept + bodySite: [CodeableConcept] + subject: ConditionSubjectReference + encounter: ConditionEncounterReference + onsetDateTime: DateTime + onsetAge: Quantity + onsetPeriod: Period + onsetRange: Range + onsetString: String + abatementDateTime: DateTime + abatementAge: Quantity + abatementPeriod: Period + abatementRange: Range + abatementString: String + recordedDate: DateTime + recorder: ConditionRecorderReference + asserter: ConditionAsserterReference + stage: [ConditionStage] + evidence: [ConditionEvidence] + note: [Annotation] +} + +type ConditionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Condition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ConditionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ConditionBundleEntry] +} + +type ConsentPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union ConsentPerformer = Organization | Patient | Practitioner | RelatedPerson | PractitionerRole + +type ConsentPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ConsentPerformer + type: URI + identifier: Identifier + display: String +} + +type ConsentOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ConsentSourceReference = Consent | DocumentReference | Contract | QuestionnaireResponse + +type ConsentSourceReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ConsentSourceReference + type: URI + identifier: Identifier + display: String +} + +type Consent implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + scope: CodeableConcept + category: [CodeableConcept] + patient: ConsentPatientReference + dateTime: DateTime + performer: [ConsentPerformerReference] + organization: [ConsentOrganizationReference] + sourceAttachment: Attachment + sourceReference: ConsentSourceReferenceReference + policy: [ConsentPolicy] + policyRule: CodeableConcept + verification: [ConsentVerification] + provision: ConsentProvision +} + +type ConsentBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Consent + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ConsentBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ConsentBundleEntry] +} + +type ContractInstantiatesCanonicalReference { + id: String + extension: [Extension] + reference: String + resource: Contract + type: URI + identifier: Identifier + display: String +} + +type ContractSubjectTypeReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ContractDomainReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ContractSiteReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ContractAuthor = Patient | Practitioner | PractitionerRole | Organization + +type ContractAuthorReference { + id: String + extension: [Extension] + reference: String + resource: ContractAuthor + type: URI + identifier: Identifier + display: String +} + +type ContractTopicReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ContractRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +union ContractLegallyBindingReference = Composition | DocumentReference | QuestionnaireResponse | Contract + +type ContractLegallyBindingReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ContractLegallyBindingReference + type: URI + identifier: Identifier + display: String +} + +type Contract implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + url: URI + version: String + status: Code + legalState: CodeableConcept + instantiatesCanonical: ContractInstantiatesCanonicalReference + instantiatesUri: URI + contentDerivative: CodeableConcept + issued: DateTime + applies: Period + expirationType: CodeableConcept + subject: [ContractSubjectTypeReference] + authority: [ContractAuthorityReference] + domain: [ContractDomainReference] + site: [ContractSiteReference] + name: String + title: String + subtitle: String + alias: [String] + author: ContractAuthorReference + scope: CodeableConcept + topicCodeableConcept: CodeableConcept + topicReference: ContractTopicReferenceReference + type: CodeableConcept + subType: [CodeableConcept] + contentDefinition: ContractContentDefinition + term: [ContractTerm] + supportingInfo: [ContractSupportingInfoReference] + relevantHistory: [ContractRelevantHistoryReference] + signer: [ContractSigner] + friendly: [ContractFriendly] + legal: [ContractLegal] + rule: [ContractRule] + legallyBindingAttachment: Attachment + legallyBindingReference: ContractLegallyBindingReferenceReference +} + +type ContractBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Contract + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ContractBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ContractBundleEntry] +} + +union CoveragePolicyHolder = Patient | RelatedPerson | Organization + +type CoveragePolicyHolderReference { + id: String + extension: [Extension] + reference: String + resource: CoveragePolicyHolder + type: URI + identifier: Identifier + display: String +} + +union CoverageSubscriber = Patient | RelatedPerson + +type CoverageSubscriberReference { + id: String + extension: [Extension] + reference: String + resource: CoverageSubscriber + type: URI + identifier: Identifier + display: String +} + +type CoverageBeneficiaryReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union CoveragePayor = Organization | Patient | RelatedPerson + +type CoveragePayorReference { + id: String + extension: [Extension] + reference: String + resource: CoveragePayor + type: URI + identifier: Identifier + display: String +} + +type CoverageContractReference { + id: String + extension: [Extension] + reference: String + resource: Contract + type: URI + identifier: Identifier + display: String +} + +type Coverage implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + policyHolder: CoveragePolicyHolderReference + subscriber: CoverageSubscriberReference + subscriberId: String + beneficiary: CoverageBeneficiaryReference + dependent: String + relationship: CodeableConcept + period: Period + payor: [CoveragePayorReference] + class: [CoverageClass] + order: Int + network: String + costToBeneficiary: [CoverageCostToBeneficiary] + subrogation: Boolean + contract: [CoverageContractReference] +} + +type CoverageBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Coverage + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CoverageBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CoverageBundleEntry] +} + +type CoverageEligibilityRequestPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityRequestEnterer = Practitioner | PractitionerRole + +type CoverageEligibilityRequestEntererReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestEnterer + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityRequestProvider = Practitioner | PractitionerRole | Organization + +type CoverageEligibilityRequestProviderReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequestProvider + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequestFacilityReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + priority: CodeableConcept + purpose: [Code] + patient: CoverageEligibilityRequestPatientReference + servicedDate: Date + servicedPeriod: Period + created: DateTime + enterer: CoverageEligibilityRequestEntererReference + provider: CoverageEligibilityRequestProviderReference + insurer: CoverageEligibilityRequestInsurerReference + facility: CoverageEligibilityRequestFacilityReference + supportingInfo: [CoverageEligibilityRequestSupportingInfo] + insurance: [CoverageEligibilityRequestInsurance] + item: [CoverageEligibilityRequestItem] +} + +type CoverageEligibilityRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CoverageEligibilityRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CoverageEligibilityRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CoverageEligibilityRequestBundleEntry] +} + +type CoverageEligibilityResponsePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union CoverageEligibilityResponseRequestor = Practitioner | PractitionerRole | Organization + +type CoverageEligibilityResponseRequestorReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityResponseRequestor + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseRequestReference { + id: String + extension: [Extension] + reference: String + resource: CoverageEligibilityRequest + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponseInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type CoverageEligibilityResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + purpose: [Code] + patient: CoverageEligibilityResponsePatientReference + servicedDate: Date + servicedPeriod: Period + created: DateTime + requestor: CoverageEligibilityResponseRequestorReference + request: CoverageEligibilityResponseRequestReference + outcome: Code + disposition: String + insurer: CoverageEligibilityResponseInsurerReference + insurance: [CoverageEligibilityResponseInsurance] + preAuthRef: String + form: CodeableConcept + error: [CoverageEligibilityResponseError] +} + +type CoverageEligibilityResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: CoverageEligibilityResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type CoverageEligibilityResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [CoverageEligibilityResponseBundleEntry] +} + +type DetectedIssuePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union DetectedIssueAuthor = Practitioner | PractitionerRole | Device + +type DetectedIssueAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssueAuthor + type: URI + identifier: Identifier + display: String +} + +type DetectedIssueImplicatedReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DetectedIssue implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + code: CodeableConcept + severity: Code + patient: DetectedIssuePatientReference + identifiedDateTime: DateTime + identifiedPeriod: Period + author: DetectedIssueAuthorReference + implicated: [DetectedIssueImplicatedReference] + evidence: [DetectedIssueEvidence] + detail: String + reference: URI + mitigation: [DetectedIssueMitigation] +} + +type DetectedIssueBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DetectedIssue + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DetectedIssueBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DetectedIssueBundleEntry] +} + +type DeviceDefinitionReference { + id: String + extension: [Extension] + reference: String + resource: DeviceDefinition + type: URI + identifier: Identifier + display: String +} + +type DevicePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type DeviceOwnerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DeviceLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type DeviceParentReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type Device implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + definition: DeviceDefinitionReference + udiCarrier: [DeviceUdiCarrier] + status: Code + statusReason: [CodeableConcept] + distinctIdentifier: String + manufacturer: String + manufactureDate: DateTime + expirationDate: DateTime + lotNumber: String + serialNumber: String + deviceName: [DeviceDeviceName] + modelNumber: String + partNumber: String + type: CodeableConcept + specialization: [DeviceSpecialization] + version: [DeviceVersion] + property: [DeviceProperty] + patient: DevicePatientReference + owner: DeviceOwnerReference + contact: [ContactPoint] + location: DeviceLocationReference + url: URI + note: [Annotation] + safety: [CodeableConcept] + parent: DeviceParentReference +} + +type DeviceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Device + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceBundleEntry] +} + +type DeviceDefinitionManufacturerReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DeviceDefinitionOwnerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DeviceDefinitionParentDeviceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceDefinition + type: URI + identifier: Identifier + display: String +} + +type DeviceDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + udiDeviceIdentifier: [DeviceDefinitionUdiDeviceIdentifier] + manufacturerString: String + manufacturerReference: DeviceDefinitionManufacturerReferenceReference + deviceName: [DeviceDefinitionDeviceName] + modelNumber: String + type: CodeableConcept + specialization: [DeviceDefinitionSpecialization] + version: [String] + safety: [CodeableConcept] + shelfLifeStorage: [ProductShelfLife] + physicalCharacteristics: ProdCharacteristic + languageCode: [CodeableConcept] + capability: [DeviceDefinitionCapability] + property: [DeviceDefinitionProperty] + owner: DeviceDefinitionOwnerReference + contact: [ContactPoint] + url: URI + onlineInformation: URI + note: [Annotation] + quantity: Quantity + parentDevice: DeviceDefinitionParentDeviceReference + material: [DeviceDefinitionMaterial] +} + +type DeviceDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceDefinitionBundleEntry] +} + +type DeviceMetricSourceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type DeviceMetricParentReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type DeviceMetric implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + unit: CodeableConcept + source: DeviceMetricSourceReference + parent: DeviceMetricParentReference + operationalStatus: Code + color: Code + category: Code + measurementPeriod: Timing + calibration: [DeviceMetricCalibration] +} + +type DeviceMetricBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceMetric + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceMetricBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceMetricBundleEntry] +} + +type DeviceRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestPriorRequestReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestCodeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestSubject = Patient | Group | Location | Device + +type DeviceRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestSubject + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestRequester = Device | Practitioner | PractitionerRole | Organization + +type DeviceRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestRequester + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestPerformer = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson + +type DeviceRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestPerformer + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type DeviceRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union DeviceRequestInsurance = Coverage | ClaimResponse + +type DeviceRequestInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceRequestInsurance + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DeviceRequestRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type DeviceRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [DeviceRequestBasedOnReference] + priorRequest: [DeviceRequestPriorRequestReference] + groupIdentifier: Identifier + status: Code + intent: Code + priority: Code + codeReference: DeviceRequestCodeReferenceReference + codeCodeableConcept: CodeableConcept + parameter: [DeviceRequestParameter] + subject: DeviceRequestSubjectReference + encounter: DeviceRequestEncounterReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + authoredOn: DateTime + requester: DeviceRequestRequesterReference + performerType: CodeableConcept + performer: DeviceRequestPerformerReference + reasonCode: [CodeableConcept] + reasonReference: [DeviceRequestReasonReferenceReference] + insurance: [DeviceRequestInsuranceReference] + supportingInfo: [DeviceRequestSupportingInfoReference] + note: [Annotation] + relevantHistory: [DeviceRequestRelevantHistoryReference] +} + +type DeviceRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceRequestBundleEntry] +} + +type DeviceUseStatementBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementSubject = Patient | Group + +type DeviceUseStatementSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementSubject + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementDerivedFrom = ServiceRequest | Procedure | Claim | Observation | QuestionnaireResponse | DocumentReference + +type DeviceUseStatementDerivedFromReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementDerivedFrom + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementSource = Patient | Practitioner | PractitionerRole | RelatedPerson + +type DeviceUseStatementSourceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementSource + type: URI + identifier: Identifier + display: String +} + +type DeviceUseStatementDeviceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union DeviceUseStatementReasonReference = Condition | Observation | DiagnosticReport | DocumentReference | Media + +type DeviceUseStatementReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DeviceUseStatementReasonReference + type: URI + identifier: Identifier + display: String +} + +type DeviceUseStatement implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [DeviceUseStatementBasedOnReference] + status: Code + subject: DeviceUseStatementSubjectReference + derivedFrom: [DeviceUseStatementDerivedFromReference] + timingTiming: Timing + timingPeriod: Period + timingDateTime: DateTime + recordedOn: DateTime + source: DeviceUseStatementSourceReference + device: DeviceUseStatementDeviceReference + reasonCode: [CodeableConcept] + reasonReference: [DeviceUseStatementReasonReferenceReference] + bodySite: CodeableConcept + note: [Annotation] +} + +type DeviceUseStatementBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DeviceUseStatement + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DeviceUseStatementBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DeviceUseStatementBundleEntry] +} + +union DiagnosticReportBasedOn = CarePlan | ImmunizationRecommendation | MedicationRequest | NutritionOrder | ServiceRequest + +type DiagnosticReportBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportBasedOn + type: URI + identifier: Identifier + display: String +} + +union DiagnosticReportSubject = Patient | Group | Device | Location | Organization | Procedure | Practitioner | Medication | Substance + +type DiagnosticReportSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportSubject + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union DiagnosticReportPerformer = Practitioner | PractitionerRole | Organization | CareTeam + +type DiagnosticReportPerformerReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportPerformer + type: URI + identifier: Identifier + display: String +} + +union DiagnosticReportResultsInterpreter = Practitioner | PractitionerRole | Organization | CareTeam + +type DiagnosticReportResultsInterpreterReference { + id: String + extension: [Extension] + reference: String + resource: DiagnosticReportResultsInterpreter + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportResultReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReportImagingStudyReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudy + type: URI + identifier: Identifier + display: String +} + +type DiagnosticReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [DiagnosticReportBasedOnReference] + status: Code + category: [CodeableConcept] + code: CodeableConcept + subject: DiagnosticReportSubjectReference + encounter: DiagnosticReportEncounterReference + effectiveDateTime: DateTime + effectivePeriod: Period + issued: Instant + performer: [DiagnosticReportPerformerReference] + resultsInterpreter: [DiagnosticReportResultsInterpreterReference] + specimen: [DiagnosticReportSpecimenReference] + result: [DiagnosticReportResultReference] + imagingStudy: [DiagnosticReportImagingStudyReference] + media: [DiagnosticReportMedia] + conclusion: String + conclusionCode: [CodeableConcept] + presentedForm: [Attachment] +} + +type DiagnosticReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DiagnosticReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DiagnosticReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DiagnosticReportBundleEntry] +} + +union DocumentManifestSubject = Patient | Practitioner | Group | Device + +type DocumentManifestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DocumentManifestSubject + type: URI + identifier: Identifier + display: String +} + +union DocumentManifestAuthor = Practitioner | PractitionerRole | Organization | Device | Patient | RelatedPerson + +type DocumentManifestAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DocumentManifestAuthor + type: URI + identifier: Identifier + display: String +} + +union DocumentManifestRecipient = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization + +type DocumentManifestRecipientReference { + id: String + extension: [Extension] + reference: String + resource: DocumentManifestRecipient + type: URI + identifier: Identifier + display: String +} + +type DocumentManifestContentReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type DocumentManifest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + masterIdentifier: Identifier + identifier: [Identifier] + status: Code + type: CodeableConcept + subject: DocumentManifestSubjectReference + created: DateTime + author: [DocumentManifestAuthorReference] + recipient: [DocumentManifestRecipientReference] + source: URI + description: String + content: [DocumentManifestContentReference] + related: [DocumentManifestRelated] +} + +type DocumentManifestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DocumentManifest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DocumentManifestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DocumentManifestBundleEntry] +} + +union DocumentReferenceSubject = Patient | Practitioner | Group | Device + +type DocumentReferenceSubjectReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceSubject + type: URI + identifier: Identifier + display: String +} + +union DocumentReferenceAuthor = Practitioner | PractitionerRole | Organization | Device | Patient | RelatedPerson + +type DocumentReferenceAuthorReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceAuthor + type: URI + identifier: Identifier + display: String +} + +union DocumentReferenceAuthenticator = Practitioner | PractitionerRole | Organization + +type DocumentReferenceAuthenticatorReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReferenceAuthenticator + type: URI + identifier: Identifier + display: String +} + +type DocumentReferenceCustodianReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type DocumentReference implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + masterIdentifier: Identifier + identifier: [Identifier] + status: Code + docStatus: Code + type: CodeableConcept + category: [CodeableConcept] + subject: DocumentReferenceSubjectReference + date: Instant + author: [DocumentReferenceAuthorReference] + authenticator: DocumentReferenceAuthenticatorReference + custodian: DocumentReferenceCustodianReference + relatesTo: [DocumentReferenceRelatesTo] + description: String + securityLabel: [CodeableConcept] + content: [DocumentReferenceContent] + context: DocumentReferenceContext +} + +type DocumentReferenceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: DocumentReference + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type DocumentReferenceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [DocumentReferenceBundleEntry] +} + +union EncounterSubject = Patient | Group + +type EncounterSubjectReference { + id: String + extension: [Extension] + reference: String + resource: EncounterSubject + type: URI + identifier: Identifier + display: String +} + +type EncounterEpisodeOfCareReference { + id: String + extension: [Extension] + reference: String + resource: EpisodeOfCare + type: URI + identifier: Identifier + display: String +} + +type EncounterBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type EncounterAppointmentReference { + id: String + extension: [Extension] + reference: String + resource: Appointment + type: URI + identifier: Identifier + display: String +} + +union EncounterReasonReference = Condition | Procedure | Observation | ImmunizationRecommendation + +type EncounterReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: EncounterReasonReference + type: URI + identifier: Identifier + display: String +} + +type EncounterAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type EncounterServiceProviderReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type EncounterPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type Encounter implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusHistory: [EncounterStatusHistory] + class: Coding + classHistory: [EncounterClassHistory] + type: [CodeableConcept] + serviceType: CodeableConcept + priority: CodeableConcept + subject: EncounterSubjectReference + episodeOfCare: [EncounterEpisodeOfCareReference] + basedOn: [EncounterBasedOnReference] + participant: [EncounterParticipant] + appointment: [EncounterAppointmentReference] + period: Period + length: Quantity + reasonCode: [CodeableConcept] + reasonReference: [EncounterReasonReferenceReference] + diagnosis: [EncounterDiagnosis] + account: [EncounterAccountReference] + hospitalization: EncounterHospitalization + location: [EncounterLocation] + serviceProvider: EncounterServiceProviderReference + partOf: EncounterPartOfReference +} + +type EncounterBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Encounter + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EncounterBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EncounterBundleEntry] +} + +type EndpointManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Endpoint implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + connectionType: Coding + name: String + managingOrganization: EndpointManagingOrganizationReference + contact: [ContactPoint] + period: Period + payloadType: [CodeableConcept] + payloadMimeType: [Code] + address: URL + header: [String] +} + +type EndpointBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Endpoint + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EndpointBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EndpointBundleEntry] +} + +type EnrollmentRequestInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union EnrollmentRequestProvider = Practitioner | PractitionerRole | Organization + +type EnrollmentRequestProviderReference { + id: String + extension: [Extension] + reference: String + resource: EnrollmentRequestProvider + type: URI + identifier: Identifier + display: String +} + +type EnrollmentRequestCandidateReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type EnrollmentRequestCoverageReference { + id: String + extension: [Extension] + reference: String + resource: Coverage + type: URI + identifier: Identifier + display: String +} + +type EnrollmentRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + created: DateTime + insurer: EnrollmentRequestInsurerReference + provider: EnrollmentRequestProviderReference + candidate: EnrollmentRequestCandidateReference + coverage: EnrollmentRequestCoverageReference +} + +type EnrollmentRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EnrollmentRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EnrollmentRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EnrollmentRequestBundleEntry] +} + +type EnrollmentResponseRequestReference { + id: String + extension: [Extension] + reference: String + resource: EnrollmentRequest + type: URI + identifier: Identifier + display: String +} + +type EnrollmentResponseOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union EnrollmentResponseRequestProvider = Practitioner | PractitionerRole | Organization + +type EnrollmentResponseRequestProviderReference { + id: String + extension: [Extension] + reference: String + resource: EnrollmentResponseRequestProvider + type: URI + identifier: Identifier + display: String +} + +type EnrollmentResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + request: EnrollmentResponseRequestReference + outcome: Code + disposition: String + created: DateTime + organization: EnrollmentResponseOrganizationReference + requestProvider: EnrollmentResponseRequestProviderReference +} + +type EnrollmentResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EnrollmentResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EnrollmentResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EnrollmentResponseBundleEntry] +} + +type EpisodeOfCarePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareReferralRequestReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +union EpisodeOfCareCareManager = Practitioner | PractitionerRole + +type EpisodeOfCareCareManagerReference { + id: String + extension: [Extension] + reference: String + resource: EpisodeOfCareCareManager + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareTeamReference { + id: String + extension: [Extension] + reference: String + resource: CareTeam + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCareAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type EpisodeOfCare implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusHistory: [EpisodeOfCareStatusHistory] + type: [CodeableConcept] + diagnosis: [EpisodeOfCareDiagnosis] + patient: EpisodeOfCarePatientReference + managingOrganization: EpisodeOfCareManagingOrganizationReference + period: Period + referralRequest: [EpisodeOfCareReferralRequestReference] + careManager: EpisodeOfCareCareManagerReference + team: [EpisodeOfCareTeamReference] + account: [EpisodeOfCareAccountReference] +} + +type EpisodeOfCareBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EpisodeOfCare + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EpisodeOfCareBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EpisodeOfCareBundleEntry] +} + +type EventDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type EventDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: EventDefinitionSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + trigger: [TriggerDefinition] +} + +type EventDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EventDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EventDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EventDefinitionBundleEntry] +} + +type EvidenceCiteAsReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type Evidence implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + title: String + citeAsReference: EvidenceCiteAsReferenceReference + citeAsMarkdown: Markdown + status: Code + date: DateTime + useContext: [UsageContext] + approvalDate: Date + lastReviewDate: Date + publisher: String + contact: [ContactDetail] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + description: Markdown + assertion: Markdown + note: [Annotation] + variableDefinition: [EvidenceVariableDefinition] + synthesisType: CodeableConcept + studyType: CodeableConcept + statistic: [EvidenceStatistic] + certainty: [EvidenceCertainty] +} + +type EvidenceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Evidence + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EvidenceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EvidenceBundleEntry] +} + +type EvidenceReportCiteAsReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type EvidenceReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + status: Code + useContext: [UsageContext] + identifier: [Identifier] + relatedIdentifier: [Identifier] + citeAsReference: EvidenceReportCiteAsReferenceReference + citeAsMarkdown: Markdown + type: CodeableConcept + note: [Annotation] + relatedArtifact: [RelatedArtifact] + subject: EvidenceReportSubject + publisher: String + contact: [ContactDetail] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatesTo: [EvidenceReportRelatesTo] + section: [EvidenceReportSection] +} + +type EvidenceReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EvidenceReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EvidenceReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EvidenceReportBundleEntry] +} + +type EvidenceVariable implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + shortTitle: String + subtitle: String + status: Code + date: DateTime + description: Markdown + note: [Annotation] + useContext: [UsageContext] + publisher: String + contact: [ContactDetail] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + actual: Boolean + characteristicCombination: Code + characteristic: [EvidenceVariableCharacteristic] + handling: Code + category: [EvidenceVariableCategory] +} + +type EvidenceVariableBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: EvidenceVariable + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type EvidenceVariableBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [EvidenceVariableBundleEntry] +} + +type ExampleScenario implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + copyright: Markdown + purpose: Markdown + actor: [ExampleScenarioActor] + instance: [ExampleScenarioInstance] + process: [ExampleScenarioProcess] + workflow: [Canonical] +} + +type ExampleScenarioBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ExampleScenario + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ExampleScenarioBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ExampleScenarioBundleEntry] +} + +type ExplanationOfBenefitPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union ExplanationOfBenefitEnterer = Practitioner | PractitionerRole + +type ExplanationOfBenefitEntererReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitEnterer + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitInsurerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ExplanationOfBenefitProvider = Practitioner | PractitionerRole | Organization + +type ExplanationOfBenefitProviderReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitProvider + type: URI + identifier: Identifier + display: String +} + +union ExplanationOfBenefitPrescription = MedicationRequest | VisionPrescription + +type ExplanationOfBenefitPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: ExplanationOfBenefitPrescription + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitOriginalPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitReferralReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitFacilityReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitClaimReference { + id: String + extension: [Extension] + reference: String + resource: Claim + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefitClaimResponseReference { + id: String + extension: [Extension] + reference: String + resource: ClaimResponse + type: URI + identifier: Identifier + display: String +} + +type ExplanationOfBenefit implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: CodeableConcept + subType: CodeableConcept + use: Code + patient: ExplanationOfBenefitPatientReference + billablePeriod: Period + created: DateTime + enterer: ExplanationOfBenefitEntererReference + insurer: ExplanationOfBenefitInsurerReference + provider: ExplanationOfBenefitProviderReference + priority: CodeableConcept + fundsReserveRequested: CodeableConcept + fundsReserve: CodeableConcept + related: [ExplanationOfBenefitRelated] + prescription: ExplanationOfBenefitPrescriptionReference + originalPrescription: ExplanationOfBenefitOriginalPrescriptionReference + payee: ExplanationOfBenefitPayee + referral: ExplanationOfBenefitReferralReference + facility: ExplanationOfBenefitFacilityReference + claim: ExplanationOfBenefitClaimReference + claimResponse: ExplanationOfBenefitClaimResponseReference + outcome: Code + disposition: String + preAuthRef: [String] + preAuthRefPeriod: [Period] + careTeam: [ExplanationOfBenefitCareTeam] + supportingInfo: [ExplanationOfBenefitSupportingInfo] + diagnosis: [ExplanationOfBenefitDiagnosis] + procedure: [ExplanationOfBenefitProcedure] + precedence: Int + insurance: [ExplanationOfBenefitInsurance] + accident: ExplanationOfBenefitAccident + item: [ExplanationOfBenefitItem] + addItem: [ExplanationOfBenefitAddItem] + adjudication: [ExplanationOfBenefitAdjudication] + total: [ExplanationOfBenefitTotal] + payment: ExplanationOfBenefitPayment + formCode: CodeableConcept + form: Attachment + processNote: [ExplanationOfBenefitProcessNote] + benefitPeriod: Period + benefitBalance: [ExplanationOfBenefitBenefitBalance] +} + +type ExplanationOfBenefitBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ExplanationOfBenefit + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ExplanationOfBenefitBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ExplanationOfBenefitBundleEntry] +} + +type FamilyMemberHistoryPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union FamilyMemberHistoryReasonReference = Condition | Observation | AllergyIntolerance | QuestionnaireResponse | DiagnosticReport | DocumentReference + +type FamilyMemberHistoryReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: FamilyMemberHistoryReasonReference + type: URI + identifier: Identifier + display: String +} + +type FamilyMemberHistory implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + status: Code + dataAbsentReason: CodeableConcept + patient: FamilyMemberHistoryPatientReference + date: DateTime + name: String + relationship: CodeableConcept + sex: CodeableConcept + bornPeriod: Period + bornDate: Date + bornString: String + ageAge: Quantity + ageRange: Range + ageString: String + estimatedAge: Boolean + deceasedBoolean: Boolean + deceasedAge: Quantity + deceasedRange: Range + deceasedDate: Date + deceasedString: String + reasonCode: [CodeableConcept] + reasonReference: [FamilyMemberHistoryReasonReferenceReference] + note: [Annotation] + condition: [FamilyMemberHistoryCondition] +} + +type FamilyMemberHistoryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: FamilyMemberHistory + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type FamilyMemberHistoryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [FamilyMemberHistoryBundleEntry] +} + +union FlagSubject = Patient | Location | Group | Organization | Practitioner | PlanDefinition | Medication | Procedure + +type FlagSubjectReference { + id: String + extension: [Extension] + reference: String + resource: FlagSubject + type: URI + identifier: Identifier + display: String +} + +type FlagEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union FlagAuthor = Device | Organization | Patient | Practitioner | PractitionerRole + +type FlagAuthorReference { + id: String + extension: [Extension] + reference: String + resource: FlagAuthor + type: URI + identifier: Identifier + display: String +} + +type Flag implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: [CodeableConcept] + code: CodeableConcept + subject: FlagSubjectReference + period: Period + encounter: FlagEncounterReference + author: FlagAuthorReference +} + +type FlagBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Flag + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type FlagBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [FlagBundleEntry] +} + +union GoalSubject = Patient | Group | Organization + +type GoalSubjectReference { + id: String + extension: [Extension] + reference: String + resource: GoalSubject + type: URI + identifier: Identifier + display: String +} + +union GoalExpressedBy = Patient | Practitioner | PractitionerRole | RelatedPerson + +type GoalExpressedByReference { + id: String + extension: [Extension] + reference: String + resource: GoalExpressedBy + type: URI + identifier: Identifier + display: String +} + +union GoalAddresses = Condition | Observation | MedicationStatement | NutritionOrder | ServiceRequest | RiskAssessment + +type GoalAddressesReference { + id: String + extension: [Extension] + reference: String + resource: GoalAddresses + type: URI + identifier: Identifier + display: String +} + +type GoalOutcomeReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Observation + type: URI + identifier: Identifier + display: String +} + +type Goal implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + lifecycleStatus: Code + achievementStatus: CodeableConcept + category: [CodeableConcept] + priority: CodeableConcept + description: CodeableConcept + subject: GoalSubjectReference + startDate: Date + startCodeableConcept: CodeableConcept + target: [GoalTarget] + statusDate: Date + statusReason: String + expressedBy: GoalExpressedByReference + addresses: [GoalAddressesReference] + note: [Annotation] + outcomeCode: [CodeableConcept] + outcomeReference: [GoalOutcomeReferenceReference] +} + +type GoalBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Goal + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GoalBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GoalBundleEntry] +} + +type GraphDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + start: Code + profile: Canonical + link: [GraphDefinitionLink] +} + +type GraphDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: GraphDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GraphDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GraphDefinitionBundleEntry] +} + +union GroupManagingEntity = Organization | RelatedPerson | Practitioner | PractitionerRole + +type GroupManagingEntityReference { + id: String + extension: [Extension] + reference: String + resource: GroupManagingEntity + type: URI + identifier: Identifier + display: String +} + +type Group implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + type: Code + actual: Boolean + code: CodeableConcept + name: String + quantity: Int + managingEntity: GroupManagingEntityReference + characteristic: [GroupCharacteristic] + member: [GroupMember] +} + +type GroupBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Group + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GroupBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GroupBundleEntry] +} + +union GuidanceResponseSubject = Patient | Group + +type GuidanceResponseSubjectReference { + id: String + extension: [Extension] + reference: String + resource: GuidanceResponseSubject + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponseEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponsePerformerReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +union GuidanceResponseReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type GuidanceResponseReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: GuidanceResponseReasonReference + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponseEvaluationMessageReference { + id: String + extension: [Extension] + reference: String + resource: OperationOutcome + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponseOutputParametersReference { + id: String + extension: [Extension] + reference: String + resource: Parameters + type: URI + identifier: Identifier + display: String +} + +union GuidanceResponseResult = CarePlan | RequestGroup + +type GuidanceResponseResultReference { + id: String + extension: [Extension] + reference: String + resource: GuidanceResponseResult + type: URI + identifier: Identifier + display: String +} + +type GuidanceResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + requestIdentifier: Identifier + identifier: [Identifier] + moduleUri: URI + moduleCanonical: Canonical + moduleCodeableConcept: CodeableConcept + status: Code + subject: GuidanceResponseSubjectReference + encounter: GuidanceResponseEncounterReference + occurrenceDateTime: DateTime + performer: GuidanceResponsePerformerReference + reasonCode: [CodeableConcept] + reasonReference: [GuidanceResponseReasonReferenceReference] + note: [Annotation] + evaluationMessage: [GuidanceResponseEvaluationMessageReference] + outputParameters: GuidanceResponseOutputParametersReference + result: GuidanceResponseResultReference + dataRequirement: [DataRequirement] +} + +type GuidanceResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: GuidanceResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type GuidanceResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [GuidanceResponseBundleEntry] +} + +type HealthcareServiceProvidedByReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type HealthcareServiceLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type HealthcareServiceCoverageAreaReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type HealthcareServiceEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type HealthcareService implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + providedBy: HealthcareServiceProvidedByReference + category: [CodeableConcept] + type: [CodeableConcept] + specialty: [CodeableConcept] + location: [HealthcareServiceLocationReference] + name: String + comment: String + extraDetails: Markdown + photo: Attachment + telecom: [ContactPoint] + coverageArea: [HealthcareServiceCoverageAreaReference] + serviceProvisionCode: [CodeableConcept] + eligibility: [HealthcareServiceEligibility] + program: [CodeableConcept] + characteristic: [CodeableConcept] + communication: [CodeableConcept] + referralMethod: [CodeableConcept] + appointmentRequired: Boolean + availableTime: [HealthcareServiceAvailableTime] + notAvailable: [HealthcareServiceNotAvailable] + availabilityExceptions: String + endpoint: [HealthcareServiceEndpointReference] +} + +type HealthcareServiceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: HealthcareService + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type HealthcareServiceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [HealthcareServiceBundleEntry] +} + +union ImagingStudySubject = Patient | Device | Group + +type ImagingStudySubjectReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudySubject + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyBasedOn = CarePlan | ServiceRequest | Appointment | AppointmentResponse | Task + +type ImagingStudyBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyBasedOn + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyReferrer = Practitioner | PractitionerRole + +type ImagingStudyReferrerReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyReferrer + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyInterpreter = Practitioner | PractitionerRole + +type ImagingStudyInterpreterReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyInterpreter + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyProcedureReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type ImagingStudyLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ImagingStudyReasonReference = Condition | Observation | Media | DiagnosticReport | DocumentReference + +type ImagingStudyReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ImagingStudyReasonReference + type: URI + identifier: Identifier + display: String +} + +type ImagingStudy implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + modality: [Coding] + subject: ImagingStudySubjectReference + encounter: ImagingStudyEncounterReference + started: DateTime + basedOn: [ImagingStudyBasedOnReference] + referrer: ImagingStudyReferrerReference + interpreter: [ImagingStudyInterpreterReference] + endpoint: [ImagingStudyEndpointReference] + numberOfSeries: Int + numberOfInstances: Int + procedureReference: ImagingStudyProcedureReferenceReference + procedureCode: [CodeableConcept] + location: ImagingStudyLocationReference + reasonCode: [CodeableConcept] + reasonReference: [ImagingStudyReasonReferenceReference] + note: [Annotation] + description: String + series: [ImagingStudySeries] +} + +type ImagingStudyBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImagingStudy + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImagingStudyBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImagingStudyBundleEntry] +} + +type ImmunizationPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type ImmunizationLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ImmunizationManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ImmunizationReasonReference = Condition | Observation | DiagnosticReport + +type ImmunizationReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ImmunizationReasonReference + type: URI + identifier: Identifier + display: String +} + +type Immunization implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + statusReason: CodeableConcept + vaccineCode: CodeableConcept + patient: ImmunizationPatientReference + encounter: ImmunizationEncounterReference + occurrenceDateTime: DateTime + occurrenceString: String + recorded: DateTime + primarySource: Boolean + reportOrigin: CodeableConcept + location: ImmunizationLocationReference + manufacturer: ImmunizationManufacturerReference + lotNumber: String + expirationDate: Date + site: CodeableConcept + route: CodeableConcept + doseQuantity: Quantity + performer: [ImmunizationPerformer] + note: [Annotation] + reasonCode: [CodeableConcept] + reasonReference: [ImmunizationReasonReferenceReference] + isSubpotent: Boolean + subpotentReason: [CodeableConcept] + education: [ImmunizationEducation] + programEligibility: [CodeableConcept] + fundingSource: CodeableConcept + reaction: [ImmunizationReaction] + protocolApplied: [ImmunizationProtocolApplied] +} + +type ImmunizationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Immunization + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImmunizationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImmunizationBundleEntry] +} + +type ImmunizationEvaluationPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEvaluationAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEvaluationImmunizationEventReference { + id: String + extension: [Extension] + reference: String + resource: Immunization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationEvaluation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + patient: ImmunizationEvaluationPatientReference + date: DateTime + authority: ImmunizationEvaluationAuthorityReference + targetDisease: CodeableConcept + immunizationEvent: ImmunizationEvaluationImmunizationEventReference + doseStatus: CodeableConcept + doseStatusReason: [CodeableConcept] + description: String + series: String + doseNumberPositiveInt: Int + doseNumberString: String + seriesDosesPositiveInt: Int + seriesDosesString: String +} + +type ImmunizationEvaluationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImmunizationEvaluation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImmunizationEvaluationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImmunizationEvaluationBundleEntry] +} + +type ImmunizationRecommendationPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendationAuthorityReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ImmunizationRecommendation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + patient: ImmunizationRecommendationPatientReference + date: DateTime + authority: ImmunizationRecommendationAuthorityReference + recommendation: [ImmunizationRecommendationRecommendation] +} + +type ImmunizationRecommendationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImmunizationRecommendation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImmunizationRecommendationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImmunizationRecommendationBundleEntry] +} + +type ImplementationGuide implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + copyright: Markdown + packageId: ID + license: Code + fhirVersion: [Code] + dependsOn: [ImplementationGuideDependsOn] + global: [ImplementationGuideGlobal] + definition: ImplementationGuideDefinition + manifest: ImplementationGuideManifest +} + +type ImplementationGuideBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ImplementationGuide + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ImplementationGuideBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ImplementationGuideBundleEntry] +} + +union IngredientFor = MedicinalProductDefinition | AdministrableProductDefinition | ManufacturedItemDefinition + +type IngredientForReference { + id: String + extension: [Extension] + reference: String + resource: IngredientFor + type: URI + identifier: Identifier + display: String +} + +type Ingredient implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + status: Code + for: [IngredientForReference] + role: CodeableConcept + function: [CodeableConcept] + allergenicIndicator: Boolean + manufacturer: [IngredientManufacturer] + substance: IngredientSubstance +} + +type IngredientBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Ingredient + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type IngredientBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [IngredientBundleEntry] +} + +type InsurancePlanOwnedByReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanAdministeredByReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanCoverageAreaReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type InsurancePlanNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InsurancePlan implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: [CodeableConcept] + name: String + alias: [String] + period: Period + ownedBy: InsurancePlanOwnedByReference + administeredBy: InsurancePlanAdministeredByReference + coverageArea: [InsurancePlanCoverageAreaReference] + contact: [InsurancePlanContact] + endpoint: [InsurancePlanEndpointReference] + network: [InsurancePlanNetworkReference] + coverage: [InsurancePlanCoverage] + plan: [InsurancePlanPlan] +} + +type InsurancePlanBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: InsurancePlan + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type InsurancePlanBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [InsurancePlanBundleEntry] +} + +union InvoiceSubject = Patient | Group + +type InvoiceSubjectReference { + id: String + extension: [Extension] + reference: String + resource: InvoiceSubject + type: URI + identifier: Identifier + display: String +} + +union InvoiceRecipient = Organization | Patient | RelatedPerson + +type InvoiceRecipientReference { + id: String + extension: [Extension] + reference: String + resource: InvoiceRecipient + type: URI + identifier: Identifier + display: String +} + +type InvoiceIssuerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type InvoiceAccountReference { + id: String + extension: [Extension] + reference: String + resource: Account + type: URI + identifier: Identifier + display: String +} + +type Invoice implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + cancelledReason: String + type: CodeableConcept + subject: InvoiceSubjectReference + recipient: InvoiceRecipientReference + date: DateTime + participant: [InvoiceParticipant] + issuer: InvoiceIssuerReference + account: InvoiceAccountReference + lineItem: [InvoiceLineItem] + totalPriceComponent: [InvoicePriceComponent] + totalNet: Money + totalGross: Money + paymentTerms: Markdown + note: [Annotation] +} + +type InvoiceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Invoice + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type InvoiceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [InvoiceBundleEntry] +} + +type LibrarySubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type Library implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + type: CodeableConcept + subjectCodeableConcept: CodeableConcept + subjectReference: LibrarySubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + parameter: [ParameterDefinition] + dataRequirement: [DataRequirement] + content: [Attachment] +} + +type LibraryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Library + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type LibraryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [LibraryBundleEntry] +} + +union LinkageAuthor = Practitioner | PractitionerRole | Organization + +type LinkageAuthorReference { + id: String + extension: [Extension] + reference: String + resource: LinkageAuthor + type: URI + identifier: Identifier + display: String +} + +type Linkage implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + active: Boolean + author: LinkageAuthorReference + item: [LinkageItem] +} + +type LinkageBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Linkage + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type LinkageBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [LinkageBundleEntry] +} + +union ListSubject = Patient | Group | Device | Location + +type ListSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ListSubject + type: URI + identifier: Identifier + display: String +} + +type ListEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ListSource = Practitioner | PractitionerRole | Patient | Device + +type ListSourceReference { + id: String + extension: [Extension] + reference: String + resource: ListSource + type: URI + identifier: Identifier + display: String +} + +type List implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + mode: Code + title: String + code: CodeableConcept + subject: ListSubjectReference + encounter: ListEncounterReference + date: DateTime + source: ListSourceReference + orderedBy: CodeableConcept + note: [Annotation] + entry: [ListEntry] + emptyReason: CodeableConcept +} + +type ListBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: List + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ListBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ListBundleEntry] +} + +type LocationManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type LocationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type LocationEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type Location implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + operationalStatus: Coding + name: String + alias: [String] + description: String + mode: Code + type: [CodeableConcept] + telecom: [ContactPoint] + address: Address + physicalType: CodeableConcept + position: LocationPosition + managingOrganization: LocationManagingOrganizationReference + partOf: LocationPartOfReference + hoursOfOperation: [LocationHoursOfOperation] + availabilityExceptions: String + endpoint: [LocationEndpointReference] +} + +type LocationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Location + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type LocationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [LocationBundleEntry] +} + +type ManufacturedItemDefinitionManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type ManufacturedItemDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + manufacturedDoseForm: CodeableConcept + unitOfPresentation: CodeableConcept + manufacturer: [ManufacturedItemDefinitionManufacturerReference] + ingredient: [CodeableConcept] + property: [ManufacturedItemDefinitionProperty] +} + +type ManufacturedItemDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ManufacturedItemDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ManufacturedItemDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ManufacturedItemDefinitionBundleEntry] +} + +type MeasureSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type Measure implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: MeasureSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + disclaimer: Markdown + scoring: CodeableConcept + compositeScoring: CodeableConcept + type: [CodeableConcept] + riskAdjustment: String + rateAggregation: String + rationale: Markdown + clinicalRecommendationStatement: Markdown + improvementNotation: CodeableConcept + definition: [Markdown] + guidance: Markdown + group: [MeasureGroup] + supplementalData: [MeasureSupplementalData] +} + +type MeasureBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Measure + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MeasureBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MeasureBundleEntry] +} + +union MeasureReportSubject = Patient | Practitioner | PractitionerRole | Location | Device | RelatedPerson | Group + +type MeasureReportSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MeasureReportSubject + type: URI + identifier: Identifier + display: String +} + +union MeasureReportReporter = Practitioner | PractitionerRole | Location | Organization + +type MeasureReportReporterReference { + id: String + extension: [Extension] + reference: String + resource: MeasureReportReporter + type: URI + identifier: Identifier + display: String +} + +type MeasureReportEvaluatedResourceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type MeasureReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + type: Code + measure: Canonical + subject: MeasureReportSubjectReference + date: DateTime + reporter: MeasureReportReporterReference + period: Period + improvementNotation: CodeableConcept + group: [MeasureReportGroup] + evaluatedResource: [MeasureReportEvaluatedResourceReference] +} + +type MeasureReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MeasureReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MeasureReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MeasureReportBundleEntry] +} + +union MediaBasedOn = ServiceRequest | CarePlan + +type MediaBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: MediaBasedOn + type: URI + identifier: Identifier + display: String +} + +type MediaPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MediaSubject = Patient | Practitioner | PractitionerRole | Group | Device | Specimen | Location + +type MediaSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MediaSubject + type: URI + identifier: Identifier + display: String +} + +type MediaEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union MediaOperator = Practitioner | PractitionerRole | Organization | CareTeam | Patient | Device | RelatedPerson + +type MediaOperatorReference { + id: String + extension: [Extension] + reference: String + resource: MediaOperator + type: URI + identifier: Identifier + display: String +} + +union MediaDevice = Device | DeviceMetric + +type MediaDeviceReference { + id: String + extension: [Extension] + reference: String + resource: MediaDevice + type: URI + identifier: Identifier + display: String +} + +type Media implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [MediaBasedOnReference] + partOf: [MediaPartOfReference] + status: Code + type: CodeableConcept + modality: CodeableConcept + view: CodeableConcept + subject: MediaSubjectReference + encounter: MediaEncounterReference + createdDateTime: DateTime + createdPeriod: Period + issued: Instant + operator: MediaOperatorReference + reasonCode: [CodeableConcept] + bodySite: CodeableConcept + deviceName: String + device: MediaDeviceReference + height: Int + width: Int + frames: Int + duration: Float + content: Attachment + note: [Annotation] +} + +type MediaBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Media + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MediaBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MediaBundleEntry] +} + +type MedicationManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Medication implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + code: CodeableConcept + status: Code + manufacturer: MedicationManufacturerReference + form: CodeableConcept + amount: Ratio + ingredient: [MedicationIngredient] + batch: MedicationBatch +} + +type MedicationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Medication + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationBundleEntry] +} + +union MedicationAdministrationPartOf = MedicationAdministration | Procedure + +type MedicationAdministrationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationPartOf + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationAdministrationSubject = Patient | Group + +type MedicationAdministrationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationSubject + type: URI + identifier: Identifier + display: String +} + +union MedicationAdministrationContext = Encounter | EpisodeOfCare + +type MedicationAdministrationContextReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationContext + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MedicationAdministrationReasonReference = Condition | Observation | DiagnosticReport + +type MedicationAdministrationReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationAdministrationReasonReference + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationRequestReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationDeviceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministrationEventHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type MedicationAdministration implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiates: [URI] + partOf: [MedicationAdministrationPartOfReference] + status: Code + statusReason: [CodeableConcept] + category: CodeableConcept + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationAdministrationMedicationReferenceReference + subject: MedicationAdministrationSubjectReference + context: MedicationAdministrationContextReference + supportingInformation: [MedicationAdministrationSupportingInformationReference] + effectiveDateTime: DateTime + effectivePeriod: Period + performer: [MedicationAdministrationPerformer] + reasonCode: [CodeableConcept] + reasonReference: [MedicationAdministrationReasonReferenceReference] + request: MedicationAdministrationRequestReference + device: [MedicationAdministrationDeviceReference] + note: [Annotation] + dosage: MedicationAdministrationDosage + eventHistory: [MedicationAdministrationEventHistoryReference] +} + +type MedicationAdministrationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationAdministration + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationAdministrationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationAdministrationBundleEntry] +} + +type MedicationDispensePartOfReference { + id: String + extension: [Extension] + reference: String + resource: Procedure + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseStatusReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationDispenseSubject = Patient | Group + +type MedicationDispenseSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseSubject + type: URI + identifier: Identifier + display: String +} + +union MedicationDispenseContext = Encounter | EpisodeOfCare + +type MedicationDispenseContextReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseContext + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseAuthorizingPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseDestinationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union MedicationDispenseReceiver = Patient | Practitioner + +type MedicationDispenseReceiverReference { + id: String + extension: [Extension] + reference: String + resource: MedicationDispenseReceiver + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseDetectedIssueReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationDispenseEventHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type MedicationDispense implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + partOf: [MedicationDispensePartOfReference] + status: Code + statusReasonCodeableConcept: CodeableConcept + statusReasonReference: MedicationDispenseStatusReasonReferenceReference + category: CodeableConcept + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationDispenseMedicationReferenceReference + subject: MedicationDispenseSubjectReference + context: MedicationDispenseContextReference + supportingInformation: [MedicationDispenseSupportingInformationReference] + performer: [MedicationDispensePerformer] + location: MedicationDispenseLocationReference + authorizingPrescription: [MedicationDispenseAuthorizingPrescriptionReference] + type: CodeableConcept + quantity: Quantity + daysSupply: Quantity + whenPrepared: DateTime + whenHandedOver: DateTime + destination: MedicationDispenseDestinationReference + receiver: [MedicationDispenseReceiverReference] + note: [Annotation] + dosageInstruction: [Dosage] + substitution: MedicationDispenseSubstitution + detectedIssue: [MedicationDispenseDetectedIssueReference] + eventHistory: [MedicationDispenseEventHistoryReference] +} + +type MedicationDispenseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationDispense + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationDispenseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationDispenseBundleEntry] +} + +type MedicationKnowledgeManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeAssociatedMedicationReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledgeContraindicationReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationKnowledge implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + code: CodeableConcept + status: Code + manufacturer: MedicationKnowledgeManufacturerReference + doseForm: CodeableConcept + amount: Quantity + synonym: [String] + relatedMedicationKnowledge: [MedicationKnowledgeRelatedMedicationKnowledge] + associatedMedication: [MedicationKnowledgeAssociatedMedicationReference] + productType: [CodeableConcept] + monograph: [MedicationKnowledgeMonograph] + ingredient: [MedicationKnowledgeIngredient] + preparationInstruction: Markdown + intendedRoute: [CodeableConcept] + cost: [MedicationKnowledgeCost] + monitoringProgram: [MedicationKnowledgeMonitoringProgram] + administrationGuidelines: [MedicationKnowledgeAdministrationGuidelines] + medicineClassification: [MedicationKnowledgeMedicineClassification] + packaging: MedicationKnowledgePackaging + drugCharacteristic: [MedicationKnowledgeDrugCharacteristic] + contraindication: [MedicationKnowledgeContraindicationReference] + regulatory: [MedicationKnowledgeRegulatory] + kinetics: [MedicationKnowledgeKinetics] +} + +type MedicationKnowledgeBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationKnowledge + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationKnowledgeBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationKnowledgeBundleEntry] +} + +union MedicationRequestReportedReference = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization + +type MedicationRequestReportedReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestReportedReference + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestSubject = Patient | Group + +type MedicationRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestSubject + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestSupportingInformationReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type MedicationRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestRequester + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestPerformer = Practitioner | PractitionerRole | Organization | Patient | Device | RelatedPerson | CareTeam + +type MedicationRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestPerformer + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestRecorder = Practitioner | PractitionerRole + +type MedicationRequestRecorderReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestRecorder + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestReasonReference = Condition | Observation + +type MedicationRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestBasedOn = CarePlan | MedicationRequest | ServiceRequest | ImmunizationRecommendation + +type MedicationRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestBasedOn + type: URI + identifier: Identifier + display: String +} + +union MedicationRequestInsurance = Coverage | ClaimResponse + +type MedicationRequestInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequestInsurance + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestPriorPrescriptionReference { + id: String + extension: [Extension] + reference: String + resource: MedicationRequest + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestDetectedIssueReference { + id: String + extension: [Extension] + reference: String + resource: DetectedIssue + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestEventHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type MedicationRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationRequestBundleEntry] +} + +union MedicationStatementBasedOn = MedicationRequest | CarePlan | ServiceRequest + +type MedicationStatementBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementBasedOn + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementPartOf = MedicationAdministration | MedicationDispense | MedicationStatement | Procedure | Observation + +type MedicationStatementPartOfReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementPartOf + type: URI + identifier: Identifier + display: String +} + +type MedicationStatementMedicationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Medication + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementSubject = Patient | Group + +type MedicationStatementSubjectReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementSubject + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementContext = Encounter | EpisodeOfCare + +type MedicationStatementContextReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementContext + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementInformationSource = Patient | Practitioner | PractitionerRole | RelatedPerson | Organization + +type MedicationStatementInformationSourceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementInformationSource + type: URI + identifier: Identifier + display: String +} + +type MedicationStatementDerivedFromReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union MedicationStatementReasonReference = Condition | Observation | DiagnosticReport + +type MedicationStatementReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: MedicationStatementReasonReference + type: URI + identifier: Identifier + display: String +} + +type MedicationStatement implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [MedicationStatementBasedOnReference] + partOf: [MedicationStatementPartOfReference] + status: Code + statusReason: [CodeableConcept] + category: CodeableConcept + medicationCodeableConcept: CodeableConcept + medicationReference: MedicationStatementMedicationReferenceReference + subject: MedicationStatementSubjectReference + context: MedicationStatementContextReference + effectiveDateTime: DateTime + effectivePeriod: Period + dateAsserted: DateTime + informationSource: MedicationStatementInformationSourceReference + derivedFrom: [MedicationStatementDerivedFromReference] + reasonCode: [CodeableConcept] + reasonReference: [MedicationStatementReasonReferenceReference] + note: [Annotation] + dosage: [Dosage] +} + +type MedicationStatementBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicationStatement + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicationStatementBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicationStatementBundleEntry] +} + +type MedicinalProductDefinitionImpurityReference { + id: String + extension: [Extension] + reference: String + resource: SubstanceDefinition + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionAttachedDocumentReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionMasterFileReference { + id: String + extension: [Extension] + reference: String + resource: DocumentReference + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinitionClinicalTrialReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type MedicinalProductDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: CodeableConcept + domain: CodeableConcept + version: String + status: CodeableConcept + statusDate: DateTime + description: Markdown + combinedPharmaceuticalDoseForm: CodeableConcept + route: [CodeableConcept] + indication: Markdown + legalStatusOfSupply: CodeableConcept + additionalMonitoringIndicator: CodeableConcept + specialMeasures: [CodeableConcept] + pediatricUseIndicator: CodeableConcept + classification: [CodeableConcept] + marketingStatus: [MarketingStatus] + packagedMedicinalProduct: [CodeableConcept] + ingredient: [CodeableConcept] + impurity: [MedicinalProductDefinitionImpurityReference] + attachedDocument: [MedicinalProductDefinitionAttachedDocumentReference] + masterFile: [MedicinalProductDefinitionMasterFileReference] + contact: [MedicinalProductDefinitionContact] + clinicalTrial: [MedicinalProductDefinitionClinicalTrialReference] + code: [Coding] + name: [MedicinalProductDefinitionName] + crossReference: [MedicinalProductDefinitionCrossReference] + operation: [MedicinalProductDefinitionOperation] + characteristic: [MedicinalProductDefinitionCharacteristic] +} + +type MedicinalProductDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MedicinalProductDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MedicinalProductDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MedicinalProductDefinitionBundleEntry] +} + +type MessageDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + replaces: [Canonical] + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + base: Canonical + parent: [Canonical] + eventCoding: Coding + eventUri: URI + category: Code + focus: [MessageDefinitionFocus] + responseRequired: Code + allowedResponse: [MessageDefinitionAllowedResponse] + graph: [Canonical] +} + +type MessageDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MessageDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MessageDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MessageDefinitionBundleEntry] +} + +union MessageHeaderSender = Practitioner | PractitionerRole | Organization + +type MessageHeaderSenderReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderSender + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderEnterer = Practitioner | PractitionerRole + +type MessageHeaderEntererReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderEnterer + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderAuthor = Practitioner | PractitionerRole + +type MessageHeaderAuthorReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderAuthor + type: URI + identifier: Identifier + display: String +} + +union MessageHeaderResponsible = Practitioner | PractitionerRole | Organization + +type MessageHeaderResponsibleReference { + id: String + extension: [Extension] + reference: String + resource: MessageHeaderResponsible + type: URI + identifier: Identifier + display: String +} + +type MessageHeaderFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type MessageHeader implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + eventCoding: Coding + eventUri: URI + destination: [MessageHeaderDestination] + sender: MessageHeaderSenderReference + enterer: MessageHeaderEntererReference + author: MessageHeaderAuthorReference + source: MessageHeaderSource + responsible: MessageHeaderResponsibleReference + reason: CodeableConcept + response: MessageHeaderResponse + focus: [MessageHeaderFocusReference] + definition: Canonical +} + +type MessageHeaderBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MessageHeader + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MessageHeaderBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MessageHeaderBundleEntry] +} + +type MolecularSequencePatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type MolecularSequenceDeviceReference { + id: String + extension: [Extension] + reference: String + resource: Device + type: URI + identifier: Identifier + display: String +} + +type MolecularSequencePerformerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type MolecularSequencePointerReference { + id: String + extension: [Extension] + reference: String + resource: MolecularSequence + type: URI + identifier: Identifier + display: String +} + +type MolecularSequence implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + type: Code + coordinateSystem: Int + patient: MolecularSequencePatientReference + specimen: MolecularSequenceSpecimenReference + device: MolecularSequenceDeviceReference + performer: MolecularSequencePerformerReference + quantity: Quantity + referenceSeq: MolecularSequenceReferenceSeq + variant: [MolecularSequenceVariant] + observedSeq: String + quality: [MolecularSequenceQuality] + readCoverage: Int + repository: [MolecularSequenceRepository] + pointer: [MolecularSequencePointerReference] + structureVariant: [MolecularSequenceStructureVariant] +} + +type MolecularSequenceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: MolecularSequence + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type MolecularSequenceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [MolecularSequenceBundleEntry] +} + +type NamingSystem implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + name: String + status: Code + kind: Code + date: DateTime + publisher: String + contact: [ContactDetail] + responsible: String + type: CodeableConcept + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + usage: String + uniqueId: [NamingSystemUniqueId] +} + +type NamingSystemBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: NamingSystem + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type NamingSystemBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [NamingSystemBundleEntry] +} + +type NutritionOrderPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type NutritionOrderEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union NutritionOrderOrderer = Practitioner | PractitionerRole + +type NutritionOrderOrdererReference { + id: String + extension: [Extension] + reference: String + resource: NutritionOrderOrderer + type: URI + identifier: Identifier + display: String +} + +type NutritionOrderAllergyIntoleranceReference { + id: String + extension: [Extension] + reference: String + resource: AllergyIntolerance + type: URI + identifier: Identifier + display: String +} + +type NutritionOrder implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + instantiates: [URI] + status: Code + intent: Code + patient: NutritionOrderPatientReference + encounter: NutritionOrderEncounterReference + dateTime: DateTime + orderer: NutritionOrderOrdererReference + allergyIntolerance: [NutritionOrderAllergyIntoleranceReference] + foodPreferenceModifier: [CodeableConcept] + excludeFoodModifier: [CodeableConcept] + oralDiet: NutritionOrderOralDiet + supplement: [NutritionOrderSupplement] + enteralFormula: NutritionOrderEnteralFormula + note: [Annotation] +} + +type NutritionOrderBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: NutritionOrder + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type NutritionOrderBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [NutritionOrderBundleEntry] +} + +type NutritionProductManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type NutritionProductKnownAllergenReference { + id: String + extension: [Extension] + reference: String + resource: Substance + type: URI + identifier: Identifier + display: String +} + +type NutritionProduct implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + status: Code + category: [CodeableConcept] + code: CodeableConcept + manufacturer: [NutritionProductManufacturerReference] + nutrient: [NutritionProductNutrient] + ingredient: [NutritionProductIngredient] + knownAllergen: [NutritionProductKnownAllergenReference] + productCharacteristic: [NutritionProductProductCharacteristic] + instance: NutritionProductInstance + note: [Annotation] +} + +type NutritionProductBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: NutritionProduct + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type NutritionProductBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [NutritionProductBundleEntry] +} + +union ObservationBasedOn = CarePlan | DeviceRequest | ImmunizationRecommendation | MedicationRequest | NutritionOrder | ServiceRequest + +type ObservationBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ObservationBasedOn + type: URI + identifier: Identifier + display: String +} + +union ObservationPartOf = MedicationAdministration | MedicationDispense | MedicationStatement | Procedure | Immunization | ImagingStudy + +type ObservationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: ObservationPartOf + type: URI + identifier: Identifier + display: String +} + +union ObservationSubject = Patient | Group | Device | Location | Organization | Procedure | Practitioner | Medication | Substance + +type ObservationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ObservationSubject + type: URI + identifier: Identifier + display: String +} + +type ObservationFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ObservationEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ObservationPerformer = Practitioner | PractitionerRole | Organization | CareTeam | Patient | RelatedPerson + +type ObservationPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ObservationPerformer + type: URI + identifier: Identifier + display: String +} + +type ObservationSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +union ObservationDevice = Device | DeviceMetric + +type ObservationDeviceReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDevice + type: URI + identifier: Identifier + display: String +} + +union ObservationHasMember = Observation | QuestionnaireResponse | MolecularSequence + +type ObservationHasMemberReference { + id: String + extension: [Extension] + reference: String + resource: ObservationHasMember + type: URI + identifier: Identifier + display: String +} + +union ObservationDerivedFrom = DocumentReference | ImagingStudy | Media | QuestionnaireResponse | Observation | MolecularSequence + +type ObservationDerivedFromReference { + id: String + extension: [Extension] + reference: String + resource: ObservationDerivedFrom + type: URI + identifier: Identifier + display: String +} + +type Observation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [ObservationBasedOnReference] + partOf: [ObservationPartOfReference] + status: Code + category: [CodeableConcept] + code: CodeableConcept + subject: ObservationSubjectReference + focus: [ObservationFocusReference] + encounter: ObservationEncounterReference + effectiveDateTime: DateTime + effectivePeriod: Period + effectiveTiming: Timing + effectiveInstant: Instant + issued: Instant + performer: [ObservationPerformerReference] + valueQuantity: Quantity + valueCodeableConcept: CodeableConcept + valueString: String + valueBoolean: Boolean + valueInteger: Int + valueRange: Range + valueRatio: Ratio + valueSampledData: SampledData + valueTime: Time + valueDateTime: DateTime + valuePeriod: Period + dataAbsentReason: CodeableConcept + interpretation: [CodeableConcept] + note: [Annotation] + bodySite: CodeableConcept + method: CodeableConcept + specimen: ObservationSpecimenReference + device: ObservationDeviceReference + referenceRange: [ObservationReferenceRange] + hasMember: [ObservationHasMemberReference] + derivedFrom: [ObservationDerivedFromReference] + component: [ObservationComponent] +} + +type ObservationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Observation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ObservationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ObservationBundleEntry] +} + +type ObservationDefinitionValidCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinitionNormalCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinitionAbnormalCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinitionCriticalCodedValueSetReference { + id: String + extension: [Extension] + reference: String + resource: ValueSet + type: URI + identifier: Identifier + display: String +} + +type ObservationDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + category: [CodeableConcept] + code: CodeableConcept + identifier: [Identifier] + permittedDataType: [Code] + multipleResultsAllowed: Boolean + method: CodeableConcept + preferredReportName: String + quantitativeDetails: ObservationDefinitionQuantitativeDetails + qualifiedInterval: [ObservationDefinitionQualifiedInterval] + validCodedValueSet: ObservationDefinitionValidCodedValueSetReference + normalCodedValueSet: ObservationDefinitionNormalCodedValueSetReference + abnormalCodedValueSet: ObservationDefinitionAbnormalCodedValueSetReference + criticalCodedValueSet: ObservationDefinitionCriticalCodedValueSetReference +} + +type ObservationDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ObservationDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ObservationDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ObservationDefinitionBundleEntry] +} + +type OperationDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + kind: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + affectsState: Boolean + code: Code + comment: Markdown + base: Canonical + resource: [Code] + system: Boolean + type: Boolean + instance: Boolean + inputProfile: Canonical + outputProfile: Canonical + parameter: [OperationDefinitionParameter] + overload: [OperationDefinitionOverload] +} + +type OperationDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: OperationDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OperationDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OperationDefinitionBundleEntry] +} + +type OperationOutcome implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + issue: [OperationOutcomeIssue] +} + +type OperationOutcomeBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: OperationOutcome + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OperationOutcomeBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OperationOutcomeBundleEntry] +} + +type OrganizationPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type Organization implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + type: [CodeableConcept] + name: String + alias: [String] + telecom: [ContactPoint] + address: [Address] + partOf: OrganizationPartOfReference + contact: [OrganizationContact] + endpoint: [OrganizationEndpointReference] +} + +type OrganizationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Organization + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OrganizationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OrganizationBundleEntry] +} + +type OrganizationAffiliationOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationParticipatingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationNetworkReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationHealthcareServiceReference { + id: String + extension: [Extension] + reference: String + resource: HealthcareService + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliationEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type OrganizationAffiliation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + period: Period + organization: OrganizationAffiliationOrganizationReference + participatingOrganization: OrganizationAffiliationParticipatingOrganizationReference + network: [OrganizationAffiliationNetworkReference] + code: [CodeableConcept] + specialty: [CodeableConcept] + location: [OrganizationAffiliationLocationReference] + healthcareService: [OrganizationAffiliationHealthcareServiceReference] + telecom: [ContactPoint] + endpoint: [OrganizationAffiliationEndpointReference] +} + +type OrganizationAffiliationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: OrganizationAffiliation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type OrganizationAffiliationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [OrganizationAffiliationBundleEntry] +} + +type PackagedProductDefinitionPackageForReference { + id: String + extension: [Extension] + reference: String + resource: MedicinalProductDefinition + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinitionManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PackagedProductDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + name: String + type: CodeableConcept + packageFor: [PackagedProductDefinitionPackageForReference] + status: CodeableConcept + statusDate: DateTime + containedItemQuantity: [Quantity] + description: Markdown + legalStatusOfSupply: [PackagedProductDefinitionLegalStatusOfSupply] + marketingStatus: [MarketingStatus] + characteristic: [CodeableConcept] + copackagedIndicator: Boolean + manufacturer: [PackagedProductDefinitionManufacturerReference] + package: PackagedProductDefinitionPackage +} + +type PackagedProductDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PackagedProductDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PackagedProductDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PackagedProductDefinitionBundleEntry] +} + +type Parameters implements Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + parameter: [ParametersParameter] +} + +type ParametersBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Parameters + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ParametersBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ParametersBundleEntry] +} + +union PatientGeneralPractitioner = Organization | Practitioner | PractitionerRole + +type PatientGeneralPractitionerReference { + id: String + extension: [Extension] + reference: String + resource: PatientGeneralPractitioner + type: URI + identifier: Identifier + display: String +} + +type PatientManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PatientBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Patient + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PatientBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PatientBundleEntry] +} + +type PaymentNoticeRequestReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type PaymentNoticeResponseReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union PaymentNoticeProvider = Practitioner | PractitionerRole | Organization + +type PaymentNoticeProviderReference { + id: String + extension: [Extension] + reference: String + resource: PaymentNoticeProvider + type: URI + identifier: Identifier + display: String +} + +type PaymentNoticePaymentReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliation + type: URI + identifier: Identifier + display: String +} + +union PaymentNoticePayee = Practitioner | PractitionerRole | Organization + +type PaymentNoticePayeeReference { + id: String + extension: [Extension] + reference: String + resource: PaymentNoticePayee + type: URI + identifier: Identifier + display: String +} + +type PaymentNoticeRecipientReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PaymentNotice implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + request: PaymentNoticeRequestReference + response: PaymentNoticeResponseReference + created: DateTime + provider: PaymentNoticeProviderReference + payment: PaymentNoticePaymentReference + paymentDate: Date + payee: PaymentNoticePayeeReference + recipient: PaymentNoticeRecipientReference + amount: Money + paymentStatus: CodeableConcept +} + +type PaymentNoticeBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PaymentNotice + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PaymentNoticeBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PaymentNoticeBundleEntry] +} + +type PaymentReconciliationPaymentIssuerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliationRequestReference { + id: String + extension: [Extension] + reference: String + resource: Task + type: URI + identifier: Identifier + display: String +} + +union PaymentReconciliationRequestor = Practitioner | PractitionerRole | Organization + +type PaymentReconciliationRequestorReference { + id: String + extension: [Extension] + reference: String + resource: PaymentReconciliationRequestor + type: URI + identifier: Identifier + display: String +} + +type PaymentReconciliation implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + period: Period + created: DateTime + paymentIssuer: PaymentReconciliationPaymentIssuerReference + request: PaymentReconciliationRequestReference + requestor: PaymentReconciliationRequestorReference + outcome: Code + disposition: String + paymentDate: Date + paymentAmount: Money + paymentIdentifier: Identifier + detail: [PaymentReconciliationDetail] + formCode: CodeableConcept + processNote: [PaymentReconciliationProcessNote] +} + +type PaymentReconciliationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PaymentReconciliation + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PaymentReconciliationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PaymentReconciliationBundleEntry] +} + +type PersonManagingOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type Person implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + name: [HumanName] + telecom: [ContactPoint] + gender: Code + birthDate: Date + address: [Address] + photo: Attachment + managingOrganization: PersonManagingOrganizationReference + active: Boolean + link: [PersonLink] +} + +type PersonBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Person + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PersonBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PersonBundleEntry] +} + +type PlanDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type PlanDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + subtitle: String + type: CodeableConcept + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: PlanDefinitionSubjectReferenceReference + subjectCanonical: Canonical + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + goal: [PlanDefinitionGoal] + action: [PlanDefinitionAction] +} + +type PlanDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PlanDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PlanDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PlanDefinitionBundleEntry] +} + +type PractitionerBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Practitioner + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PractitionerBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PractitionerBundleEntry] +} + +type PractitionerRolePractitionerReference { + id: String + extension: [Extension] + reference: String + resource: Practitioner + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleOrganizationReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleHealthcareServiceReference { + id: String + extension: [Extension] + reference: String + resource: HealthcareService + type: URI + identifier: Identifier + display: String +} + +type PractitionerRoleEndpointReference { + id: String + extension: [Extension] + reference: String + resource: Endpoint + type: URI + identifier: Identifier + display: String +} + +type PractitionerRole implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + period: Period + practitioner: PractitionerRolePractitionerReference + organization: PractitionerRoleOrganizationReference + code: [CodeableConcept] + specialty: [CodeableConcept] + location: [PractitionerRoleLocationReference] + healthcareService: [PractitionerRoleHealthcareServiceReference] + telecom: [ContactPoint] + availableTime: [PractitionerRoleAvailableTime] + notAvailable: [PractitionerRoleNotAvailable] + availabilityExceptions: String + endpoint: [PractitionerRoleEndpointReference] +} + +type PractitionerRoleBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: PractitionerRole + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type PractitionerRoleBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [PractitionerRoleBundleEntry] +} + +union ProcedureBasedOn = CarePlan | ServiceRequest + +type ProcedureBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureBasedOn + type: URI + identifier: Identifier + display: String +} + +union ProcedurePartOf = Procedure | Observation | MedicationAdministration + +type ProcedurePartOfReference { + id: String + extension: [Extension] + reference: String + resource: ProcedurePartOf + type: URI + identifier: Identifier + display: String +} + +union ProcedureSubject = Patient | Group + +type ProcedureSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureSubject + type: URI + identifier: Identifier + display: String +} + +type ProcedureEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ProcedureRecorder = Patient | RelatedPerson | Practitioner | PractitionerRole + +type ProcedureRecorderReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureRecorder + type: URI + identifier: Identifier + display: String +} + +union ProcedureAsserter = Patient | RelatedPerson | Practitioner | PractitionerRole + +type ProcedureAsserterReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureAsserter + type: URI + identifier: Identifier + display: String +} + +type ProcedureLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ProcedureReasonReference = Condition | Observation | Procedure | DiagnosticReport | DocumentReference + +type ProcedureReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureReasonReference + type: URI + identifier: Identifier + display: String +} + +union ProcedureReport = DiagnosticReport | DocumentReference | Composition + +type ProcedureReportReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureReport + type: URI + identifier: Identifier + display: String +} + +type ProcedureComplicationDetailReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +union ProcedureUsedReference = Device | Medication | Substance + +type ProcedureUsedReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ProcedureUsedReference + type: URI + identifier: Identifier + display: String +} + +type Procedure implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [ProcedureBasedOnReference] + partOf: [ProcedurePartOfReference] + status: Code + statusReason: CodeableConcept + category: CodeableConcept + code: CodeableConcept + subject: ProcedureSubjectReference + encounter: ProcedureEncounterReference + performedDateTime: DateTime + performedPeriod: Period + performedString: String + performedAge: Quantity + performedRange: Range + recorder: ProcedureRecorderReference + asserter: ProcedureAsserterReference + performer: [ProcedurePerformer] + location: ProcedureLocationReference + reasonCode: [CodeableConcept] + reasonReference: [ProcedureReasonReferenceReference] + bodySite: [CodeableConcept] + outcome: CodeableConcept + report: [ProcedureReportReference] + complication: [CodeableConcept] + complicationDetail: [ProcedureComplicationDetailReference] + followUp: [CodeableConcept] + note: [Annotation] + focalDevice: [ProcedureFocalDevice] + usedReference: [ProcedureUsedReferenceReference] + usedCode: [CodeableConcept] +} + +type ProcedureBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Procedure + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ProcedureBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ProcedureBundleEntry] +} + +type ProvenanceTargetReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ProvenanceLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type Provenance implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + target: [ProvenanceTargetReference] + occurredPeriod: Period + occurredDateTime: DateTime + recorded: Instant + policy: [URI] + location: ProvenanceLocationReference + reason: [CodeableConcept] + activity: CodeableConcept + agent: [ProvenanceAgent] + entity: [ProvenanceEntity] + signature: [Signature] +} + +type ProvenanceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Provenance + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ProvenanceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ProvenanceBundleEntry] +} + +type Questionnaire implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + derivedFrom: [Canonical] + status: Code + experimental: Boolean + subjectType: [Code] + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + code: [Coding] + item: [QuestionnaireItem] +} + +type QuestionnaireBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Questionnaire + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type QuestionnaireBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [QuestionnaireBundleEntry] +} + +union QuestionnaireResponseBasedOn = CarePlan | ServiceRequest + +type QuestionnaireResponseBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponseBasedOn + type: URI + identifier: Identifier + display: String +} + +union QuestionnaireResponsePartOf = Observation | Procedure + +type QuestionnaireResponsePartOfReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponsePartOf + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponseSubjectReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponseEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union QuestionnaireResponseAuthor = Device | Practitioner | PractitionerRole | Patient | RelatedPerson | Organization + +type QuestionnaireResponseAuthorReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponseAuthor + type: URI + identifier: Identifier + display: String +} + +union QuestionnaireResponseSource = Patient | Practitioner | PractitionerRole | RelatedPerson + +type QuestionnaireResponseSourceReference { + id: String + extension: [Extension] + reference: String + resource: QuestionnaireResponseSource + type: URI + identifier: Identifier + display: String +} + +type QuestionnaireResponse implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + basedOn: [QuestionnaireResponseBasedOnReference] + partOf: [QuestionnaireResponsePartOfReference] + questionnaire: Canonical + status: Code + subject: QuestionnaireResponseSubjectReference + encounter: QuestionnaireResponseEncounterReference + authored: DateTime + author: QuestionnaireResponseAuthorReference + source: QuestionnaireResponseSourceReference + item: [QuestionnaireResponseItem] +} + +type QuestionnaireResponseBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: QuestionnaireResponse + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type QuestionnaireResponseBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [QuestionnaireResponseBundleEntry] +} + +union RegulatedAuthorizationSubject = MedicinalProductDefinition | BiologicallyDerivedProduct | NutritionProduct | PackagedProductDefinition | SubstanceDefinition | DeviceDefinition | ResearchStudy | ActivityDefinition | PlanDefinition | ObservationDefinition | Practitioner | Organization | Location + +type RegulatedAuthorizationSubjectReference { + id: String + extension: [Extension] + reference: String + resource: RegulatedAuthorizationSubject + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorizationIndicationReference { + id: String + extension: [Extension] + reference: String + resource: ClinicalUseDefinition + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorizationHolderReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorizationRegulatorReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type RegulatedAuthorization implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + subject: [RegulatedAuthorizationSubjectReference] + type: CodeableConcept + description: Markdown + region: [CodeableConcept] + status: CodeableConcept + statusDate: DateTime + validityPeriod: Period + indication: RegulatedAuthorizationIndicationReference + intendedUse: CodeableConcept + basis: [CodeableConcept] + holder: RegulatedAuthorizationHolderReference + regulator: RegulatedAuthorizationRegulatorReference + case: RegulatedAuthorizationCase +} + +type RegulatedAuthorizationBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RegulatedAuthorization + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RegulatedAuthorizationBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RegulatedAuthorizationBundleEntry] +} + +type RelatedPersonPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type RelatedPerson implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + patient: RelatedPersonPatientReference + relationship: [CodeableConcept] + name: [HumanName] + telecom: [ContactPoint] + gender: Code + birthDate: Date + address: [Address] + photo: [Attachment] + period: Period + communication: [RelatedPersonCommunication] +} + +type RelatedPersonBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RelatedPerson + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RelatedPersonBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RelatedPersonBundleEntry] +} + +type RequestGroupBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RequestGroupReplacesReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union RequestGroupSubject = Patient | Group + +type RequestGroupSubjectReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupSubject + type: URI + identifier: Identifier + display: String +} + +type RequestGroupEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union RequestGroupAuthor = Device | Practitioner | PractitionerRole + +type RequestGroupAuthorReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupAuthor + type: URI + identifier: Identifier + display: String +} + +union RequestGroupReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type RequestGroupReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: RequestGroupReasonReference + type: URI + identifier: Identifier + display: String +} + +type RequestGroup implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [RequestGroupBasedOnReference] + replaces: [RequestGroupReplacesReference] + groupIdentifier: Identifier + status: Code + intent: Code + priority: Code + code: CodeableConcept + subject: RequestGroupSubjectReference + encounter: RequestGroupEncounterReference + authoredOn: DateTime + author: RequestGroupAuthorReference + reasonCode: [CodeableConcept] + reasonReference: [RequestGroupReasonReferenceReference] + note: [Annotation] + action: [RequestGroupAction] +} + +type RequestGroupBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RequestGroup + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RequestGroupBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RequestGroupBundleEntry] +} + +type ResearchDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionPopulationReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionExposureReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionExposureAlternativeReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinitionOutcomeReference { + id: String + extension: [Extension] + reference: String + resource: ResearchElementDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + shortTitle: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: ResearchDefinitionSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + comment: [String] + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + population: ResearchDefinitionPopulationReference + exposure: ResearchDefinitionExposureReference + exposureAlternative: ResearchDefinitionExposureAlternativeReference + outcome: ResearchDefinitionOutcomeReference +} + +type ResearchDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchDefinitionBundleEntry] +} + +type ResearchElementDefinitionSubjectReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ResearchElementDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + shortTitle: String + subtitle: String + status: Code + experimental: Boolean + subjectCodeableConcept: CodeableConcept + subjectReference: ResearchElementDefinitionSubjectReferenceReference + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + comment: [String] + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + usage: String + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + topic: [CodeableConcept] + author: [ContactDetail] + editor: [ContactDetail] + reviewer: [ContactDetail] + endorser: [ContactDetail] + relatedArtifact: [RelatedArtifact] + library: [Canonical] + type: Code + variableType: Code + characteristic: [ResearchElementDefinitionCharacteristic] +} + +type ResearchElementDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchElementDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchElementDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchElementDefinitionBundleEntry] +} + +type ResearchStudyProtocolReference { + id: String + extension: [Extension] + reference: String + resource: PlanDefinition + type: URI + identifier: Identifier + display: String +} + +type ResearchStudyPartOfReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type ResearchStudyEnrollmentReference { + id: String + extension: [Extension] + reference: String + resource: Group + type: URI + identifier: Identifier + display: String +} + +type ResearchStudySponsorReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +union ResearchStudyPrincipalInvestigator = Practitioner | PractitionerRole + +type ResearchStudyPrincipalInvestigatorReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudyPrincipalInvestigator + type: URI + identifier: Identifier + display: String +} + +type ResearchStudySiteReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type ResearchStudy implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + title: String + protocol: [ResearchStudyProtocolReference] + partOf: [ResearchStudyPartOfReference] + status: Code + primaryPurposeType: CodeableConcept + phase: CodeableConcept + category: [CodeableConcept] + focus: [CodeableConcept] + condition: [CodeableConcept] + contact: [ContactDetail] + relatedArtifact: [RelatedArtifact] + keyword: [CodeableConcept] + location: [CodeableConcept] + description: Markdown + enrollment: [ResearchStudyEnrollmentReference] + period: Period + sponsor: ResearchStudySponsorReference + principalInvestigator: ResearchStudyPrincipalInvestigatorReference + site: [ResearchStudySiteReference] + reasonStopped: CodeableConcept + note: [Annotation] + arm: [ResearchStudyArm] + objective: [ResearchStudyObjective] +} + +type ResearchStudyBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchStudy + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchStudyBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchStudyBundleEntry] +} + +type ResearchSubjectStudyReference { + id: String + extension: [Extension] + reference: String + resource: ResearchStudy + type: URI + identifier: Identifier + display: String +} + +type ResearchSubjectIndividualReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type ResearchSubjectConsentReference { + id: String + extension: [Extension] + reference: String + resource: Consent + type: URI + identifier: Identifier + display: String +} + +type ResearchSubject implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + period: Period + study: ResearchSubjectStudyReference + individual: ResearchSubjectIndividualReference + assignedArm: String + actualArm: String + consent: ResearchSubjectConsentReference +} + +type ResearchSubjectBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ResearchSubject + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ResearchSubjectBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ResearchSubjectBundleEntry] +} + +type RiskAssessmentBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentParentReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union RiskAssessmentSubject = Patient | Group + +type RiskAssessmentSubjectReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessmentSubject + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentConditionReference { + id: String + extension: [Extension] + reference: String + resource: Condition + type: URI + identifier: Identifier + display: String +} + +union RiskAssessmentPerformer = Practitioner | PractitionerRole | Device + +type RiskAssessmentPerformerReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessmentPerformer + type: URI + identifier: Identifier + display: String +} + +union RiskAssessmentReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type RiskAssessmentReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: RiskAssessmentReasonReference + type: URI + identifier: Identifier + display: String +} + +type RiskAssessmentBasisReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type RiskAssessment implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: RiskAssessmentBasedOnReference + parent: RiskAssessmentParentReference + status: Code + method: CodeableConcept + code: CodeableConcept + subject: RiskAssessmentSubjectReference + encounter: RiskAssessmentEncounterReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + condition: RiskAssessmentConditionReference + performer: RiskAssessmentPerformerReference + reasonCode: [CodeableConcept] + reasonReference: [RiskAssessmentReasonReferenceReference] + basis: [RiskAssessmentBasisReference] + prediction: [RiskAssessmentPrediction] + mitigation: String + note: [Annotation] +} + +type RiskAssessmentBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: RiskAssessment + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type RiskAssessmentBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [RiskAssessmentBundleEntry] +} + +union ScheduleActor = Patient | Practitioner | PractitionerRole | RelatedPerson | Device | HealthcareService | Location + +type ScheduleActorReference { + id: String + extension: [Extension] + reference: String + resource: ScheduleActor + type: URI + identifier: Identifier + display: String +} + +type Schedule implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + active: Boolean + serviceCategory: [CodeableConcept] + serviceType: [CodeableConcept] + specialty: [CodeableConcept] + actor: [ScheduleActorReference] + planningHorizon: Period + comment: String +} + +type ScheduleBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Schedule + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ScheduleBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ScheduleBundleEntry] +} + +type SearchParameter implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + derivedFrom: Canonical + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + code: Code + base: [Code] + type: Code + expression: String + xpath: String + xpathUsage: Code + target: [Code] + multipleOr: Boolean + multipleAnd: Boolean + comparator: [Code] + modifier: [Code] + chain: [String] + component: [SearchParameterComponent] +} + +type SearchParameterBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SearchParameter + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SearchParameterBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SearchParameterBundleEntry] +} + +union ServiceRequestBasedOn = CarePlan | ServiceRequest | MedicationRequest + +type ServiceRequestBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestBasedOn + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestReplacesReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestSubject = Patient | Group | Location | Device + +type ServiceRequestSubjectReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestSubject + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type ServiceRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestRequester + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestPerformer = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson + +type ServiceRequestPerformerReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestPerformer + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestLocationReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type ServiceRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union ServiceRequestInsurance = Coverage | ClaimResponse + +type ServiceRequestInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequestInsurance + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestSupportingInfoReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestSpecimenReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type ServiceRequestRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type ServiceRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: [Canonical] + instantiatesUri: [URI] + basedOn: [ServiceRequestBasedOnReference] + replaces: [ServiceRequestReplacesReference] + requisition: Identifier + status: Code + intent: Code + category: [CodeableConcept] + priority: Code + doNotPerform: Boolean + code: CodeableConcept + orderDetail: [CodeableConcept] + quantityQuantity: Quantity + quantityRatio: Ratio + quantityRange: Range + subject: ServiceRequestSubjectReference + encounter: ServiceRequestEncounterReference + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + asNeededBoolean: Boolean + asNeededCodeableConcept: CodeableConcept + authoredOn: DateTime + requester: ServiceRequestRequesterReference + performerType: CodeableConcept + performer: [ServiceRequestPerformerReference] + locationCode: [CodeableConcept] + locationReference: [ServiceRequestLocationReferenceReference] + reasonCode: [CodeableConcept] + reasonReference: [ServiceRequestReasonReferenceReference] + insurance: [ServiceRequestInsuranceReference] + supportingInfo: [ServiceRequestSupportingInfoReference] + specimen: [ServiceRequestSpecimenReference] + bodySite: [CodeableConcept] + note: [Annotation] + patientInstruction: String + relevantHistory: [ServiceRequestRelevantHistoryReference] +} + +type ServiceRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ServiceRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ServiceRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ServiceRequestBundleEntry] +} + +type SlotScheduleReference { + id: String + extension: [Extension] + reference: String + resource: Schedule + type: URI + identifier: Identifier + display: String +} + +type Slot implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + serviceCategory: [CodeableConcept] + serviceType: [CodeableConcept] + specialty: [CodeableConcept] + appointmentType: CodeableConcept + schedule: SlotScheduleReference + status: Code + start: Instant + end: Instant + overbooked: Boolean + comment: String +} + +type SlotBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Slot + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SlotBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SlotBundleEntry] +} + +union SpecimenSubject = Patient | Group | Device | Substance | Location + +type SpecimenSubjectReference { + id: String + extension: [Extension] + reference: String + resource: SpecimenSubject + type: URI + identifier: Identifier + display: String +} + +type SpecimenParentReference { + id: String + extension: [Extension] + reference: String + resource: Specimen + type: URI + identifier: Identifier + display: String +} + +type SpecimenRequestReference { + id: String + extension: [Extension] + reference: String + resource: ServiceRequest + type: URI + identifier: Identifier + display: String +} + +type Specimen implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + accessionIdentifier: Identifier + status: Code + type: CodeableConcept + subject: SpecimenSubjectReference + receivedTime: DateTime + parent: [SpecimenParentReference] + request: [SpecimenRequestReference] + collection: SpecimenCollection + processing: [SpecimenProcessing] + container: [SpecimenContainer] + condition: [CodeableConcept] + note: [Annotation] +} + +type SpecimenBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Specimen + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SpecimenBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SpecimenBundleEntry] +} + +type SpecimenDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + typeCollected: CodeableConcept + patientPreparation: [CodeableConcept] + timeAspect: String + collection: [CodeableConcept] + typeTested: [SpecimenDefinitionTypeTested] +} + +type SpecimenDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SpecimenDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SpecimenDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SpecimenDefinitionBundleEntry] +} + +type StructureDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + keyword: [Coding] + fhirVersion: Code + mapping: [StructureDefinitionMapping] + kind: Code + abstract: Boolean + context: [StructureDefinitionContext] + contextInvariant: [String] + type: URI + baseDefinition: Canonical + derivation: Code + snapshot: StructureDefinitionSnapshot + differential: StructureDefinitionDifferential +} + +type StructureDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: StructureDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type StructureDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [StructureDefinitionBundleEntry] +} + +type StructureMap implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + structure: [StructureMapStructure] + import: [Canonical] + group: [StructureMapGroup] +} + +type StructureMapBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: StructureMap + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type StructureMapBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [StructureMapBundleEntry] +} + +type SubscriptionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Subscription + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubscriptionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubscriptionBundleEntry] +} + +type SubscriptionStatusSubscriptionReference { + id: String + extension: [Extension] + reference: String + resource: Subscription + type: URI + identifier: Identifier + display: String +} + +type SubscriptionStatusBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SubscriptionStatus + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubscriptionStatusBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubscriptionStatusBundleEntry] +} + +type SubscriptionTopic implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + title: String + derivedFrom: [Canonical] + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + approvalDate: Date + lastReviewDate: Date + effectivePeriod: Period + resourceTrigger: [SubscriptionTopicResourceTrigger] + eventTrigger: [SubscriptionTopicEventTrigger] + canFilterBy: [SubscriptionTopicCanFilterBy] + notificationShape: [SubscriptionTopicNotificationShape] +} + +type SubscriptionTopicBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SubscriptionTopic + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubscriptionTopicBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubscriptionTopicBundleEntry] +} + +type Substance implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: [CodeableConcept] + code: CodeableConcept + description: String + instance: [SubstanceInstance] + ingredient: [SubstanceIngredient] +} + +type SubstanceBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Substance + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubstanceBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubstanceBundleEntry] +} + +type SubstanceDefinitionInformationSourceReference { + id: String + extension: [Extension] + reference: String + resource: Citation + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionManufacturerReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinitionSupplierReference { + id: String + extension: [Extension] + reference: String + resource: Organization + type: URI + identifier: Identifier + display: String +} + +type SubstanceDefinition implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + version: String + status: CodeableConcept + classification: [CodeableConcept] + domain: CodeableConcept + grade: [CodeableConcept] + description: Markdown + informationSource: [SubstanceDefinitionInformationSourceReference] + note: [Annotation] + manufacturer: [SubstanceDefinitionManufacturerReference] + supplier: [SubstanceDefinitionSupplierReference] + moiety: [SubstanceDefinitionMoiety] + property: [SubstanceDefinitionProperty] + molecularWeight: [SubstanceDefinitionMolecularWeight] + structure: SubstanceDefinitionStructure + code: [SubstanceDefinitionCode] + name: [SubstanceDefinitionName] + relationship: [SubstanceDefinitionRelationship] + sourceMaterial: SubstanceDefinitionSourceMaterial +} + +type SubstanceDefinitionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SubstanceDefinition + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SubstanceDefinitionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SubstanceDefinitionBundleEntry] +} + +type SupplyDeliveryBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequest + type: URI + identifier: Identifier + display: String +} + +union SupplyDeliveryPartOf = SupplyDelivery | Contract + +type SupplyDeliveryPartOfReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliveryPartOf + type: URI + identifier: Identifier + display: String +} + +type SupplyDeliveryPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +union SupplyDeliverySupplier = Practitioner | PractitionerRole | Organization + +type SupplyDeliverySupplierReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliverySupplier + type: URI + identifier: Identifier + display: String +} + +type SupplyDeliveryDestinationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +union SupplyDeliveryReceiver = Practitioner | PractitionerRole + +type SupplyDeliveryReceiverReference { + id: String + extension: [Extension] + reference: String + resource: SupplyDeliveryReceiver + type: URI + identifier: Identifier + display: String +} + +type SupplyDelivery implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + basedOn: [SupplyDeliveryBasedOnReference] + partOf: [SupplyDeliveryPartOfReference] + status: Code + patient: SupplyDeliveryPatientReference + type: CodeableConcept + suppliedItem: SupplyDeliverySuppliedItem + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + supplier: SupplyDeliverySupplierReference + destination: SupplyDeliveryDestinationReference + receiver: [SupplyDeliveryReceiverReference] +} + +type SupplyDeliveryBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SupplyDelivery + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SupplyDeliveryBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SupplyDeliveryBundleEntry] +} + +union SupplyRequestItemReference = Medication | Substance | Device + +type SupplyRequestItemReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestItemReference + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestRequester = Practitioner | PractitionerRole | Organization | Patient | RelatedPerson | Device + +type SupplyRequestRequesterReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestRequester + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestSupplier = Organization | HealthcareService + +type SupplyRequestSupplierReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestSupplier + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestReasonReference = Condition | Observation | DiagnosticReport | DocumentReference + +type SupplyRequestReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestReasonReference + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestDeliverFrom = Organization | Location + +type SupplyRequestDeliverFromReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestDeliverFrom + type: URI + identifier: Identifier + display: String +} + +union SupplyRequestDeliverTo = Organization | Location | Patient + +type SupplyRequestDeliverToReference { + id: String + extension: [Extension] + reference: String + resource: SupplyRequestDeliverTo + type: URI + identifier: Identifier + display: String +} + +type SupplyRequest implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + category: CodeableConcept + priority: Code + itemCodeableConcept: CodeableConcept + itemReference: SupplyRequestItemReferenceReference + quantity: Quantity + parameter: [SupplyRequestParameter] + occurrenceDateTime: DateTime + occurrencePeriod: Period + occurrenceTiming: Timing + authoredOn: DateTime + requester: SupplyRequestRequesterReference + supplier: [SupplyRequestSupplierReference] + reasonCode: [CodeableConcept] + reasonReference: [SupplyRequestReasonReferenceReference] + deliverFrom: SupplyRequestDeliverFromReference + deliverTo: SupplyRequestDeliverToReference +} + +type SupplyRequestBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: SupplyRequest + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type SupplyRequestBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [SupplyRequestBundleEntry] +} + +type TaskBasedOnReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskPartOfReference { + id: String + extension: [Extension] + reference: String + resource: Task + type: URI + identifier: Identifier + display: String +} + +type TaskFocusReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskForReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TaskEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union TaskRequester = Device | Organization | Patient | Practitioner | PractitionerRole | RelatedPerson + +type TaskRequesterReference { + id: String + extension: [Extension] + reference: String + resource: TaskRequester + type: URI + identifier: Identifier + display: String +} + +union TaskOwner = Practitioner | PractitionerRole | Organization | CareTeam | HealthcareService | Patient | Device | RelatedPerson + +type TaskOwnerReference { + id: String + extension: [Extension] + reference: String + resource: TaskOwner + type: URI + identifier: Identifier + display: String +} + +type TaskLocationReference { + id: String + extension: [Extension] + reference: String + resource: Location + type: URI + identifier: Identifier + display: String +} + +type TaskReasonReferenceReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +union TaskInsurance = Coverage | ClaimResponse + +type TaskInsuranceReference { + id: String + extension: [Extension] + reference: String + resource: TaskInsurance + type: URI + identifier: Identifier + display: String +} + +type TaskRelevantHistoryReference { + id: String + extension: [Extension] + reference: String + resource: Provenance + type: URI + identifier: Identifier + display: String +} + +type Task implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + instantiatesCanonical: Canonical + instantiatesUri: URI + basedOn: [TaskBasedOnReference] + groupIdentifier: Identifier + partOf: [TaskPartOfReference] + status: Code + statusReason: CodeableConcept + businessStatus: CodeableConcept + intent: Code + priority: Code + code: CodeableConcept + description: String + focus: TaskFocusReference + for: TaskForReference + encounter: TaskEncounterReference + executionPeriod: Period + authoredOn: DateTime + lastModified: DateTime + requester: TaskRequesterReference + performerType: [CodeableConcept] + owner: TaskOwnerReference + location: TaskLocationReference + reasonCode: CodeableConcept + reasonReference: TaskReasonReferenceReference + insurance: [TaskInsuranceReference] + note: [Annotation] + relevantHistory: [TaskRelevantHistoryReference] + restriction: TaskRestriction + input: [TaskInput] + output: [TaskOutput] +} + +type TaskBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: Task + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TaskBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TaskBundleEntry] +} + +type TerminologyCapabilities implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + kind: Code + software: TerminologyCapabilitiesSoftware + implementation: TerminologyCapabilitiesImplementation + lockedDate: Boolean + codeSystem: [TerminologyCapabilitiesCodeSystem] + expansion: TerminologyCapabilitiesExpansion + codeSearch: Code + validateCode: TerminologyCapabilitiesValidateCode + translation: TerminologyCapabilitiesTranslation + closure: TerminologyCapabilitiesClosure +} + +type TerminologyCapabilitiesBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: TerminologyCapabilities + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TerminologyCapabilitiesBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TerminologyCapabilitiesBundleEntry] +} + +type TestReportTestScriptReference { + id: String + extension: [Extension] + reference: String + resource: TestScript + type: URI + identifier: Identifier + display: String +} + +type TestReport implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: Identifier + name: String + status: Code + testScript: TestReportTestScriptReference + result: Code + score: Float + tester: String + issued: DateTime + participant: [TestReportParticipant] + setup: TestReportSetup + test: [TestReportTest] + teardown: TestReportTeardown +} + +type TestReportBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: TestReport + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TestReportBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TestReportBundleEntry] +} + +type TestScriptProfileReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type TestScript implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: Identifier + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + purpose: Markdown + copyright: Markdown + origin: [TestScriptOrigin] + destination: [TestScriptDestination] + metadata: TestScriptMetadata + fixture: [TestScriptFixture] + profile: [TestScriptProfileReference] + variable: [TestScriptVariable] + setup: TestScriptSetup + test: [TestScriptTest] + teardown: TestScriptTeardown +} + +type TestScriptBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: TestScript + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type TestScriptBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [TestScriptBundleEntry] +} + +type ValueSet implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + url: URI + identifier: [Identifier] + version: String + name: String + title: String + status: Code + experimental: Boolean + date: DateTime + publisher: String + contact: [ContactDetail] + description: Markdown + useContext: [UsageContext] + jurisdiction: [CodeableConcept] + immutable: Boolean + purpose: Markdown + copyright: Markdown + compose: ValueSetCompose + expansion: ValueSetExpansion +} + +type ValueSetBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: ValueSet + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type ValueSetBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [ValueSetBundleEntry] +} + +type VerificationResultTargetReference { + id: String + extension: [Extension] + reference: String + resource: Resource + type: URI + identifier: Identifier + display: String +} + +type VerificationResult implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + target: [VerificationResultTargetReference] + targetLocation: [String] + need: CodeableConcept + status: Code + statusDate: DateTime + validationType: CodeableConcept + validationProcess: [CodeableConcept] + frequency: Timing + lastPerformed: DateTime + nextScheduled: Date + failureAction: CodeableConcept + primarySource: [VerificationResultPrimarySource] + attestation: VerificationResultAttestation + validator: [VerificationResultValidator] +} + +type VerificationResultBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: VerificationResult + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type VerificationResultBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [VerificationResultBundleEntry] +} + +type VisionPrescriptionPatientReference { + id: String + extension: [Extension] + reference: String + resource: Patient + type: URI + identifier: Identifier + display: String +} + +type VisionPrescriptionEncounterReference { + id: String + extension: [Extension] + reference: String + resource: Encounter + type: URI + identifier: Identifier + display: String +} + +union VisionPrescriptionPrescriber = Practitioner | PractitionerRole + +type VisionPrescriptionPrescriberReference { + id: String + extension: [Extension] + reference: String + resource: VisionPrescriptionPrescriber + type: URI + identifier: Identifier + display: String +} + +type VisionPrescription implements DomainResource & Resource { + resourceType: String + id: ID! + meta: Meta + implicitRules: URI + language: Code + text: Narrative + contained: [Resource] + extension: [Extension] + modifierExtension: [Extension] + identifier: [Identifier] + status: Code + created: DateTime + patient: VisionPrescriptionPatientReference + encounter: VisionPrescriptionEncounterReference + dateWritten: DateTime + prescriber: VisionPrescriptionPrescriberReference + lensSpecification: [VisionPrescriptionLensSpecification] +} + +type VisionPrescriptionBundleEntry { + id: String + link: [BundleLink] + fullUrl: URI + resource: VisionPrescription + search: BundleSearch + request: BundleRequest + response: BundleResponse +} + +type VisionPrescriptionBundle { + id: String + meta: Meta + identifier: [Identifier] + type: Code + timestamp: Instant + total: Int + entry: [VisionPrescriptionBundleEntry] +} + +scalar Base64Binary + +scalar Canonical + +scalar Code + +""" +Custom scalar type for date search parameter. Format can be one of YYYY, YYYY-MM, YYYY-MM-DD, YYYY-MM-DDThh:mm:ss+zz:zz or YYYY-MM-DDThh:mm:ssZ +""" +scalar Date + +scalar DateTime + +"""Decimal custom scalar type""" +scalar Decimal + +scalar Instant + +scalar Markdown + +scalar OID + +scalar Time + +scalar URI + +scalar URL + +scalar UUID + +scalar XHTML + +scalar _FieldSet + +scalar _Any + +type _Service { + sdl: String +} + +union _Entity = Account | ActivityDefinition | AdministrableProductDefinition | AdverseEvent | AllergyIntolerance | Appointment | AppointmentResponse | AuditEvent | Basic | Binary | BiologicallyDerivedProduct | BodyStructure | Bundle | CapabilityStatement | CarePlan | CareTeam | CatalogEntry | ChargeItem | ChargeItemDefinition | Citation | Claim | ClaimResponse | ClinicalImpression | ClinicalUseDefinition | CodeSystem | Communication | CommunicationRequest | CompartmentDefinition | Composition | ConceptMap | Condition | Consent | Contract | Coverage | CoverageEligibilityRequest | CoverageEligibilityResponse | DetectedIssue | Device | DeviceDefinition | DeviceMetric | DeviceRequest | DeviceUseStatement | DiagnosticReport | DocumentManifest | DocumentReference | Encounter | Endpoint | EnrollmentRequest | EnrollmentResponse | EpisodeOfCare | EventDefinition | Evidence | EvidenceReport | EvidenceVariable | ExampleScenario | ExplanationOfBenefit | FamilyMemberHistory | Flag | Goal | GraphDefinition | Group | GuidanceResponse | HealthcareService | ImagingStudy | Immunization | ImmunizationEvaluation | ImmunizationRecommendation | ImplementationGuide | Ingredient | InsurancePlan | Invoice | Library | Linkage | List | Location | ManufacturedItemDefinition | Measure | MeasureReport | Media | Medication | MedicationAdministration | MedicationDispense | MedicationKnowledge | MedicationRequest | MedicationStatement | MedicinalProductDefinition | MessageDefinition | MessageHeader | MolecularSequence | NamingSystem | NutritionOrder | NutritionProduct | Observation | ObservationDefinition | OperationDefinition | OperationOutcome | Organization | OrganizationAffiliation | PackagedProductDefinition | Parameters | Patient | PaymentNotice | PaymentReconciliation | Person | PlanDefinition | Practitioner | PractitionerRole | Procedure | Provenance | Questionnaire | QuestionnaireResponse | RegulatedAuthorization | RelatedPerson | RequestGroup | ResearchDefinition | ResearchElementDefinition | ResearchStudy | ResearchSubject | RiskAssessment | Schedule | SearchParameter | ServiceRequest | Slot | Specimen | SpecimenDefinition | StructureDefinition | StructureMap | Subscription | SubscriptionStatus | SubscriptionTopic | Substance | SubstanceDefinition | SupplyDelivery | SupplyRequest | Task | TerminologyCapabilities | TestReport | TestScript | ValueSet | VerificationResult | VisionPrescription + +''' return graphql_schema, "FHIR server graphql schema" From e91865678f3cd4a0be1929a865110f804e432bf1 Mon Sep 17 00:00:00 2001 From: Drew Simmons <162177915+drew-bwell@users.noreply.github.com> Date: Mon, 27 Jan 2025 09:27:23 -0500 Subject: [PATCH 061/237] IOP-4114: switch order of dataSets --- language_model_gateway/gateway/tools/provider_search_tool.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/provider_search_tool.py b/language_model_gateway/gateway/tools/provider_search_tool.py index d8b7f554a..4bc9fa9b1 100644 --- a/language_model_gateway/gateway/tools/provider_search_tool.py +++ b/language_model_gateway/gateway/tools/provider_search_tool.py @@ -48,7 +48,7 @@ def _build_query(self) -> str: ) { searchProviders( searchProvidersInput: { - client: [{ dataSets: [NPPES, CONNECTHUB] }] + client: [{ dataSets: [CONNECTHUB, NPPES] }] search: $search searchPosition: $searchPosition specialty: $specialty From 6b58751fedd747299a1e34a34870b796b7fc6c42 Mon Sep 17 00:00:00 2001 From: Drew Simmons <162177915+drew-bwell@users.noreply.github.com> Date: Mon, 27 Jan 2025 09:34:38 -0500 Subject: [PATCH 062/237] IOP-4114: add additional provider endpoint fields to return --- .../gateway/tools/provider_search_tool.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/language_model_gateway/gateway/tools/provider_search_tool.py b/language_model_gateway/gateway/tools/provider_search_tool.py index 4bc9fa9b1..b25fac910 100644 --- a/language_model_gateway/gateway/tools/provider_search_tool.py +++ b/language_model_gateway/gateway/tools/provider_search_tool.py @@ -103,6 +103,17 @@ def _build_query(self) -> str: } endpoint { name + address + status + identifier { + system + value + } + connectionType { + code + display + system + } } } } From 3f65b8b86d3e38a01184df1b2dfee9c2cb62cead Mon Sep 17 00:00:00 2001 From: cluffja Date: Mon, 27 Jan 2025 15:19:08 -0500 Subject: [PATCH 063/237] Add Databricks SQL Tool --- Pipfile | 4 + Pipfile.lock | 824 +++++++++++------- docker.env.example | 3 + .../testing/fhir_data_query_expert.json | 68 ++ .../container/container_factory.py | 23 + .../gateway/tools/databricks_sql_tool.py | 54 ++ .../gateway/tools/tool_provider.py | 8 + .../gateway/utilities/databricks/__init__.py | 0 .../utilities/databricks/databricks_helper.py | 130 +++ .../utilities/environment_variables.py | 8 + setup.cfg | 4 + .../gateway/tools/test_databricks_sql_tool.py | 176 ++++ .../gateway/utilities/databricks/__init__.py | 0 .../databricks/test_databricks_helper.py | 234 +++++ 14 files changed, 1218 insertions(+), 318 deletions(-) create mode 100644 language_model_gateway/configs/chat_completions/testing/fhir_data_query_expert.json create mode 100644 language_model_gateway/gateway/tools/databricks_sql_tool.py create mode 100644 language_model_gateway/gateway/utilities/databricks/__init__.py create mode 100644 language_model_gateway/gateway/utilities/databricks/databricks_helper.py create mode 100644 tests/gateway/tools/test_databricks_sql_tool.py create mode 100644 tests/gateway/utilities/databricks/__init__.py create mode 100644 tests/gateway/utilities/databricks/test_databricks_helper.py diff --git a/Pipfile b/Pipfile index b5cc66636..227dec6d6 100644 --- a/Pipfile +++ b/Pipfile @@ -82,6 +82,10 @@ cachetools = ">=5.5.0" pypdf = ">=5.1.0" # backoff is a Python library for retrying requests backoff = ">=2.2.1" +# Databricks SDK is a Python library for interacting with Databricks +databricks-sdk = ">=0.1.6" +# pandas is a Python library for working with data +pandas = ">=2.2.3" [dev-packages] # pre-commit is a Python library for running pre-commit checks diff --git a/Pipfile.lock b/Pipfile.lock index d197e0426..4fc88a553 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "4035bfb5d4a06fd986dd43ad0f82785acc8f57c4e4e8b63085437995e2494831" + "sha256": "18d579f919c1faadeef46ac5c3677c9eafd381c9d33c4774eee1ae3d4249f5bc" }, "pipfile-spec": 6, "requires": { @@ -154,11 +154,11 @@ }, "attrs": { "hashes": [ - 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"sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95", + "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb" ], "index": "pypi", "markers": "python_version >= '3.7'", - "version": "==5.5.0" + "version": "==5.5.1" }, "certifi": { "hashes": [ @@ -326,6 +326,15 @@ "markers": "python_version >= '3.7'", "version": "==8.1.8" }, + "databricks-sdk": { + "hashes": [ + "sha256:dc6f7f3a81c5183ad9bc64526ca0ccea77249cabdba19189448c20534b3eb861", + "sha256:ea813687889839473dc360b65ae24080c6b91dde5e74a1f57595f18b8e6507ea" + ], + "index": "pypi", + "markers": "python_version >= '3.7'", + "version": "==0.41.0" + }, "dataclasses-json": { "hashes": [ "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", @@ -336,78 +345,86 @@ }, "ddtrace": { "hashes": [ - "sha256:0019ca4349cfc50116d8c1194c38de58eb0b3abdd1b253e646f09f23b4afc54c", - "sha256:04351f2bad1a02c9bc7c8459e354baedd6bd4041dc142f611375be199912449c", - 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"sha256:3b39185cb72f5acc77db1a58b6e25b977f28d20496b6e58d6813d75f464d632f", + "sha256:be6ecb39fadd986ef1701097771f87e4d2f821f27f6071c872143884d2950fbc" ], "markers": "python_version >= '3.8'", - "version": "==0.10.4" + "version": "==0.11.2" }, "six": { "hashes": [ @@ -3226,11 +3414,11 @@ }, "virtualenv": { "hashes": [ - "sha256:412773c85d4dab0409b83ec36f7a6499e72eaf08c80e81e9576bca61831c71cb", - "sha256:5d34ab240fdb5d21549b76f9e8ff3af28252f5499fb6d6f031adac4e5a8c5329" + "sha256:4e4cb403c0b0da39e13b46b1b2476e505cb0046b25f242bee80f62bf990b2779", + "sha256:b8b8970138d32fb606192cb97f6cd4bb644fa486be9308fb9b63f81091b5dc35" ], "markers": "python_version >= '3.8'", - "version": "==20.28.1" + "version": "==20.29.1" }, "werkzeug": { "hashes": [ diff --git a/docker.env.example b/docker.env.example index c4aab32ed..78c21bbd4 100644 --- a/docker.env.example +++ b/docker.env.example @@ -10,3 +10,6 @@ TAVILY_API_KEY= SCRAPING_BEE_API_KEY= GITHUB_TOKEN= JIRA_TOKEN= +DATABRICKS_TOKEN= +DATABRICKS_HOST= +DATABRICKS_SQL_WAREHOUSE_ID= diff --git a/language_model_gateway/configs/chat_completions/testing/fhir_data_query_expert.json b/language_model_gateway/configs/chat_completions/testing/fhir_data_query_expert.json new file mode 100644 index 000000000..d601a94ad --- /dev/null +++ b/language_model_gateway/configs/chat_completions/testing/fhir_data_query_expert.json @@ -0,0 +1,68 @@ +{ + "id": "fhir_data_query_expert", + "name": "FHIR Data Query Expert", + "description": "An AI agent that transforms FHIR data requests into validated Databricks SQL queries by parsing the request, understanding the company's FHIR data flattening approach, and verifying table and field definitions.", + "type": "langchain", + "owner": "Joshua Cluff", + "model": { + "provider": "bedrock", + "model": "us.anthropic.claude-3-5-haiku-20241022-v1:0" + }, + "system_prompts": [ + { + "role": "system", + "content": "You are an expert in transforming HL7 FHIR R4B resources into a flattened database structure. Always follow these key principles:\n1. Every table must include standard fields: 'uuid', 'source_id', 'document_key', 'md5_unique_key', and 'created'. The traditional 'id' field is replaced by the 'source_id' field.\n2. Nested arrays must be exploded into separate tables\n3. All table names are prefixed with 'bronze.fhir_rpt.'\n4. References are split into 'subject_reference_name' and 'subject_reference_value'\n5. All field names must use snake_case\n6. Array of primitive types (like strings) use the type name as the column" + }, + { + "role": "system", + "content": "The Databricks Catalog is called 'bronze' and the schema is called 'fhir_rpt'. All tables names should be prefixed with 'bronze.fhir_rpt.'. For instance the pat table would be 'bronze.fhir_rpt.pat'." + }, + { + "role": "system", + "content": "When flattening FHIR resources, follow this transformation pattern:\n- Patient.name → creates 'patient_name' table\n- Patient.name.given → creates 'patient_name_given' table with a 'string' column\n- Patient.name.family → creates 'patient_name_family' table\n- Patient.telecom → creates 'patient_telecom' table\n\nExample transformations:\n- 'onsetDateTime' becomes 'onset_date_time'\n- 'Patient/123' reference becomes:\n subject_reference_name: 'Patient'\n subject_reference_value: '123'" + }, + { + "role": "system", + "content": "When processing references, always split the FHIR reference into two distinct fields:\n- subject_reference_name: The type of resource being referenced\n- subject_reference_value: The specific identifier of that resource\n\nValidate that references follow the standard 'ResourceType/ID' format and extract components accordingly." + }, + { + "role": "system", + "content": "When using time windows in SQL queries use the add_months function which is available in Databricks. For example, to get all records from the last year, use 'add_months(current_date(), -12)'" + }, + { + "role": "system", + "content": "DATABRICKS FHIR TABLE NAMING CONVENTION\n\nWhen constructing SQL queries, STRICTLY follow these table name shortening rules:\n\nParent Table Name Mapping:\n- activitydefinition: actvdfn\n- account: acct\n- adverseevent: advrsevnt\n- allergyintolerance: allrgintolr\n- appointment: appt\n- appointmentresponse: apptresp\n- basic: bsc\n- binary: bnry\n- bundle: bndl\n- bodystructure: bdystrctr\n- capabilitystatement: capstmt\n- careplan: careplan\n- careteam: careteam\n- chargeitem: chrgitm\n- claim: clm\n- claimresponse: clmresp\n- clinicalimpression: clnimprsn\n- codesystem: cdsys\n- communication: comm\n- communicationrequest: commreq\n- composition: cmpstn\n- condition: cond\n- consent: cnsnt\n- contract: cntrct\n- coverage: covrg\n- coverageeligibilityrequest: covrgelgbltyreq\n- coverageeligibilityresponse: covrgelgbltyresp\n- detectedissue: dtctdiss\n- device: dvc\n- devicemetric: dvcmtc\n- devicerequest: dvcreq\n- deviceusestatement: dvcusestmnt\n- diagnosticreport: diagrpt\n- documentmanifest: docmnfst\n- documentreference: docref\n- encounter: enctr\n- endpoint: endpnt\n- enrollmentrequest: enrlreq\n- enrollmentresponse: enrlresp\n- episodeofcare: epsofcare\n- eventdefinition: evntdfn\n- explanationofbenefit: eob\n- familymemberhistory: famlymbrhstry\n- flag: flg\n- graphdefinition: grphdfn\n- group: grp\n- guidanceresponse: gdrspns\n- healthcareservice: hlthcrsrvc\n- imagingstudy: imgstdy\n- immunization: immu\n- immunizationevaluation: immueval\n- immunizationrecommendation: immurecmndtn\n- insuranceplan: insrplan\n- invoice: invce\n- library: lib\n- linkage: lnkge\n- list: lst\n- location: loc\n- measure: msr\n- measurereport: msrrpt\n- medication: med\n- medicationadministration: medadmin\n- medicationdispense: meddisp\n- medicationknowledge: medknwldg\n- medicationrequest: medreq\n- medicationstatement: medstmnt\n- medicinalproductdefinition: medprddefn\n- messageheader: msghdr\n- molecularsequence: molsqnc\n- nutritionorder: nutrordr\n- observation: obs\n- organization: org\n- organizationaffiliation: orgaffltn\n- patient: pat\n- person: prsn\n- plandefinition: plandef\n- practitioner: pract\n- practitionerrole: practrole\n- procedure: proc\n- provenance: prvnce\n- questionnaire: questnr\n- questionnaireresponse: questnrresp\n- relatedperson: rltdprsn\n- requestgroup: reqgrp\n- researchsubject: rsrchsbjct\n- riskassessment: rskassmnt\n- schedule: schdl\n- searchparameter: srchprmtr\n- servicerequest: srvreq\n- slot: slt\n- specimen: spcmn\n- structuredefinition: strctdfn\n- subscription: subscrptn\n- subscriptionstatus: subscrptnsts\n- subscriptiontopic: subscrptntpc\n- supplydelivery: spplydlvry\n- supplyrequest: spplyreq\n- valueset: valset\n- verificationresult: vrfctnrsult\n- visionprescription: vsnprscrptn\n- extension: extnsn\n- task: tsk\n\nInstructions for Table Name Translation:\n1. Always prefix shortened names with 'fhir_'\n2. Convert full table names to their corresponding shortened forms\n3. If no mapping exists, retain the original name\n\nExamples:\n- 'fhir_patient' → 'fhir_pat'\n- 'fhir_encounter' → 'fhir_enctr'\n- 'fhir_observation' → 'fhir_obs'\n\nReasoning: This approach ensures consistency with the Databricks schema and optimizes query performance by using predefined table abbreviations. For example: 'patient_identifier' becomes 'pat_idntfr' to match the Databricks schema." + }, + { + "role": "system", + "content": "ADDITIONAL DATABRICKS FHIR TABLE NAMING SHORTENING CONVENTION\n\nWhen constructing SQL queries, STRICTLY follow these additional name shortening rules:\n\nChild table Name Mapping:\n- coding: cdng\n- identifier: idntfr\n- applicability: applcblty\n- codeable: cdabl\n- concept: cncpt\n- instruction: instrctn\n- product: prdct\n- service: srvc\n- detail: dtl\n- adjudication: adjdctn\n- category: ctgry\n- reason: rsn\n\nInstructions for Column Name Translation:\n1. Identify full column names that match the mapping\n2. Replace full column names with their corresponding shortened forms\n3. Ensure the translation is case-insensitive\n4. If no mapping exists, retain the original column name\n\nExamples:\n- 'patient_identifier' → 'patient_idntfr'\n- 'encounter_category' → 'encounter_ctgry'\n- 'medication_codeable_concept' → 'medication_cdabl_cncpt'\n\nReasoning: This approach maintains consistency in column naming across Databricks tables, reduces column name length, and improves query readability and performance. For example: 'patient_identifier' becomes 'pat_idntfr' to match the Databricks schema." + }, + { + "role": "system", + "content": "Never prefix table names with 'fhir_' when constructing SQL queries. Instead, use the shortened table names directly. For example, 'fhir_patient' should be referenced as 'pat'." + }, + { + "role": "system", + "content": "Prior to executing the requested SQL query, describe the tables you are about to query to check that your fields and table names are correctly formatted. If any issues are found, provide feedback to the user and request corrections." + }, + { + "role": "system", + "content": "Present all SQL queries in clear SQL format, ensuring that the user can easily copy and paste them into Databricks for execution. Include comments to explain the purpose of each query and any specific considerations." + } + ], + "example_prompts": [ + { + "role": "user", + "content": "Get all patient records with diabetes diagnosed in the last year limit 100" + }, + { + "role": "user", + "content": "Find medications prescribed for patients over 65 with cardiovascular conditions limit 50" + } + ], + "tools": [ + { + "name" : "databricks_query_validator" + } + ] +} \ No newline at end of file diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 66a917fef..69dd2e9c8 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -1,5 +1,7 @@ import logging import os +from databricks.sdk import WorkspaceClient +from databricks.sdk.core import Config from language_model_gateway.configs.config_reader.config_reader import ConfigReader from language_model_gateway.container.simple_container import SimpleContainer @@ -44,6 +46,9 @@ from language_model_gateway.gateway.utilities.jira.jira_issues_helper import ( JiraIssueHelper, ) +from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( + DatabricksHelper, +) logger = logging.getLogger(__name__) @@ -101,6 +106,16 @@ async def create_container_async(self) -> SimpleContainer: lambda c: EnvironmentVariables(), ) + container.register( + WorkspaceClient, + lambda c: WorkspaceClient( + config=Config( + host=c.resolve(EnvironmentVariables).databricks_host, + token=c.resolve(EnvironmentVariables).databricks_token, + ) + ), + ) + container.register( GithubPullRequestHelper, lambda c: GithubPullRequestHelper( @@ -120,6 +135,13 @@ async def create_container_async(self) -> SimpleContainer: ), ) + container.register( + DatabricksHelper, + lambda c: DatabricksHelper( + workspace_client=c.resolve(WorkspaceClient), + ), + ) + container.register( ToolProvider, lambda c: ToolProvider( @@ -129,6 +151,7 @@ async def create_container_async(self) -> SimpleContainer: environment_variables=c.resolve(EnvironmentVariables), github_pull_request_helper=c.resolve(GithubPullRequestHelper), jira_issues_helper=c.resolve(JiraIssueHelper), + databricks_helper=c.resolve(DatabricksHelper), ), ) container.register( diff --git a/language_model_gateway/gateway/tools/databricks_sql_tool.py b/language_model_gateway/gateway/tools/databricks_sql_tool.py new file mode 100644 index 000000000..423335319 --- /dev/null +++ b/language_model_gateway/gateway/tools/databricks_sql_tool.py @@ -0,0 +1,54 @@ +from pydantic import BaseModel, Field +from typing import Type, Optional, Tuple, Literal, Any +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( + DatabricksHelper, +) + + +class DatabricksSQLInput(BaseModel): + """ + Enhanced input model for Databricks with API validation + """ + + fhir_request: Optional[str] = Field( + default=None, + description=("Request to be created into a query. "), + ) + + +class DatabricksSQLTool(ResilientBaseTool): + """ + Enhanced Databricks Agent Tool with API Validation + """ + + name: str = "databricks_tool" + description: str = ( + "A tool for querying FHIR data from Databricks. " + "USAGE TIPS: " + "- If you believe a query will return a large amount of data, please use the 'limit' keyword in the query. For example: 'Get all patients with diabetes diagnosis' would return a lot of results. If you are limiting, tell the user beforehand. " + "- Check the query before running it. Make sure if calling nested fields that you have accounted for proper explosion of those fields into new tables. Join accordingly. " + "- Take the natural language query, convert it into SQL, and present that SQL in clear SQL format to the user prior to sending to Databricks. " + "Example queries: " + "'Get all patients with diabetes diagnosis'. " + "'Get demographics of patients'. " + "'Get all patients with diabetes and a count of their encounters'. " + ) + args_schema: Type[DatabricksSQLInput] = DatabricksSQLInput + response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" + + databricks_helper: DatabricksHelper + + def _run( + self, + fhir_request: Optional[str] = None, + ) -> Tuple[str, Any]: + raise NotImplementedError("Use async version of this tool") + + async def _arun(self, fhir_request: str) -> Tuple[str, str]: + if not fhir_request or not fhir_request.strip(): + raise ValueError("Query cannot be empty or None") + results = self.databricks_helper.execute_query(fhir_request) + artifact = f"\n\nDatabricksSQLTool: Query Results\n {results}" + + return results, artifact diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 5141535f2..c8c844488 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -38,6 +38,7 @@ from language_model_gateway.gateway.tools.jira_issues_analyzer_tool import ( JiraIssuesAnalyzerTool, ) +from language_model_gateway.gateway.tools.databricks_sql_tool import DatabricksSQLTool from language_model_gateway.gateway.tools.network_topology_diagram_tool import ( NetworkTopologyGeneratorTool, ) @@ -60,6 +61,9 @@ from language_model_gateway.gateway.utilities.jira.jira_issues_helper import ( JiraIssueHelper, ) +from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( + DatabricksHelper, +) class ToolProvider: @@ -72,6 +76,7 @@ def __init__( environment_variables: EnvironmentVariables, github_pull_request_helper: GithubPullRequestHelper, jira_issues_helper: JiraIssueHelper, + databricks_helper: DatabricksHelper, ) -> None: web_search_tool: BaseTool default_web_search_tool: str = environ.get( @@ -137,6 +142,9 @@ def __init__( "jira_issues_analyzer": JiraIssuesAnalyzerTool( jira_issues_helper=jira_issues_helper ), + "databricks_query_validator": DatabricksSQLTool( + databricks_helper=databricks_helper + ), # "sql_query": QuerySQLDataBaseTool( # db=SQLDatabase( # engine=Engine( diff --git a/language_model_gateway/gateway/utilities/databricks/__init__.py b/language_model_gateway/gateway/utilities/databricks/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/language_model_gateway/gateway/utilities/databricks/databricks_helper.py b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py new file mode 100644 index 000000000..c251f718b --- /dev/null +++ b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py @@ -0,0 +1,130 @@ +import logging +import os +import time +from logging import Logger +from databricks.sdk import WorkspaceClient +from databricks.sdk.service.sql import StatementState +from databricks.sdk.types.sql import StatementResponse +import pandas as pd +from pandas.core.frame import DataFrame + + +class DatabricksHelper: + def __init__( + self, + *, + workspace_client: WorkspaceClient, + catalog: str = "bronze", + schema: str = "fhir_rpt", + ) -> None: + # Initialize logger as time, error level, and message + self.logger: Logger = logging.getLogger(__name__) + logging.basicConfig( + format="%(asctime)s - %(levelname)s - %(message)s", level=logging.INFO + ) + self.ws_client = workspace_client + self.tables = self.ws_client.tables.list( + catalog_name=catalog, schema_name=schema + ) + + def parse_databricks_statement_response( + self, statement_response: StatementResponse + ) -> pd.DataFrame: + """ + Simple parser to create a DataFrame from Databricks StatementResponse + Args: + statement_response: Databricks StatementResponse object + Returns: + Pandas DataFrame with query results + """ + try: + # Extract column names + column_names = [ + column.name for column in statement_response.manifest.schema.columns + ] + # Extract data array + data_array = statement_response.result.data_array + # Create DataFrame + df = pd.DataFrame(data_array, columns=column_names) + + return df + + except Exception as e: + self.logger.error(f"Error parsing Databricks statement response: {e}") + return None + + def dataframe_to_markdown(self, df: DataFrame) -> str: + """ + Convert a pandas DataFrame to a markdown-formatted table + Args: + df (pandas.DataFrame): Input DataFrame + Returns: + str: Markdown-formatted table + """ + # Create header + markdown_table = "| " + " | ".join(df.columns) + " |\n" + # Create separator line + markdown_table += "| " + " | ".join(["---"] * len(df.columns)) + " |\n" + # Add rows + for _, row in df.iterrows(): + markdown_table += "| " + " | ".join(str(val) for val in row) + " |\n" + + return markdown_table + + def execute_query(self, query: str, max_wait_time: int = 300) -> str: + try: + # Execute initial statement + # Handle warehouse_id as an environment variable + warehouse_id = os.environ.get("DATABRICKS_SQL_WAREHOUSE_ID") + if not warehouse_id: + raise ValueError( + "DATABRICKS_SQL_WAREHOUSE_ID environment variable not set" + ) + results = self.ws_client.statement_execution.execute_statement( + query, warehouse_id=warehouse_id + ) + + # Track start time for timeout + start_time = time.time() + + # Wait while statement is pending + while results.status.state == StatementState.PENDING: # type: ignore + # Check for timeout + if time.time() - start_time > max_wait_time: + self.logger.error(f"Query timed out after {max_wait_time} seconds") + return "Query timed out" + + # Wait before checking again + time.sleep(1) # Wait 1 second between checks + + # Refresh the statement status + results = self.ws_client.statement_execution.get_statement( + results.statement_id # type: ignore + ) + + if results.status.state != StatementState.PENDING: # type: ignore + break + + # Check for failed state + if results.status.state == StatementState.FAILED: # type: ignore + error_message = ( + results.status.error.message # type: ignore + if results.status.error # type: ignore + else "Unknown error" + ) + self.logger.error(f"Error executing Databricks query: {error_message}") + return f"Error executing Databricks query: {error_message}" + + # Log successful execution + self.logger.info(f"Query executed successfully: {results}") + + # Parse and return results + df = self.parse_databricks_statement_response(results) + if df is not None: + return self.dataframe_to_markdown(df) + + return "Dataframe was None. Unable to parse results" + + except Exception as e: + self.logger.error(f"Error executing Databricks query: {e}") + return "" diff --git a/language_model_gateway/gateway/utilities/environment_variables.py b/language_model_gateway/gateway/utilities/environment_variables.py index 094f6f858..3fe59be22 100644 --- a/language_model_gateway/gateway/utilities/environment_variables.py +++ b/language_model_gateway/gateway/utilities/environment_variables.py @@ -22,3 +22,11 @@ def jira_token(self) -> Optional[str]: @property def jira_username(self) -> Optional[str]: return os.environ.get("JIRA_USERNAME") + + @property + def databricks_host(self) -> Optional[str]: + return os.environ.get("DATABRICKS_HOST") + + @property + def databricks_token(self) -> Optional[str]: + return os.environ.get("DATABRICKS_TOKEN") diff --git a/setup.cfg b/setup.cfg index 07dcaebf8..4e18c82ad 100644 --- a/setup.cfg +++ b/setup.cfg @@ -19,6 +19,10 @@ ignore_missing_imports = True ignore_missing_imports = True [mypy-markdownify.*] ignore_missing_imports = True +[mypy-databricks.sdk.*] +ignore_missing_imports = True +[mypy-pandas.*] +ignore_missing_imports = True [flake8] ignore = E501, W503, W504, E126, E251, E203 max-line-length = 88 diff --git a/tests/gateway/tools/test_databricks_sql_tool.py b/tests/gateway/tools/test_databricks_sql_tool.py new file mode 100644 index 000000000..357f17181 --- /dev/null +++ b/tests/gateway/tools/test_databricks_sql_tool.py @@ -0,0 +1,176 @@ +import pytest +from unittest.mock import Mock + +from language_model_gateway.gateway.tools.databricks_sql_tool import DatabricksSQLTool +from language_model_gateway.gateway.tools.databricks_sql_tool import DatabricksSQLInput +from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( + DatabricksHelper, +) + + +@pytest.fixture +def mock_databricks_helper() -> Mock: + """Fixture to create a mock DatabricksHelper""" + return Mock(spec=DatabricksHelper) + + +@pytest.fixture +def databricks_sql_tool(mock_databricks_helper: Mock) -> DatabricksSQLTool: + """Fixture to create a DatabricksSQLTool instance""" + return DatabricksSQLTool(databricks_helper=mock_databricks_helper) + + +@pytest.mark.asyncio +async def test_databricks_sql_tool_successful_query( + databricks_sql_tool: DatabricksSQLTool, mock_databricks_helper: Mock +) -> None: + """ + Test successful query execution + """ + # Arrange + test_query = "SELECT * FROM patients LIMIT 10" + mock_result = "| id | name |\n| --- | --- |\n| 1 | John Doe |" + mock_databricks_helper.execute_query.return_value = mock_result + + # Act + result, artifact = await databricks_sql_tool._arun(test_query) + + # Assert + assert result == mock_result + assert "DatabricksSQLTool: Query Results" in artifact + mock_databricks_helper.execute_query.assert_called_once_with(test_query) + + +@pytest.mark.asyncio +async def test_databricks_sql_tool_empty_query( + databricks_sql_tool: DatabricksSQLTool, mock_databricks_helper: Mock +) -> None: + """ + Test query with empty input + """ + # Arrange + test_query = "" + + # Act & Assert + with pytest.raises(ValueError): + await databricks_sql_tool._arun(test_query) + + +@pytest.mark.asyncio +async def test_databricks_sql_tool_error_handling( + databricks_sql_tool: DatabricksSQLTool, mock_databricks_helper: Mock +) -> None: + """ + Test error handling during query execution + """ + # Arrange + test_query = "SELECT * FROM non_existent_table" + mock_error_result = "Error executing Databricks query: Table not found" + mock_databricks_helper.execute_query.return_value = mock_error_result + + # Act + result, artifact = await databricks_sql_tool._arun(test_query) + + # Assert + assert result == mock_error_result + assert "DatabricksSQLTool: Query Results" in artifact + mock_databricks_helper.execute_query.assert_called_once_with(test_query) + + +@pytest.mark.parametrize( + "query", + [ + "SELECT * FROM patients LIMIT 10", + "GET demographics of patients", + "Find all patients with diabetes diagnosis", + ], +) +@pytest.mark.asyncio +async def test_databricks_sql_tool_multiple_queries( + databricks_sql_tool: DatabricksSQLTool, mock_databricks_helper: Mock, query: str +) -> None: + """ + Parameterized test for multiple query types + """ + # Arrange + mock_result = f"| Result for query: {query} |" + mock_databricks_helper.execute_query.return_value = mock_result + + # Act + result, artifact = await databricks_sql_tool._arun(query) + + # Assert + assert result == mock_result + assert "DatabricksSQLTool: Query Results" in artifact + mock_databricks_helper.execute_query.assert_called_once_with(query) + + +def test_databricks_sql_tool_response_format( + databricks_sql_tool: DatabricksSQLTool, +) -> None: + """ + Test the response format of the tool + """ + # Assert + assert databricks_sql_tool.response_format == "content_and_artifact" + + +def test_databricks_sql_tool_description() -> None: + """ + Test the tool's description + """ + tool = DatabricksSQLTool(databricks_helper=Mock(spec=DatabricksHelper)) + + # Assert + assert "A tool for querying FHIR data from Databricks" in tool.description + assert "USAGE TIPS" in tool.description + assert "limit" in tool.description + assert "Example queries" in tool.description + + +def test_databricks_sql_input_model() -> None: + """ + Test the DatabricksSQLInput Pydantic model + """ + # Test with valid input + valid_input = DatabricksSQLInput(fhir_request="SELECT * FROM patients") + assert valid_input.fhir_request == "SELECT * FROM patients" + + # Test with None input + none_input = DatabricksSQLInput() + assert none_input.fhir_request is None + + +def test_databricks_sql_tool_name() -> None: + """ + Test the tool's name + """ + tool = DatabricksSQLTool(databricks_helper=Mock(spec=DatabricksHelper)) + + # Assert + assert tool.name == "databricks_tool" + + +@pytest.mark.asyncio +async def test_databricks_sql_tool_sync_run_not_implemented( + databricks_sql_tool: DatabricksSQLTool, +) -> None: + """ + Test that the synchronous _run method raises NotImplementedError + """ + # Act & Assert + with pytest.raises(NotImplementedError, match="Use async version of this tool"): + databricks_sql_tool._run(fhir_request="test query") + + +@pytest.mark.parametrize("input_query", [None, "", " "]) +@pytest.mark.asyncio +async def test_databricks_sql_tool_empty_or_none_input( + databricks_sql_tool: DatabricksSQLTool, input_query: str +) -> None: + """ + Test handling of empty or None input + """ + # Act & Assert + with pytest.raises(ValueError, match="Query cannot be empty or None"): + await databricks_sql_tool._arun(input_query) diff --git a/tests/gateway/utilities/databricks/__init__.py b/tests/gateway/utilities/databricks/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/gateway/utilities/databricks/test_databricks_helper.py b/tests/gateway/utilities/databricks/test_databricks_helper.py new file mode 100644 index 000000000..422993dab --- /dev/null +++ b/tests/gateway/utilities/databricks/test_databricks_helper.py @@ -0,0 +1,234 @@ +import pytest +import pandas as pd +from unittest.mock import Mock, patch +from databricks.sdk import WorkspaceClient +from databricks.sdk.service.sql import ( + StatementState, + StatementStatus, + ColumnInfo, + ResultSchema, +) +from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( + DatabricksHelper, +) + + +# Fixture for creating a mock WorkspaceClient +@pytest.fixture +def mock_workspace_client() -> Mock: + return Mock(spec=WorkspaceClient) + + +# Fixture for creating a DatabricksHelper instance +@pytest.fixture +def databricks_helper(mock_workspace_client: Mock) -> DatabricksHelper: + return DatabricksHelper(workspace_client=mock_workspace_client) + + +# Test parse_databricks_statement_response +def test_parse_databricks_statement_response() -> None: + # Create a mock statement response + mock_response = Mock( + manifest=Mock( + schema=ResultSchema( + columns=[ColumnInfo(name="id"), ColumnInfo(name="name")] + ) + ), + result=Mock(data_array=[[1, "John"], [2, "Jane"]]), + ) + + # Create helper instance + helper = DatabricksHelper(workspace_client=Mock()) + + # Parse response + df = helper.parse_databricks_statement_response(mock_response) + + # Assertions + assert isinstance(df, pd.DataFrame) + assert df.shape == (2, 2) + assert list(df.columns) == ["id", "name"] + assert df.iloc[0, 0] == 1 + assert df.iloc[0, 1] == "John" + + +# Test dataframe_to_markdown +def test_dataframe_to_markdown() -> None: + # Create a sample DataFrame + df = pd.DataFrame({"id": [1, 2], "name": ["John", "Jane"]}) + + # Create helper instance + helper = DatabricksHelper(workspace_client=Mock()) + + # Convert to markdown + markdown = helper.dataframe_to_markdown(df) + + # Assertions + assert "| id | name |" in markdown + assert "| --- | --- |" in markdown + assert "| 1 | John |" in markdown + assert "| 2 | Jane |" in markdown + + +# Test execute_query - Successful Scenario +@patch("os.environ.get") +def test_execute_query_success( + mock_env_get: Mock, databricks_helper: DatabricksHelper, mock_workspace_client: Mock +) -> None: + # Mock environment variable + mock_env_get.return_value = "test_warehouse_id" + + # Create mock successful statement response + mock_response = Mock( + statement_id="test_statement_id", + status=StatementStatus(state=StatementState.SUCCEEDED), + manifest=Mock(schema=ResultSchema(columns=[ColumnInfo(name="id")])), + result=Mock(data_array=[[1], [2]]), + ) + + # Configure mock workspace client + mock_workspace_client.statement_execution.execute_statement.return_value = ( + mock_response + ) + + # Execute query + result = databricks_helper.execute_query("SELECT * FROM test_table") + + # Assertions + assert "| id |" in result + assert "| 1 |" in result + assert "| 2 |" in result + + +def test_execute_query_pending( + databricks_helper: DatabricksHelper, + mock_workspace_client: Mock, +) -> None: + # Patch environment variable + with patch("os.environ.get", return_value="test_warehouse_id"): + # Patch time to control timeout logic + with patch("time.time", side_effect=[0, 1, 2]): + # Patch sleep to prevent actual waiting + with patch("time.sleep"): + # Create mock pending and then successful statement response + pending_response = Mock( + statement_id="test_statement_id", + status=StatementStatus(state=StatementState.PENDING), + ) + + successful_response = Mock( + statement_id="test_statement_id", + status=StatementStatus(state=StatementState.SUCCEEDED), + manifest=Mock(schema=ResultSchema(columns=[ColumnInfo(name="id")])), + result=Mock(data_array=[[1], [2]]), + ) + + # Configure mock workspace client to return pending then successful response + mock_workspace_client.statement_execution.execute_statement.return_value = ( + pending_response + ) + mock_workspace_client.statement_execution.get_statement.side_effect = [ + pending_response, + successful_response, + ] + + # Patch logger to prevent logging issues + with patch.object(databricks_helper.logger, "info"), patch.object( + databricks_helper.logger, "error" + ): + # Execute query + result = databricks_helper.execute_query("SELECT * FROM test_table") + + # Print debug information + print( + "Get statement call count:", + mock_workspace_client.statement_execution.get_statement.call_count, + ) + print( + "Execute statement call count:", + mock_workspace_client.statement_execution.execute_statement.call_count, + ) + + # Assertions + assert ( + mock_workspace_client.statement_execution.get_statement.call_count + == 2 + ), "get_statement should be called only twice" + assert result is not None + mock_workspace_client.statement_execution.execute_statement.assert_called_once() + + +# Test execute_query - Timeout Scenario +def test_execute_query_timeout( + databricks_helper: DatabricksHelper, mock_workspace_client: Mock +) -> None: + # Patch multiple dependencies + with patch("os.environ.get", return_value="test_warehouse_id"), patch( + "time.time", side_effect=[0, 3] + ), patch("time.sleep"), patch.object( + databricks_helper.logger, "info" + ), patch.object( + databricks_helper.logger, "error" + ): + # Create mock pending statement response + pending_response = Mock( + statement_id="test_statement_id", + status=StatementStatus(state=StatementState.PENDING), + ) + + # Configure mock workspace client + mock_workspace_client.statement_execution.execute_statement.return_value = ( + pending_response + ) + mock_workspace_client.statement_execution.get_statement.return_value = ( + pending_response + ) + + # Add print statements or logging for debugging + print("Before execute_query") + + # Execute query with short timeout + result = databricks_helper.execute_query( + "SELECT * FROM test_table", max_wait_time=1 + ) + + # Print debug information + print("Result:", result) + print( + "Execute statement call count:", + mock_workspace_client.statement_execution.execute_statement.call_count, + ) + + # Assertions + assert result == "Query timed out" + mock_workspace_client.statement_execution.execute_statement.assert_called_once() + + +# Test execute_query - Failed State Scenario +@patch("os.environ.get") +def test_execute_query_failed_state( + mock_env_get: Mock, databricks_helper: DatabricksHelper, mock_workspace_client: Mock +) -> None: + # Mock environment variable + mock_env_get.return_value = "test_warehouse_id" + + # Create mock failed statement response + failed_response = Mock( + statement_id="test_statement_id", + status=StatementStatus( + state=StatementState.FAILED, error=Mock(message="Test error message") + ), + ) + + # Configure mock workspace client + mock_workspace_client.statement_execution.execute_statement.return_value = ( + failed_response + ) + + # Execute query + result = databricks_helper.execute_query( + "SELECT * FROM test_table", max_wait_time=10 + ) + + # Assertions + assert result == "Error executing Databricks query: Test error message" + mock_workspace_client.statement_execution.execute_statement.assert_called_once() From 1ef38c8b7dea59f92a983052b89d0adc247cf260 Mon Sep 17 00:00:00 2001 From: cluffja Date: Mon, 27 Jan 2025 15:30:26 -0500 Subject: [PATCH 064/237] Clarify adding new agents to the container_factory --- add_new_agent.md | 22 +++++++++++++++++++++- 1 file changed, 21 insertions(+), 1 deletion(-) diff --git a/add_new_agent.md b/add_new_agent.md index 235705c98..cb1b8e704 100644 --- a/add_new_agent.md +++ b/add_new_agent.md @@ -168,7 +168,27 @@ class ToolProvider: ``` Match the name here with the name defined in your AI Agent class -### Step 5: Add your agent to the configuration for task models +### Step 5: Register your agent in the container_factory +Add your new AI Agent to the container_factory.py file in the same directory: `language_model_gateway/container/container_factory.py`. This is where the LLM will look for all available AI Agents. + +```python +container.register( + JiraIssueHelper, + lambda c: JiraIssueHelper( + http_client_factory=c.resolve(HttpClientFactory), + jira_base_url=c.resolve(EnvironmentVariables).jira_base_url, + access_token=c.resolve(EnvironmentVariables).jira_token, + username=c.resolve(EnvironmentVariables).jira_username, + ), +) +``` +You may also need to register any dependencies that your AI Agent needs to the container_factory.py file. For example, the JiraIssueHelper needs a HttpClientFactory class to do the actual work. +```python +container.register(HttpClientFactory, lambda c: HttpClientFactory()) +``` + + +### Step 6: Add your agent to the configuration for task models You can now add this to any task model configurations where you want this tool available: `language_model_gateway/configs/chat_completions/testing` ```json From 0440fce1a75e47cc8568a1e40cfa9fdcd0abc799 Mon Sep 17 00:00:00 2001 From: cluffja Date: Mon, 27 Jan 2025 15:44:41 -0500 Subject: [PATCH 065/237] Correct import --- .../gateway/utilities/databricks/databricks_helper.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/language_model_gateway/gateway/utilities/databricks/databricks_helper.py b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py index c251f718b..c667ae9ac 100644 --- a/language_model_gateway/gateway/utilities/databricks/databricks_helper.py +++ b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py @@ -3,8 +3,7 @@ import time from logging import Logger from databricks.sdk import WorkspaceClient -from databricks.sdk.service.sql import StatementState -from databricks.sdk.types.sql import StatementResponse +from databricks.sdk.service.sql import StatementState, StatementResponse import pandas as pd from pandas.core.frame import DataFrame @@ -40,10 +39,10 @@ def parse_databricks_statement_response( try: # Extract column names column_names = [ - column.name for column in statement_response.manifest.schema.columns + column.name for column in statement_response.manifest.schema.columns # type: ignore ] # Extract data array - data_array = statement_response.result.data_array + data_array = statement_response.result.data_array # type: ignore # Create DataFrame df = pd.DataFrame(data_array, columns=column_names) From 774b618c77e720c495b0d80c4366cc0a24c12bce Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Tue, 28 Jan 2025 08:39:23 -0600 Subject: [PATCH 066/237] output clean up around Jira and Confluence data --- .../chat_completions/testing/pr_reviewer.json | 2 +- .../gateway/tools/confluence_page_retriever.py | 13 ++++++------- .../gateway/tools/jira_issue_retriever.py | 17 ++++++++--------- .../utilities/confluence/confluence_helper.py | 14 +++++++------- .../utilities/jira/jira_issues_helper.py | 4 ++-- 5 files changed, 24 insertions(+), 26 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json index bf4530436..042deab55 100644 --- a/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json +++ b/language_model_gateway/configs/chat_completions/testing/pr_reviewer.json @@ -7,7 +7,7 @@ "system_prompts": [ { "role": "system", - "content": "You are an advanced pull request analysis agent designed to perform comprehensive code review and requirement validation. Your core objective is to systematically analyze pull requests by correlating code changes with associated Jira tickets and identifying potential Confluence documentation updates. SYSTEM WORKFLOW: I. Jira Ticket Analysis - PRIMARY INVESTIGATION PHASE 1. Ticket Detection Protocol: - Ticket Pattern: [A-Z]{2,4}[ -]\\d{1,5} - Scanning Locations (PRIORITIZED): a. Pull Request Title (HIGHEST PRIORITY) b. Pull Request Description - Valid Examples: ATC-1234, Atc 6789, EA-567, EFS-5263 - Extraction Method: Strict Regex-based identification 2. Ticket Context Extraction: - Retrieve full Jira ticket details - Analyze ticket description thoroughly - Understand complete context of the change II. Keyword Extraction for Confluence Search - CRITICAL STEP: Identify maximum 5 most relevant keywords - Keyword Extraction Process: - Analyze extracted Jira ticket information - Examine pull request title and description - Extract keywords based on: Core technical domain Specific component or system name Unique technical concept or feature - KEYWORD SELECTION CRITERIA: - Prefer precise, technical terms - Avoid generic words - Prioritize keywords that uniquely identify the context - EXAMPLES of GOOD KEYWORDS: Specific microservice name Unique algorithm or process Distinct system component or module - KEYWORD CONFIDENCE RANKING: - High Confidence: Directly from Jira ticket - Medium Confidence: From PR title - Low Confidence: Derived from code diff III. Confluence Documentation Search - SECONDARY INVESTIGATION PHASE 1. Keyword Preparation: - Finalize maximum 5 most relevant keywords - Ensure keywords are specific and meaningful 2. Confluence Page Search: - Perform search using extracted keywords - Search without using quotes on search terms - Retrieve most relevant documentation pages 3. Documentation Relevance Scoring: - Apply confidence scoring to found pages - Prioritize pages with highest keyword match 4. DOCUMENTATION LINK REQUIREMENT: - ESSENTIAL: Include FULL and DIRECT hyperlinks to each relevant Confluence document - Ensure links are complete and clickable - Provide links immediately after each document summary AUTHENTICATION: - GitHub Token: {$GITHUB_TOKEN} - Jira Token: {$JIRA_TOKEN} - Confluence Token: {$CONFLUENCE_TOKEN} Begin analysis of pull request: {$PR_DETAILS}." + "content": "# Advanced Pull Request Analysis Agent Workflow ## Core Objective Perform comprehensive code review and requirement validation by correlating code changes with associated Jira tickets and identifying potential Confluence documentation updates. ## I. Jira Ticket Analysis (Primary Investigation Phase) ### 1. Ticket Detection Protocol - **Ticket Pattern**: `[A-Z]{2,4}[ -]\\\\d{1,5}` - **Scanning Locations** (Prioritized): 1. Pull Request Title (Highest Priority) 2. Pull Request Description - **Valid Examples**: - ATC-1234 - Atc 6789 - EA-567 - EFS-5263 - **Extraction Method**: Strict Regex-based identification ### 2. Ticket Context Extraction - Retrieve full Jira ticket details - Analyze ticket description thoroughly - Understand complete context of the change ## II. Keyword Extraction for Confluence Search ### Keyword Extraction Process - Analyze extracted Jira ticket information - Examine pull request title and description - Extract keywords based on: - Core technical domain - Specific component or system name - Unique technical concept or feature ### Keyword Selection Criteria - Prefer precise, technical terms - Avoid generic words - Prioritize keywords that uniquely identify the context ### Examples of Good Keywords - Specific microservice name - Unique algorithm or process - Distinct system component or module ### Keyword Confidence Ranking - **High Confidence**: Directly from Jira ticket - **Medium Confidence**: From PR title - **Low Confidence**: Derived from code diff ## III. Confluence Documentation Search (Secondary Investigation Phase) ### 1. Keyword Preparation - Finalize maximum 5 most relevant keywords - Ensure keywords are specific and meaningful ### 2. Confluence Page Search - Perform search using extracted keywords - Search without using quotes on search terms - Retrieve most relevant documentation pages ### 3. Documentation Relevance Scoring - Apply confidence scoring to found pages - Prioritize pages with highest keyword match ### 4. Documentation Link Requirement - **ESSENTIAL**: Include FULL and DIRECT hyperlinks to each relevant Confluence document - Ensure links are complete and clickable - Provide links immediately after each document summary ## IV. Final Analysis and Recommendation - After retrieving relevant Jira tickets, identify 3-5 most important requirements - Create a detailed list of these requirements - Cross-reference code changes with each requirement - Mark requirements with check marks (✓) when obviously satisfied - Mark requirements with an x (x) mark when obviously missed - Provide a confidence score (0-100%) for each requirement recommendation - When you are highly confident that a Confluence documentation page needs to be updated, provide the name, full direct hyperlinks, and a brief summary of the changes. Provide a confidence score (0-100%) for such recommendation. - If you are not confident if a Confluence document should be updated as the result of the changes in the PR, simply list the names and direct links to relevant documents and indicate the developer should do a review to see if they need to be updated." } ], "example_prompts": [ diff --git a/language_model_gateway/gateway/tools/confluence_page_retriever.py b/language_model_gateway/gateway/tools/confluence_page_retriever.py index a281d331d..1af6d735e 100644 --- a/language_model_gateway/gateway/tools/confluence_page_retriever.py +++ b/language_model_gateway/gateway/tools/confluence_page_retriever.py @@ -54,20 +54,19 @@ async def _arun( return error_msg, error_artifact full_text_display = ( - f"Id: {confluence_page.id}\n" - f"Title: {confluence_page.title}\n" - f"URL: {confluence_page.url}\n" - f"Updated: {confluence_page.updated_at}\n" - f"Author: {confluence_page.author_name}\n" + f"**Title**: {confluence_page.title}\n" + f"**URL**: {confluence_page.url}\n" + f"**Updated**: {confluence_page.updated_at}\n" + f"**Author**: {confluence_page.author_name}\n" ) full_text = ( + f"Id: {confluence_page.id}\n" f"{full_text_display}" f"Content: {confluence_page.content}\n" ) - artifact = log_prefix + f", Retrieved page {confluence_page.id}." - artifact += "\n\nResults:" + artifact = log_prefix + f", Retrieved page {confluence_page.id}.\n\n" artifact += f"\n{full_text_display}" return full_text, artifact diff --git a/language_model_gateway/gateway/tools/jira_issue_retriever.py b/language_model_gateway/gateway/tools/jira_issue_retriever.py index d130bb116..7e9413946 100644 --- a/language_model_gateway/gateway/tools/jira_issue_retriever.py +++ b/language_model_gateway/gateway/tools/jira_issue_retriever.py @@ -57,17 +57,16 @@ async def _arun( jira_issue = jira_issue_result.issues[0] full_text = ( - f"Id: {jira_issue.key}\n" - f"Summary: {jira_issue.summary}\n" - f"Status: {jira_issue.status}\n" - f"Assignee: {jira_issue.assignee}\n" - f"Created: {jira_issue.created_at}\n" - f"Closed: {jira_issue.closed_at}\n" - f"Description: {jira_issue.description}\n" + f"**Id**: {jira_issue.key}\n" + f"**Summary**: {jira_issue.summary}\n" + f"**Status**: {jira_issue.status}\n" + f"**Assignee**: {jira_issue.assignee}\n" + f"**Created**: {jira_issue.created_at}\n" + f"**Closed**: {jira_issue.closed_at}\n" + f"**Description**: {jira_issue.description}\n" ) - artifact = log_prefix + f", Retrieved issue {jira_issue.key}." - artifact += "\n\nResults:" + artifact = log_prefix + f", Retrieved issue {jira_issue.key}.\n\n" artifact += f"\n{full_text}" return full_text, artifact diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py index 176df861a..adf55db43 100644 --- a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py +++ b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py @@ -48,7 +48,7 @@ async def search_content(self, search_string: str, limit: int = 10) -> List[Conf response.raise_for_status() results = response.json().get("results", []) - self.logger.info(f"Confluence raw response:\n{results}") + # self.logger.info(f"Confluence raw response:\n{results}") search_results = [] for result in results: content = result.get('content', {}) @@ -56,7 +56,7 @@ async def search_content(self, search_string: str, limit: int = 10) -> List[Conf id=content.get('id'), title=content.get('title'), url=f"{self.confluence_base_url}/wiki/{content.get('_links', {}).get('webui')}", - updated_at=datetime.fromisoformat(result.get('lastModified').replace("Z", "+00:00")), + updated_at=datetime.fromisoformat(result.get('lastModified').replace("Z", "+00:00")).date().isoformat(), excerpt=result.get('excerpt'), )) return search_results @@ -84,7 +84,7 @@ def write_results_to_csv(self, search_results: List[ConfluenceSearchResult], out result.id, result.title, result.url, - result.updated_at.isoformat(), + result.updated_at, result.excerpt ]) self.logger.info(f"Results exported to {output_file}") @@ -105,7 +105,7 @@ def format_results_as_csv(self, search_results: List[ConfluenceSearchResult]) -> output = "Id,Title,URL,Updated,Excerpt\n" for result in search_results: - output += f'{result.id},"{result.title}",{result.url},{result.updated_at.isoformat()},"{result.excerpt}"\n' + output += f'{result.id},{result.title},{result.url},{result.updated_at},{result.excerpt}\n' return output def format_results_as_csv_for_display(self, search_results: List[ConfluenceSearchResult]) -> str: @@ -120,9 +120,9 @@ def format_results_as_csv_for_display(self, search_results: List[ConfluenceSearc """ assert search_results, "Search results are required" - output = "Id,Title,URL,Updated\n" + output = "Title,URL,Updated\n" for result in search_results: - output += f'{result.id},"{result.title}",{result.url},{result.updated_at.isoformat()}"\n' + output += f'{result.title},{result.url},{result.updated_at}\n' return output async def retrieve_page_by_id(self, page_id: str) -> Optional[ConfluenceDocument]: @@ -138,7 +138,7 @@ async def retrieve_page_by_id(self, page_id: str) -> Optional[ConfluenceDocument result = response.json() content = result.get('body', {}).get('storage', {}).get('value', '') - updated_at = datetime.fromisoformat(result.get('version', {}).get('when').replace("Z", "+00:00")) + updated_at = datetime.fromisoformat(result.get('version', {}).get('when').replace("Z", "+00:00")).date().isoformat() author_name = result.get('version', {}).get('by', {}).get('displayName', 'Unknown') page = ConfluenceDocument( diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index 8c80397d8..8678606b7 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -472,9 +472,9 @@ def read_description(description: Dict[str, Any] | None) -> str: url=issue_data.get("self"), summary=fields_.get("summary", "No Summary"), status=fields_.get("status", {}).get("name"), - created_at=datetime.fromisoformat(fields_["created"].replace("Z", "+00:00")), + created_at=datetime.fromisoformat(fields_["created"].replace("Z", "+00:00")).date().isoformat(), closed_at=( - datetime.fromisoformat(fields_.get("resolutiondate", "").replace("Z", "+00:00")) + datetime.fromisoformat(fields_.get("resolutiondate", "").replace("Z", "+00:00")).date().isoformat() if fields_.get("resolutiondate") else None ), From 29417990d12347772c1266a027c1da614c53bb22 Mon Sep 17 00:00:00 2001 From: cluffja Date: Tue, 28 Jan 2025 12:25:14 -0500 Subject: [PATCH 067/237] Correct location of Databricks SDK client --- .../container/container_factory.py | 16 +- .../utilities/databricks/databricks_helper.py | 35 +- .../utilities/environment_variables.py | 8 - .../databricks/test_databricks_helper.py | 305 ++++++------------ 4 files changed, 118 insertions(+), 246 deletions(-) diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 69dd2e9c8..70942b5be 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -1,7 +1,5 @@ import logging import os -from databricks.sdk import WorkspaceClient -from databricks.sdk.core import Config from language_model_gateway.configs.config_reader.config_reader import ConfigReader from language_model_gateway.container.simple_container import SimpleContainer @@ -106,16 +104,6 @@ async def create_container_async(self) -> SimpleContainer: lambda c: EnvironmentVariables(), ) - container.register( - WorkspaceClient, - lambda c: WorkspaceClient( - config=Config( - host=c.resolve(EnvironmentVariables).databricks_host, - token=c.resolve(EnvironmentVariables).databricks_token, - ) - ), - ) - container.register( GithubPullRequestHelper, lambda c: GithubPullRequestHelper( @@ -137,9 +125,7 @@ async def create_container_async(self) -> SimpleContainer: container.register( DatabricksHelper, - lambda c: DatabricksHelper( - workspace_client=c.resolve(WorkspaceClient), - ), + lambda c: DatabricksHelper(), ) container.register( diff --git a/language_model_gateway/gateway/utilities/databricks/databricks_helper.py b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py index c667ae9ac..651ae5186 100644 --- a/language_model_gateway/gateway/utilities/databricks/databricks_helper.py +++ b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py @@ -12,7 +12,6 @@ class DatabricksHelper: def __init__( self, *, - workspace_client: WorkspaceClient, catalog: str = "bronze", schema: str = "fhir_rpt", ) -> None: @@ -21,10 +20,8 @@ def __init__( logging.basicConfig( format="%(asctime)s - %(levelname)s - %(message)s", level=logging.INFO ) - self.ws_client = workspace_client - self.tables = self.ws_client.tables.list( - catalog_name=catalog, schema_name=schema - ) + self.catalog = catalog + self.schema = schema def parse_databricks_statement_response( self, statement_response: StatementResponse @@ -71,17 +68,33 @@ def dataframe_to_markdown(self, df: DataFrame) -> str: return markdown_table def execute_query(self, query: str, max_wait_time: int = 300) -> str: + required_vars = [ + "DATABRICKS_HOST", + "DATABRICKS_TOKEN", + "DATABRICKS_SQL_WAREHOUSE_ID", + ] + for var in required_vars: + if not os.environ.get(var): + raise ValueError(f"{var} environment variable not set") + try: + ws_client = WorkspaceClient( + host=os.environ.get("DATABRICKS_HOST"), + token=os.environ.get("DATABRICKS_TOKEN"), + ) # Execute initial statement # Handle warehouse_id as an environment variable + self.logger.debug(f"Executing Databricks query: {query}") warehouse_id = os.environ.get("DATABRICKS_SQL_WAREHOUSE_ID") + self.logger.debug(f"Warehouse ID: {warehouse_id}") if not warehouse_id: raise ValueError( "DATABRICKS_SQL_WAREHOUSE_ID environment variable not set" ) - results = self.ws_client.statement_execution.execute_statement( + results = ws_client.statement_execution.execute_statement( query, warehouse_id=warehouse_id ) + self.logger.debug(f"Initial results status: {results.status.state}") # type: ignore # Track start time for timeout start_time = time.time() @@ -89,17 +102,17 @@ def execute_query(self, query: str, max_wait_time: int = 300) -> str: # Wait while statement is pending while results.status.state == StatementState.PENDING: # type: ignore # Check for timeout - if time.time() - start_time > max_wait_time: + self.logger.debug("Waiting for query to complete") + if time.time() - start_time >= max_wait_time: self.logger.error(f"Query timed out after {max_wait_time} seconds") - return "Query timed out" + raise TimeoutError("Query execution timed out") # Wait before checking again time.sleep(1) # Wait 1 second between checks # Refresh the statement status - results = self.ws_client.statement_execution.get_statement( - results.statement_id # type: ignore - ) + self.logger.debug("Refreshing statement status") + results = self.ws_client.statement_execution.get_statement(results.statement_id) # type: ignore if results.status.state != StatementState.PENDING: # type: ignore break diff --git a/language_model_gateway/gateway/utilities/environment_variables.py b/language_model_gateway/gateway/utilities/environment_variables.py index 3fe59be22..094f6f858 100644 --- a/language_model_gateway/gateway/utilities/environment_variables.py +++ b/language_model_gateway/gateway/utilities/environment_variables.py @@ -22,11 +22,3 @@ def jira_token(self) -> Optional[str]: @property def jira_username(self) -> Optional[str]: return os.environ.get("JIRA_USERNAME") - - @property - def databricks_host(self) -> Optional[str]: - return os.environ.get("DATABRICKS_HOST") - - @property - def databricks_token(self) -> Optional[str]: - return os.environ.get("DATABRICKS_TOKEN") diff --git a/tests/gateway/utilities/databricks/test_databricks_helper.py b/tests/gateway/utilities/databricks/test_databricks_helper.py index 422993dab..b1dae28e3 100644 --- a/tests/gateway/utilities/databricks/test_databricks_helper.py +++ b/tests/gateway/utilities/databricks/test_databricks_helper.py @@ -1,234 +1,115 @@ +import os import pytest import pandas as pd -from unittest.mock import Mock, patch -from databricks.sdk import WorkspaceClient -from databricks.sdk.service.sql import ( - StatementState, - StatementStatus, - ColumnInfo, - ResultSchema, -) +from typing import Dict, Generator +from unittest.mock import Mock, patch, MagicMock + from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( DatabricksHelper, ) -# Fixture for creating a mock WorkspaceClient @pytest.fixture -def mock_workspace_client() -> Mock: - return Mock(spec=WorkspaceClient) +def databricks_helper() -> DatabricksHelper: + """Fixture to create a DatabricksHelper instance for testing""" + databricks_helper = Mock(spec=DatabricksHelper) + databricks_helper.catalog = "bronze" + databricks_helper.schema = "fhir_rpt" + databricks_helper.logger = Mock() + return databricks_helper -# Fixture for creating a DatabricksHelper instance @pytest.fixture -def databricks_helper(mock_workspace_client: Mock) -> DatabricksHelper: - return DatabricksHelper(workspace_client=mock_workspace_client) +def mock_workspace_client( + mock_env_vars: Dict[str, str] +) -> Generator[MagicMock, None, None]: + """Fixture to mock WorkspaceClient with comprehensive mocking""" + with patch( + "language_model_gateway.gateway.utilities.databricks.databricks_helper.WorkspaceClient" + ) as mock_client: + # Create a mock client instance + mock_instance = MagicMock() + mock_client.return_value = mock_instance + + # Create a mock SQL warehouse with a custom execute method + mock_sql_warehouse = MagicMock() + + # Create a mock result that mimics the structure of a Databricks SQL result + mock_result = MagicMock() + mock_result.rows = [{"column1": "value1", "column2": "value2"}] + + # Configure the execute method to either raise an exception or return a result + def mock_execute() -> MagicMock: + # Simulate a long-running query by checking the current time + current_time = os.environ.get("MOCK_CURRENT_TIME", 2) + if float(current_time) > 1: + raise Exception("Simulated long-running query") + return mock_result + + mock_sql_warehouse.execute = MagicMock(side_effect=mock_execute) + mock_instance.sql = mock_sql_warehouse + + yield mock_client + + +@pytest.fixture +def mock_env_vars() -> Generator[Dict[str, str], None, None]: + """Fixture to set up comprehensive mock environment variables for Databricks""" + original_env = os.environ.copy() + try: + # Set all required environment variables + env_vars = { + "DATABRICKS_HOST": "https://mock-databricks-host.cloud.databricks.com", + "DATABRICKS_TOKEN": "mock-token", + "DATABRICKS_SQL_WAREHOUSE_ID": "12345", + } + + # Update environment with mock variables + for key, value in env_vars.items(): + os.environ[key] = value + + yield env_vars + finally: + # Restore original environment + os.environ.clear() + os.environ.update(original_env) + + +def test_init(databricks_helper: DatabricksHelper) -> None: + """Test the initialization of DatabricksHelper""" + assert databricks_helper.catalog == "bronze" + assert databricks_helper.schema == "fhir_rpt" + assert databricks_helper.logger is not None -# Test parse_databricks_statement_response def test_parse_databricks_statement_response() -> None: - # Create a mock statement response - mock_response = Mock( - manifest=Mock( - schema=ResultSchema( - columns=[ColumnInfo(name="id"), ColumnInfo(name="name")] - ) - ), - result=Mock(data_array=[[1, "John"], [2, "Jane"]]), + """Test parsing of Databricks statement response""" + # Create a mock StatementResponse + mock_schema = Mock() + mock_schema.columns = [Mock(name="column1"), Mock(name="column2")] + mock_manifest = Mock() + mock_manifest.schema = mock_schema + + mock_statement_response = Mock( + manifest=mock_manifest, + result=Mock(data_array=[["value1", "value2"], ["value3", "value4"]]), ) - # Create helper instance - helper = DatabricksHelper(workspace_client=Mock()) - - # Parse response - df = helper.parse_databricks_statement_response(mock_response) + helper = DatabricksHelper() + result_df = helper.parse_databricks_statement_response(mock_statement_response) - # Assertions - assert isinstance(df, pd.DataFrame) - assert df.shape == (2, 2) - assert list(df.columns) == ["id", "name"] - assert df.iloc[0, 0] == 1 - assert df.iloc[0, 1] == "John" + assert isinstance(result_df, pd.DataFrame) + assert result_df.shape == (2, 2) -# Test dataframe_to_markdown def test_dataframe_to_markdown() -> None: - # Create a sample DataFrame - df = pd.DataFrame({"id": [1, 2], "name": ["John", "Jane"]}) - - # Create helper instance - helper = DatabricksHelper(workspace_client=Mock()) - - # Convert to markdown - markdown = helper.dataframe_to_markdown(df) - - # Assertions - assert "| id | name |" in markdown - assert "| --- | --- |" in markdown - assert "| 1 | John |" in markdown - assert "| 2 | Jane |" in markdown - - -# Test execute_query - Successful Scenario -@patch("os.environ.get") -def test_execute_query_success( - mock_env_get: Mock, databricks_helper: DatabricksHelper, mock_workspace_client: Mock -) -> None: - # Mock environment variable - mock_env_get.return_value = "test_warehouse_id" - - # Create mock successful statement response - mock_response = Mock( - statement_id="test_statement_id", - status=StatementStatus(state=StatementState.SUCCEEDED), - manifest=Mock(schema=ResultSchema(columns=[ColumnInfo(name="id")])), - result=Mock(data_array=[[1], [2]]), - ) + """Test conversion of DataFrame to markdown""" + df = pd.DataFrame({"Name": ["Alice", "Bob"], "Age": [30, 25]}) - # Configure mock workspace client - mock_workspace_client.statement_execution.execute_statement.return_value = ( - mock_response - ) - - # Execute query - result = databricks_helper.execute_query("SELECT * FROM test_table") - - # Assertions - assert "| id |" in result - assert "| 1 |" in result - assert "| 2 |" in result - - -def test_execute_query_pending( - databricks_helper: DatabricksHelper, - mock_workspace_client: Mock, -) -> None: - # Patch environment variable - with patch("os.environ.get", return_value="test_warehouse_id"): - # Patch time to control timeout logic - with patch("time.time", side_effect=[0, 1, 2]): - # Patch sleep to prevent actual waiting - with patch("time.sleep"): - # Create mock pending and then successful statement response - pending_response = Mock( - statement_id="test_statement_id", - status=StatementStatus(state=StatementState.PENDING), - ) - - successful_response = Mock( - statement_id="test_statement_id", - status=StatementStatus(state=StatementState.SUCCEEDED), - manifest=Mock(schema=ResultSchema(columns=[ColumnInfo(name="id")])), - result=Mock(data_array=[[1], [2]]), - ) - - # Configure mock workspace client to return pending then successful response - mock_workspace_client.statement_execution.execute_statement.return_value = ( - pending_response - ) - mock_workspace_client.statement_execution.get_statement.side_effect = [ - pending_response, - successful_response, - ] - - # Patch logger to prevent logging issues - with patch.object(databricks_helper.logger, "info"), patch.object( - databricks_helper.logger, "error" - ): - # Execute query - result = databricks_helper.execute_query("SELECT * FROM test_table") - - # Print debug information - print( - "Get statement call count:", - mock_workspace_client.statement_execution.get_statement.call_count, - ) - print( - "Execute statement call count:", - mock_workspace_client.statement_execution.execute_statement.call_count, - ) - - # Assertions - assert ( - mock_workspace_client.statement_execution.get_statement.call_count - == 2 - ), "get_statement should be called only twice" - assert result is not None - mock_workspace_client.statement_execution.execute_statement.assert_called_once() - - -# Test execute_query - Timeout Scenario -def test_execute_query_timeout( - databricks_helper: DatabricksHelper, mock_workspace_client: Mock -) -> None: - # Patch multiple dependencies - with patch("os.environ.get", return_value="test_warehouse_id"), patch( - "time.time", side_effect=[0, 3] - ), patch("time.sleep"), patch.object( - databricks_helper.logger, "info" - ), patch.object( - databricks_helper.logger, "error" - ): - # Create mock pending statement response - pending_response = Mock( - statement_id="test_statement_id", - status=StatementStatus(state=StatementState.PENDING), - ) - - # Configure mock workspace client - mock_workspace_client.statement_execution.execute_statement.return_value = ( - pending_response - ) - mock_workspace_client.statement_execution.get_statement.return_value = ( - pending_response - ) - - # Add print statements or logging for debugging - print("Before execute_query") - - # Execute query with short timeout - result = databricks_helper.execute_query( - "SELECT * FROM test_table", max_wait_time=1 - ) - - # Print debug information - print("Result:", result) - print( - "Execute statement call count:", - mock_workspace_client.statement_execution.execute_statement.call_count, - ) - - # Assertions - assert result == "Query timed out" - mock_workspace_client.statement_execution.execute_statement.assert_called_once() - - -# Test execute_query - Failed State Scenario -@patch("os.environ.get") -def test_execute_query_failed_state( - mock_env_get: Mock, databricks_helper: DatabricksHelper, mock_workspace_client: Mock -) -> None: - # Mock environment variable - mock_env_get.return_value = "test_warehouse_id" - - # Create mock failed statement response - failed_response = Mock( - statement_id="test_statement_id", - status=StatementStatus( - state=StatementState.FAILED, error=Mock(message="Test error message") - ), - ) - - # Configure mock workspace client - mock_workspace_client.statement_execution.execute_statement.return_value = ( - failed_response - ) - - # Execute query - result = databricks_helper.execute_query( - "SELECT * FROM test_table", max_wait_time=10 - ) + helper = DatabricksHelper() + markdown_table = helper.dataframe_to_markdown(df) - # Assertions - assert result == "Error executing Databricks query: Test error message" - mock_workspace_client.statement_execution.execute_statement.assert_called_once() + assert "| Name | Age |" in markdown_table + assert "| --- | --- |" in markdown_table + assert "| Alice | 30 |" in markdown_table + assert "| Bob | 25 |" in markdown_table From 3db539976bf412a83e109b3156c4413545802358 Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Tue, 28 Jan 2025 15:09:55 -0600 Subject: [PATCH 068/237] fixed mypy issues --- .../container/container_factory.py | 4 +- .../tools/confluence_page_retriever.py | 23 +++- .../gateway/tools/confluence_search_tool.py | 33 +++-- .../github_pull_request_retriever_tool.py | 18 ++- .../gateway/tools/jira_issue_retriever.py | 57 +++----- .../tools/jira_issues_analyzer_tool.py | 2 +- .../gateway/tools/tool_provider.py | 16 ++- .../confluence/confluence_document.py | 6 +- .../utilities/confluence/confluence_helper.py | 130 ++++++++++++------ .../confluence/confluence_search_result.py | 4 +- .../github/github_pull_request_helper.py | 16 ++- .../utilities/jira/jira_issues_helper.py | 16 ++- 12 files changed, 209 insertions(+), 116 deletions(-) diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 49a04993d..cb722a7d6 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -34,7 +34,9 @@ OpenAiChatCompletionsProvider, ) from language_model_gateway.gateway.tools.tool_provider import ToolProvider -from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( + ConfluenceHelper, +) from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) diff --git a/language_model_gateway/gateway/tools/confluence_page_retriever.py b/language_model_gateway/gateway/tools/confluence_page_retriever.py index 1af6d735e..b7429aa1e 100644 --- a/language_model_gateway/gateway/tools/confluence_page_retriever.py +++ b/language_model_gateway/gateway/tools/confluence_page_retriever.py @@ -2,24 +2,31 @@ from typing import Optional, Type, Tuple, Literal from pydantic import BaseModel, Field from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool -from language_model_gateway.gateway.utilities.confluence.confluence_document import ConfluenceDocument -from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper +from language_model_gateway.gateway.utilities.confluence.confluence_document import ( + ConfluenceDocument, +) +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( + ConfluenceHelper, +) logger = logging.getLogger(__name__) + class ConfluencePageRetrieverAgentInput(BaseModel): """ Input model for retrieving a specific Confluence page by ID. """ + page_id: str = Field( - default=None, - description="The ID of the Confluence page to retrieve." + default="", description="The ID of the Confluence page to retrieve." ) + class ConfluencePageRetriever(ResilientBaseTool): """ A LangChain-compatible tool for retrieving a specific Confluence page by ID. """ + name: str = "confluence_page_retriever" description: str = ( "Tool to retrieve a specific Confluence page by ID. " @@ -45,10 +52,12 @@ async def _arun( log_prefix: str = f"ConfluencePageRetriever: page_id={page_id}" try: - confluence_page: Optional[ConfluenceDocument] = await self.confluence_helper.retrieve_page_by_id(page_id=page_id) + confluence_page: Optional[ConfluenceDocument] = ( + await self.confluence_helper.retrieve_page_by_id(page_id=page_id) + ) if not confluence_page: - error_msg = f"Error retrieving Confluence page: Page not found" + error_msg = "Error retrieving Confluence page: Page not found" error_artifact = log_prefix + " Retrieval Failed: Page not found" logger.error(error_msg) return error_msg, error_artifact @@ -87,4 +96,4 @@ def _run( Returns: Tuple of Confluence page text and artifact description """ - raise NotImplementedError("Use async version of this tool") \ No newline at end of file + raise NotImplementedError("Use async version of this tool") diff --git a/language_model_gateway/gateway/tools/confluence_search_tool.py b/language_model_gateway/gateway/tools/confluence_search_tool.py index 0a6aaf4b8..f73474453 100644 --- a/language_model_gateway/gateway/tools/confluence_search_tool.py +++ b/language_model_gateway/gateway/tools/confluence_search_tool.py @@ -3,8 +3,12 @@ from pydantic import BaseModel, Field from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool -from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper -from language_model_gateway.gateway.utilities.csv_to_markdown_converter import CsvToMarkdownConverter +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( + ConfluenceHelper, +) +from language_model_gateway.gateway.utilities.csv_to_markdown_converter import ( + CsvToMarkdownConverter, +) logger = logging.getLogger(__name__) @@ -14,8 +18,13 @@ class ConfluenceSearchToolInput(BaseModel): Input model for configuring Confluence search and analysis. """ - search_string: str = Field(..., description="The search string to use for querying Confluence content.") - limit: Optional[int] = Field(default=10, description="Maximum number of search results to retrieve.") + + search_string: str = Field( + ..., description="The search string to use for querying Confluence content." + ) + limit: Optional[int] = Field( + default=10, description="Maximum number of search results to retrieve." + ) class ConfluenceSearchTool(ResilientBaseTool): @@ -32,9 +41,11 @@ class ConfluenceSearchTool(ResilientBaseTool): confluence_helper: ConfluenceHelper - async def _arun(self, search_string: str, limit: Optional[int] = 10) -> Tuple[str, str]: + async def _arun(self, search_string: str, limit: int = 10) -> Tuple[str, str]: try: - search_results = await self.confluence_helper.search_content(search_string, limit) + search_results = await self.confluence_helper.search_content( + search_string, limit + ) logger.info(f"CONFLUENCE SEARCH TOOL, RESULTS:\n{search_results}") @@ -42,8 +53,12 @@ async def _arun(self, search_string: str, limit: Optional[int] = 10) -> Tuple[st return "No results found.", "No results found." csv_results = self.confluence_helper.format_results_as_csv(search_results) - csv_results_display = self.confluence_helper.format_results_as_csv_for_display(search_results) - markdown_results = CsvToMarkdownConverter.csv_to_markdown_table(csv_results_display) + csv_results_display = ( + self.confluence_helper.format_results_as_csv_for_display(search_results) + ) + markdown_results = CsvToMarkdownConverter.csv_to_markdown_table( + csv_results_display + ) artifact = f"Search results for query: {search_string}\n\nResults:\n{markdown_results}" return csv_results, artifact @@ -58,4 +73,4 @@ def _run(self, search_string: str, limit: Optional[int] = 10) -> Tuple[str, str] Raises: NotImplementedError: Always raises to enforce async usage """ - raise NotImplementedError("Use async version of this tool") \ No newline at end of file + raise NotImplementedError("Use async version of this tool") diff --git a/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py b/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py index 7e823a610..78a180397 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py @@ -4,13 +4,19 @@ from typing import Type, Optional, Tuple, Literal from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool -from language_model_gateway.gateway.utilities.github.github_pull_request import GithubPullRequest -from language_model_gateway.gateway.utilities.github.github_pull_request_helper import GithubPullRequestHelper +from language_model_gateway.gateway.utilities.github.github_pull_request import ( + GithubPullRequest, +) +from language_model_gateway.gateway.utilities.github.github_pull_request_helper import ( + GithubPullRequestHelper, +) logger = logging.getLogger(__name__) + class GitHubPullRequestRetrieverInput(BaseModel): """Input model for GitHub Pull Request retriever tool.""" + url: str = Field( ..., title="Pull Request URL", @@ -21,12 +27,16 @@ class GitHubPullRequestRetrieverInput(BaseModel): description="Whether to enable verbose logging", ) + class GitHubPullRequestRetriever(ResilientBaseTool): """ LangChain-compatible tool for retrieving information about a GitHub pull request. """ + name: str = "github_pull_request_retriever" - description: str = "Retrieves information about a GitHub pull request given its URL, such as title, description, etc." + description: str = ( + "Retrieves information about a GitHub pull request given its URL, such as title, description, etc." + ) args_schema: Type[BaseModel] = GitHubPullRequestRetrieverInput response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" @@ -72,4 +82,4 @@ async def _arun( error_msg = f"Error retrieving GitHub pull request: {str(e)}" error_artifact = "GitHubPullRequestRetriever: Retrieval failed" logger.error(error_msg) - return error_msg, error_artifact \ No newline at end of file + return error_msg, error_artifact diff --git a/language_model_gateway/gateway/tools/jira_issue_retriever.py b/language_model_gateway/gateway/tools/jira_issue_retriever.py index 7e9413946..418d57d6a 100644 --- a/language_model_gateway/gateway/tools/jira_issue_retriever.py +++ b/language_model_gateway/gateway/tools/jira_issue_retriever.py @@ -2,24 +2,32 @@ from typing import Type, Tuple, Literal from pydantic import BaseModel, Field from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool -from language_model_gateway.gateway.utilities.jira.jira_issue_result import JiraIssueResult -from language_model_gateway.gateway.utilities.jira.jira_issues_helper import JiraIssueHelper +from language_model_gateway.gateway.utilities.jira.jira_issue_result import ( + JiraIssueResult, +) +from language_model_gateway.gateway.utilities.jira.jira_issues_helper import ( + JiraIssueHelper, +) logger = logging.getLogger(__name__) + class JiraIssueRetrieverAgentInput(BaseModel): """ Input model for retrieving a specific Jira issue by ID. """ + issue_id: str = Field( - default=None, + default="", description="The ID of the Jira issue to retrieve. It typically follows this format: 2-4 capital letters + hyphen or space + 1-5 digits. Examples: ATC-1234, Atc 6789, EFS-564", ) + class JiraIssueRetriever(ResilientBaseTool): """ A LangChain-compatible tool for retrieving a specific Jira issue by ID. """ + name: str = "jira_issue_retriever" description: str = ( "Tool to retrieve a specific Jira issue by ID. " @@ -46,11 +54,15 @@ async def _arun( log_prefix: str = f"JiraIssueRetriever: issue_id={issue_id}" try: - jira_issue_result: JiraIssueResult = await self.jira_issues_helper.retrieve_issue_by_id(issue_id=issue_id) + jira_issue_result: JiraIssueResult = ( + await self.jira_issues_helper.retrieve_issue_by_id(issue_id=issue_id) + ) if jira_issue_result.error: error_msg = f"Error retrieving Jira issue: {jira_issue_result.error}" - error_artifact = log_prefix + f" Retrieval Failed: {jira_issue_result.error}" + error_artifact = ( + log_prefix + f" Retrieval Failed: {jira_issue_result.error}" + ) logger.error(error_msg) return error_msg, error_artifact @@ -87,37 +99,4 @@ def _run( Returns: Tuple of Jira issue text and artifact description """ - log_prefix: str = f"JiraIssueRetriever: issue_id={issue_id}" - - try: - jira_issue_result: JiraIssueResult = self.jira_issues_helper.retrieve_issue_by_id(issue_id=issue_id) - - if jira_issue_result.error: - error_msg = f"Error retrieving Jira issue: {jira_issue_result.error}" - error_artifact = log_prefix + f" Retrieval Failed: {jira_issue_result.error}" - logger.error(error_msg) - return error_msg, error_artifact - - jira_issue = jira_issue_result.issues[0] - - full_text = ( - f"Id: {jira_issue.key}\n" - f"Summary: {jira_issue.summary}\n" - f"Status: {jira_issue.status}\n" - f"Assignee: {jira_issue.assignee}\n" - f"Created: {jira_issue.created_at}\n" - f"Closed: {jira_issue.closed_at}\n" - f"Description: {jira_issue.description}\n" - ) - - artifact = log_prefix + f", Retrieved issue {jira_issue.key}." - artifact += "\n\nResults:" - artifact += f"\n{full_text}" - - return full_text, artifact - - except Exception as e: - error_msg = f"Error retrieving Jira issue: {str(e)}" - error_artifact = log_prefix + " Retrieval Failed: " + str(e) - logger.error(error_msg) - return error_msg, error_artifact \ No newline at end of file + raise NotImplementedError("Use async version of this tool") diff --git a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py index f994fed90..85bb4f12f 100644 --- a/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/jira_issues_analyzer_tool.py @@ -227,7 +227,7 @@ async def _arun( full_text = "Id,Summary,Status,Assignee,Created,Closed\n" for issue in jira_issues: clean_summary: str = issue.summary.replace('"', "'") - full_text += f'{issue.key},"{clean_summary}",{issue.status},{issue.assignee},{issue.created_at},{issue.closed_at}\n' + full_text += f'{issue.key},"{clean_summary}",{issue.status},{issue.assignee},{issue.created_at.date().isoformat()},{issue.closed_at.date().isoformat() if issue.closed_at else "N/A"}\n' else: # Summarize issues by engineer pr_summary = self.jira_issues_helper.summarize_issues_by_assignee( diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index d6b3e940b..6f0b2fb6b 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -15,8 +15,12 @@ ImageGeneratorFactory, ) from language_model_gateway.gateway.ocr.ocr_extractor_factory import OCRExtractorFactory -from language_model_gateway.gateway.tools.confluence_page_retriever import ConfluencePageRetriever -from language_model_gateway.gateway.tools.confluence_search_tool import ConfluenceSearchTool +from language_model_gateway.gateway.tools.confluence_page_retriever import ( + ConfluencePageRetriever, +) +from language_model_gateway.gateway.tools.confluence_search_tool import ( + ConfluenceSearchTool, +) from language_model_gateway.gateway.tools.current_time_tool import CurrentTimeTool from langchain_community.tools.pubmed.tool import PubmedQueryRun @@ -35,7 +39,9 @@ from language_model_gateway.gateway.tools.github_pull_request_diff_tool import ( GitHubPullRequestDiffTool, ) -from language_model_gateway.gateway.tools.github_pull_request_retriever_tool import GitHubPullRequestRetriever +from language_model_gateway.gateway.tools.github_pull_request_retriever_tool import ( + GitHubPullRequestRetriever, +) from language_model_gateway.gateway.tools.google_search_tool import GoogleSearchTool from language_model_gateway.gateway.tools.graph_viz_diagram_generator_tool import ( GraphVizDiagramGeneratorTool, @@ -65,7 +71,9 @@ SequenceDiagramGeneratorTool, ) from language_model_gateway.gateway.tools.url_to_markdown_tool import URLToMarkdownTool -from language_model_gateway.gateway.utilities.confluence.confluence_helper import ConfluenceHelper +from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( + ConfluenceHelper, +) from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_document.py b/language_model_gateway/gateway/utilities/confluence/confluence_document.py index 59c4d9bf5..a7500ddda 100644 --- a/language_model_gateway/gateway/utilities/confluence/confluence_document.py +++ b/language_model_gateway/gateway/utilities/confluence/confluence_document.py @@ -1,11 +1,11 @@ from dataclasses import dataclass -from datetime import datetime + @dataclass class ConfluenceDocument: id: str title: str url: str - updated_at: datetime + updated_at: str author_name: str - content: str \ No newline at end of file + content: str diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py index adf55db43..6f8baa61e 100644 --- a/language_model_gateway/gateway/utilities/confluence/confluence_helper.py +++ b/language_model_gateway/gateway/utilities/confluence/confluence_helper.py @@ -6,15 +6,29 @@ from typing import List, Optional from urllib.parse import urlencode -from language_model_gateway.gateway.utilities.confluence.confluence_document import ConfluenceDocument -from language_model_gateway.gateway.utilities.confluence.confluence_search_result import ConfluenceSearchResult +from language_model_gateway.gateway.http.http_client_factory import HttpClientFactory +from language_model_gateway.gateway.utilities.confluence.confluence_document import ( + ConfluenceDocument, +) +from language_model_gateway.gateway.utilities.confluence.confluence_search_result import ( + ConfluenceSearchResult, +) class ConfluenceHelper: - def __init__(self, *, http_client_factory, confluence_base_url: str, access_token: str, username: str): + def __init__( + self, + *, + http_client_factory: HttpClientFactory, + confluence_base_url: Optional[str], + access_token: Optional[str], + username: Optional[str], + ): self.http_client_factory = http_client_factory self.logger = logging.getLogger(__name__) - self.confluence_base_url = confluence_base_url.rstrip("/") + self.confluence_base_url = ( + confluence_base_url.rstrip("/") if confluence_base_url else None + ) self.confluence_access_token = access_token self.username = username @@ -26,17 +40,25 @@ def __init__(self, *, http_client_factory, confluence_base_url: str, access_toke "User-Agent": "AsyncConfluenceHelper", } - async def search_content(self, search_string: str, limit: int = 10) -> List[ConfluenceSearchResult]: + async def search_content( + self, search_string: str, limit: int = 10 + ) -> List[ConfluenceSearchResult]: + if not self.confluence_base_url: + self.logger.error("Confluence base URL is not set.") + return [] + async with self.http_client_factory.create_http_client( base_url=self.confluence_base_url, headers=self.headers, timeout=30.0 ) as client: try: - cleaned_string = re.sub(r'[^a-zA-Z0-9\s]', '', search_string) - self.logger.info(f"Searching Confluence for: {search_string}; pre-cleaned search string was: {search_string}") - cql_query = f'siteSearch ~ "{cleaned_string}"' # 'siteSearch' gives much better results than doing 'text' + cleaned_string = re.sub(r"[^a-zA-Z0-9\s]", "", search_string) + self.logger.info( + f"Searching Confluence for: {search_string}; pre-cleaned search string was: {search_string}" + ) + cql_query = f'siteSearch ~ "{cleaned_string}"' # 'siteSearch' gives much better results than doing 'text' base_url = f"{self.confluence_base_url}/wiki/rest/api/search" - params = {"cql": cql_query, "limit": limit} + params = {"cql": cql_query, "limit": str(limit)} # Combine them to create the full URL for logging full_url = f"{base_url}?{urlencode(params)}" @@ -51,20 +73,28 @@ async def search_content(self, search_string: str, limit: int = 10) -> List[Conf # self.logger.info(f"Confluence raw response:\n{results}") search_results = [] for result in results: - content = result.get('content', {}) - search_results.append(ConfluenceSearchResult( - id=content.get('id'), - title=content.get('title'), - url=f"{self.confluence_base_url}/wiki/{content.get('_links', {}).get('webui')}", - updated_at=datetime.fromisoformat(result.get('lastModified').replace("Z", "+00:00")).date().isoformat(), - excerpt=result.get('excerpt'), - )) + content = result.get("content", {}) + search_results.append( + ConfluenceSearchResult( + id=content.get("id"), + title=content.get("title"), + url=f"{self.confluence_base_url}/wiki/{content.get('_links', {}).get('webui')}", + updated_at=datetime.fromisoformat( + result.get("lastModified").replace("Z", "+00:00") + ) + .date() + .isoformat(), + excerpt=result.get("excerpt"), + ) + ) return search_results except Exception as e: self.logger.error(f"Error searching Confluence content: {str(e)}") return [] - def write_results_to_csv(self, search_results: List[ConfluenceSearchResult], output_file: str) -> None: + def write_results_to_csv( + self, search_results: List[ConfluenceSearchResult], output_file: str + ) -> None: """ Export search results to a CSV file. @@ -76,22 +106,26 @@ def write_results_to_csv(self, search_results: List[ConfluenceSearchResult], out assert search_results, "Search results are required" try: - with open(output_file, mode='w', newline='') as file: + with open(output_file, mode="w", newline="") as file: writer = csv.writer(file) writer.writerow(["Id", "Title", "URL", "Updated", "Excerpt"]) for result in search_results: - writer.writerow([ - result.id, - result.title, - result.url, - result.updated_at, - result.excerpt - ]) + writer.writerow( + [ + result.id, + result.title, + result.url, + result.updated_at, + result.excerpt, + ] + ) self.logger.info(f"Results exported to {output_file}") except IOError as e: self.logger.error(f"Failed to export results: {e}") - def format_results_as_csv(self, search_results: List[ConfluenceSearchResult]) -> str: + def format_results_as_csv( + self, search_results: List[ConfluenceSearchResult] + ) -> str: """ Export search results to a CSV formatted string. @@ -105,10 +139,12 @@ def format_results_as_csv(self, search_results: List[ConfluenceSearchResult]) -> output = "Id,Title,URL,Updated,Excerpt\n" for result in search_results: - output += f'{result.id},{result.title},{result.url},{result.updated_at},{result.excerpt}\n' + output += f"{result.id},{result.title},{result.url},{result.updated_at},{result.excerpt}\n" return output - def format_results_as_csv_for_display(self, search_results: List[ConfluenceSearchResult]) -> str: + def format_results_as_csv_for_display( + self, search_results: List[ConfluenceSearchResult] + ) -> str: """ Export search results to a CSV formatted string. @@ -122,34 +158,50 @@ def format_results_as_csv_for_display(self, search_results: List[ConfluenceSearc output = "Title,URL,Updated\n" for result in search_results: - output += f'{result.title},{result.url},{result.updated_at}\n' + output += f"{result.title},{result.url},{result.updated_at}\n" return output async def retrieve_page_by_id(self, page_id: str) -> Optional[ConfluenceDocument]: + if not self.confluence_base_url: + self.logger.error("Confluence base URL is not set.") + return None + async with self.http_client_factory.create_http_client( - base_url=self.confluence_base_url, headers=self.headers, timeout=30.0 + base_url=self.confluence_base_url, headers=self.headers, timeout=30.0 ) as client: try: url = f"{self.confluence_base_url}/wiki/rest/api/content/{page_id}?expand=body.storage,version.by" - self.logger.info(f"Retrieving Confluence page with ID: {page_id}, full URL: {url}") + self.logger.info( + f"Retrieving Confluence page with ID: {page_id}, full URL: {url}" + ) response = await client.get(url) response.raise_for_status() result = response.json() - content = result.get('body', {}).get('storage', {}).get('value', '') - updated_at = datetime.fromisoformat(result.get('version', {}).get('when').replace("Z", "+00:00")).date().isoformat() - author_name = result.get('version', {}).get('by', {}).get('displayName', 'Unknown') + content = result.get("body", {}).get("storage", {}).get("value", "") + updated_at = ( + datetime.fromisoformat( + result.get("version", {}).get("when").replace("Z", "+00:00") + ) + .date() + .isoformat() + ) + author_name = ( + result.get("version", {}) + .get("by", {}) + .get("displayName", "Unknown") + ) page = ConfluenceDocument( - id=result.get('id'), - title=result.get('title'), + id=result.get("id"), + title=result.get("title"), url=f"{self.confluence_base_url}/wiki/{result.get('_links', {}).get('webui')}", updated_at=updated_at, author_name=author_name, - content=content + content=content, ) return page except Exception as e: self.logger.error(f"Error retrieving Confluence page: {str(e)}") - return None \ No newline at end of file + return None diff --git a/language_model_gateway/gateway/utilities/confluence/confluence_search_result.py b/language_model_gateway/gateway/utilities/confluence/confluence_search_result.py index ebb9bcac8..94e79a1cd 100644 --- a/language_model_gateway/gateway/utilities/confluence/confluence_search_result.py +++ b/language_model_gateway/gateway/utilities/confluence/confluence_search_result.py @@ -1,11 +1,11 @@ from dataclasses import dataclass -from datetime import datetime from typing import Optional + @dataclass class ConfluenceSearchResult: id: str title: str url: str - updated_at: Optional[datetime] = None + updated_at: Optional[str] = None excerpt: Optional[str] = None diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index eca3ca553..6007283eb 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -503,9 +503,19 @@ async def get_pr_info(self, *, pr_url: str) -> GithubPullRequest: repo=pr_data["base"]["repo"]["name"], user=pr_data["user"]["login"], title=pr_data["title"], - created_at=datetime.fromisoformat(pr_data["created_at"].replace("Z", "+00:00")), - closed_at=datetime.fromisoformat(pr_data["closed_at"].replace("Z", "+00:00")) if pr_data.get("closed_at") else None, - updated_at=datetime.fromisoformat(pr_data["updated_at"].replace("Z", "+00:00")), + created_at=datetime.fromisoformat( + pr_data["created_at"].replace("Z", "+00:00") + ), + closed_at=( + datetime.fromisoformat( + pr_data["closed_at"].replace("Z", "+00:00") + ) + if pr_data.get("closed_at") + else None + ), + updated_at=datetime.fromisoformat( + pr_data["updated_at"].replace("Z", "+00:00") + ), html_url=pr_data["html_url"], diff_url=pr_data.get("diff_url"), state=pr_data["state"], diff --git a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py index 8678606b7..c5ccdf2de 100644 --- a/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py +++ b/language_model_gateway/gateway/utilities/jira/jira_issues_helper.py @@ -403,7 +403,9 @@ async def retrieve_issue_by_id( ) as client: query: str = "" try: - response = await client.get(f"{self.jira_base_url}/rest/api/3/issue/{issue_id}") + response = await client.get( + f"{self.jira_base_url}/rest/api/3/issue/{issue_id}" + ) response.raise_for_status() url: URL = response.request.url @@ -461,7 +463,9 @@ def read_description(description: Dict[str, Any] | None) -> str: description1 += element.get("text", "") return description1 except Exception as e: - self.logger.error(f"Error reading description: {e}: {description}") + self.logger.error( + f"Error reading description: {e}: {description}" + ) return "" item_description: str = read_description(fields_.get("description", {})) @@ -472,9 +476,13 @@ def read_description(description: Dict[str, Any] | None) -> str: url=issue_data.get("self"), summary=fields_.get("summary", "No Summary"), status=fields_.get("status", {}).get("name"), - created_at=datetime.fromisoformat(fields_["created"].replace("Z", "+00:00")).date().isoformat(), + created_at=datetime.fromisoformat( + fields_["created"].replace("Z", "+00:00") + ), closed_at=( - datetime.fromisoformat(fields_.get("resolutiondate", "").replace("Z", "+00:00")).date().isoformat() + datetime.fromisoformat( + fields_.get("resolutiondate", "").replace("Z", "+00:00") + ) if fields_.get("resolutiondate") else None ), From 66ac1ed1e1b24d60a589a6371e839c516db04e9d Mon Sep 17 00:00:00 2001 From: Denis <104531605+dcanbwell@users.noreply.github.com> Date: Tue, 28 Jan 2025 15:23:58 -0600 Subject: [PATCH 069/237] fixed jira helper unit test --- tests/gateway/utilities/jira/test_jira_issues_helper.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tests/gateway/utilities/jira/test_jira_issues_helper.py b/tests/gateway/utilities/jira/test_jira_issues_helper.py index 5a2240569..741f5cfaa 100644 --- a/tests/gateway/utilities/jira/test_jira_issues_helper.py +++ b/tests/gateway/utilities/jira/test_jira_issues_helper.py @@ -47,6 +47,7 @@ async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: test_container: SimpleContainer = await get_container_async() if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + os.environ["JIRA_USERNAME"] = "dummy_username" jira_base_url: str = "https://icanbwell.atlassian.net" access_token: Optional[str] = "fake_token" test_container.register( From 95ef0183c9fd45fdb87bf183fad84478ab1826f2 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 29 Jan 2025 16:25:18 -0800 Subject: [PATCH 070/237] optimize github analyzer --- docker-compose-openwebui.yml | 2 +- .../tools/github_pull_request_analyzer_tool.py | 6 ++++-- .../github/github_pull_request_helper.py | 18 ++++++++++++++++-- 3 files changed, 21 insertions(+), 5 deletions(-) diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index f6eda6bc6..ddc920d9a 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -1,7 +1,7 @@ services: open-webui: # https://github.com/open-webui/open-webui/releases - image: ghcr.io/open-webui/open-webui:v0.5.4 + image: ghcr.io/open-webui/open-webui:v0.5.7 depends_on: - open-webui-db env_file: diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index c45969475..ce5230851 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -236,8 +236,10 @@ async def _arun( # Initialize GitHub Pull Request Helper # Retrieve closed pull requests max_repos: int = int(os.environ.get("GITHUB_MAXIMUM_REPOS", 100)) - max_pull_requests: int = int( - os.environ.get("GITHUB_MAXIMUM_PULL_REQUESTS_PER_REPO", 100) + max_pull_requests: Optional[int] = ( + int(os.environ.get("GITHUB_MAXIMUM_PULL_REQUESTS_PER_REPO", 100)) + if not counts_only + else None ) if limit: max_pull_requests = limit diff --git a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py index 6007283eb..26f3ef003 100644 --- a/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py +++ b/language_model_gateway/gateway/utilities/github/github_pull_request_helper.py @@ -212,8 +212,22 @@ async def retrieve_closed_prs( prs.extend(prs_response.json()) if len(prs_response.json()) == 0: pages_remaining = False - elif max_pull_requests and len(prs) >= max_pull_requests: - pages_remaining = False + else: + if max_pull_requests and len(prs) >= max_pull_requests: + pages_remaining = False + + if max_created_at: + pr_created_at = datetime.fromisoformat( + prs[-1]["created_at"].replace("Z", "+00:00") + ) + if pr_created_at <= max_created_at: + pages_remaining = False + if min_created_at: + pr_created_at = datetime.fromisoformat( + prs[-1]["created_at"].replace("Z", "+00:00") + ) + if pr_created_at < min_created_at: + pages_remaining = False page_number += 1 for pr_index, pr in enumerate(prs): From b2be3e554c2a8dd5d8b6586ce8c634cb8196fee2 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 30 Jan 2025 10:33:17 -0800 Subject: [PATCH 071/237] update packages --- Pipfile | 28 +-- Pipfile.lock | 234 +++++++++--------- docker-compose-openwebui.yml | 3 +- docker-compose.yml | 2 +- .../config_reader/github_config_reader.py | 2 +- .../gateway/api_container.py | 12 +- .../langgraph_to_openai_converter.py | 4 +- .../github_pull_request_analyzer_tool.py | 11 +- .../gateway/utilities/chat_message_helpers.py | 2 +- .../databricks/test_databricks_helper.py | 2 +- 10 files changed, 154 insertions(+), 146 deletions(-) diff --git a/Pipfile b/Pipfile index 227dec6d6..8ae70db38 100644 --- a/Pipfile +++ b/Pipfile @@ -17,9 +17,9 @@ requests = ">=2.32.3" # aridne is a Python library for building GraphQL APIs ariadne = ">=0.23.0" # fastapi is a Python library for building APIs -fastapi = ">=0.115.6" +fastapi = ">=0.115.8" # boto3 is a Python library for interacting with AWS services -boto3 = ">=1.35.84" +boto3 = ">=1.36.9" # uvicorn is a Python library for running ASGI applications uvicorn = ">=0.34.0" # ddtrace is a Python library for tracing requests @@ -33,25 +33,25 @@ httpx = ">=0.28.1" # httpx-sse is a Python library for making Server-Sent Events requests httpx-sse = ">=0.4.0" # langchain is a Python library for building language models -langchain = ">=0.3.13" +langchain = ">=0.3.17" # pydantic is a Python library for data validation pydantic = ">=2.0,<3.0.0" # needed by langchain # langchain-core is a Python library for building language models -langchain-core = ">=0.3.21" +langchain-core = ">=0.3.33" # langchain-aws is a Python library for interacting with AWS services langchain-aws = ">=0.2.9" # openai is a Python library for interacting with OpenAI -openai = ">=1.58.1" +openai = ">=1.60.2" # langchain-openai is a Python library for interacting with OpenAI -langchain-openai = ">=0.2.12" +langchain-openai = ">=0.3.3" # langchain-community is a Python library that contains ommmunity extensions -langchain-community = ">=0.3.14" +langchain-community = ">=0.3.16" # grpcio is a Python library for working with gRPC. Needed by Google Vertex AI grpcio = { version = "==1.66.0", index = "alpine-wheels" } # langchain-google-community is a Python library that contains Google community extensions langchain-google-community = ">=2.0.3" # langgraph is a Python library for building language models -langgraph = ">=0.2.60" +langgraph = ">=0.2.68" # langchainhub is a Python library for interacting with the LangChainHub API langchainhub = ">=0.1.21" # furl is a Python library for working with URLs @@ -60,7 +60,7 @@ furl = ">=2.1.3" # tiktoken 0.8.0 is missing wheel for tiktoken-0.7.0-cp312-cp312-musllinux_1_2_aarch64.whl: https://pypi.org/simple/tiktoken/ tiktoken = "==0.7.0" # duckduckgo-search is a Python library for searching DuckDuckGo web results -duckduckgo-search = ">=7.2.0" +duckduckgo-search = ">=7.3.0" # xmltodict is a Python library for working with XML. It is used by the PubMed tool xmltodict = ">=0.14.2" # llm-guard is a Python library designed to protect the LLM API from abuse @@ -79,11 +79,11 @@ cachetools = ">=5.5.0" # aiofiles is a Python library for working with files asynchronously #aiofiles = ">=24.1.0" # pypdf is a Python library for working with PDFs -pypdf = ">=5.1.0" +pypdf = ">=5.2.0" # backoff is a Python library for retrying requests backoff = ">=2.2.1" # Databricks SDK is a Python library for interacting with Databricks -databricks-sdk = ">=0.1.6" +databricks-sdk = ">=0.42.0" # pandas is a Python library for working with data pandas = ">=2.2.3" @@ -97,9 +97,9 @@ mypy = ">=1.13.0" # pytest is a Python library for running tests pytest = ">=8.3.3" # pytest-asyncio is a Python library for running asyncio tests -pytest-asyncio = ">=0.25.0" +pytest-asyncio = ">=0.25.3" # black is a Python library for formatting code -black = ">=24.10.0" +black = ">=25.1.0" # deepdiff is a Python library for comparing objects deepdiff = { version = ">=8.1.1", extras = ["murmur"] } types-requests = "*" @@ -112,7 +112,7 @@ types-cachetools = ">=5.5.0" # moto is a Python library for mocking AWS services moto = { version = ">=5.0.23", extras = ["s3"] } # ruff is for linting and formatting code -ruff = ">=0.8.4" +ruff = ">=0.9.4" [requires] python_version = "3.12" diff --git a/Pipfile.lock b/Pipfile.lock index 4fc88a553..a8feeecd3 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "18d579f919c1faadeef46ac5c3677c9eafd381c9d33c4774eee1ae3d4249f5bc" + "sha256": "82ebc17774f89e8bfca2b28c3b521a6e2037750a8eb97e2d060e8db80b679bc8" }, "pipfile-spec": 6, "requires": { @@ -180,20 +180,20 @@ }, "boto3": { "hashes": [ - "sha256:6d473f0f340d02b4e9ad5b8e68786a09728101a8b950231b89ebdaf72b6dca21", - "sha256:b36feae061dc0793cf311468956a0a9e99215ce38bc99a1a4e55a5b105f16297" + "sha256:035ed3868ff3b9afe05a49d0bde35582315bc438e60b5e76727a00b107567bfb", + "sha256:440d0b70990efb732f63b40fa16c663c86fee80347eb4bf3bcc08b593e8ac77f" ], "index": "pypi", "markers": "python_version >= '3.8'", - "version": "==1.36.6" + "version": "==1.36.9" }, "botocore": { "hashes": [ - "sha256:4864c53d638da191a34daf3ede3ff1371a3719d952cc0c6bd24ce2836a38dd77", - "sha256:f77bbbb03fb420e260174650fb5c0cc142ec20a96967734eed2b0ef24334ef34" + "sha256:cb3baefdb8326fdfae0750015e5868330e18d3a088a31da658df2cc8cba7ac73", + "sha256:e31d206c7708300c541d0799df73b576bbe7d8bed011687d96323ed48763ffd2" ], "markers": "python_version >= '3.8'", - "version": "==1.36.6" + "version": "==1.36.9" }, "bytecode": { "hashes": [ @@ -328,12 +328,12 @@ }, "databricks-sdk": { "hashes": [ - "sha256:dc6f7f3a81c5183ad9bc64526ca0ccea77249cabdba19189448c20534b3eb861", - "sha256:ea813687889839473dc360b65ae24080c6b91dde5e74a1f57595f18b8e6507ea" + "sha256:a5f5ef01678c8d84942b21fe05a54d7056944edd3d9f2046a1ba29dd9917a38b", + "sha256:d0eb8807ef3ccd740486462226fb8eda5631077dffcd5e6602dad325eebf6d39" ], "index": "pypi", "markers": "python_version >= '3.7'", - "version": "==0.41.0" + "version": "==0.42.0" }, "dataclasses-json": { "hashes": [ @@ -420,11 +420,11 @@ }, "deprecated": { "hashes": [ - "sha256:0114a10f0bbb750b90b2c2296c90cf7e9eaeb0abb5cf06c80de2c60138de0a82", - "sha256:69cdc0a751671183f569495e2efb14baee4344b0236342eec29f1fde25d61818" + "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d", + "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec" ], "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'", - "version": "==1.2.17" + "version": "==1.2.18" }, "distro": { "hashes": [ @@ -436,12 +436,12 @@ }, "duckduckgo-search": { "hashes": [ - "sha256:72ebbf6ad8759e3c3c79521cd66256e7a4ac741c522fd9342db94de91745ef87", - "sha256:cb214b6cd9505a41c228445a9c254620b93519c59292662d62ef19d0220618a0" + "sha256:3a9c696ed98148dbc6af3497ca9062fa6dc480266a33d53779cadd1ae1d90b8a", + "sha256:52fc6a63055d8fbcadaddd292b11067affb87f9768a311f6f7d157a2bb5c40f6" ], "index": "pypi", - "markers": "python_version >= '3.8'", - "version": "==7.2.1" + "markers": "python_version >= '3.9'", + "version": "==7.3.0" }, "envier": { "hashes": [ @@ -453,12 +453,12 @@ }, "fastapi": { "hashes": [ - "sha256:0f106da6c01d88a6786b3248fb4d7a940d071f6f488488898ad5d354b25ed015", - "sha256:eb6a8c8bf7f26009e8147111ff15b5177a0e19bb4a45bc3486ab14804539d21e" + "sha256:0ce9111231720190473e222cdf0f07f7206ad7e53ea02beb1d2dc36e2f0741e9", + "sha256:753a96dd7e036b34eeef8babdfcfe3f28ff79648f86551eb36bfc1b0bf4a8cbf" ], "index": "pypi", "markers": "python_version >= '3.8'", - "version": "==0.115.7" + "version": "==0.115.8" }, "feedparser": { "hashes": [ @@ -576,19 +576,19 @@ }, "google-api-core": { "hashes": [ - "sha256:10d82ac0fca69c82a25b3efdeefccf6f28e02ebb97925a8cce8edbfe379929d9", - "sha256:e255640547a597a4da010876d333208ddac417d60add22b6851a0c66a831fcaf" + "sha256:bc78d608f5a5bf853b80bd70a795f703294de656c096c0968320830a4bc280f1", + "sha256:f8b36f5456ab0dd99a1b693a40a31d1e7757beea380ad1b38faaf8941eae9d8a" ], "markers": "python_version >= '3.7'", - "version": "==2.24.0" + "version": "==2.24.1" }, "google-api-python-client": { "hashes": [ - "sha256:55197f430f25c907394b44fa078545ffef89d33fd4dca501b7db9f0d8e224bd6", - "sha256:baef0bb631a60a0bd7c0bf12a5499e3a40cd4388484de7ee55c1950bf820a0cf" + "sha256:63d61fb3e4cf3fb31a70a87f45567c22f6dfe87bbfa27252317e3e2c42900db4", + "sha256:a8ccafaecfa42d15d5b5c3134ced8de08380019717fc9fb1ed510ca58eca3b7e" ], "markers": "python_version >= '3.7'", - "version": "==2.159.0" + "version": "==2.160.0" }, "google-auth": { "hashes": [ @@ -623,11 +623,11 @@ }, "graphql-core": { "hashes": [ - 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"sha256:8293f89985a090ebc3ed1064df31f3b4b56320cdfcec8b60d3295bddb955c22a", - "sha256:90230a6b8055ad47d3325e9ee8f8a9ae7e273078a66401ac66df68943ced029b", - "sha256:96a87ec31dc1044d8c2da2ebbed1c456d9b561e7d087734336518181b26b3aa5", - "sha256:9bb7554aca6f842645022fe2d301c264e6925baa708b392867b7a62645304df4", - "sha256:a187171e7c09efa4b4cc30ee5d0d55a8d6c5311b3e1b74ac5cb96cc89bafc43c", - "sha256:ba6eea4459dbd6b1be4e6bfc766079fb9b8dd2e5a35aff6baee4d9b1514ea519", - "sha256:c4bb09d2bbb394e3730d0918c00276e79b2de70ec2a5231cd4ebb51a57df9ba1", - "sha256:c59ab92f8e92d6725b7ded9d4a31be3ef42688a115c6d3da9457a5bda140e2b4", - "sha256:cabc332b7075a914ecea912cd1f3d4370489c8018f2c945a30bcc934e3bc06a6", - "sha256:eabe5eb2c19a42f4808c03b82bd313fc84d4e395133fb3fc1b1516170a31213c" + "sha256:05bebf4cdbe3ef75430d26c375773978950bbf4ee3c95ccb5448940dc092408e", + "sha256:1d4c8772670aecf037d1bf7a07c39106574d143b26cfe5ed1787d2f31e800214", + "sha256:37c892540108314a6f01f105040b5106aeb829fa5fb0561d2dcaf71485021137", + "sha256:433dedf6ddfdec7f1ac7575ec1eb9844fa60c4c8c2f8887a070672b8d353d34c", + "sha256:54499fb08408e32b57360f6f9de7157a5fec24ad79cb3f42ef2c3f3f728dfe2b", + "sha256:56acd6c694da3695a7461cc55775f3a409c3815ac467279dfa126061d84b314b", + "sha256:585792f1e81509e38ac5123492f8875fbc36f3ede8185af0a26df348e5154f41", + "sha256:64e73d25b954f71ff100bb70f39f1ee09e880728efb4250c632ceed4e4cdf706", + "sha256:6907ee3529244bb0ed066683e075f09285b38dd5b4039370df6ff06041ca19e7", + "sha256:6ce6743ed64d9afab4fafeaea70d3631b4d4b28b592db21a5c2d1f0ef52934bf", + "sha256:87c90c32357c74f11deb7fbb065126d91771b207bf9bfaaee01277ca59b574ec", + "sha256:a6c634fc6f5a0ceae1ab3e13c58183978185d131a29c425e4eaa9f40afe1e6d6", + "sha256:bfc5f1d7afeda8d5d37660eeca6d389b142d7f2b5a1ab659d9214ebd0e025231", + "sha256:d612dbd0f3a919a8cc1d12037168bfa536862066808960e0cc901404b77968f0", + "sha256:db1192ddda2200671f9ef61d9597fcef89d934f5d1705e571a93a67fb13a4402", + "sha256:de9edf2ce4b9ddf43fd93e20ef635a900e25f622f87ed6e3047a664d0e8f810e", + "sha256:e0c93e7d47ed951b9394cf352d6695b31498e68fd5782d6cbc282425655f687a", + "sha256:faa935fc00ae854d8b638c16a5f1ce881bc3f67446957dd6f2af440a5fc8526b" ], "index": "pypi", "markers": "python_version >= '3.7'", - "version": "==0.9.3" + "version": "==0.9.4" }, "s3transfer": { "hashes": [ diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index ddc920d9a..a5e6d6ed9 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -1,7 +1,8 @@ services: open-webui: # https://github.com/open-webui/open-webui/releases - image: ghcr.io/open-webui/open-webui:v0.5.7 + image: openwebui-local:latest +# image: ghcr.io/open-webui/open-webui:v0.5.7 depends_on: - open-webui-db env_file: diff --git a/docker-compose.yml b/docker-compose.yml index 704f99618..ef8eb18b9 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -14,7 +14,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 0 + RUN_TESTS_WITH_REAL_LLM: 1 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" diff --git a/language_model_gateway/configs/config_reader/github_config_reader.py b/language_model_gateway/configs/config_reader/github_config_reader.py index 55132f645..96b551b83 100644 --- a/language_model_gateway/configs/config_reader/github_config_reader.py +++ b/language_model_gateway/configs/config_reader/github_config_reader.py @@ -187,7 +187,7 @@ async def _read_model_configs( ] async def fetch_and_parse_config( - item: Dict[str, Any] + item: Dict[str, Any], ) -> Optional[ChatModelConfig]: try: raw_url = item["download_url"] diff --git a/language_model_gateway/gateway/api_container.py b/language_model_gateway/gateway/api_container.py index 84f5168d9..7384f845c 100644 --- a/language_model_gateway/gateway/api_container.py +++ b/language_model_gateway/gateway/api_container.py @@ -29,7 +29,7 @@ async def get_container_async() -> SimpleContainer: def get_chat_manager( - container: Annotated[SimpleContainer, Depends(get_container_async)] + container: Annotated[SimpleContainer, Depends(get_container_async)], ) -> ChatCompletionManager: """helper function to get the chat manager""" assert isinstance(container, SimpleContainer), type(container) @@ -37,7 +37,7 @@ def get_chat_manager( def get_model_manager( - container: Annotated[SimpleContainer, Depends(get_container_async)] + container: Annotated[SimpleContainer, Depends(get_container_async)], ) -> ModelManager: """helper function to get the model manager""" assert isinstance(container, SimpleContainer), type(container) @@ -45,7 +45,7 @@ def get_model_manager( def get_image_generation_manager( - container: Annotated[SimpleContainer, Depends(get_container_async)] + container: Annotated[SimpleContainer, Depends(get_container_async)], ) -> ImageGenerationManager: """helper function to get the model manager""" assert isinstance(container, SimpleContainer), type(container) @@ -53,7 +53,7 @@ def get_image_generation_manager( def get_config_reader( - container: Annotated[SimpleContainer, Depends(get_container_async)] + container: Annotated[SimpleContainer, Depends(get_container_async)], ) -> ConfigReader: """helper function to get the chat manager""" assert isinstance(container, SimpleContainer), type(container) @@ -61,7 +61,7 @@ def get_config_reader( def get_aws_client_factory( - container: Annotated[SimpleContainer, Depends(get_container_async)] + container: Annotated[SimpleContainer, Depends(get_container_async)], ) -> AwsClientFactory: """helper function to get the chat manager""" assert isinstance(container, SimpleContainer), type(container) @@ -69,7 +69,7 @@ def get_aws_client_factory( def get_file_manager_factory( - container: Annotated[SimpleContainer, Depends(get_container_async)] + container: Annotated[SimpleContainer, Depends(get_container_async)], ) -> FileManagerFactory: """helper function to get the chat manager""" assert isinstance(container, SimpleContainer), type(container) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index b7f4b2534..7509f9457 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -430,6 +430,7 @@ def add_system_messages_for_json( chat_request["messages"] = [r for r in chat_request["messages"]] + [ json_object_system_message ] + return chat_request, json_response_requested case "json_schema": json_response_requested = True json_response_format: ResponseFormatJSONSchema = cast( @@ -456,11 +457,11 @@ def add_system_messages_for_json( chat_request["messages"] = [r for r in chat_request["messages"]] + [ json_schema_system_message ] + return chat_request, json_response_requested case _: assert ( False ), f"Unexpected response format type: {response_format.get('type', None)}" - return chat_request, json_response_requested # noinspection PyMethodMayBeStatic def convert_usage_meta_data_to_openai( @@ -726,7 +727,6 @@ def should_continue( async def call_model(state: MyMessagesState) -> MyMessagesState: messages: List[AnyMessage] = state["messages"] response: AnyMessage - usage_metadata: Optional[UsageMetadata] = None base_message: BaseMessage = await model_with_tools.ainvoke(messages) # assert isinstance(base_message, AnyMessage) response = cast(AnyMessage, base_message) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index ce5230851..227f1c10c 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -1,8 +1,10 @@ import logging import os from datetime import datetime -from typing import Type, Optional, List, Tuple, Literal, Dict +from typing import Type, Optional, List, Tuple, Literal, Dict, Annotated +from langchain_core.runnables import RunnableConfig +from langgraph.prebuilt import InjectedState from pydantic import BaseModel, Field from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool @@ -161,12 +163,12 @@ class GitHubPullRequestAnalyzerTool(ResilientBaseTool): args_schema: Type[BaseModel] = GitHubPullRequestAnalyzerAgentInput response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" - github_pull_request_helper: GithubPullRequestHelper # noinspection PyPep8Naming def _run( self, + *, repository_name: Optional[str] = None, minimum_created_date: Optional[datetime] = None, maximum_created_date: Optional[datetime] = None, @@ -179,6 +181,8 @@ def _run( use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, include_description: Optional[bool] = None, + state: Annotated[InjectedState, InjectedState], + config: RunnableConfig, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -191,6 +195,7 @@ def _run( # noinspection PyPep8Naming async def _arun( self, + *, repository_name: Optional[str] = None, minimum_created_date: Optional[datetime] = None, maximum_created_date: Optional[datetime] = None, @@ -203,6 +208,8 @@ async def _arun( use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, include_description: Optional[bool] = None, + state: Annotated[InjectedState, InjectedState], + config: RunnableConfig, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. diff --git a/language_model_gateway/gateway/utilities/chat_message_helpers.py b/language_model_gateway/gateway/utilities/chat_message_helpers.py index fd9eaa64d..7980346ea 100644 --- a/language_model_gateway/gateway/utilities/chat_message_helpers.py +++ b/language_model_gateway/gateway/utilities/chat_message_helpers.py @@ -71,7 +71,7 @@ def langchain_to_chat_message(message: BaseMessage) -> Optional[ChatCompletionMe def remove_tool_calls( - content: str | list[str | dict[str, Any]] + content: str | list[str | dict[str, Any]], ) -> str | list[str | dict[str, Any]]: """Remove tool calls from content.""" if isinstance(content, str): diff --git a/tests/gateway/utilities/databricks/test_databricks_helper.py b/tests/gateway/utilities/databricks/test_databricks_helper.py index b1dae28e3..b8567f120 100644 --- a/tests/gateway/utilities/databricks/test_databricks_helper.py +++ b/tests/gateway/utilities/databricks/test_databricks_helper.py @@ -21,7 +21,7 @@ def databricks_helper() -> DatabricksHelper: @pytest.fixture def mock_workspace_client( - mock_env_vars: Dict[str, str] + mock_env_vars: Dict[str, str], ) -> Generator[MagicMock, None, None]: """Fixture to mock WorkspaceClient with comprehensive mocking""" with patch( From 65601a5ea7bc0c1e24d51d2c0c765dff958fa609 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 30 Jan 2025 10:52:48 -0800 Subject: [PATCH 072/237] add runnable config --- .../gateway/tools/github_pull_request_analyzer_tool.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 227f1c10c..2c9658aa6 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -208,7 +208,7 @@ async def _arun( use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, include_description: Optional[bool] = None, - state: Annotated[InjectedState, InjectedState], + # state: Annotated[InjectedState, InjectedState], config: RunnableConfig, ) -> Tuple[str, str]: """ From 866e7939374b39b41241ca51f41f1af01d901a22 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 30 Jan 2025 11:23:51 -0800 Subject: [PATCH 073/237] switch to create_react_agent --- .../langgraph_to_openai_converter.py | 65 +++---------------- .../gateway/converters/my_messages_state.py | 4 +- .../github_pull_request_analyzer_tool.py | 2 +- 3 files changed, 11 insertions(+), 60 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 7509f9457..8aa4e6635 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -6,8 +6,6 @@ Any, List, Sequence, - Union, - Literal, cast, Optional, Tuple, @@ -23,18 +21,15 @@ from langchain_core.messages import ( AIMessage, AnyMessage, - BaseMessage, ToolMessage, ) from langchain_core.messages import AIMessageChunk from langchain_core.messages.ai import UsageMetadata -from langchain_core.prompt_values import PromptValue -from langchain_core.runnables import Runnable from langchain_core.runnables.schema import CustomStreamEvent, StandardStreamEvent from langchain_core.tools import BaseTool -from langgraph.graph import END, START, StateGraph +from langgraph.graph.graph import CompiledGraph from langgraph.graph.state import CompiledStateGraph -from langgraph.prebuilt import ToolNode +from langgraph.prebuilt import ToolNode, create_react_agent from openai import NotGiven, NOT_GIVEN from openai.types import CompletionUsage from openai.types.chat import ( @@ -698,59 +693,15 @@ async def _create_graph_for_llm_with_tools_async( :return: compiled state graph """ tool_node: ToolNode | None = None - model_with_tools: Runnable[ - PromptValue - | str - | Sequence[ - BaseMessage | list[str] | tuple[str, str] | str | dict[str, Any] - ], - BaseMessage, - ] if len(tools) > 0: tool_node = StreamingToolNode(tools) - model_with_tools = llm.bind_tools(tools) - else: - model_with_tools = llm - - def should_continue( - state: MyMessagesState, - ) -> Union[Literal["tools"], str]: - messages: List[AnyMessage] = state["messages"] - last_message: AnyMessage = messages[-1] - # Check if it's an AIMessage and has tool calls - if isinstance(last_message, AIMessage) and getattr( - last_message, "tool_calls", None - ): - return "tools" - return END - - async def call_model(state: MyMessagesState) -> MyMessagesState: - messages: List[AnyMessage] = state["messages"] - response: AnyMessage - base_message: BaseMessage = await model_with_tools.ainvoke(messages) - # assert isinstance(base_message, AnyMessage) - response = cast(AnyMessage, base_message) - usage_metadata = ( - response.usage_metadata if hasattr(response, "usage_metadata") else None - ) - return MyMessagesState(messages=[response], usage_metadata=usage_metadata) - - workflow = StateGraph(MyMessagesState) - # Define the two nodes we will cycle between - workflow.add_node("agent", call_model) # Now using async call_model - if len(tools) > 0: - assert tool_node is not None - workflow.add_node("tools", tool_node) - - workflow.add_edge(START, "agent") - if len(tools) > 0: - workflow.add_conditional_edges("agent", should_continue, ["tools", END]) - workflow.add_edge("tools", "agent") - workflow.add_edge("agent", END) - - compiled_state_graph: CompiledStateGraph = workflow.compile() - return compiled_state_graph + compiled_state_graph: CompiledGraph = create_react_agent( + model=llm, + tools=tool_node or [], + state_schema=MyMessagesState, + ) + return cast(CompiledStateGraph, compiled_state_graph) @staticmethod def add_completion_usage( diff --git a/language_model_gateway/gateway/converters/my_messages_state.py b/language_model_gateway/gateway/converters/my_messages_state.py index 644422dce..a4d6d11d6 100644 --- a/language_model_gateway/gateway/converters/my_messages_state.py +++ b/language_model_gateway/gateway/converters/my_messages_state.py @@ -1,8 +1,8 @@ from typing import Optional from langchain_core.messages.ai import UsageMetadata -from langgraph.graph import MessagesState +from langgraph.prebuilt.chat_agent_executor import AgentState -class MyMessagesState(MessagesState): +class MyMessagesState(AgentState): usage_metadata: Optional[UsageMetadata] diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 2c9658aa6..6e0267823 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -208,7 +208,7 @@ async def _arun( use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, include_description: Optional[bool] = None, - # state: Annotated[InjectedState, InjectedState], + # state: Annotated[MyMessagesState, InjectedState], config: RunnableConfig, ) -> Tuple[str, str]: """ From 8accba890aa4815528dc75ae715f31f1190d307b Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 30 Jan 2025 15:51:03 -0800 Subject: [PATCH 074/237] pass auth_token to tool --- .../converters/langgraph_to_openai_converter.py | 12 +++++++----- .../gateway/converters/my_messages_state.py | 1 + .../tools/github_pull_request_analyzer_tool.py | 7 ++++++- 3 files changed, 14 insertions(+), 6 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 8aa4e6635..2f046db65 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -526,8 +526,9 @@ async def _run_graph_with_messages_async( Returns: The list of any messages. """ - input1: Dict[str, List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]]] = { - "messages": messages + input1: Dict[str, List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]] | str] = { + "messages": messages, + "auth_token": "foo", } output: Dict[str, Any] = await compiled_state_graph.ainvoke(input=input1) out_messages: List[AnyMessage] = output["messages"] @@ -552,8 +553,9 @@ async def _stream_graph_with_messages_async( Yields: The standard or custom stream event. """ - input1: Dict[str, List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]]] = { - "messages": messages + input1: Dict[str, List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]] | str] = { + "messages": messages, + "auth_token": "foo", } event: StandardStreamEvent | CustomStreamEvent async for event in compiled_state_graph.astream_events( @@ -698,7 +700,7 @@ async def _create_graph_for_llm_with_tools_async( compiled_state_graph: CompiledGraph = create_react_agent( model=llm, - tools=tool_node or [], + tools=tool_node if tool_node is not None else [], state_schema=MyMessagesState, ) return cast(CompiledStateGraph, compiled_state_graph) diff --git a/language_model_gateway/gateway/converters/my_messages_state.py b/language_model_gateway/gateway/converters/my_messages_state.py index a4d6d11d6..8c29cf263 100644 --- a/language_model_gateway/gateway/converters/my_messages_state.py +++ b/language_model_gateway/gateway/converters/my_messages_state.py @@ -6,3 +6,4 @@ class MyMessagesState(AgentState): usage_metadata: Optional[UsageMetadata] + auth_token: Optional[str] diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 6e0267823..e9cc7065b 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -108,6 +108,10 @@ class GitHubPullRequestAnalyzerAgentInput(BaseModel): default=False, description="Whether to include pull request description", ) + auth_token: Annotated[Optional[str], InjectedState("auth_token")] = Field( + default=None, + description="Injected state", + ) class GitHubPullRequestAnalyzerTool(ResilientBaseTool): @@ -183,6 +187,7 @@ def _run( include_description: Optional[bool] = None, state: Annotated[InjectedState, InjectedState], config: RunnableConfig, + auth_token: Optional[str] = None, ) -> Tuple[str, str]: """ Synchronous version of the tool (falls back to async implementation). @@ -208,8 +213,8 @@ async def _arun( use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, include_description: Optional[bool] = None, - # state: Annotated[MyMessagesState, InjectedState], config: RunnableConfig, + auth_token: Optional[str] = None, ) -> Tuple[str, str]: """ Asynchronous version of the GitHub Pull Request extraction tool. From 38327c9e2e9e62a493d4429a84dee3f9b71a65fd Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 09:01:34 -0800 Subject: [PATCH 075/237] refactor code to reuse code to convert input into messages --- .../langgraph_to_openai_converter.py | 102 +++++++++++++++--- .../github_pull_request_analyzer_tool.py | 2 + 2 files changed, 88 insertions(+), 16 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 2f046db65..c11079243 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -22,6 +22,8 @@ AIMessage, AnyMessage, ToolMessage, + BaseMessage, + HumanMessage, ) from langchain_core.messages import AIMessageChunk from langchain_core.messages.ai import UsageMetadata @@ -513,7 +515,7 @@ async def get_streaming_response_async( async def _run_graph_with_messages_async( self, *, - messages: List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]], + messages: List[BaseMessage], compiled_state_graph: CompiledStateGraph, ) -> List[AnyMessage]: """ @@ -526,11 +528,10 @@ async def _run_graph_with_messages_async( Returns: The list of any messages. """ - input1: Dict[str, List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]] | str] = { - "messages": messages, - "auth_token": "foo", - } - output: Dict[str, Any] = await compiled_state_graph.ainvoke(input=input1) + + output: Dict[str, Any] = await compiled_state_graph.ainvoke( + input=self.create_state(messages=messages) + ) out_messages: List[AnyMessage] = output["messages"] return out_messages @@ -539,7 +540,7 @@ async def _stream_graph_with_messages_async( self, *, request: ChatRequest, - messages: List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]], + messages: List[BaseMessage], compiled_state_graph: CompiledStateGraph, ) -> AsyncGenerator[StandardStreamEvent | CustomStreamEvent, None]: """ @@ -553,13 +554,10 @@ async def _stream_graph_with_messages_async( Yields: The standard or custom stream event. """ - input1: Dict[str, List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]] | str] = { - "messages": messages, - "auth_token": "foo", - } + event: StandardStreamEvent | CustomStreamEvent async for event in compiled_state_graph.astream_events( - input=input1, version="v2" + input=self.create_state(messages=messages), version="v2" ): yield event @@ -626,7 +624,7 @@ async def astream_events( # noinspection PyMethodMayBeStatic def create_messages_for_graph( self, *, messages: Iterable[ChatCompletionMessageParam] - ) -> List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]]: + ) -> List[BaseMessage]: """ Create messages for the graph. @@ -636,11 +634,71 @@ def create_messages_for_graph( Returns: The list of role and incoming message type tuples. """ - return cast( + chat_messages: List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]] = cast( List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]], [(m["role"], m["content"]) for m in messages], ) + def convert_message_content_to_string(content: INCOMING_MESSAGE_TYPES) -> str: + """ + Convert the message content to a string. + + Args: + content: The message content. + + Returns: + The message content as a string. + """ + text: List[str] = [] + if isinstance(content, str): + text.append(content) + elif isinstance(content, list): + for content_item in content: + content_item_type: Optional[str] = content_item.get("type") + if content_item_type == "text": + text.append(content_item.get("text") or "") + else: + assert ( + False + ), f"Unsupported content item type: {type(content_item)}: {content_item}" + return "".join(text) + + messages_: List[BaseMessage] = [] + for role, content in chat_messages: + match role: + case "system": + messages_.append( + ToolMessage( + content=convert_message_content_to_string(content), + role="system", + ) + ) + case "user": + messages_.append( + HumanMessage( + content=convert_message_content_to_string(content), + role="user", + ) + ) + case "assistant": + messages_.append( + AIMessage( + content=convert_message_content_to_string(content), + role="assistant", + ) + ) + case "tool": + messages_.append( + ToolMessage( + content=convert_message_content_to_string(content), + role="tool", + ) + ) + case _: + raise ValueError(f"Unexpected role: {role}") + + return messages_ + async def run_graph_async( self, *, @@ -657,8 +715,8 @@ async def run_graph_async( Returns: The list of any messages. """ - messages: List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]] = ( - self.create_messages_for_graph(messages=request["messages"]) + messages: List[BaseMessage] = self.create_messages_for_graph( + messages=request["messages"] ) output_messages: List[AnyMessage] = await self._run_graph_with_messages_async( @@ -724,3 +782,15 @@ def add_completion_usage( completion_tokens=original.completion_tokens + new_one.completion_tokens, total_tokens=original.total_tokens + new_one.total_tokens, ) + + @staticmethod + def create_state(*, messages: List[BaseMessage]) -> MyMessagesState: + input1: MyMessagesState = MyMessagesState( + messages=messages, + auth_token="foo", + is_last_step=False, + usage_metadata=None, + remaining_steps=0, + structured_response={}, + ) + return input1 diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index e9cc7065b..5480a22a7 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -241,6 +241,8 @@ async def _arun( log_prefix_items.append(f"{sort_by=}") if sort_by_direction: log_prefix_items.append(f"{sort_by_direction=}") + if auth_token: + log_prefix_items.append("auth_token=***") log_prefix = log_prefix + ", ".join(log_prefix_items) From 9d5ea332ba2488d8f021ccbdd3e33e7b8136a72d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 09:19:27 -0800 Subject: [PATCH 076/237] refactor code to reuse code to convert input into messages --- .../langgraph_to_openai_converter.py | 76 +++++++++++-------- 1 file changed, 44 insertions(+), 32 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index c11079243..b0c72a6ad 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -24,6 +24,7 @@ ToolMessage, BaseMessage, HumanMessage, + SystemMessage, ) from langchain_core.messages import AIMessageChunk from langchain_core.messages.ai import UsageMetadata @@ -456,9 +457,9 @@ def add_system_messages_for_json( ] return chat_request, json_response_requested case _: - assert ( - False - ), f"Unexpected response format type: {response_format.get('type', None)}" + raise ValueError( + f"Unexpected response format type: {response_format.get('type', None)}" + ) # noinspection PyMethodMayBeStatic def convert_usage_meta_data_to_openai( @@ -639,58 +640,42 @@ def create_messages_for_graph( [(m["role"], m["content"]) for m in messages], ) - def convert_message_content_to_string(content: INCOMING_MESSAGE_TYPES) -> str: - """ - Convert the message content to a string. - - Args: - content: The message content. - - Returns: - The message content as a string. - """ - text: List[str] = [] - if isinstance(content, str): - text.append(content) - elif isinstance(content, list): - for content_item in content: - content_item_type: Optional[str] = content_item.get("type") - if content_item_type == "text": - text.append(content_item.get("text") or "") - else: - assert ( - False - ), f"Unsupported content item type: {type(content_item)}: {content_item}" - return "".join(text) - messages_: List[BaseMessage] = [] for role, content in chat_messages: match role: case "system": messages_.append( - ToolMessage( - content=convert_message_content_to_string(content), + SystemMessage( + content=self.convert_incoming_message_content_to_string( + content + ), role="system", ) ) case "user": messages_.append( HumanMessage( - content=convert_message_content_to_string(content), + content=self.convert_incoming_message_content_to_string( + content + ), role="user", ) ) case "assistant": messages_.append( AIMessage( - content=convert_message_content_to_string(content), + content=self.convert_incoming_message_content_to_string( + content + ), role="assistant", ) ) case "tool": messages_.append( ToolMessage( - content=convert_message_content_to_string(content), + content=self.convert_incoming_message_content_to_string( + content + ), role="tool", ) ) @@ -794,3 +779,30 @@ def create_state(*, messages: List[BaseMessage]) -> MyMessagesState: structured_response={}, ) return input1 + + @staticmethod + def convert_incoming_message_content_to_string( + content_: INCOMING_MESSAGE_TYPES, + ) -> str: + """ + Convert the message content to a string. + + Args: + content_: The message content. + + Returns: + The message content as a string. + """ + text: List[str] = [] + if isinstance(content_, str): + text.append(content_) + elif isinstance(content_, list): + for content_item in content_: + content_item_type: Optional[str] = content_item.get("type") + if content_item_type == "text": + text.append(content_item.get("text") or "") + else: + raise ValueError( + f"Unsupported content item type: {type(content_item)}: {content_item}" + ) + return "".join(text) From a94f8f7d19bb4960a7d76c44935177090ebaef64 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 10:33:49 -0800 Subject: [PATCH 077/237] pass chat_request --- .../converters/langgraph_to_openai_converter.py | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index b0c72a6ad..66b956984 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -516,6 +516,7 @@ async def get_streaming_response_async( async def _run_graph_with_messages_async( self, *, + chat_request: ChatRequest, messages: List[BaseMessage], compiled_state_graph: CompiledStateGraph, ) -> List[AnyMessage]: @@ -531,7 +532,7 @@ async def _run_graph_with_messages_async( """ output: Dict[str, Any] = await compiled_state_graph.ainvoke( - input=self.create_state(messages=messages) + input=self.create_state(chat_request=chat_request, messages=messages) ) out_messages: List[AnyMessage] = output["messages"] return out_messages @@ -558,7 +559,8 @@ async def _stream_graph_with_messages_async( event: StandardStreamEvent | CustomStreamEvent async for event in compiled_state_graph.astream_events( - input=self.create_state(messages=messages), version="v2" + input=self.create_state(chat_request=request, messages=messages), + version="v2", ): yield event @@ -592,6 +594,7 @@ async def ainvoke( ] + new_messages return await self._run_graph_with_messages_async( + chat_request=request, compiled_state_graph=compiled_state_graph, messages=self.create_messages_for_graph(messages=messages), ) @@ -705,7 +708,9 @@ async def run_graph_async( ) output_messages: List[AnyMessage] = await self._run_graph_with_messages_async( - compiled_state_graph=compiled_state_graph, messages=messages + chat_request=request, + compiled_state_graph=compiled_state_graph, + messages=messages, ) return output_messages @@ -769,7 +774,9 @@ def add_completion_usage( ) @staticmethod - def create_state(*, messages: List[BaseMessage]) -> MyMessagesState: + def create_state( + *, chat_request: ChatRequest, messages: List[BaseMessage] + ) -> MyMessagesState: input1: MyMessagesState = MyMessagesState( messages=messages, auth_token="foo", From 8039f0ea22da0d498ddc87c4519ec4f4d26c1092 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 11:06:40 -0800 Subject: [PATCH 078/237] pass headers --- .../langgraph_to_openai_converter.py | 72 +++++++++++++++++-- .../langchain_chat_completions_provider.py | 1 + 2 files changed, 69 insertions(+), 4 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 66b956984..7b35c1b07 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -1,6 +1,7 @@ import json import logging import os +import re import time from typing import ( Any, @@ -73,6 +74,7 @@ async def _stream_resp_async_generator( *, request: ChatRequest, request_id: str, + headers: Dict[str, str], compiled_state_graph: CompiledStateGraph, messages: List[ChatCompletionMessageParam], ) -> AsyncGenerator[str, None]: @@ -82,6 +84,7 @@ async def _stream_resp_async_generator( Args: request: The chat request. request_id: The unique request identifier. + headers: The request headers. compiled_state_graph: The compiled state graph. messages: The list of chat completion message parameters. @@ -93,6 +96,7 @@ async def _stream_resp_async_generator( event: StandardStreamEvent | CustomStreamEvent async for event in self.astream_events( request=request, + headers=headers, compiled_state_graph=compiled_state_graph, messages=messages, ): @@ -285,6 +289,7 @@ async def _stream_resp_async_generator( async def call_agent_with_input( self, *, + headers: Dict[str, str], chat_request: ChatRequest, request_id: str, compiled_state_graph: CompiledStateGraph, @@ -295,6 +300,7 @@ async def call_agent_with_input( Args: chat_request: The chat request. + headers: request headers request_id: The unique request identifier. compiled_state_graph: The compiled state graph. system_messages: The list of chat completion message parameters. @@ -308,6 +314,7 @@ async def call_agent_with_input( if chat_request.get("stream"): return StreamingResponse( await self.get_streaming_response_async( + headers=headers, request=chat_request, request_id=request_id, compiled_state_graph=compiled_state_graph, @@ -324,6 +331,7 @@ async def call_agent_with_input( responses: List[AnyMessage] = await self.ainvoke( compiled_state_graph=compiled_state_graph, + headers=headers, request=chat_request, system_messages=system_messages, ) @@ -478,6 +486,7 @@ def convert_usage_meta_data_to_openai( async def get_streaming_response_async( self, *, + headers: Dict[str, str], request: ChatRequest, request_id: str, compiled_state_graph: CompiledStateGraph, @@ -488,6 +497,7 @@ async def get_streaming_response_async( Args: request: The chat request. + headers: The request headers. request_id: The unique request identifier. compiled_state_graph: The compiled state graph. system_messages: The list of chat completion message parameters. @@ -507,6 +517,7 @@ async def get_streaming_response_async( generator: AsyncGenerator[str, None] = self._stream_resp_async_generator( request=request, request_id=request_id, + headers=headers, compiled_state_graph=compiled_state_graph, messages=messages, ) @@ -517,6 +528,7 @@ async def _run_graph_with_messages_async( self, *, chat_request: ChatRequest, + headers: Dict[str, str], messages: List[BaseMessage], compiled_state_graph: CompiledStateGraph, ) -> List[AnyMessage]: @@ -532,7 +544,9 @@ async def _run_graph_with_messages_async( """ output: Dict[str, Any] = await compiled_state_graph.ainvoke( - input=self.create_state(chat_request=chat_request, messages=messages) + input=self.create_state( + chat_request=chat_request, headers=headers, messages=messages + ) ) out_messages: List[AnyMessage] = output["messages"] return out_messages @@ -542,6 +556,7 @@ async def _stream_graph_with_messages_async( self, *, request: ChatRequest, + headers: Dict[str, str], messages: List[BaseMessage], compiled_state_graph: CompiledStateGraph, ) -> AsyncGenerator[StandardStreamEvent | CustomStreamEvent, None]: @@ -550,6 +565,7 @@ async def _stream_graph_with_messages_async( Args: request: The chat request. + headers: The request headers. messages: The list of role and incoming message type tuples. compiled_state_graph: The compiled state graph. @@ -559,7 +575,9 @@ async def _stream_graph_with_messages_async( event: StandardStreamEvent | CustomStreamEvent async for event in compiled_state_graph.astream_events( - input=self.create_state(chat_request=request, messages=messages), + input=self.create_state( + chat_request=request, headers=headers, messages=messages + ), version="v2", ): yield event @@ -569,6 +587,7 @@ async def ainvoke( self, *, request: ChatRequest, + headers: Dict[str, str], compiled_state_graph: CompiledStateGraph, system_messages: Iterable[ChatCompletionSystemMessageParam], ) -> List[AnyMessage]: @@ -577,6 +596,7 @@ async def ainvoke( Args: request: The chat request. + headers: The request headers. compiled_state_graph: The compiled state graph. system_messages: The iterable of chat completion message parameters. @@ -595,6 +615,7 @@ async def ainvoke( return await self._run_graph_with_messages_async( chat_request=request, + headers=headers, compiled_state_graph=compiled_state_graph, messages=self.create_messages_for_graph(messages=messages), ) @@ -603,6 +624,7 @@ async def astream_events( self, *, request: ChatRequest, + headers: Dict[str, str], compiled_state_graph: CompiledStateGraph, messages: Iterable[ChatCompletionMessageParam], ) -> AsyncGenerator[StandardStreamEvent | CustomStreamEvent, None]: @@ -611,6 +633,7 @@ async def astream_events( Args: request: The chat request. + headers: The request headers. compiled_state_graph: The compiled state graph. messages: The iterable of chat completion message parameters. @@ -620,6 +643,7 @@ async def astream_events( event: StandardStreamEvent | CustomStreamEvent async for event in self._stream_graph_with_messages_async( request=request, + headers=headers, compiled_state_graph=compiled_state_graph, messages=self.create_messages_for_graph(messages=messages), ): @@ -691,6 +715,7 @@ async def run_graph_async( self, *, request: ChatRequest, + headers: Dict[str, Any], compiled_state_graph: CompiledStateGraph, ) -> List[AnyMessage]: """ @@ -698,6 +723,7 @@ async def run_graph_async( Args: request: The chat request. + headers: The request headers. compiled_state_graph: The compiled state graph. Returns: @@ -709,6 +735,7 @@ async def run_graph_async( output_messages: List[AnyMessage] = await self._run_graph_with_messages_async( chat_request=request, + headers=headers, compiled_state_graph=compiled_state_graph, messages=messages, ) @@ -775,11 +802,20 @@ def add_completion_usage( @staticmethod def create_state( - *, chat_request: ChatRequest, messages: List[BaseMessage] + *, + chat_request: ChatRequest, + headers: Dict[str, Any], + messages: List[BaseMessage], ) -> MyMessagesState: + """ + Create the state. + """ + input1: MyMessagesState = MyMessagesState( messages=messages, - auth_token="foo", + auth_token=LangGraphToOpenAIConverter.get_auth_token_from_headers( + headers=headers + ), is_last_step=False, usage_metadata=None, remaining_steps=0, @@ -787,6 +823,34 @@ def create_state( ) return input1 + @staticmethod + def get_auth_token_from_headers(headers: Dict[str, str]) -> Optional[str]: + """ + Get the auth token from the headers. + + Args: + headers: The headers. + + Returns: + The auth token. + """ + # Normalize headers to handle case-insensitive matching + normalized_headers = {k.lower(): v for k, v in headers.items()} + + # Check for authorization header variations + auth_headers = ["authorization"] + + for header_key in auth_headers: + header_value = normalized_headers.get(header_key.lower()) + + if header_value: + # Use regex to extract bearer token + match = re.search(r"Bearer\s+(\S+)", str(header_value), re.IGNORECASE) + if match: + return match.group(1) + + return None + @staticmethod def convert_incoming_message_content_to_string( content_: INCOMING_MESSAGE_TYPES, diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index ecdfcec2e..82f05b9ee 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -77,6 +77,7 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: return await self.lang_graph_to_open_ai_converter.call_agent_with_input( request_id=str(request_id), + headers=headers, compiled_state_graph=compiled_state_graph, chat_request=chat_request, system_messages=[], From 27f8796588b7c998e7589c5157523137bfd3770f Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 11:28:40 -0800 Subject: [PATCH 079/237] pass headers --- tests/gateway/tools/test_github_pull_request_analyzer_tool.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py index ff1882ae1..df7b2739d 100644 --- a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py +++ b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py @@ -83,6 +83,7 @@ async def test_github_pull_request_analyzer_tool( api_key="fake-api-key", base_url="http://localhost:5000/api/v1", # change the default port if needed http_client=async_client, + default_headers={"Authorization": "Bearer fake-api-key"}, ) # call API @@ -162,6 +163,7 @@ async def test_github_pull_request_analyzer_tool_streaming( api_key="fake-api-key", base_url="http://localhost:5000/api/v1", # change the default port if needed http_client=async_client, + default_headers={"Authorization": "Bearer fake-api-key"}, ) # call API @@ -249,6 +251,7 @@ async def test_github_pull_request_analyzer_full_details_tool( api_key="fake-api-key", base_url="http://localhost:5000/api/v1", # change the default port if needed http_client=async_client, + default_headers={"Authorization": "Bearer fake-api-key"}, ) # call API From 83b30868f6e725c64769835c73757607f8ee34f8 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 12:11:53 -0800 Subject: [PATCH 080/237] hide auth_token from output --- .../gateway/converters/langgraph_to_openai_converter.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 7b35c1b07..0aab3a285 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -201,6 +201,10 @@ async def _stream_resp_async_generator( tool_input: Dict[str, Any] | None = event.get("data", {}).get( "input" ) + # remove auth_token from tool_input + if tool_input and "auth_token" in tool_input: + tool_input.pop("auth_token") + if tool_name: logger.debug(f"on_tool_start: {tool_name} {tool_input}") chat_stream_response = ChatCompletionChunk( From b69317bdb47876bdc16088a86400ce5650623bc8 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 12:38:29 -0800 Subject: [PATCH 081/237] hide auth_token from output --- docker-compose.yml | 2 +- .../converters/langgraph_to_openai_converter.py | 15 +++++++++++---- 2 files changed, 12 insertions(+), 5 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index ef8eb18b9..704f99618 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -14,7 +14,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 1 + RUN_TESTS_WITH_REAL_LLM: 0 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 0aab3a285..9edf3bb59 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -201,12 +201,19 @@ async def _stream_resp_async_generator( tool_input: Dict[str, Any] | None = event.get("data", {}).get( "input" ) + + # copy the tool_input to avoid modifying the original + tool_input_display = ( + tool_input.copy() if tool_input is not None else None + ) # remove auth_token from tool_input - if tool_input and "auth_token" in tool_input: - tool_input.pop("auth_token") + if tool_input_display and "auth_token" in tool_input_display: + tool_input_display["auth_token"] = "***" if tool_name: - logger.debug(f"on_tool_start: {tool_name} {tool_input}") + logger.debug( + f"on_tool_start: {tool_name} {tool_input_display}" + ) chat_stream_response = ChatCompletionChunk( id=request_id, created=int(time.time()), @@ -216,7 +223,7 @@ async def _stream_resp_async_generator( index=0, delta=ChoiceDelta( role="assistant", - content=f"\n\n> Running Agent {tool_name}: {tool_input}\n", + content=f"\n\n> Running Agent {tool_name}: {tool_input_display}\n", ), ) ], From 69dc5e6dfb5f7b88d53b08739c9d30bd98947ce2 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 12:43:33 -0800 Subject: [PATCH 082/237] hide auth_token from output --- docker-compose-openwebui.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index a5e6d6ed9..a0fc1f2cc 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -1,8 +1,8 @@ services: open-webui: # https://github.com/open-webui/open-webui/releases - image: openwebui-local:latest -# image: ghcr.io/open-webui/open-webui:v0.5.7 +# image: openwebui-local:latest + image: ghcr.io/open-webui/open-webui:v0.5.7 depends_on: - open-webui-db env_file: From 8ac04f9a040a691b8d5d23a8c8f93920535c9fd6 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 12:44:18 -0800 Subject: [PATCH 083/237] hide auth_token from output --- .../gateway/tools/github_pull_request_analyzer_tool.py | 1 - 1 file changed, 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py index 5480a22a7..03aebf136 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_analyzer_tool.py @@ -185,7 +185,6 @@ def _run( use_verbose_logging: Optional[bool] = None, limit: Optional[int] = None, include_description: Optional[bool] = None, - state: Annotated[InjectedState, InjectedState], config: RunnableConfig, auth_token: Optional[str] = None, ) -> Tuple[str, str]: From f7a074cde62f0adae08c5b857f22e4a1a9c8bb3d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 31 Jan 2025 12:56:29 -0800 Subject: [PATCH 084/237] hide auth_token from output --- add_new_agent.md | 41 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 41 insertions(+) diff --git a/add_new_agent.md b/add_new_agent.md index cb1b8e704..b0ffdaf3a 100644 --- a/add_new_agent.md +++ b/add_new_agent.md @@ -1,3 +1,5 @@ +from typing import Annotatedfrom pydantic import BaseModel + # How to add a new AI Agent ## What is an AI Agent @@ -221,3 +223,42 @@ When `RUN_TESTS_WITH_REAL_LLM` is set then you can test against the real LLMs wi ## Integration testing your AI Agent using real LLMs Change the `RUN_TESTS_WITH_REAL_LLM` environment variable to "1" in docker-compose.yml. Now your unit tests will run using real LLMs so you can add breakpoints and step through your code. + + +## Adding Authentication +If your AI Agent needs access to the bearer token of the user, you do the following. + +Add auth_token as an input parameter to your AI Agent input model. This will be injected by our code. +```python +from langgraph.prebuilt import InjectedState +from typing import Type, Optional, List, Tuple, Literal, Dict, Annotated +from pydantic import BaseModel, Field + +class GitHubPullRequestAnalyzerAgentInput(BaseModel): + auth_token: Annotated[Optional[str], InjectedState("auth_token")] = Field( + default=None, + description="Injected state", + ) +``` + +Now you can add auth_token as a parameter to your `_arun` method and it will be passed to your code when present. +```python +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +from typing import Type, Optional, List, Tuple, Literal, Dict, Annotated + +class GitHubPullRequestAnalyzerTool(ResilientBaseTool): + async def _arun( + self, + *, + auth_token: Optional[str] = None, + ) -> Tuple[str, str]: + pass +``` + +This will be the auth_token that was passed to our language model gateway when the user authenticated. + +In the case of the OpenWebUI this is the Okta access token generated when the user authenticated. + +In the case of API, this is whatever Bearer token the was passed in the Authorization header. + +``` From 794e855955346801e3adfc305da484700135186b Mon Sep 17 00:00:00 2001 From: Logan Edwards Date: Tue, 8 Apr 2025 11:41:41 -0400 Subject: [PATCH 085/237] HS-101 Update runner configuration from [self-hosted, main] to main --- .github/workflows/deploy.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml index 690f4fea8..389684e01 100644 --- a/.github/workflows/deploy.yml +++ b/.github/workflows/deploy.yml @@ -26,7 +26,7 @@ env: jobs: deploy: name: Deploy - runs-on: [self-hosted, main] + runs-on: main steps: - name: Checkout Code uses: actions/checkout@v4 From 2eab9c01bb7a369917df83c8024134c6d29e8fd7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Apr 2025 15:20:23 -0700 Subject: [PATCH 086/237] Improve the readme.md Update `README.md` to provide more detailed information about the project. * **Project Architecture**: Add a section explaining the main components and their interactions. * **Dependencies**: Add a section listing the main libraries and tools used. * **Usage Examples**: Add a section providing sample API requests and responses. * **Contributing**: Add a section explaining how to contribute to the project and report issues. * **FAQs and Troubleshooting**: Add a section for frequently asked questions and troubleshooting tips. --- For more details, open the [Copilot Workspace session](https://copilot-workspace.githubnext.com/icanbwell/language_model_gateway?shareId=XXXX-XXXX-XXXX-XXXX). --- README.md | 101 ++++++++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 98 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index eac0d20dd..bc5920a86 100644 --- a/README.md +++ b/README.md @@ -34,6 +34,68 @@ Update the keys for the functionality/providers you're planning on using. make down; make up ``` +## Project Architecture + +The project is structured into several main components: + +- **API**: Built using FastAPI, it provides endpoints for interacting with the language models. +- **GraphQL**: Used for querying and mutating data. +- **Routers**: Define the routes for different functionalities like chat completions, image generation, etc. +- **Managers**: Handle the business logic for different functionalities. +- **Utilities**: Helper functions and classes used across the project. +- **Tools**: AI Agents that perform specific tasks like querying databases, calling APIs, etc. + +## Dependencies + +The main libraries and tools used in this project are: + +- FastAPI +- GraphQL +- Docker +- Docker Compose +- Make +- Pipenv +- Uvicorn +- Datadog + +## Usage Examples + +Here are some sample API requests and responses: + +### Chat Completions + +**Request:** +```sh +curl -X POST "http://localhost:5050/api/v1/chat/completions" -H "Content-Type: application/json" -d '{ + "model": "gpt-3.5-turbo", + "messages": [{"role": "user", "content": "Hello, how are you?"}] +}' +``` + +**Response:** +```json +{ + "id": "chatcmpl-123", + "object": "chat.completion", + "created": 1677652288, + "model": "gpt-3.5-turbo", + "choices": [ + { + "index": 0, + "message": { + "role": "assistant", + "content": "I am fine, thank you!" + }, + "finish_reason": "stop" + } + ], + "usage": { + "prompt_tokens": 9, + "completion_tokens": 7, + "total_tokens": 16 + } +} +``` ## Running without OAuth Just run the following commands to run OpenWebUI without OAuth: @@ -42,7 +104,6 @@ Just run the following commands to run OpenWebUI without OAuth: make down; make up; make up-open-webui ``` - ## Running with OAuth Since the OpenWebUI uses Keycloak on both server side and browser side, you need to create a host mapping for `keycloak`. @@ -57,5 +118,39 @@ Then run: make down; make up; make up-open-webui-auth ``` -## How to add a new AI Agent -[add_new_agent.md](add_new_agent.md) +## Contributing + +We welcome contributions to the project! To contribute, follow these steps: + +1. Fork the repository. +2. Create a new branch for your feature or bugfix. +3. Make your changes and commit them with a clear message. +4. Push your changes to your fork. +5. Create a pull request to the main repository. + +## Reporting Issues + +If you encounter any issues, please report them by creating a new issue in the repository's issue tracker. + +## Frequently Asked Questions (FAQs) + +### How do I set up the environment variables? + +Create a `docker.env` file in the root of the project based on the `docker.env.example` file. Update the keys for the functionality/providers you're planning on using. + +### How do I run the tests? + +You can run the tests using the following command: +```sh +make tests +``` + +### How do I add a new AI Agent? + +Refer to the [add_new_agent.md](add_new_agent.md) file for detailed instructions on how to add a new AI Agent. + +## Troubleshooting Tips + +- If you encounter issues with Docker, try restarting the Docker service. +- Ensure that all environment variables are set correctly. +- Check the logs for any error messages and stack traces. From 8427250f26234ae1d0558ba5d27124977fc7ee5f Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 22 Apr 2025 15:31:24 -0700 Subject: [PATCH 087/237] update precommit --- .pre-commit-config.yaml | 100 +- Pipfile | 8 +- Pipfile.lock | 3371 +++++++++-------- .../configs/config_reader/config_reader.py | 12 +- language_model_gateway/configs/models.json | 0 language_model_gateway/gateway/api.py | 6 +- .../langchain_to_openai_converter.py | 397 -- .../langgraph_to_openai_converter.py | 23 +- .../file_managers/aws_s3_file_manager.py | 12 +- .../gateway/file_managers/file_manager.py | 5 +- .../image_generation/image_generator.py | 2 +- .../openai_image_generator.py | 7 +- .../managers/chat_completion_manager.py | 18 +- .../managers/image_generation_manager.py | 10 +- .../gateway/managers/model_manager.py | 6 +- .../gateway/ocr/aws_ocr_extractor.py | 6 +- .../base_image_generation_provider.py | 2 +- .../providers/image_generation_provider.py | 6 +- .../langchain_chat_completions_provider.py | 5 +- .../openai_chat_completions_provider.py | 1 - .../tools/confluence_page_retriever.py | 6 +- .../tools/er_diagram_generator_tool.py | 13 +- .../tools/flow_chart_generator_tool.py | 5 +- .../github_pull_request_retriever_tool.py | 4 +- .../tools/graph_viz_diagram_generator_tool.py | 6 +- .../tools/health_summary_generator_tool.py | 4 +- .../gateway/tools/image_generator_tool.py | 10 +- .../tools/network_topology_diagram_tool.py | 9 +- .../gateway/tools/provider_search_tool.py | 5 +- .../gateway/tools/python_repl_tool.py | 4 +- .../gateway/tools/resilient_base_tool.py | 3 + .../tools/scraping_bee_web_scraper_tool.py | 4 +- .../tools/sequence_diagram_generator_tool.py | 5 +- .../gateway/utilities/chat_message_helpers.py | 24 +- .../utilities/databricks/databricks_helper.py | 29 +- tests/gateway/mocks/mock_chat_model.py | 4 +- tests/gateway/mocks/mock_chat_response.py | 2 +- .../gateway/mocks/mock_http_client_factory.py | 2 +- tests/gateway/mocks/mock_image_generator.py | 2 +- ..._summarized_pull_requests_from_one_repo.py | 5 +- 40 files changed, 2060 insertions(+), 2083 deletions(-) delete mode 100644 language_model_gateway/configs/models.json delete mode 100644 language_model_gateway/gateway/converters/langchain_to_openai_converter.py diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 840e58d24..e37143523 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,36 +1,106 @@ -exclude: (^.idea/|^notebooks/) +exclude: (^.idea/|^docsrc|^docs) + repos: + # Pre-commit hooks for basic checks - repo: https://github.com/pre-commit/pre-commit-hooks rev: v5.0.0 hooks: + # File and formatting checks - id: end-of-file-fixer types: [ python ] + - id: trailing-whitespace + types: [ python ] + + # Conflict and security checks + - id: check-case-conflict + types: [ python ] + - id: check-docstring-first + types: [ python ] + + # Security scans + - id: detect-aws-credentials + types: [ python ] + args: [ '--allow-missing-credentials' ] + - id: detect-private-key + types: [ python ] + + # Dependency and import checks + - id: check-ast + - id: check-added-large-files + - id: check-json + - id: check-toml + - id: check-yaml + + # Local hooks for Ruff (using local installation) - repo: local hooks: - id: ruff - name: ruff - language: system - types: [ python ] + name: Ruff entry: ruff - require_serial: true - args: [ 'check', '--fix'] - - id: autoflake - name: autoflake language: system types: [ python ] - entry: autoflake + args: [ check, --fix, --show-fixes ] require_serial: true - args: [ '--in-place', '--remove-all-unused-imports', '--ignore-init-module-imports'] - - id: black - name: black + + - id: ruff-format + name: Ruff Format + entry: ruff language: system - types: [python] + types: [ python ] + args: [ format ] require_serial: true - entry: black + + # MyPy for type checking - id: mypy name: mypy language: system types: [ python ] entry: mypy require_serial: true - args: [ --strict, --python-version=3.12, --show-error-codes, --allow-untyped-decorators ] + args: [ + --strict, + --python-version=3.12, + --show-error-codes, + --allow-untyped-decorators, + --ignore-missing-imports + ] + + # Bandit for security scanning + - id: bandit + name: bandit + language: system + types: [ python ] + entry: bandit + require_serial: true + args: [ + '-q', + '--skip', 'B101,B105,B106', + '-r', + '--severity-level', 'medium' + ] + + # Pygrep hooks for additional checks + - repo: https://github.com/pre-commit/pygrep-hooks + rev: v1.10.0 + hooks: + - id: python-use-type-annotations + - id: python-check-blanket-noqa + - id: python-check-blanket-type-ignore + - id: python-check-mock-methods + - id: python-no-eval + - id: python-no-log-warn + + # Optional: Secret scanning + - repo: https://github.com/Yelp/detect-secrets + rev: v1.4.0 + hooks: + - id: detect-secrets + args: [ 'scan' ] + exclude: > + (?x)^( + tests/.*| + docker-compose\.yml| + .helm/.*| + docker-compose-openwebui\.yml| + docker-compose-openwebui-auth\.yml + )$ diff --git a/Pipfile b/Pipfile index 8ae70db38..c4fc058e6 100644 --- a/Pipfile +++ b/Pipfile @@ -111,8 +111,12 @@ types-beautifulsoup4 = ">=4.12.0.20241020" types-cachetools = ">=5.5.0" # moto is a Python library for mocking AWS services moto = { version = ">=5.0.23", extras = ["s3"] } -# ruff is for linting and formatting code -ruff = ">=0.9.4" +# bandit is needed for security checks +bandit = ">=1.8.3" +# ruff is needed for linting +ruff = ">=0.11.5" +# pytest-cov is needed for measuring test coverage +pytest-cov = ">=6.1.1" [requires] python_version = "3.12" diff --git a/Pipfile.lock b/Pipfile.lock index a8feeecd3..5435b6b08 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "82ebc17774f89e8bfca2b28c3b521a6e2037750a8eb97e2d060e8db80b679bc8" + "sha256": "a7ec0edd1b7a89059dfa2c560d647fd78c0395d334abea7c8221cb7cb5bfca24" }, "pipfile-spec": 6, "requires": { @@ -23,93 +23,98 @@ "default": { "aiohappyeyeballs": { "hashes": [ - "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745", - "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8" + "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", + "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8" ], - "markers": "python_version >= '3.8'", - "version": "==2.4.4" + "markers": "python_version >= '3.9'", + "version": "==2.6.1" }, "aiohttp": { "hashes": [ - "sha256:0882c2820fd0132240edbb4a51eb8ceb6eef8181db9ad5291ab3332e0d71df5f", - "sha256:0a6d3fbf2232e3a08c41eca81ae4f1dff3d8f1a30bae415ebe0af2d2458b8a33", - "sha256:0b7fb429ab1aafa1f48578eb315ca45bd46e9c37de11fe45c7f5f4138091e2f1", - "sha256:0eb98d90b6690827dcc84c246811feeb4e1eea683c0eac6caed7549be9c84665", - "sha256:0fd82b8e9c383af11d2b26f27a478640b6b83d669440c0a71481f7c865a51da9", - "sha256:10b4ff0ad793d98605958089fabfa350e8e62bd5d40aa65cdc69d6785859f94e", - 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b/language_model_gateway/configs/config_reader/config_reader.py index 73baed07c..d8819b233 100644 --- a/language_model_gateway/configs/config_reader/config_reader.py +++ b/language_model_gateway/configs/config_reader/config_reader.py @@ -39,9 +39,9 @@ def __init__(self, *, cache: ExpiringCache[List[ChatModelConfig]]) -> None: # noinspection PyMethodMayBeStatic async def read_model_configs_async(self) -> List[ChatModelConfig]: config_path: str = os.environ["MODELS_OFFICIAL_PATH"] - assert ( - config_path is not None - ), "MODELS_OFFICIAL_PATH environment variable is not set" + assert config_path is not None, ( + "MODELS_OFFICIAL_PATH environment variable is not set" + ) models_zip_path: Optional[str] = os.environ.get("MODELS_ZIP_PATH", "") # Check cache first @@ -83,9 +83,9 @@ async def read_model_configs_async(self) -> List[ChatModelConfig]: models = await self.read_models_from_path_async(config_path) config_testing_path = os.environ.get("MODELS_TESTING_PATH") if config_testing_path: - models_testing: List[ChatModelConfig] = ( - await self.read_models_from_path_async(config_testing_path) - ) + models_testing: List[ + ChatModelConfig + ] = await self.read_models_from_path_async(config_testing_path) if models_testing and len(models_testing) > 0: models.append( ChatModelConfig( diff --git a/language_model_gateway/configs/models.json b/language_model_gateway/configs/models.json deleted file mode 100644 index e69de29bb..000000000 diff --git a/language_model_gateway/gateway/api.py b/language_model_gateway/gateway/api.py index 84afb7a80..97fe4c352 100644 --- a/language_model_gateway/gateway/api.py +++ b/language_model_gateway/gateway/api.py @@ -86,9 +86,9 @@ def create_app() -> FastAPI: image_generation_path: str = environ["IMAGE_GENERATION_PATH"] - assert ( - image_generation_path is not None - ), "IMAGE_GENERATION_PATH environment variable must be set" + assert image_generation_path is not None, ( + "IMAGE_GENERATION_PATH environment variable must be set" + ) makedirs(image_generation_path, exist_ok=True) app1.include_router( diff --git a/language_model_gateway/gateway/converters/langchain_to_openai_converter.py b/language_model_gateway/gateway/converters/langchain_to_openai_converter.py deleted file mode 100644 index dbb3c509f..000000000 --- a/language_model_gateway/gateway/converters/langchain_to_openai_converter.py +++ /dev/null @@ -1,397 +0,0 @@ -# import json -# import logging -# import time -# from typing import ( -# Any, -# List, -# cast, -# AsyncGenerator, -# Iterable, -# TypedDict, -# Sequence, -# Dict, -# ) -# -# from fastapi import HTTPException -# from langchain.agents import AgentExecutor -# from langchain.agents.output_parsers import OpenAIFunctionsAgentOutputParser -# from langchain_core.language_models import BaseChatModel -# from langchain_core.messages import AIMessageChunk, BaseMessage, AIMessage -# from langchain_core.messages import ( -# AnyMessage, -# ) -# from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder -# from langchain_core.runnables import Runnable, RunnableSerializable, RunnablePassthrough -# from langchain_core.runnables.schema import CustomStreamEvent, StandardStreamEvent -# from langchain_core.tools import BaseTool -# from langchain_core.utils.function_calling import convert_to_openai_function -# from openai.types import CompletionUsage -# from openai.types.chat import ( -# ChatCompletionChunk, -# ChatCompletion, -# ChatCompletionMessage, -# ChatCompletionSystemMessageParam, -# ) -# from openai.types.chat import ChatCompletionMessageParam -# from openai.types.chat.chat_completion import Choice -# from openai.types.chat.chat_completion_chunk import ChoiceDelta, Choice as ChunkChoice -# from starlette.responses import StreamingResponse, JSONResponse -# -# from language_model_gateway.gateway.schema.openai.completions import ( -# ChatRequest, -# ROLE_TYPES, -# INCOMING_MESSAGE_TYPES, -# ) -# from language_model_gateway.gateway.utilities.chat_message_helpers import ( -# langchain_to_chat_message, -# ) -# -# logger = logging.getLogger(__file__) -# -# type MessageList = List[BaseMessage] -# type ToolList = Sequence[BaseTool] -# -# -# class ChainInput(TypedDict): -# input: str -# chat_history: MessageList -# -# -# class ChainOutput(TypedDict): -# output: Dict[str, Any] -# -# -# class LangChainToOpenAIConverter: -# async def _stream_resp_async_generator( -# self, -# *, -# request: ChatRequest, -# request_id: str, -# chain_input: ChainInput, -# tools: ToolList, -# llm: BaseChatModel, -# system_messages: List[ChatCompletionSystemMessageParam], -# ) -> AsyncGenerator[str, None]: -# """ -# Asynchronously generate streaming responses from the agent. -# -# Yields: -# The streaming response as a string. -# """ -# -# logger.info(f"Streaming response from generator {request_id} from agent.") -# -# # Process streamed events from the graph and yield messages over the SSE stream. -# event: StandardStreamEvent | CustomStreamEvent -# async for event in self.astream_events( -# system_messages=system_messages, -# chain_input=chain_input, -# tools=tools, -# llm=llm, -# ): -# if not event: -# continue -# -# event_type: str = event["event"] -# -# match event_type: -# case "on_chain_start": -# # Handle the start of the chain event -# pass -# case "on_chat_model_stream": -# # Handle the chat model stream event -# chunk: AIMessageChunk = event["data"]["chunk"] -# content: str | list[str | dict[str, Any]] = chunk.content -# -# content_text: str -# if isinstance(content, list): -# content_text_or_dict: str | dict[str, Any] = ( -# content[0] if len(content) > 0 else "" -# ) -# if isinstance(content_text_or_dict, dict): -# content_text = ( -# cast(str, content_text_or_dict.get("text")) -# if content_text_or_dict.get("text") -# else "" -# ) -# assert isinstance( -# content_text, str -# ), f"content_text: {content_text} (type: {type(content_text)})" -# else: -# assert isinstance(content_text_or_dict, str) -# content_text = content_text_or_dict -# else: -# assert isinstance(content, str) -# content_text = content -# -# assert isinstance( -# content_text, str -# ), f"content_text: {content_text} (type: {type(content_text)})" -# -# if content_text: -# chat_stream_response: ChatCompletionChunk = ChatCompletionChunk( -# id=request_id, -# created=int(time.time()), -# model=request["model"], -# choices=[ -# ChunkChoice( -# index=0, -# delta=ChoiceDelta( -# role="assistant", content=content_text -# ), -# ) -# ], -# usage=CompletionUsage( -# prompt_tokens=0, completion_tokens=0, total_tokens=0 -# ), -# object="chat.completion.chunk", -# ) -# yield f"data: {json.dumps(chat_stream_response.model_dump())}\n\n" -# case "on_chain_end": -# # Handle the end of the chain event -# pass -# case _: -# # Handle other event types -# pass -# -# yield "data: [DONE]\n\n" -# -# async def call_agent_with_input( -# self, -# *, -# request: ChatRequest, -# request_id: str, -# system_messages: List[ChatCompletionSystemMessageParam], -# llm: BaseChatModel, -# chain_input: ChainInput, -# tools: ToolList, -# ) -> StreamingResponse | JSONResponse: -# """ -# Call the agent with the provided input and return the response. -# -# Returns: -# The response as a StreamingResponse or JSONResponse. -# """ -# assert request is not None -# assert isinstance(request, dict) -# -# if request.get("stream"): -# return StreamingResponse( -# await self.get_streaming_response_async( -# request=request, -# request_id=request_id, -# llm=llm, -# system_messages=system_messages, -# tools=tools, -# chain_input=chain_input, -# ), -# media_type="text/event-stream", -# ) -# else: -# try: -# response: List[AnyMessage] = await self.ainvoke( -# system_messages=system_messages, -# chain_input=chain_input, -# llm=llm, -# tools=tools, -# ) -# output: ChatCompletionMessage = langchain_to_chat_message(response[-1]) -# chat_response: ChatCompletion = ChatCompletion( -# id=request_id, -# model=request["model"], -# choices=[Choice(index=0, message=output, finish_reason="stop")], -# usage=CompletionUsage( -# prompt_tokens=0, completion_tokens=0, total_tokens=0 -# ), -# created=int(time.time()), -# object="chat.completion", -# ) -# return JSONResponse(content=chat_response.model_dump()) -# except Exception as e: -# logger.error(f"An exception occurred: {e}") -# raise HTTPException(status_code=500, detail="Unexpected error") -# -# async def get_streaming_response_async( -# self, -# *, -# request: ChatRequest, -# request_id: str, -# chain_input: ChainInput, -# llm: BaseChatModel, -# system_messages: List[ChatCompletionSystemMessageParam], -# tools: ToolList, -# ) -> AsyncGenerator[str, None]: -# """ -# Get the streaming response asynchronously. -# -# Returns: -# The streaming response as an async generator. -# """ -# logger.info(f"Streaming response {request_id} from agent") -# generator: AsyncGenerator[str, None] = self._stream_resp_async_generator( -# request=request, -# request_id=request_id, -# llm=llm, -# system_messages=system_messages, -# tools=tools, -# chain_input=chain_input, -# ) -# return generator -# -# # noinspection SpellCheckingInspection,PyMethodMayBeStatic -# async def ainvoke( -# self, -# *, -# system_messages: List[ChatCompletionSystemMessageParam], -# chain_input: ChainInput, -# tools: ToolList, -# llm: BaseChatModel, -# ) -> List[AnyMessage]: -# """ -# Run the agent asynchronously. -# """ -# system_prompts: List[str] = cast( -# List[str], [s["content"] for s in system_messages] -# ) -# chain: Runnable[ChainInput, ChainOutput] = self.create_chain( -# llm=llm, system_prompts=system_prompts, tools=tools -# ) -# -# response: ChainOutput = await chain.ainvoke(chain_input) -# output: Dict[str, Any] = response["output"] -# output_text: str = output["output"] -# return [AIMessage(content=output_text)] -# -# # noinspection PyMethodMayBeStatic -# def create_chain( -# self, -# *, -# llm: BaseChatModel, -# system_prompts: List[str], -# tools: ToolList, -# ) -> Runnable[ChainInput, ChainOutput]: -# prompt: ChatPromptTemplate = ChatPromptTemplate.from_messages( -# [ -# ( -# "system", -# system_prompt, -# ) -# for system_prompt in system_prompts -# ] -# + [ -# MessagesPlaceholder(variable_name="chat_history"), -# ("human", "{input}"), -# MessagesPlaceholder(variable_name="agent_scratchpad"), -# ] -# ) -# # Create functions for the LLM -# llm_with_tools = llm.bind( -# functions=[convert_to_openai_function(t) for t in tools] -# ) -# # Create the agent -# agent: RunnableSerializable[ChainInput, ChainOutput] = ( -# { -# "input": lambda x: x["input"], -# "chat_history": lambda x: x["chat_history"], -# "agent_scratchpad": lambda x: convert_to_openai_function( -# x["intermediate_steps"] -# ), -# } -# | prompt -# | llm_with_tools -# | OpenAIFunctionsAgentOutputParser() # type: ignore[operator] -# ) -# # Create the executor -# agent_executor: AgentExecutor = AgentExecutor( -# agent=agent, tools=tools, verbose=True, return_intermediate_steps=True -# ) -# # Create the final chain -# chain: RunnableSerializable[ -# ChainInput, ChainOutput -# ] = RunnablePassthrough.assign( -# output=agent_executor -# ) | ( # type:ignore[assignment] -# lambda x: {"output": x["output"]} # type:ignore[operator] -# ) -# return chain -# -# async def astream_events( -# self, -# *, -# system_messages: List[ChatCompletionSystemMessageParam], -# chain_input: ChainInput, -# tools: ToolList, -# llm: BaseChatModel, -# ) -> AsyncGenerator[StandardStreamEvent | CustomStreamEvent, None]: -# """ -# Stream events asynchronously. -# -# Yields: -# The standard or custom stream event. -# """ -# system_prompts: List[str] = [cast(str, s["content"]) for s in system_messages] -# chain: Runnable[ChainInput, ChainOutput] = self.create_chain( -# llm=llm, system_prompts=system_prompts, tools=tools -# ) -# -# # Get response -# chunk: ChainOutput -# async for chunk in chain.astream(chain_input): -# if isinstance(chunk, dict) and "output" in chunk: -# print(chunk["output"], end="", flush=True) -# output: Dict[str, Any] = chunk["output"] -# output_text: str = output["output"] -# # noinspection PyArgumentList -# yield StandardStreamEvent( -# run_id="", -# parent_ids=[], -# name="", -# event="on_chat_model_stream", -# data={ -# "chunk": AIMessageChunk( -# content=output_text, -# ) -# }, -# ) -# -# # noinspection PyMethodMayBeStatic -# def create_messages_for_graph( -# self, *, messages: Iterable[ChatCompletionMessageParam] -# ) -> List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]]: -# """ -# Create messages for the graph. -# -# Args: -# messages: The iterable of chat completion message parameters. -# -# Returns: -# The list of role and incoming message type tuples. -# """ -# return cast( -# List[tuple[ROLE_TYPES, INCOMING_MESSAGE_TYPES]], -# [(m["role"], m["content"]) for m in messages], -# ) -# -# async def run_graph_async( -# self, -# *, -# request: ChatRequest, -# llm: BaseChatModel, -# tools: ToolList, -# chain_input: ChainInput, -# system_messages: List[ChatCompletionSystemMessageParam], -# ) -> List[AnyMessage]: -# """ -# Run the graph asynchronously. -# -# Returns: -# The list of any messages. -# """ -# -# output_messages: List[AnyMessage] = await self.ainvoke( -# llm=llm, -# chain_input=chain_input, -# system_messages=system_messages, -# tools=tools, -# ) -# return output_messages diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 9edf3bb59..5e8da18ae 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -137,9 +137,9 @@ async def _stream_resp_async_generator( content ) - assert isinstance( - content_text, str - ), f"content_text: {content_text} (type: {type(content_text)})" + assert isinstance(content_text, str), ( + f"content_text: {content_text} (type: {type(content_text)})" + ) if ( os.environ.get("LOG_INPUT_AND_OUTPUT", "0") == "1" @@ -432,9 +432,9 @@ def add_system_messages_for_json( return chat_request, json_response_requested case "json_object": json_response_requested = True - json_object_system_message_text: str = """ + json_object_system_message_text: str = """ Respond only with a JSON object or array. - + Output follows this example format: json here @@ -455,13 +455,13 @@ def add_system_messages_for_json( response_format, ) json_schema: JSONSchema | None = json_response_format.get("json_schema") - assert ( - json_schema is not None - ), "json_schema should be specified in response_format if type is json_schema" - json_schema_system_message_text: str = f""" + assert json_schema is not None, ( + "json_schema should be specified in response_format if type is json_schema" + ) + json_schema_system_message_text: str = f""" Respond only with a JSON object or array using the provided schema: - ```{json_schema}``` - + ```{json_schema}``` + Output follows this example format: json here @@ -830,7 +830,6 @@ def create_state( is_last_step=False, usage_metadata=None, remaining_steps=0, - structured_response={}, ) return input1 diff --git a/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py b/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py index 57561108b..1a08b0aa5 100644 --- a/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py +++ b/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py @@ -94,12 +94,12 @@ async def read_file_async( service_name="s3" ) - assert ( - "s3://" not in folder - ), "folder should not contain s3://. It should be the bucket name" - assert ( - "s3://" not in file_path - ), "file_path should not contain s3://. It should be the file path" + assert "s3://" not in folder, ( + "folder should not contain s3://. It should be the bucket name" + ) + assert "s3://" not in file_path, ( + "file_path should not contain s3://. It should be the file path" + ) s3_url: S3Url = self.get_bucket(folder=f"s3://{folder}", filename=file_path) try: s3_full_path: str = self.get_full_path( diff --git a/language_model_gateway/gateway/file_managers/file_manager.py b/language_model_gateway/gateway/file_managers/file_manager.py index 2438ad4da..96ed6b2de 100644 --- a/language_model_gateway/gateway/file_managers/file_manager.py +++ b/language_model_gateway/gateway/file_managers/file_manager.py @@ -14,7 +14,7 @@ async def save_file_async( file_data: bytes, folder: str, filename: str, - content_type: str = "image/png" + content_type: str = "image/png", ) -> Optional[str]: raise NotImplementedError("Must be implemented in a subclass") @@ -37,6 +37,7 @@ async def extract_content(response: StreamingResponse) -> str: extracted_content = "" async for chunk in response.body_iterator: # Decode the chunk, assuming it is UTF-8 encoded - extracted_content += chunk.decode("utf-8") # type: ignore + assert isinstance(chunk, bytes) + extracted_content += chunk.decode("utf-8") return extracted_content diff --git a/language_model_gateway/gateway/image_generation/image_generator.py b/language_model_gateway/gateway/image_generation/image_generator.py index 149f2311a..6aea2748e 100644 --- a/language_model_gateway/gateway/image_generation/image_generator.py +++ b/language_model_gateway/gateway/image_generation/image_generator.py @@ -9,6 +9,6 @@ async def generate_image_async( style: Literal["natural", "cinematic", "digital-art", "pop-art"] = "natural", image_size: Literal[ "256x256", "512x512", "1024x1024", "1792x1024", "1024x1792" - ] = "1024x1024" + ] = "1024x1024", ) -> bytes: raise NotImplementedError("Must be implemented by subclass") diff --git a/language_model_gateway/gateway/image_generation/openai_image_generator.py b/language_model_gateway/gateway/image_generation/openai_image_generator.py index 51abcd9f0..22337fa30 100644 --- a/language_model_gateway/gateway/image_generation/openai_image_generator.py +++ b/language_model_gateway/gateway/image_generation/openai_image_generator.py @@ -15,7 +15,6 @@ class OpenAIImageGenerator(ImageGenerator): - @staticmethod async def _invoke_model_async( prompt: str, @@ -26,9 +25,9 @@ async def _invoke_model_async( """Synchronous OpenAI image generation""" openai_api_key: Optional[str] = os.environ.get("OPENAI_API_KEY") - assert ( - openai_api_key is not None - ), "OPENAI_API_KEY environment variable is not set" + assert openai_api_key is not None, ( + "OPENAI_API_KEY environment variable is not set" + ) client = AsyncOpenAI(api_key=openai_api_key) diff --git a/language_model_gateway/gateway/managers/chat_completion_manager.py b/language_model_gateway/gateway/managers/chat_completion_manager.py index 163bdde29..695b79bb3 100644 --- a/language_model_gateway/gateway/managers/chat_completion_manager.py +++ b/language_model_gateway/gateway/managers/chat_completion_manager.py @@ -80,9 +80,9 @@ async def chat_completions( model: str = chat_request["model"] assert model is not None - configs: List[ChatModelConfig] = ( - await self.config_reader.read_model_configs_async() - ) + configs: List[ + ChatModelConfig + ] = await self.config_reader.read_model_configs_async() # Find the model config model_config: ChatModelConfig | None = next( @@ -124,12 +124,12 @@ async def chat_completions( f"Running chat completion for {chat_request} with headers {headers}" ) # Use the provider to get the completions - response: StreamingResponse | JSONResponse = ( - await provider.chat_completions( - model_config=model_config, - headers=headers, - chat_request=chat_request, - ) + response: ( + StreamingResponse | JSONResponse + ) = await provider.chat_completions( + model_config=model_config, + headers=headers, + chat_request=chat_request, ) return response except Exception as e: diff --git a/language_model_gateway/gateway/managers/image_generation_manager.py b/language_model_gateway/gateway/managers/image_generation_manager.py index 20dd4b685..6d1af44be 100644 --- a/language_model_gateway/gateway/managers/image_generation_manager.py +++ b/language_model_gateway/gateway/managers/image_generation_manager.py @@ -23,7 +23,7 @@ async def generate_image_async( self, *, image_generation_request: ImageGenerationRequest, - headers: Dict[str, str] + headers: Dict[str, str], ) -> StreamingResponse | JSONResponse: """ Implements the image generation manager @@ -39,10 +39,10 @@ async def generate_image_async( assert isinstance(headers, dict) assert isinstance(image_generation_request, dict) - response: StreamingResponse | JSONResponse = ( - await self.image_generation_provider.generate_image_async( - image_generation_request=image_generation_request, headers=headers - ) + response: ( + StreamingResponse | JSONResponse + ) = await self.image_generation_provider.generate_image_async( + image_generation_request=image_generation_request, headers=headers ) return response diff --git a/language_model_gateway/gateway/managers/model_manager.py b/language_model_gateway/gateway/managers/model_manager.py index 5df3aaa15..4a25852a6 100644 --- a/language_model_gateway/gateway/managers/model_manager.py +++ b/language_model_gateway/gateway/managers/model_manager.py @@ -20,9 +20,9 @@ async def get_models( *, headers: Dict[str, str], ) -> Dict[str, str | List[Dict[str, str | int]]]: - configs: List[ChatModelConfig] = ( - await self.config_reader.read_model_configs_async() - ) + configs: List[ + ChatModelConfig + ] = await self.config_reader.read_model_configs_async() logger = logging.getLogger(__name__) logger.info("Received request for models") # get time in seconds since epoch from ten minutes ago diff --git a/language_model_gateway/gateway/ocr/aws_ocr_extractor.py b/language_model_gateway/gateway/ocr/aws_ocr_extractor.py index 2ca964e23..c8cb23052 100644 --- a/language_model_gateway/gateway/ocr/aws_ocr_extractor.py +++ b/language_model_gateway/gateway/ocr/aws_ocr_extractor.py @@ -108,9 +108,9 @@ async def extract_text_with_textract_save_to_s3_async( # first save the file to s3 # Save the file to S3 image_generation_path_ = os.environ["IMAGE_GENERATION_PATH"] - assert ( - image_generation_path_ - ), "IMAGE_GENERATION_PATH environment variable is not set" + assert image_generation_path_, ( + "IMAGE_GENERATION_PATH environment variable is not set" + ) image_file_name: str = f"{uuid4()}.pdf" file_manager: FileManager = self.file_manager_factory.get_file_manager( diff --git a/language_model_gateway/gateway/providers/base_image_generation_provider.py b/language_model_gateway/gateway/providers/base_image_generation_provider.py index 8ecb5d1af..088491656 100644 --- a/language_model_gateway/gateway/providers/base_image_generation_provider.py +++ b/language_model_gateway/gateway/providers/base_image_generation_provider.py @@ -14,5 +14,5 @@ async def generate_image_async( self, *, image_generation_request: ImageGenerationRequest, - headers: Dict[str, str] + headers: Dict[str, str], ) -> StreamingResponse | JSONResponse: ... diff --git a/language_model_gateway/gateway/providers/image_generation_provider.py b/language_model_gateway/gateway/providers/image_generation_provider.py index cb8b2bb1c..e46bedf86 100644 --- a/language_model_gateway/gateway/providers/image_generation_provider.py +++ b/language_model_gateway/gateway/providers/image_generation_provider.py @@ -90,9 +90,9 @@ async def generate_image_async( response_data = [Image(b64_json=image_b64_json)] else: image_generation_path_ = os.environ["IMAGE_GENERATION_PATH"] - assert ( - image_generation_path_ - ), "IMAGE_GENERATION_PATH environment variable is not set" + assert image_generation_path_, ( + "IMAGE_GENERATION_PATH environment variable is not set" + ) image_file_name: str = f"{uuid4()}.png" file_manager: FileManager = self.file_manager_factory.get_file_manager( folder=image_generation_path_ diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index 82f05b9ee..c3b7cafa0 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -25,7 +25,7 @@ def __init__( *, model_factory: ModelFactory, lang_graph_to_open_ai_converter: LangGraphToOpenAIConverter, - tool_provider: ToolProvider + tool_provider: ToolProvider, ) -> None: self.model_factory: ModelFactory = model_factory assert self.model_factory is not None @@ -46,9 +46,8 @@ async def chat_completions( *, model_config: ChatModelConfig, headers: Dict[str, str], - chat_request: ChatRequest + chat_request: ChatRequest, ) -> StreamingResponse | JSONResponse: - # noinspection PyArgumentList llm: BaseChatModel = self.model_factory.get_model( chat_model_config=model_config diff --git a/language_model_gateway/gateway/providers/openai_chat_completions_provider.py b/language_model_gateway/gateway/providers/openai_chat_completions_provider.py index cfa6db1b9..8878a4699 100644 --- a/language_model_gateway/gateway/providers/openai_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/openai_chat_completions_provider.py @@ -126,7 +126,6 @@ async def _stream_resp_async_generator( chat_request: ChatRequest, headers: Dict[str, str], ) -> AsyncGenerator[str, None]: - logger.info(f"Streaming response {request_id} from agent") async with self.http_client_factory.create_http_client( base_url="http://test" diff --git a/language_model_gateway/gateway/tools/confluence_page_retriever.py b/language_model_gateway/gateway/tools/confluence_page_retriever.py index b7429aa1e..a51dc744c 100644 --- a/language_model_gateway/gateway/tools/confluence_page_retriever.py +++ b/language_model_gateway/gateway/tools/confluence_page_retriever.py @@ -52,9 +52,9 @@ async def _arun( log_prefix: str = f"ConfluencePageRetriever: page_id={page_id}" try: - confluence_page: Optional[ConfluenceDocument] = ( - await self.confluence_helper.retrieve_page_by_id(page_id=page_id) - ) + confluence_page: Optional[ + ConfluenceDocument + ] = await self.confluence_helper.retrieve_page_by_id(page_id=page_id) if not confluence_page: error_msg = "Error retrieving Confluence page: Page not found" diff --git a/language_model_gateway/gateway/tools/er_diagram_generator_tool.py b/language_model_gateway/gateway/tools/er_diagram_generator_tool.py index 0646aab86..f3df5d2a9 100644 --- a/language_model_gateway/gateway/tools/er_diagram_generator_tool.py +++ b/language_model_gateway/gateway/tools/er_diagram_generator_tool.py @@ -1,5 +1,6 @@ import logging import os +import tempfile from typing import Type, Literal, Tuple, Optional, List, Dict, Union, Any from uuid import uuid4 @@ -143,7 +144,9 @@ async def _arun( for attr in attributes: attr_name = attr["name"] # type: ignore[index] # Mark primary key with * - attr_display = f"{'*' if attr.get('primary', False) else ''}{attr_name}" # type: ignore[union-attr] + attr_display = ( + f"{'*' if attr.get('primary', False) else ''}{attr_name}" # type: ignore[union-attr] + ) attribute_lines.append(attr_display) # Combine attributes into label @@ -183,7 +186,9 @@ async def _arun( image_file_name: str = f"{uuid4()}.png" # Use file manager to save the file (if needed) - image_generation_path_ = os.environ.get("IMAGE_GENERATION_PATH", "/tmp") + image_generation_path_ = os.environ.get( + "IMAGE_GENERATION_PATH", tempfile.gettempdir() + ) file_manager: FileManager = self.file_manager_factory.get_file_manager( folder=image_generation_path_ ) @@ -210,9 +215,7 @@ async def _arun( "ERDiagramGeneratorTool: Failed to save image to disk", ) - artifact: str = ( - f"ERDiagramGeneratorTool: Generated ER diagram with {len(entities)} entities <{url}> " - ) + artifact: str = f"ERDiagramGeneratorTool: Generated ER diagram with {len(entities)} entities <{url}> " # Return the image bytes and a description return url, artifact diff --git a/language_model_gateway/gateway/tools/flow_chart_generator_tool.py b/language_model_gateway/gateway/tools/flow_chart_generator_tool.py index 4ef020152..4dbeb20bc 100644 --- a/language_model_gateway/gateway/tools/flow_chart_generator_tool.py +++ b/language_model_gateway/gateway/tools/flow_chart_generator_tool.py @@ -1,5 +1,6 @@ import logging import os +import tempfile from typing import Type, Literal, Tuple, Optional, List, Dict, Union, Set from uuid import uuid4 @@ -161,7 +162,9 @@ async def _arun( image_file_name: str = f"{uuid4()}.png" # Use file manager to save the file (if needed) - image_generation_path_ = os.environ.get("IMAGE_GENERATION_PATH", "/tmp") + image_generation_path_ = os.environ.get( + "IMAGE_GENERATION_PATH", tempfile.gettempdir() + ) file_manager: FileManager = self.file_manager_factory.get_file_manager( folder=image_generation_path_ ) diff --git a/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py b/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py index 78a180397..c0df30f83 100644 --- a/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py +++ b/language_model_gateway/gateway/tools/github_pull_request_retriever_tool.py @@ -34,9 +34,7 @@ class GitHubPullRequestRetriever(ResilientBaseTool): """ name: str = "github_pull_request_retriever" - description: str = ( - "Retrieves information about a GitHub pull request given its URL, such as title, description, etc." - ) + description: str = "Retrieves information about a GitHub pull request given its URL, such as title, description, etc." args_schema: Type[BaseModel] = GitHubPullRequestRetrieverInput response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" diff --git a/language_model_gateway/gateway/tools/graph_viz_diagram_generator_tool.py b/language_model_gateway/gateway/tools/graph_viz_diagram_generator_tool.py index 0dff82dfa..b688689db 100644 --- a/language_model_gateway/gateway/tools/graph_viz_diagram_generator_tool.py +++ b/language_model_gateway/gateway/tools/graph_viz_diagram_generator_tool.py @@ -85,9 +85,9 @@ async def _arun(self, dot_input: str) -> Tuple[str, str]: # Render the diagram image_generation_path_ = os.environ["IMAGE_GENERATION_PATH"] - assert ( - image_generation_path_ - ), "IMAGE_GENERATION_PATH environment variable is not set" + assert image_generation_path_, ( + "IMAGE_GENERATION_PATH environment variable is not set" + ) image_file_name: str = f"{uuid4()}.png" # dot.render(output_file, cleanup=True) diff --git a/language_model_gateway/gateway/tools/health_summary_generator_tool.py b/language_model_gateway/gateway/tools/health_summary_generator_tool.py index 59c9de7c0..2eb3843b9 100644 --- a/language_model_gateway/gateway/tools/health_summary_generator_tool.py +++ b/language_model_gateway/gateway/tools/health_summary_generator_tool.py @@ -31,8 +31,8 @@ class HealthSummaryGeneratorTool(ResilientBaseTool): name: str = "health_summary_generator" description: str = """ - The HealthSummaryGeneratorTool is designed to generate comprehensive health summary reports for users - by processing claims data files stored in S3. This tool extracts and deduplicates information about + The HealthSummaryGeneratorTool is designed to generate comprehensive health summary reports for users + by processing claims data files stored in S3. This tool extracts and deduplicates information about diagnoses, procedures, and medications for each user, producing a structured JSON report. Features: - Accepts a file URL pointing to a claims file in S3. diff --git a/language_model_gateway/gateway/tools/image_generator_tool.py b/language_model_gateway/gateway/tools/image_generator_tool.py index 439d4e705..5349a5fe5 100644 --- a/language_model_gateway/gateway/tools/image_generator_tool.py +++ b/language_model_gateway/gateway/tools/image_generator_tool.py @@ -74,9 +74,9 @@ async def _arun(self, prompt: str) -> Tuple[str, str]: ) # base64_image: str = base64.b64encode(image_data).decode("utf-8") image_generation_path_ = os.environ["IMAGE_GENERATION_PATH"] - assert ( - image_generation_path_ - ), "IMAGE_GENERATION_PATH environment variable is not set" + assert image_generation_path_, ( + "IMAGE_GENERATION_PATH environment variable is not set" + ) image_file_name: str = f"{uuid4()}.png" file_manager: FileManager = self.file_manager_factory.get_file_manager( folder=image_generation_path_ @@ -109,9 +109,7 @@ async def _arun(self, prompt: str) -> Tuple[str, str]: ) else: markdown_image = f"![Generated Image]({url})" - artifact: str = ( - f"ImageGeneratorAgent[{self.model_provider}]: Generated image from prompt: {prompt}: <{url}> " - ) + artifact: str = f"ImageGeneratorAgent[{self.model_provider}]: Generated image from prompt: {prompt}: <{url}> " artifact += f"\n\n{markdown_image}" return url, artifact except Exception as e: diff --git a/language_model_gateway/gateway/tools/network_topology_diagram_tool.py b/language_model_gateway/gateway/tools/network_topology_diagram_tool.py index 03e5cbe0d..326e98584 100644 --- a/language_model_gateway/gateway/tools/network_topology_diagram_tool.py +++ b/language_model_gateway/gateway/tools/network_topology_diagram_tool.py @@ -1,5 +1,6 @@ import logging import os +import tempfile from typing import Type, Literal, Tuple, Optional, List, Dict, Any from uuid import uuid4 @@ -180,7 +181,9 @@ async def _arun( image_file_name: str = f"{uuid4()}.png" # Use file manager to save the file - image_generation_path_ = os.environ.get("IMAGE_GENERATION_PATH", "/tmp") + image_generation_path_ = os.environ.get( + "IMAGE_GENERATION_PATH", tempfile.gettempdir() + ) file_manager: FileManager = self.file_manager_factory.get_file_manager( folder=image_generation_path_ ) @@ -204,9 +207,7 @@ async def _arun( "SequenceDiagramGeneratorTool: Failed to save image to disk", ) - artifact: str = ( - f"NetworkTopologyGeneratorTool: Generated network topology diagram <{url}> " - ) + artifact: str = f"NetworkTopologyGeneratorTool: Generated network topology diagram <{url}> " # Return the image bytes and a description return url, artifact diff --git a/language_model_gateway/gateway/tools/provider_search_tool.py b/language_model_gateway/gateway/tools/provider_search_tool.py index b25fac910..dbbc84a5f 100644 --- a/language_model_gateway/gateway/tools/provider_search_tool.py +++ b/language_model_gateway/gateway/tools/provider_search_tool.py @@ -30,9 +30,7 @@ class ProviderSearchToolInput(BaseModel): class ProviderSearchTool(ResilientBaseTool): name: str = "provider_search" - description: str = ( - "Search for healthcare providers (e.g., doctors, clinics and hospitals) based on various criteria like name, specialty, location, insurance etc." - ) + description: str = "Search for healthcare providers (e.g., doctors, clinics and hospitals) based on various criteria like name, specialty, location, insurance etc." args_schema: Type[BaseModel] = ProviderSearchToolInput response_format: Literal["content", "content_and_artifact"] = "content_and_artifact" api_url: Optional[str] = os.environ.get("PROVIDER_SEARCH_API_URL") @@ -130,7 +128,6 @@ def _prepare_variables( specialty: Optional[List[str]] = None, insurance: Optional[List[str]] = None, ) -> Dict[str, Any]: - variables: Dict[ str, str | float | int | Dict[str, Any] | List[Dict[str, Any]] | None ] = { diff --git a/language_model_gateway/gateway/tools/python_repl_tool.py b/language_model_gateway/gateway/tools/python_repl_tool.py index b2159ab3a..9df9e5b64 100644 --- a/language_model_gateway/gateway/tools/python_repl_tool.py +++ b/language_model_gateway/gateway/tools/python_repl_tool.py @@ -16,9 +16,7 @@ class PythonReplToolInput(BaseModel): class PythonReplTool(ResilientBaseTool): name: str = "python_repl" - description: str = ( - "A Python shell. Use this to execute python commands. Input should be a valid python command. If you want to see the output of a value, you should print it out with `print(...)`." - ) + description: str = "A Python shell. Use this to execute python commands. Input should be a valid python command. If you want to see the output of a value, you should print it out with `print(...)`." args_schema: Type[BaseModel] = PythonReplToolInput async def _arun(self, query: str) -> str: diff --git a/language_model_gateway/gateway/tools/resilient_base_tool.py b/language_model_gateway/gateway/tools/resilient_base_tool.py index c19438bcb..7104b30bc 100644 --- a/language_model_gateway/gateway/tools/resilient_base_tool.py +++ b/language_model_gateway/gateway/tools/resilient_base_tool.py @@ -2,6 +2,7 @@ from typing import Optional, Any, Dict, Union, List from langchain_core.tools import BaseTool +from pydantic import BaseModel class ResilientBaseTool(BaseTool, metaclass=ABCMeta): @@ -36,6 +37,8 @@ def camel_to_snake(name: str) -> str: # find keys that are not present in self.args_schema # and convert them to snake_case + assert self.args_schema is not None + assert isinstance(self.args_schema, BaseModel) input_fields: List[str] = [c for c in self.args_schema.model_fields.keys()] tool_input = { (camel_to_snake(key) if key not in input_fields else key): value diff --git a/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py b/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py index 168ab0662..b85a19220 100644 --- a/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py +++ b/language_model_gateway/gateway/tools/scraping_bee_web_scraper_tool.py @@ -135,9 +135,7 @@ async def _arun( content: Optional[str] = await self._async_scrape(url=url, query=query) if content: - artifact: str = ( - f"ScrapingBeeWebScraperAgent: Scraped content using ScrapingBee from <{url}> " - ) + artifact: str = f"ScrapingBeeWebScraperAgent: Scraped content using ScrapingBee from <{url}> " if use_verbose_logging: logger.info(f"\n```\n{content}\n```") return await self._extract_text_content_async(content), artifact diff --git a/language_model_gateway/gateway/tools/sequence_diagram_generator_tool.py b/language_model_gateway/gateway/tools/sequence_diagram_generator_tool.py index a7a041dfe..3799b72f4 100644 --- a/language_model_gateway/gateway/tools/sequence_diagram_generator_tool.py +++ b/language_model_gateway/gateway/tools/sequence_diagram_generator_tool.py @@ -1,5 +1,6 @@ import logging import os +import tempfile from typing import Type, Literal, Tuple, Optional, List from uuid import uuid4 @@ -121,7 +122,9 @@ async def _arun( image_file_name: str = f"{uuid4()}.png" # Use file manager to save the file (if needed) - image_generation_path_ = os.environ.get("IMAGE_GENERATION_PATH", "/tmp") + image_generation_path_ = os.environ.get( + "IMAGE_GENERATION_PATH", tempfile.gettempdir() + ) file_manager: FileManager = self.file_manager_factory.get_file_manager( folder=image_generation_path_ ) diff --git a/language_model_gateway/gateway/utilities/chat_message_helpers.py b/language_model_gateway/gateway/utilities/chat_message_helpers.py index 7980346ea..0c40c4fa4 100644 --- a/language_model_gateway/gateway/utilities/chat_message_helpers.py +++ b/language_model_gateway/gateway/utilities/chat_message_helpers.py @@ -25,9 +25,9 @@ def convert_message_content_to_string(content: str | list[str | Dict[str, Any]]) if content_item_type == "text": text.append(content_item.get("text") or "") else: - assert ( - False - ), f"Unsupported content item type: {type(content_item)}: {content_item}" + assert False, ( + f"Unsupported content item type: {type(content_item)}: {content_item}" + ) return "".join(text) @@ -35,13 +35,13 @@ def langchain_to_chat_message(message: BaseMessage) -> Optional[ChatCompletionMe """Create a ChatMessage from a LangChain message.""" match message: case SystemMessage(): - assert ( - False - ), "System messages should not be converted to ChatCompletionMessage" + assert False, ( + "System messages should not be converted to ChatCompletionMessage" + ) case HumanMessage(): - assert ( - False - ), "Human messages should not be converted to ChatCompletionMessage" + assert False, ( + "Human messages should not be converted to ChatCompletionMessage" + ) case AIMessage(): ai_message = ChatCompletionMessage( role="assistant", @@ -62,9 +62,9 @@ def langchain_to_chat_message(message: BaseMessage) -> Optional[ChatCompletionMe ) return ai_message case LangchainChatMessage(): - assert ( - False - ), "Chat messages should not be converted to ChatCompletionMessage" + assert False, ( + "Chat messages should not be converted to ChatCompletionMessage" + ) case _: raise ValueError(f"Unsupported message type: {message.__class__.__name__}") return None diff --git a/language_model_gateway/gateway/utilities/databricks/databricks_helper.py b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py index 651ae5186..d09caff91 100644 --- a/language_model_gateway/gateway/utilities/databricks/databricks_helper.py +++ b/language_model_gateway/gateway/utilities/databricks/databricks_helper.py @@ -34,12 +34,16 @@ def parse_databricks_statement_response( Pandas DataFrame with query results """ try: + assert statement_response.manifest + assert statement_response.manifest.schema + assert statement_response.manifest.schema.columns # Extract column names column_names = [ - column.name for column in statement_response.manifest.schema.columns # type: ignore + column.name for column in statement_response.manifest.schema.columns ] + assert statement_response.result # Extract data array - data_array = statement_response.result.data_array # type: ignore + data_array = statement_response.result.data_array # Create DataFrame df = pd.DataFrame(data_array, columns=column_names) @@ -94,13 +98,14 @@ def execute_query(self, query: str, max_wait_time: int = 300) -> str: results = ws_client.statement_execution.execute_statement( query, warehouse_id=warehouse_id ) - self.logger.debug(f"Initial results status: {results.status.state}") # type: ignore + assert results.status is not None + self.logger.debug(f"Initial results status: {results.status.state}") # Track start time for timeout start_time = time.time() # Wait while statement is pending - while results.status.state == StatementState.PENDING: # type: ignore + while results.status.state == StatementState.PENDING: # Check for timeout self.logger.debug("Waiting for query to complete") if time.time() - start_time >= max_wait_time: @@ -112,16 +117,20 @@ def execute_query(self, query: str, max_wait_time: int = 300) -> str: # Refresh the statement status self.logger.debug("Refreshing statement status") - results = self.ws_client.statement_execution.get_statement(results.statement_id) # type: ignore - - if results.status.state != StatementState.PENDING: # type: ignore + assert results.statement_id is not None + results = ws_client.statement_execution.get_statement( + results.statement_id + ) + assert results.status is not None + if results.status.state != StatementState.PENDING: break + assert results.status is not None # Check for failed state - if results.status.state == StatementState.FAILED: # type: ignore + if results.status.state == StatementState.FAILED: error_message = ( - results.status.error.message # type: ignore - if results.status.error # type: ignore + results.status.error.message + if results.status.error else "Unknown error" ) self.logger.error(f"Error executing Databricks query: {error_message}") diff --git a/tests/gateway/mocks/mock_chat_model.py b/tests/gateway/mocks/mock_chat_model.py index 671525826..b5bf52905 100644 --- a/tests/gateway/mocks/mock_chat_model.py +++ b/tests/gateway/mocks/mock_chat_model.py @@ -96,9 +96,7 @@ async def _astream( def bind_tools( self, tools: Sequence[ - Union[ - typing.Dict[str, Any], type, Callable[[], Any], BaseTool - ] # noqa: UP006 + Union[typing.Dict[str, Any], type, Callable[[], Any], BaseTool] # noqa: UP006 ], **kwargs: Any, ) -> Runnable[LanguageModelInput, BaseMessage]: diff --git a/tests/gateway/mocks/mock_chat_response.py b/tests/gateway/mocks/mock_chat_response.py index e699e712d..3fb2eaed4 100644 --- a/tests/gateway/mocks/mock_chat_response.py +++ b/tests/gateway/mocks/mock_chat_response.py @@ -10,5 +10,5 @@ def __call__( *, model_config: ChatModelConfig, headers: Dict[str, str], - chat_request: ChatRequest + chat_request: ChatRequest, ) -> Dict[str, Any]: ... diff --git a/tests/gateway/mocks/mock_http_client_factory.py b/tests/gateway/mocks/mock_http_client_factory.py index df023d546..a5f004569 100644 --- a/tests/gateway/mocks/mock_http_client_factory.py +++ b/tests/gateway/mocks/mock_http_client_factory.py @@ -18,6 +18,6 @@ async def create_http_client( *, base_url: str, headers: Optional[Dict[str, str]] = None, - timeout: Optional[float] = 5.0 + timeout: Optional[float] = 5.0, ) -> AsyncGenerator[httpx.AsyncClient, None]: yield self.fn_http_client() diff --git a/tests/gateway/mocks/mock_image_generator.py b/tests/gateway/mocks/mock_image_generator.py index 8d23d1e35..3783ade3f 100644 --- a/tests/gateway/mocks/mock_image_generator.py +++ b/tests/gateway/mocks/mock_image_generator.py @@ -14,6 +14,6 @@ async def generate_image_async( style: Literal["natural", "cinematic", "digital-art", "pop-art"] = "natural", image_size: Literal[ "256x256", "512x512", "1024x1024", "1792x1024", "1024x1792" - ] = "1024x1024" + ] = "1024x1024", ) -> bytes: return b"mock_image_data" diff --git a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py index a02c83a9a..ecbe66eb2 100644 --- a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py +++ b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py @@ -84,9 +84,7 @@ async def test_github_get_summarized_pull_requests_from_one_repo( ) # mock pull API - pull_url: str = ( - f"https://api.github.com/repos/{org_name}/{repo_name}/pulls?state=closed&sort=created&direction=desc&per_page={max_pull_requests}&page=1" - ) + pull_url: str = f"https://api.github.com/repos/{org_name}/{repo_name}/pulls?state=closed&sort=created&direction=desc&per_page={max_pull_requests}&page=1" sample_pull_content: List[Dict[str, Any]] = [ { "url": "https://api.github.com/repos/icanbwell/helix.pipelines/pulls/1", @@ -137,7 +135,6 @@ async def test_github_get_summarized_pull_requests_from_one_repo( ) try: - # Get PR counts with optional parameters pull_request_result: GithubPullRequestResult = ( await pr_counter.retrieve_closed_prs( From 627297625af5a618b5766e3db998a2565f7922a3 Mon Sep 17 00:00:00 2001 From: Logan Edwards Date: Tue, 10 Jun 2025 15:40:35 -0400 Subject: [PATCH 088/237] Update dockercompose --- docker-compose-openwebui.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index a0fc1f2cc..90bfb7f01 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -2,7 +2,7 @@ services: open-webui: # https://github.com/open-webui/open-webui/releases # image: openwebui-local:latest - image: ghcr.io/open-webui/open-webui:v0.5.7 + image: ghcr.io/open-webui/open-webui:v0.6.14 depends_on: - open-webui-db env_file: From debbc49431563ac05f3eec4dcac8b8956a00a747 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 15 Jun 2025 19:40:08 -0700 Subject: [PATCH 089/237] set WEBUI_URL environment variable --- docker-compose-openwebui-auth.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/docker-compose-openwebui-auth.yml b/docker-compose-openwebui-auth.yml index fdc855425..16d764a95 100644 --- a/docker-compose-openwebui-auth.yml +++ b/docker-compose-openwebui-auth.yml @@ -16,6 +16,7 @@ services: OAUTH_PROVIDER_NAME: "keycloak" OAUTH_SCOPES: "openid email" OAUTH_USERNAME_CLAIM: "email" + WEBUI_URL: "https://open-webui.localhost" keycloak: # https://github.com/keycloak/keycloak/releases From 440a0f41bcd075e723f60ec4587eb1778b37170f Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 14:12:51 -0400 Subject: [PATCH 090/237] added calculator tools for simple statistic calculations --- .../official/general_purpose.json | 12 ++++ .../official/high_accuracy.json | 12 ++++ .../configs/config_schema.json | 4 ++ .../gateway/tools/calculate_length_tool.py | 49 +++++++++++++++ .../gateway/tools/calculate_sum_tool.py | 49 +++++++++++++++ .../gateway/tools/calculator_average_tool.py | 50 +++++++++++++++ .../gateway/tools/calculator_stddev_tool.py | 61 +++++++++++++++++++ .../gateway/tools/tool_provider.py | 8 +++ 8 files changed, 245 insertions(+) create mode 100644 language_model_gateway/gateway/tools/calculate_length_tool.py create mode 100644 language_model_gateway/gateway/tools/calculate_sum_tool.py create mode 100644 language_model_gateway/gateway/tools/calculator_average_tool.py create mode 100644 language_model_gateway/gateway/tools/calculator_stddev_tool.py diff --git a/language_model_gateway/configs/chat_completions/official/general_purpose.json b/language_model_gateway/configs/chat_completions/official/general_purpose.json index a514df8ab..44a0f260e 100644 --- a/language_model_gateway/configs/chat_completions/official/general_purpose.json +++ b/language_model_gateway/configs/chat_completions/official/general_purpose.json @@ -40,6 +40,18 @@ } ] }, + { + "name": "calculator_average" + }, + { + "name": "calculator_stddev" + }, + { + "name": "calculator_length" + }, + { + "name": "calculator_sum" + }, { "name": "pubmed" }, diff --git a/language_model_gateway/configs/chat_completions/official/high_accuracy.json b/language_model_gateway/configs/chat_completions/official/high_accuracy.json index 92f3510da..68488da5a 100644 --- a/language_model_gateway/configs/chat_completions/official/high_accuracy.json +++ b/language_model_gateway/configs/chat_completions/official/high_accuracy.json @@ -44,6 +44,18 @@ } ] }, + { + "name": "calculator_average" + }, + { + "name": "calculator_stddev" + }, + { + "name": "calculator_length" + }, + { + "name": "calculator_sum" + }, { "name": "pubmed" }, diff --git a/language_model_gateway/configs/config_schema.json b/language_model_gateway/configs/config_schema.json index da32fd667..5e969ee09 100644 --- a/language_model_gateway/configs/config_schema.json +++ b/language_model_gateway/configs/config_schema.json @@ -264,6 +264,10 @@ { "enum": [ "current_date", + "calculator_stddev", + "calculator_average", + "calculator_length", + "calculator_sum", "pubmed", "web_search", "get_web_page", diff --git a/language_model_gateway/gateway/tools/calculate_length_tool.py b/language_model_gateway/gateway/tools/calculate_length_tool.py new file mode 100644 index 000000000..d45f14ff3 --- /dev/null +++ b/language_model_gateway/gateway/tools/calculate_length_tool.py @@ -0,0 +1,49 @@ +from typing import Any +from pydantic import BaseModel, Field + +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + + +class CalculatorLengthInput(BaseModel): + """ + Input model for CalculatorLengthTool + + Example input: + { + "items": ["apple", "banana", "cherry"] + } + """ + + items: list[Any] = Field( + ..., + description="List of items to calculate the length. Can contain any type of items. Example: ['apple', 'banana', 'cherry']" + ) + + +class CalculatorLengthTool(ResilientBaseTool): + """ + LangChain-compatible tool for calculating the length (count) of a list of items. + + Example usage: + - Input: ["apple", "banana", "cherry"] + - Output: "The length of the provided list is: 3" + """ + + name: str = "CalculatorLengthTool" + description: str = "Useful for when you need to calculate the length (count) of a list of items" + args_schema: type[BaseModel] = CalculatorLengthInput + + def _run(self, *args: Any, **kwargs: Any) -> str: + """Run the tool to calculate the length of a list of items""" + input_data = self.args_schema(**kwargs) + items = input_data.items + + if items is None: + return "No list provided to calculate the length." + + length = len(items) + return f"The length of the provided list is: {length}" + + async def _arun(self, *args: Any, **kwargs: Any) -> str: + """Async implementation of the tool (in this case, just calls _run)""" + return self._run(*args, **kwargs) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculate_sum_tool.py b/language_model_gateway/gateway/tools/calculate_sum_tool.py new file mode 100644 index 000000000..c9d9cc34d --- /dev/null +++ b/language_model_gateway/gateway/tools/calculate_sum_tool.py @@ -0,0 +1,49 @@ +from typing import Any +from pydantic import BaseModel, Field + +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + + +class CalculatorSumInput(BaseModel): + """ + Input model for CalculatorSumTool + + Example input: + { + "numbers": [10, 20, 30] + } + """ + + numbers: list[float] = Field( + ..., + description="List of numbers to calculate the sum. Example: [10, 20, 30]" + ) + + +class CalculatorSumTool(ResilientBaseTool): + """ + LangChain-compatible tool for calculating the sum of a list of numbers. + + Example usage: + - Input: [10, 20, 30] + - Output: "The sum of the provided numbers is: 60.0" + """ + + name: str = "CalculatorSumTool" + description: str = "Useful for when you need to calculate the sum of a list of numbers" + args_schema: type[BaseModel] = CalculatorSumInput + + def _run(self, *args: Any, **kwargs: Any) -> str: + """Run the tool to calculate the sum of a list of numbers""" + input_data = self.args_schema(**kwargs) + numbers = input_data.numbers + + if not numbers: + return "No numbers provided to calculate the sum." + + total = sum(numbers) + return f"The sum of the provided numbers is: {total}" + + async def _arun(self, *args: Any, **kwargs: Any) -> str: + """Async implementation of the tool (in this case, just calls _run)""" + return self._run(*args, **kwargs) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculator_average_tool.py b/language_model_gateway/gateway/tools/calculator_average_tool.py new file mode 100644 index 000000000..7faf7595c --- /dev/null +++ b/language_model_gateway/gateway/tools/calculator_average_tool.py @@ -0,0 +1,50 @@ +from typing import Any +from pydantic import BaseModel, Field + +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + + +class CalculatorAverageInput(BaseModel): + """ + Input model for CalculatorAverageTool + + Example input: + { + "numbers": [10, 20, 30] + } + """ + + numbers: list[float] = Field( + ..., + description="List of numbers to calculate the average. Example: [10, 20, 30]" + ) + + +class CalculatorAverageTool(ResilientBaseTool): + """ + LangChain-compatible tool for calculating the average of a list of numbers. + + Example usage: + - Input: [10, 20, 30] + - Output: "The average of the provided numbers is: 20.0" + """ + + name: str = "CalculatorAverageTool" + description: str = "Useful for when you need to calculate the average of a list of numbers" + args_schema: type[BaseModel] = CalculatorAverageInput + + + def _run(self, *args: Any, **kwargs: Any) -> str: + """Run the tool to calculate the average of a list of numbers""" + input_data = self.args_schema(**kwargs) + numbers = input_data.numbers + + if not numbers: + return "No numbers provided to calculate the average." + + average = float(sum(numbers)) / len(numbers) if len(numbers) > 0 else 0.0 + return f"The average of the provided numbers is: {average}" + + async def _arun(self, *args: Any, **kwargs: Any) -> str: + """Async implementation of the tool (in this case, just calls _run)""" + return self._run(*args, **kwargs) diff --git a/language_model_gateway/gateway/tools/calculator_stddev_tool.py b/language_model_gateway/gateway/tools/calculator_stddev_tool.py new file mode 100644 index 000000000..fc61dd6e5 --- /dev/null +++ b/language_model_gateway/gateway/tools/calculator_stddev_tool.py @@ -0,0 +1,61 @@ +import math +from typing import Any +from pydantic import BaseModel, Field + +from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool + + +class CalculatorStddevInput(BaseModel): + """ + Input model for CalculatorStddevTool + + Example input: + { + "numbers": [10, 20, 30] + } + """ + + numbers: list[float] = Field( + ..., + description="List of numbers to calculate the standard deviation. Example: [10, 20, 30]" + ) + + +class CalculatorStddevTool(ResilientBaseTool): + """ + LangChain-compatible tool for calculating the standard deviation of a list of numbers. + + Example usage: + - Input: [10, 20, 30] + - Output: "The standard deviation of the provided numbers is: 8.16" + """ + + name: str = "CalculatorStddevTool" + description: str = "Useful for when you need to calculate the standard deviation of a list of numbers" + args_schema: type[BaseModel] = CalculatorStddevInput + + def _run(self, *args: Any, **kwargs: Any) -> str: + """Run the tool to calculate the standard deviation of a list of numbers""" + input_data = self.args_schema(**kwargs) + numbers = input_data.numbers + + if not numbers: + return "No numbers provided to calculate the standard deviation." + + if len(numbers) == 1: + return "Standard deviation of a single number is: 0.0" + + # Calculate mean + mean = sum(numbers) / len(numbers) + + # Calculate variance (average of squared differences from mean) + variance = sum((x - mean) ** 2 for x in numbers) / len(numbers) + + # Standard deviation is square root of variance + stddev = math.sqrt(variance) + + return f"The standard deviation of the provided numbers is: {stddev:.2f}" + + async def _arun(self, *args: Any, **kwargs: Any) -> str: + """Async implementation of the tool (in this case, just calls _run)""" + return self._run(*args, **kwargs) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 6f0b2fb6b..dc12bc46e 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -71,6 +71,10 @@ SequenceDiagramGeneratorTool, ) from language_model_gateway.gateway.tools.url_to_markdown_tool import URLToMarkdownTool +from language_model_gateway.gateway.tools.calculator_average_tool import CalculatorAverageTool +from language_model_gateway.gateway.tools.calculator_stddev_tool import CalculatorStddevTool +from language_model_gateway.gateway.tools.calculator_sum_tool import CalculatorSumTool +from language_model_gateway.gateway.tools.calculator_length_tool import CalculatorLengthTool from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( ConfluenceHelper, ) @@ -117,6 +121,10 @@ def __init__( self.tools: Dict[str, BaseTool] = { "current_date": CurrentTimeTool(), + "calculator_average": CalculatorAverageTool(), + "calculator_stddev": CalculatorStddevTool(), + "calculator_sum": CalculatorSumTool(), + "calculator_length": CalculatorLengthTool(), "web_search": web_search_tool, "pubmed": PubmedQueryRun(), "google_search": GoogleSearchTool(), From f8dfaf9012f692cfffd14ae3b8f33c4ddf6106f6 Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 14:17:08 -0400 Subject: [PATCH 091/237] added test for average --- .../tools/test_chat_calculator_average.py | 42 +++++++++++++++++++ 1 file changed, 42 insertions(+) create mode 100644 tests/gateway/tools/test_chat_calculator_average.py diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py new file mode 100644 index 000000000..16b407f3b --- /dev/null +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -0,0 +1,42 @@ +import pytest +from language_model_gateway.gateway.tools.calculator_average_tool import CalculatorAverageTool + + +async def test_calculator_average_tool_basic() -> None: + """Test basic average calculation""" + tool = CalculatorAverageTool() + result = await tool._arun(numbers=[10, 20, 30]) + print(result) + assert "The average of the provided numbers is: 20.0" in result + + +async def test_calculator_average_tool_single_number() -> None: + """Test average calculation with single number""" + tool = CalculatorAverageTool() + result = await tool._arun(numbers=[42]) + print(result) + assert "The average of the provided numbers is: 42.0" in result + + +async def test_calculator_average_tool_empty_list() -> None: + """Test average calculation with empty list""" + tool = CalculatorAverageTool() + result = await tool._arun(numbers=[]) + print(result) + assert "No numbers provided to calculate the average." in result + + +async def test_calculator_average_tool_floats() -> None: + """Test average calculation with floating point numbers""" + tool = CalculatorAverageTool() + result = await tool._arun(numbers=[1.5, 2.5, 3.0]) + print(result) + assert "The average of the provided numbers is: 2.333333333333333" in result + + +async def test_calculator_average_tool_negative_numbers() -> None: + """Test average calculation with negative numbers""" + tool = CalculatorAverageTool() + result = await tool._arun(numbers=[-10, 0, 10]) + print(result) + assert "The average of the provided numbers is: 0.0" in result \ No newline at end of file From 59c9fd7fa2177278188d4fcd3444e887538b1bbf Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 14:24:28 -0400 Subject: [PATCH 092/237] fixed naming issues --- .../tools/{calculate_length_tool.py => calculator_length_tool.py} | 0 .../tools/{calculate_sum_tool.py => calculator_sum_tool.py} | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename language_model_gateway/gateway/tools/{calculate_length_tool.py => calculator_length_tool.py} (100%) rename language_model_gateway/gateway/tools/{calculate_sum_tool.py => calculator_sum_tool.py} (100%) diff --git a/language_model_gateway/gateway/tools/calculate_length_tool.py b/language_model_gateway/gateway/tools/calculator_length_tool.py similarity index 100% rename from language_model_gateway/gateway/tools/calculate_length_tool.py rename to language_model_gateway/gateway/tools/calculator_length_tool.py diff --git a/language_model_gateway/gateway/tools/calculate_sum_tool.py b/language_model_gateway/gateway/tools/calculator_sum_tool.py similarity index 100% rename from language_model_gateway/gateway/tools/calculate_sum_tool.py rename to language_model_gateway/gateway/tools/calculator_sum_tool.py From 57a4b9fb64fbdbc860dd4a3956f665e150b78d44 Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 14:45:45 -0400 Subject: [PATCH 093/237] added to the tools section of the config schema --- language_model_gateway/configs/config_schema.json | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/language_model_gateway/configs/config_schema.json b/language_model_gateway/configs/config_schema.json index 5e969ee09..32b562140 100644 --- a/language_model_gateway/configs/config_schema.json +++ b/language_model_gateway/configs/config_schema.json @@ -198,6 +198,10 @@ { "enum": [ "current_date", + "calculator_stddev", + "calculator_average", + "calculator_length", + "calculator_sum", "pubmed", "web_search", "get_web_page", From 968c12640223a0e117437829231ec24162b48d3c Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 16:01:56 -0400 Subject: [PATCH 094/237] I don't know what's left to do --- .../gateway/tools/calculator_average_tool.py | 30 ++++++++++++------- .../gateway/tools/calculator_length_tool.py | 15 ++++++---- .../gateway/tools/calculator_stddev_tool.py | 17 ++++++++--- .../gateway/tools/calculator_sum_tool.py | 16 ++++++---- .../tools/test_chat_calculator_average.py | 2 +- 5 files changed, 55 insertions(+), 25 deletions(-) diff --git a/language_model_gateway/gateway/tools/calculator_average_tool.py b/language_model_gateway/gateway/tools/calculator_average_tool.py index 7faf7595c..ce469076a 100644 --- a/language_model_gateway/gateway/tools/calculator_average_tool.py +++ b/language_model_gateway/gateway/tools/calculator_average_tool.py @@ -1,8 +1,11 @@ from typing import Any from pydantic import BaseModel, Field +import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +logger = logging.getLogger(__file__) + class CalculatorAverageInput(BaseModel): """ @@ -16,7 +19,7 @@ class CalculatorAverageInput(BaseModel): numbers: list[float] = Field( ..., - description="List of numbers to calculate the average. Example: [10, 20, 30]" + description="List of numbers to calculate the average. Example: [10.0, 20, 30]" ) @@ -33,18 +36,25 @@ class CalculatorAverageTool(ResilientBaseTool): description: str = "Useful for when you need to calculate the average of a list of numbers" args_schema: type[BaseModel] = CalculatorAverageInput - - def _run(self, *args: Any, **kwargs: Any) -> str: + def _run(self, numbers: list[float]) -> str: """Run the tool to calculate the average of a list of numbers""" - input_data = self.args_schema(**kwargs) - numbers = input_data.numbers + logger.info("CalculatorAverageTool_run called with numbers: %s", numbers) + logger.debug("Numbers received for averaging: %s", numbers) if not numbers: + logger.warning("No numbers provided to calculate the average.") return "No numbers provided to calculate the average." - average = float(sum(numbers)) / len(numbers) if len(numbers) > 0 else 0.0 - return f"The average of the provided numbers is: {average}" - - async def _arun(self, *args: Any, **kwargs: Any) -> str: + try: + # Ensure all inputs are convertible to float + numbers = [float(num) for num in numbers] + average = sum(numbers) / len(numbers) + logger.info("Calculated average: %f", average) + return f"The average of the provided numbers is: {average}" + except (TypeError, ValueError) as e: + logger.error(f"Error converting numbers: {e}") + return f"Error: Could not convert all inputs to numbers. {e}" + + async def _arun(self, numbers: list[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return self._run(*args, **kwargs) + return self._run(numbers) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculator_length_tool.py b/language_model_gateway/gateway/tools/calculator_length_tool.py index d45f14ff3..2e504360d 100644 --- a/language_model_gateway/gateway/tools/calculator_length_tool.py +++ b/language_model_gateway/gateway/tools/calculator_length_tool.py @@ -1,9 +1,13 @@ from typing import Any from pydantic import BaseModel, Field +import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +logger = logging.getLogger(__name__) + + class CalculatorLengthInput(BaseModel): """ Input model for CalculatorLengthTool @@ -33,17 +37,18 @@ class CalculatorLengthTool(ResilientBaseTool): description: str = "Useful for when you need to calculate the length (count) of a list of items" args_schema: type[BaseModel] = CalculatorLengthInput - def _run(self, *args: Any, **kwargs: Any) -> str: + def _run(self, items: list[Any]) -> str: """Run the tool to calculate the length of a list of items""" - input_data = self.args_schema(**kwargs) - items = input_data.items + logger.info("CalculatorLengthTool _run called with args: %s, kwargs: %s", args, kwargs) if items is None: + logger.warning("No list provided to calculate the length.") return "No list provided to calculate the length." length = len(items) + logger.info("Calculated length: %d for items: %s", length, items) return f"The length of the provided list is: {length}" - async def _arun(self, *args: Any, **kwargs: Any) -> str: + async def _arun(self, items: list[Any]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return self._run(*args, **kwargs) \ No newline at end of file + return self._run(items=items) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculator_stddev_tool.py b/language_model_gateway/gateway/tools/calculator_stddev_tool.py index fc61dd6e5..05835afae 100644 --- a/language_model_gateway/gateway/tools/calculator_stddev_tool.py +++ b/language_model_gateway/gateway/tools/calculator_stddev_tool.py @@ -1,10 +1,14 @@ import math from typing import Any from pydantic import BaseModel, Field +import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +logger = logging.getLogger(__name__) + + class CalculatorStddevInput(BaseModel): """ Input model for CalculatorStddevTool @@ -34,28 +38,33 @@ class CalculatorStddevTool(ResilientBaseTool): description: str = "Useful for when you need to calculate the standard deviation of a list of numbers" args_schema: type[BaseModel] = CalculatorStddevInput - def _run(self, *args: Any, **kwargs: Any) -> str: + def _run(self, numbers: list[float]) -> str: """Run the tool to calculate the standard deviation of a list of numbers""" - input_data = self.args_schema(**kwargs) - numbers = input_data.numbers + logger.info("Starting standard deviation calculation.") + logger.debug(f"Input numbers: {numbers}") if not numbers: + logger.warning("No numbers provided to calculate the standard deviation.") return "No numbers provided to calculate the standard deviation." if len(numbers) == 1: + logger.info("Only one number provided. Standard deviation is 0.0.") return "Standard deviation of a single number is: 0.0" # Calculate mean mean = sum(numbers) / len(numbers) + logger.debug(f"Calculated mean: {mean}") # Calculate variance (average of squared differences from mean) variance = sum((x - mean) ** 2 for x in numbers) / len(numbers) + logger.debug(f"Calculated variance: {variance}") # Standard deviation is square root of variance stddev = math.sqrt(variance) + logger.info(f"Calculated standard deviation: {stddev:.2f}") return f"The standard deviation of the provided numbers is: {stddev:.2f}" - async def _arun(self, *args: Any, **kwargs: Any) -> str: + async def _arun(self, numbers: list[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" return self._run(*args, **kwargs) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculator_sum_tool.py b/language_model_gateway/gateway/tools/calculator_sum_tool.py index c9d9cc34d..fc0391eb0 100644 --- a/language_model_gateway/gateway/tools/calculator_sum_tool.py +++ b/language_model_gateway/gateway/tools/calculator_sum_tool.py @@ -1,9 +1,13 @@ from typing import Any from pydantic import BaseModel, Field +import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool +logger = logging.getLogger(__name__) + + class CalculatorSumInput(BaseModel): """ Input model for CalculatorSumTool @@ -33,17 +37,19 @@ class CalculatorSumTool(ResilientBaseTool): description: str = "Useful for when you need to calculate the sum of a list of numbers" args_schema: type[BaseModel] = CalculatorSumInput - def _run(self, *args: Any, **kwargs: Any) -> str: + def _run(self, numbers: list[float]) -> str: """Run the tool to calculate the sum of a list of numbers""" - input_data = self.args_schema(**kwargs) - numbers = input_data.numbers + logger = logging.getLogger(__name__) + logger.debug(f"Received numbers for sum: {numbers}") if not numbers: + logger.warning("No numbers provided to calculate the sum.") return "No numbers provided to calculate the sum." total = sum(numbers) + logger.info(f"Calculated sum: {total}") return f"The sum of the provided numbers is: {total}" - async def _arun(self, *args: Any, **kwargs: Any) -> str: + async def _arun(self, numbers: list[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return self._run(*args, **kwargs) \ No newline at end of file + return self._run(numbers=numbers) \ No newline at end of file diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index 16b407f3b..bfe6f4591 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -31,7 +31,7 @@ async def test_calculator_average_tool_floats() -> None: tool = CalculatorAverageTool() result = await tool._arun(numbers=[1.5, 2.5, 3.0]) print(result) - assert "The average of the provided numbers is: 2.333333333333333" in result + assert "The average of the provided numbers is: 2.333333333333" in result async def test_calculator_average_tool_negative_numbers() -> None: From 0d6dd9cf08eb505e0e11e8f3c83596e7d096fca6 Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 16:15:06 -0400 Subject: [PATCH 095/237] converted run to arun and asyncio.run(self.run...) for basic run --- .../gateway/tools/calculator_average_tool.py | 13 +++++++------ .../gateway/tools/calculator_length_tool.py | 4 ++-- .../gateway/tools/calculator_stddev_tool.py | 8 +++++--- .../gateway/tools/calculator_sum_tool.py | 13 +++++++------ 4 files changed, 21 insertions(+), 17 deletions(-) diff --git a/language_model_gateway/gateway/tools/calculator_average_tool.py b/language_model_gateway/gateway/tools/calculator_average_tool.py index ce469076a..e2a6eaa07 100644 --- a/language_model_gateway/gateway/tools/calculator_average_tool.py +++ b/language_model_gateway/gateway/tools/calculator_average_tool.py @@ -1,4 +1,5 @@ -from typing import Any +import asyncio +from typing import Type, List from pydantic import BaseModel, Field import logging @@ -17,7 +18,7 @@ class CalculatorAverageInput(BaseModel): } """ - numbers: list[float] = Field( + numbers: List[float] = Field( ..., description="List of numbers to calculate the average. Example: [10.0, 20, 30]" ) @@ -34,9 +35,9 @@ class CalculatorAverageTool(ResilientBaseTool): name: str = "CalculatorAverageTool" description: str = "Useful for when you need to calculate the average of a list of numbers" - args_schema: type[BaseModel] = CalculatorAverageInput + args_schema: Type[BaseModel] = CalculatorAverageInput - def _run(self, numbers: list[float]) -> str: + async def _arun(self, numbers: List[float]) -> str: """Run the tool to calculate the average of a list of numbers""" logger.info("CalculatorAverageTool_run called with numbers: %s", numbers) logger.debug("Numbers received for averaging: %s", numbers) @@ -55,6 +56,6 @@ def _run(self, numbers: list[float]) -> str: logger.error(f"Error converting numbers: {e}") return f"Error: Could not convert all inputs to numbers. {e}" - async def _arun(self, numbers: list[float]) -> str: + def _run(self, numbers: List[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return self._run(numbers) \ No newline at end of file + return asyncio.run(self._arun(numbers)) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculator_length_tool.py b/language_model_gateway/gateway/tools/calculator_length_tool.py index 2e504360d..38f2c411e 100644 --- a/language_model_gateway/gateway/tools/calculator_length_tool.py +++ b/language_model_gateway/gateway/tools/calculator_length_tool.py @@ -37,7 +37,7 @@ class CalculatorLengthTool(ResilientBaseTool): description: str = "Useful for when you need to calculate the length (count) of a list of items" args_schema: type[BaseModel] = CalculatorLengthInput - def _run(self, items: list[Any]) -> str: + async def _arun(self, items: list[Any]) -> str: """Run the tool to calculate the length of a list of items""" logger.info("CalculatorLengthTool _run called with args: %s, kwargs: %s", args, kwargs) @@ -49,6 +49,6 @@ def _run(self, items: list[Any]) -> str: logger.info("Calculated length: %d for items: %s", length, items) return f"The length of the provided list is: {length}" - async def _arun(self, items: list[Any]) -> str: + def _run(self, items: list[Any]) -> str: """Async implementation of the tool (in this case, just calls _run)""" return self._run(items=items) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculator_stddev_tool.py b/language_model_gateway/gateway/tools/calculator_stddev_tool.py index 05835afae..75ff44009 100644 --- a/language_model_gateway/gateway/tools/calculator_stddev_tool.py +++ b/language_model_gateway/gateway/tools/calculator_stddev_tool.py @@ -1,3 +1,5 @@ +import asyncio + import math from typing import Any from pydantic import BaseModel, Field @@ -38,7 +40,7 @@ class CalculatorStddevTool(ResilientBaseTool): description: str = "Useful for when you need to calculate the standard deviation of a list of numbers" args_schema: type[BaseModel] = CalculatorStddevInput - def _run(self, numbers: list[float]) -> str: + async def _arun(self, numbers: list[float]) -> str: """Run the tool to calculate the standard deviation of a list of numbers""" logger.info("Starting standard deviation calculation.") logger.debug(f"Input numbers: {numbers}") @@ -65,6 +67,6 @@ def _run(self, numbers: list[float]) -> str: return f"The standard deviation of the provided numbers is: {stddev:.2f}" - async def _arun(self, numbers: list[float]) -> str: + def _run(self, numbers: list[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return self._run(*args, **kwargs) \ No newline at end of file + return asyncio.run(self._arun(numbers=numbers)) \ No newline at end of file diff --git a/language_model_gateway/gateway/tools/calculator_sum_tool.py b/language_model_gateway/gateway/tools/calculator_sum_tool.py index fc0391eb0..e2f462f35 100644 --- a/language_model_gateway/gateway/tools/calculator_sum_tool.py +++ b/language_model_gateway/gateway/tools/calculator_sum_tool.py @@ -1,4 +1,5 @@ -from typing import Any +import asyncio +from typing import List, Type from pydantic import BaseModel, Field import logging @@ -18,7 +19,7 @@ class CalculatorSumInput(BaseModel): } """ - numbers: list[float] = Field( + numbers: List[float] = Field( ..., description="List of numbers to calculate the sum. Example: [10, 20, 30]" ) @@ -35,9 +36,9 @@ class CalculatorSumTool(ResilientBaseTool): name: str = "CalculatorSumTool" description: str = "Useful for when you need to calculate the sum of a list of numbers" - args_schema: type[BaseModel] = CalculatorSumInput + args_schema: Type[BaseModel] = CalculatorSumInput - def _run(self, numbers: list[float]) -> str: + async def _arun(self, numbers: list[float]) -> str: """Run the tool to calculate the sum of a list of numbers""" logger = logging.getLogger(__name__) logger.debug(f"Received numbers for sum: {numbers}") @@ -50,6 +51,6 @@ def _run(self, numbers: list[float]) -> str: logger.info(f"Calculated sum: {total}") return f"The sum of the provided numbers is: {total}" - async def _arun(self, numbers: list[float]) -> str: + def _run(self, numbers: list[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return self._run(numbers=numbers) \ No newline at end of file + return asyncio.run(self._arun(numbers=numbers)) \ No newline at end of file From 8390b6fa82abf688749e2b44b7034c97160020db Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 16:17:51 -0400 Subject: [PATCH 096/237] made correction of arun --- language_model_gateway/gateway/tools/calculator_length_tool.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/calculator_length_tool.py b/language_model_gateway/gateway/tools/calculator_length_tool.py index 38f2c411e..1267104e0 100644 --- a/language_model_gateway/gateway/tools/calculator_length_tool.py +++ b/language_model_gateway/gateway/tools/calculator_length_tool.py @@ -1,3 +1,4 @@ +import asyncio from typing import Any from pydantic import BaseModel, Field import logging @@ -51,4 +52,4 @@ async def _arun(self, items: list[Any]) -> str: def _run(self, items: list[Any]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return self._run(items=items) \ No newline at end of file + return asyncio.run(self._arun(items=items)) \ No newline at end of file From d84f869c4de26578be06efd0fe4302e182cff14c Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Fri, 11 Jul 2025 16:27:49 -0400 Subject: [PATCH 097/237] fixed error --- .../gateway/tools/calculator_average_tool.py | 8 ++++--- .../gateway/tools/calculator_length_tool.py | 10 ++++----- .../gateway/tools/calculator_stddev_tool.py | 5 ++--- .../gateway/tools/calculator_sum_tool.py | 9 ++++---- .../gateway/tools/tool_provider.py | 12 ++++++++--- .../tools/test_chat_calculator_average.py | 21 ++++++++++++------- 6 files changed, 39 insertions(+), 26 deletions(-) diff --git a/language_model_gateway/gateway/tools/calculator_average_tool.py b/language_model_gateway/gateway/tools/calculator_average_tool.py index e2a6eaa07..184fe9631 100644 --- a/language_model_gateway/gateway/tools/calculator_average_tool.py +++ b/language_model_gateway/gateway/tools/calculator_average_tool.py @@ -20,7 +20,7 @@ class CalculatorAverageInput(BaseModel): numbers: List[float] = Field( ..., - description="List of numbers to calculate the average. Example: [10.0, 20, 30]" + description="List of numbers to calculate the average. Example: [10.0, 20, 30]", ) @@ -34,7 +34,9 @@ class CalculatorAverageTool(ResilientBaseTool): """ name: str = "CalculatorAverageTool" - description: str = "Useful for when you need to calculate the average of a list of numbers" + description: str = ( + "Useful for when you need to calculate the average of a list of numbers" + ) args_schema: Type[BaseModel] = CalculatorAverageInput async def _arun(self, numbers: List[float]) -> str: @@ -58,4 +60,4 @@ async def _arun(self, numbers: List[float]) -> str: def _run(self, numbers: List[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return asyncio.run(self._arun(numbers)) \ No newline at end of file + return asyncio.run(self._arun(numbers)) diff --git a/language_model_gateway/gateway/tools/calculator_length_tool.py b/language_model_gateway/gateway/tools/calculator_length_tool.py index 1267104e0..560b9bd5e 100644 --- a/language_model_gateway/gateway/tools/calculator_length_tool.py +++ b/language_model_gateway/gateway/tools/calculator_length_tool.py @@ -21,7 +21,7 @@ class CalculatorLengthInput(BaseModel): items: list[Any] = Field( ..., - description="List of items to calculate the length. Can contain any type of items. Example: ['apple', 'banana', 'cherry']" + description="List of items to calculate the length. Can contain any type of items. Example: ['apple', 'banana', 'cherry']", ) @@ -35,13 +35,13 @@ class CalculatorLengthTool(ResilientBaseTool): """ name: str = "CalculatorLengthTool" - description: str = "Useful for when you need to calculate the length (count) of a list of items" + description: str = ( + "Useful for when you need to calculate the length (count) of a list of items" + ) args_schema: type[BaseModel] = CalculatorLengthInput async def _arun(self, items: list[Any]) -> str: """Run the tool to calculate the length of a list of items""" - logger.info("CalculatorLengthTool _run called with args: %s, kwargs: %s", args, kwargs) - if items is None: logger.warning("No list provided to calculate the length.") return "No list provided to calculate the length." @@ -52,4 +52,4 @@ async def _arun(self, items: list[Any]) -> str: def _run(self, items: list[Any]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return asyncio.run(self._arun(items=items)) \ No newline at end of file + return asyncio.run(self._arun(items=items)) diff --git a/language_model_gateway/gateway/tools/calculator_stddev_tool.py b/language_model_gateway/gateway/tools/calculator_stddev_tool.py index 75ff44009..d95a5dbc3 100644 --- a/language_model_gateway/gateway/tools/calculator_stddev_tool.py +++ b/language_model_gateway/gateway/tools/calculator_stddev_tool.py @@ -1,7 +1,6 @@ import asyncio import math -from typing import Any from pydantic import BaseModel, Field import logging @@ -23,7 +22,7 @@ class CalculatorStddevInput(BaseModel): numbers: list[float] = Field( ..., - description="List of numbers to calculate the standard deviation. Example: [10, 20, 30]" + description="List of numbers to calculate the standard deviation. Example: [10, 20, 30]", ) @@ -69,4 +68,4 @@ async def _arun(self, numbers: list[float]) -> str: def _run(self, numbers: list[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return asyncio.run(self._arun(numbers=numbers)) \ No newline at end of file + return asyncio.run(self._arun(numbers=numbers)) diff --git a/language_model_gateway/gateway/tools/calculator_sum_tool.py b/language_model_gateway/gateway/tools/calculator_sum_tool.py index e2f462f35..68cdb89ad 100644 --- a/language_model_gateway/gateway/tools/calculator_sum_tool.py +++ b/language_model_gateway/gateway/tools/calculator_sum_tool.py @@ -20,8 +20,7 @@ class CalculatorSumInput(BaseModel): """ numbers: List[float] = Field( - ..., - description="List of numbers to calculate the sum. Example: [10, 20, 30]" + ..., description="List of numbers to calculate the sum. Example: [10, 20, 30]" ) @@ -35,7 +34,9 @@ class CalculatorSumTool(ResilientBaseTool): """ name: str = "CalculatorSumTool" - description: str = "Useful for when you need to calculate the sum of a list of numbers" + description: str = ( + "Useful for when you need to calculate the sum of a list of numbers" + ) args_schema: Type[BaseModel] = CalculatorSumInput async def _arun(self, numbers: list[float]) -> str: @@ -53,4 +54,4 @@ async def _arun(self, numbers: list[float]) -> str: def _run(self, numbers: list[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return asyncio.run(self._arun(numbers=numbers)) \ No newline at end of file + return asyncio.run(self._arun(numbers=numbers)) diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index dc12bc46e..d85cc1b63 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -71,10 +71,16 @@ SequenceDiagramGeneratorTool, ) from language_model_gateway.gateway.tools.url_to_markdown_tool import URLToMarkdownTool -from language_model_gateway.gateway.tools.calculator_average_tool import CalculatorAverageTool -from language_model_gateway.gateway.tools.calculator_stddev_tool import CalculatorStddevTool +from language_model_gateway.gateway.tools.calculator_average_tool import ( + CalculatorAverageTool, +) +from language_model_gateway.gateway.tools.calculator_stddev_tool import ( + CalculatorStddevTool, +) from language_model_gateway.gateway.tools.calculator_sum_tool import CalculatorSumTool -from language_model_gateway.gateway.tools.calculator_length_tool import CalculatorLengthTool +from language_model_gateway.gateway.tools.calculator_length_tool import ( + CalculatorLengthTool, +) from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( ConfluenceHelper, ) diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index bfe6f4591..4fb6e0493 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -1,12 +1,17 @@ -import pytest -from language_model_gateway.gateway.tools.calculator_average_tool import CalculatorAverageTool +from language_model_gateway.gateway.tools.calculator_average_tool import ( + CalculatorAverageTool, +) +import logging + +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger(__file__) async def test_calculator_average_tool_basic() -> None: """Test basic average calculation""" tool = CalculatorAverageTool() result = await tool._arun(numbers=[10, 20, 30]) - print(result) + logger.info(result) assert "The average of the provided numbers is: 20.0" in result @@ -14,7 +19,7 @@ async def test_calculator_average_tool_single_number() -> None: """Test average calculation with single number""" tool = CalculatorAverageTool() result = await tool._arun(numbers=[42]) - print(result) + logger.info(result) assert "The average of the provided numbers is: 42.0" in result @@ -22,7 +27,7 @@ async def test_calculator_average_tool_empty_list() -> None: """Test average calculation with empty list""" tool = CalculatorAverageTool() result = await tool._arun(numbers=[]) - print(result) + logger.info(result) assert "No numbers provided to calculate the average." in result @@ -30,7 +35,7 @@ async def test_calculator_average_tool_floats() -> None: """Test average calculation with floating point numbers""" tool = CalculatorAverageTool() result = await tool._arun(numbers=[1.5, 2.5, 3.0]) - print(result) + logger.info(result) assert "The average of the provided numbers is: 2.333333333333" in result @@ -38,5 +43,5 @@ async def test_calculator_average_tool_negative_numbers() -> None: """Test average calculation with negative numbers""" tool = CalculatorAverageTool() result = await tool._arun(numbers=[-10, 0, 10]) - print(result) - assert "The average of the provided numbers is: 0.0" in result \ No newline at end of file + logger.info(result) + assert "The average of the provided numbers is: 0.0" in result From 7e2c38da9e0317eeb41b266403b0d6956e6dc2b6 Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Tue, 15 Jul 2025 10:52:21 -0500 Subject: [PATCH 098/237] pre-commit hooks --- .../gateway/tools/calculator_average_tool.py | 8 +- .../tools/test_chat_calculator_average.py | 92 ++++++++++++------- 2 files changed, 63 insertions(+), 37 deletions(-) diff --git a/language_model_gateway/gateway/tools/calculator_average_tool.py b/language_model_gateway/gateway/tools/calculator_average_tool.py index 184fe9631..e92050f78 100644 --- a/language_model_gateway/gateway/tools/calculator_average_tool.py +++ b/language_model_gateway/gateway/tools/calculator_average_tool.py @@ -19,7 +19,6 @@ class CalculatorAverageInput(BaseModel): """ numbers: List[float] = Field( - ..., description="List of numbers to calculate the average. Example: [10.0, 20, 30]", ) @@ -33,6 +32,8 @@ class CalculatorAverageTool(ResilientBaseTool): - Output: "The average of the provided numbers is: 20.0" """ + logger.info("Initializing CalculatorAverageTool") + name: str = "CalculatorAverageTool" description: str = ( "Useful for when you need to calculate the average of a list of numbers" @@ -41,8 +42,7 @@ class CalculatorAverageTool(ResilientBaseTool): async def _arun(self, numbers: List[float]) -> str: """Run the tool to calculate the average of a list of numbers""" - logger.info("CalculatorAverageTool_run called with numbers: %s", numbers) - logger.debug("Numbers received for averaging: %s", numbers) + logger.info(f"CalculatorAverageTool _arun called with numbers: {numbers}") if not numbers: logger.warning("No numbers provided to calculate the average.") @@ -52,7 +52,7 @@ async def _arun(self, numbers: List[float]) -> str: # Ensure all inputs are convertible to float numbers = [float(num) for num in numbers] average = sum(numbers) / len(numbers) - logger.info("Calculated average: %f", average) + logger.info(f"Calculated average: {average}") return f"The average of the provided numbers is: {average}" except (TypeError, ValueError) as e: logger.error(f"Error converting numbers: {e}") diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index 4fb6e0493..b5ed2531f 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -1,47 +1,73 @@ -from language_model_gateway.gateway.tools.calculator_average_tool import ( - CalculatorAverageTool, -) +from pathlib import Path +from shutil import rmtree +from os import makedirs import logging +import httpx +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion +from typing import List, Dict, Any + logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__file__) -async def test_calculator_average_tool_basic() -> None: - """Test basic average calculation""" - tool = CalculatorAverageTool() - result = await tool._arun(numbers=[10, 20, 30]) - logger.info(result) - assert "The average of the provided numbers is: 20.0" in result +def build_prompt(numbers: List[float]) -> str: + if not numbers: + return "Calculate the average of: " + return f"Calculate the average of: {', '.join(map(str, numbers))}" -async def test_calculator_average_tool_single_number() -> None: - """Test average calculation with single number""" - tool = CalculatorAverageTool() - result = await tool._arun(numbers=[42]) - logger.info(result) - assert "The average of the provided numbers is: 42.0" in result +async def test_chat_calculator_average_tool_bedrock( + async_client: httpx.AsyncClient, +) -> None: + print("") + data_dir = Path(__file__).parent.joinpath("./") + temp_folder = data_dir.joinpath("../temp") + if temp_folder.is_dir(): + rmtree(temp_folder) + makedirs(temp_folder) + test_cases: List[Dict[str, Any]] = [ + {"numbers": [10, 20, 30], "expected": "20.0"}, + {"numbers": [42], "expected": "42.0"}, + {"numbers": [], "expected": "No numbers provided"}, + {"numbers": [1.5, 2.5, 3.0], "expected": "2.333"}, + {"numbers": [-10, 0, 10], "expected": "0.0"}, + ] -async def test_calculator_average_tool_empty_list() -> None: - """Test average calculation with empty list""" - tool = CalculatorAverageTool() - result = await tool._arun(numbers=[]) - logger.info(result) - assert "No numbers provided to calculate the average." in result + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # change the default port if needed + http_client=async_client, + ) + # call API + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": "what is the current date and time?", + } + ], + model="General Purpose", + ) + print(chat_completion) -async def test_calculator_average_tool_floats() -> None: - """Test average calculation with floating point numbers""" - tool = CalculatorAverageTool() - result = await tool._arun(numbers=[1.5, 2.5, 3.0]) - logger.info(result) - assert "The average of the provided numbers is: 2.333333333333" in result + for idx, case in enumerate(test_cases): + prompt: str = build_prompt(case["numbers"]) + print(f"\nSending prompt to Bedrock: {prompt}") + # call API + chat_completion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": prompt, + } + ], + model="General Purpose", + ) -async def test_calculator_average_tool_negative_numbers() -> None: - """Test average calculation with negative numbers""" - tool = CalculatorAverageTool() - result = await tool._arun(numbers=[-10, 0, 10]) - logger.info(result) - assert "The average of the provided numbers is: 0.0" in result + print(chat_completion) From fd606fc6be14d064af42e9c06e046c58332f2b70 Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Tue, 15 Jul 2025 12:00:18 -0500 Subject: [PATCH 099/237] precommit hooks --- .../gateway/tools/calculator_average_tool.py | 21 +--------- .../gateway/tools/calculator_length_tool.py | 18 -------- .../gateway/tools/calculator_stddev_tool.py | 18 -------- .../gateway/tools/calculator_sum_tool.py | 24 ++--------- .../tools/test_chat_calculator_average.py | 42 +++++++++++++++---- 5 files changed, 39 insertions(+), 84 deletions(-) diff --git a/language_model_gateway/gateway/tools/calculator_average_tool.py b/language_model_gateway/gateway/tools/calculator_average_tool.py index e92050f78..f26d562f3 100644 --- a/language_model_gateway/gateway/tools/calculator_average_tool.py +++ b/language_model_gateway/gateway/tools/calculator_average_tool.py @@ -1,6 +1,5 @@ import asyncio -from typing import Type, List -from pydantic import BaseModel, Field +from typing import List import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool @@ -8,21 +7,6 @@ logger = logging.getLogger(__file__) -class CalculatorAverageInput(BaseModel): - """ - Input model for CalculatorAverageTool - - Example input: - { - "numbers": [10, 20, 30] - } - """ - - numbers: List[float] = Field( - description="List of numbers to calculate the average. Example: [10.0, 20, 30]", - ) - - class CalculatorAverageTool(ResilientBaseTool): """ LangChain-compatible tool for calculating the average of a list of numbers. @@ -38,7 +22,6 @@ class CalculatorAverageTool(ResilientBaseTool): description: str = ( "Useful for when you need to calculate the average of a list of numbers" ) - args_schema: Type[BaseModel] = CalculatorAverageInput async def _arun(self, numbers: List[float]) -> str: """Run the tool to calculate the average of a list of numbers""" @@ -60,4 +43,4 @@ async def _arun(self, numbers: List[float]) -> str: def _run(self, numbers: List[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" - return asyncio.run(self._arun(numbers)) + return asyncio.run(self._arun(numbers=numbers)) diff --git a/language_model_gateway/gateway/tools/calculator_length_tool.py b/language_model_gateway/gateway/tools/calculator_length_tool.py index 560b9bd5e..407c090e8 100644 --- a/language_model_gateway/gateway/tools/calculator_length_tool.py +++ b/language_model_gateway/gateway/tools/calculator_length_tool.py @@ -1,6 +1,5 @@ import asyncio from typing import Any -from pydantic import BaseModel, Field import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool @@ -9,22 +8,6 @@ logger = logging.getLogger(__name__) -class CalculatorLengthInput(BaseModel): - """ - Input model for CalculatorLengthTool - - Example input: - { - "items": ["apple", "banana", "cherry"] - } - """ - - items: list[Any] = Field( - ..., - description="List of items to calculate the length. Can contain any type of items. Example: ['apple', 'banana', 'cherry']", - ) - - class CalculatorLengthTool(ResilientBaseTool): """ LangChain-compatible tool for calculating the length (count) of a list of items. @@ -38,7 +21,6 @@ class CalculatorLengthTool(ResilientBaseTool): description: str = ( "Useful for when you need to calculate the length (count) of a list of items" ) - args_schema: type[BaseModel] = CalculatorLengthInput async def _arun(self, items: list[Any]) -> str: """Run the tool to calculate the length of a list of items""" diff --git a/language_model_gateway/gateway/tools/calculator_stddev_tool.py b/language_model_gateway/gateway/tools/calculator_stddev_tool.py index d95a5dbc3..71449e763 100644 --- a/language_model_gateway/gateway/tools/calculator_stddev_tool.py +++ b/language_model_gateway/gateway/tools/calculator_stddev_tool.py @@ -1,7 +1,6 @@ import asyncio import math -from pydantic import BaseModel, Field import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool @@ -10,22 +9,6 @@ logger = logging.getLogger(__name__) -class CalculatorStddevInput(BaseModel): - """ - Input model for CalculatorStddevTool - - Example input: - { - "numbers": [10, 20, 30] - } - """ - - numbers: list[float] = Field( - ..., - description="List of numbers to calculate the standard deviation. Example: [10, 20, 30]", - ) - - class CalculatorStddevTool(ResilientBaseTool): """ LangChain-compatible tool for calculating the standard deviation of a list of numbers. @@ -37,7 +20,6 @@ class CalculatorStddevTool(ResilientBaseTool): name: str = "CalculatorStddevTool" description: str = "Useful for when you need to calculate the standard deviation of a list of numbers" - args_schema: type[BaseModel] = CalculatorStddevInput async def _arun(self, numbers: list[float]) -> str: """Run the tool to calculate the standard deviation of a list of numbers""" diff --git a/language_model_gateway/gateway/tools/calculator_sum_tool.py b/language_model_gateway/gateway/tools/calculator_sum_tool.py index 68cdb89ad..c1d498656 100644 --- a/language_model_gateway/gateway/tools/calculator_sum_tool.py +++ b/language_model_gateway/gateway/tools/calculator_sum_tool.py @@ -1,6 +1,5 @@ import asyncio -from typing import List, Type -from pydantic import BaseModel, Field +from typing import List import logging from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool @@ -9,21 +8,6 @@ logger = logging.getLogger(__name__) -class CalculatorSumInput(BaseModel): - """ - Input model for CalculatorSumTool - - Example input: - { - "numbers": [10, 20, 30] - } - """ - - numbers: List[float] = Field( - ..., description="List of numbers to calculate the sum. Example: [10, 20, 30]" - ) - - class CalculatorSumTool(ResilientBaseTool): """ LangChain-compatible tool for calculating the sum of a list of numbers. @@ -37,11 +21,9 @@ class CalculatorSumTool(ResilientBaseTool): description: str = ( "Useful for when you need to calculate the sum of a list of numbers" ) - args_schema: Type[BaseModel] = CalculatorSumInput - async def _arun(self, numbers: list[float]) -> str: + async def _arun(self, numbers: List[float]) -> str: """Run the tool to calculate the sum of a list of numbers""" - logger = logging.getLogger(__name__) logger.debug(f"Received numbers for sum: {numbers}") if not numbers: @@ -52,6 +34,6 @@ async def _arun(self, numbers: list[float]) -> str: logger.info(f"Calculated sum: {total}") return f"The sum of the provided numbers is: {total}" - def _run(self, numbers: list[float]) -> str: + def _run(self, numbers: List[float]) -> str: """Async implementation of the tool (in this case, just calls _run)""" return asyncio.run(self._arun(numbers=numbers)) diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index b5ed2531f..7bceab859 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -1,6 +1,3 @@ -from pathlib import Path -from shutil import rmtree -from os import makedirs import logging import httpx @@ -8,6 +5,15 @@ from openai.types.chat import ChatCompletion from typing import List, Dict, Any +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache + logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__file__) @@ -22,11 +28,31 @@ async def test_chat_calculator_average_tool_bedrock( async_client: httpx.AsyncClient, ) -> None: print("") - data_dir = Path(__file__).parent.joinpath("./") - temp_folder = data_dir.joinpath("../temp") - if temp_folder.is_dir(): - rmtree(temp_folder) - makedirs(temp_folder) + print("") + test_container: SimpleContainer = await get_container_async() + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig(name="calculator_average"), + ], + ) + ] + ) test_cases: List[Dict[str, Any]] = [ {"numbers": [10, 20, 30], "expected": "20.0"}, From 7439f30cfefa86c24c8596905055cd32e5c43413 Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Tue, 15 Jul 2025 12:11:08 -0500 Subject: [PATCH 100/237] precommit hooks --- .../tools/test_chat_calculator_length.py | 99 +++++++++++++++++++ .../tools/test_chat_calculator_stddev.py | 99 +++++++++++++++++++ .../gateway/tools/test_chat_calculator_sum.py | 99 +++++++++++++++++++ 3 files changed, 297 insertions(+) create mode 100644 tests/gateway/tools/test_chat_calculator_length.py create mode 100644 tests/gateway/tools/test_chat_calculator_stddev.py create mode 100644 tests/gateway/tools/test_chat_calculator_sum.py diff --git a/tests/gateway/tools/test_chat_calculator_length.py b/tests/gateway/tools/test_chat_calculator_length.py new file mode 100644 index 000000000..fad52f41a --- /dev/null +++ b/tests/gateway/tools/test_chat_calculator_length.py @@ -0,0 +1,99 @@ +import logging + +import httpx +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion +from typing import List, Dict, Any + +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache + +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger(__file__) + + +def build_prompt(items: List[Any]) -> str: + if not items: + return "Calculate the length of: " + return f"Calculate the length of: {', '.join(map(str, items))}" + + +async def test_chat_calculator_length_tool_bedrock( + async_client: httpx.AsyncClient, +) -> None: + print("") + print("") + test_container: SimpleContainer = await get_container_async() + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig(name="calculator_length"), + ], + ) + ] + ) + + test_cases: List[Dict[str, Any]] = [ + {"items": ["apple", "banana", "cherry"], "expected": "3"}, + {"items": ["one"], "expected": "1"}, + {"items": [], "expected": "No list provided"}, + {"items": [1, 2, 3, 4], "expected": "4"}, + {"items": [None, None], "expected": "2"}, + ] + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", + http_client=async_client, + ) + + # call API + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": "what is the current date and time?", + } + ], + model="General Purpose", + ) + print(chat_completion) + + for idx, case in enumerate(test_cases): + prompt: str = build_prompt(case["items"]) + print(f"\nSending prompt to Bedrock: {prompt}") + + # call API + chat_completion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": prompt, + } + ], + model="General Purpose", + ) + + print(chat_completion) diff --git a/tests/gateway/tools/test_chat_calculator_stddev.py b/tests/gateway/tools/test_chat_calculator_stddev.py new file mode 100644 index 000000000..c138ea6df --- /dev/null +++ b/tests/gateway/tools/test_chat_calculator_stddev.py @@ -0,0 +1,99 @@ +import logging + +import httpx +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion +from typing import List, Dict, Any + +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache + +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger(__file__) + + +def build_prompt(numbers: List[float]) -> str: + if not numbers: + return "Calculate the standard deviation of: " + return f"Calculate the standard deviation of: {', '.join(map(str, numbers))}" + + +async def test_chat_calculator_stddev_tool_bedrock( + async_client: httpx.AsyncClient, +) -> None: + print("") + print("") + test_container: SimpleContainer = await get_container_async() + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig(name="calculator_stddev"), + ], + ) + ] + ) + + test_cases: List[Dict[str, Any]] = [ + {"numbers": [10, 20, 30], "expected": "8.16"}, + {"numbers": [42], "expected": "Standard deviation of a single number is: 0.0"}, + {"numbers": [], "expected": "No numbers provided"}, + {"numbers": [1.5, 2.5, 3.0], "expected": "0.62"}, + {"numbers": [-10, 0, 10], "expected": "8.16"}, + ] + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", + http_client=async_client, + ) + + # call API + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": "what is the current date and time?", + } + ], + model="General Purpose", + ) + print(chat_completion) + + for idx, case in enumerate(test_cases): + prompt: str = build_prompt(case["numbers"]) + print(f"\nSending prompt to Bedrock: {prompt}") + + # call API + chat_completion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": prompt, + } + ], + model="General Purpose", + ) + + print(chat_completion) diff --git a/tests/gateway/tools/test_chat_calculator_sum.py b/tests/gateway/tools/test_chat_calculator_sum.py new file mode 100644 index 000000000..63dee1ed5 --- /dev/null +++ b/tests/gateway/tools/test_chat_calculator_sum.py @@ -0,0 +1,99 @@ +import logging + +import httpx +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion +from typing import List, Dict, Any + +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache + +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger(__file__) + + +def build_prompt(numbers: List[float]) -> str: + if not numbers: + return "Calculate the sum of: " + return f"Calculate the sum of: {', '.join(map(str, numbers))}" + + +async def test_chat_calculator_sum_tool_bedrock( + async_client: httpx.AsyncClient, +) -> None: + print("") + print("") + test_container: SimpleContainer = await get_container_async() + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig(name="calculator_sum"), + ], + ) + ] + ) + + test_cases: List[Dict[str, Any]] = [ + {"numbers": [10, 20, 30], "expected": "60.0"}, + {"numbers": [42], "expected": "42.0"}, + {"numbers": [], "expected": "No numbers provided"}, + {"numbers": [1.5, 2.5, 3.0], "expected": "7.0"}, + {"numbers": [-10, 0, 10], "expected": "0.0"}, + ] + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", + http_client=async_client, + ) + + # call API + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": "what is the current date and time?", + } + ], + model="General Purpose", + ) + print(chat_completion) + + for idx, case in enumerate(test_cases): + prompt: str = build_prompt(case["numbers"]) + print(f"\nSending prompt to Bedrock: {prompt}") + + # call API + chat_completion = await client.chat.completions.create( + messages=[ + { + "role": "user", + "content": prompt, + } + ], + model="General Purpose", + ) + + print(chat_completion) From b7b7b29ca86faa4d2bfd513453d3eb159a868f18 Mon Sep 17 00:00:00 2001 From: sean-can-bwell <72527375+sean-can-bwell@users.noreply.github.com> Date: Tue, 15 Jul 2025 13:01:58 -0500 Subject: [PATCH 101/237] Update language_model_gateway/gateway/tools/calculator_average_tool.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- language_model_gateway/gateway/tools/calculator_average_tool.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/calculator_average_tool.py b/language_model_gateway/gateway/tools/calculator_average_tool.py index f26d562f3..7b3a4d82a 100644 --- a/language_model_gateway/gateway/tools/calculator_average_tool.py +++ b/language_model_gateway/gateway/tools/calculator_average_tool.py @@ -4,7 +4,7 @@ from language_model_gateway.gateway.tools.resilient_base_tool import ResilientBaseTool -logger = logging.getLogger(__file__) +logger = logging.getLogger(__name__) class CalculatorAverageTool(ResilientBaseTool): From 84a4419c3f4420defc52e4c2b872883765be86ed Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 15 Jul 2025 12:31:17 -0700 Subject: [PATCH 102/237] add mcp router --- Pipfile | 1 + Pipfile.lock | 3802 +++++++++-------- .../langgraph_to_openai_converter.py | 3 +- .../openai_image_generator.py | 6 +- tests/end_to_end/examples/__init__.py | 0 tests/end_to_end/examples/math_server.py | 30 + tests/end_to_end/test_mcp_agent.py | 67 + .../test_chat_anthropic_image_generation.py | 6 +- 8 files changed, 2095 insertions(+), 1820 deletions(-) create mode 100644 tests/end_to_end/examples/__init__.py create mode 100644 tests/end_to_end/examples/math_server.py create mode 100644 tests/end_to_end/test_mcp_agent.py diff --git a/Pipfile b/Pipfile index c4fc058e6..2b43fd468 100644 --- a/Pipfile +++ b/Pipfile @@ -86,6 +86,7 @@ backoff = ">=2.2.1" databricks-sdk = ">=0.42.0" # pandas is a Python library for working with data pandas = ">=2.2.3" +langchain_mcp_adapters = ">=0.1.9" [dev-packages] # pre-commit is a Python library for running pre-commit checks diff --git a/Pipfile.lock b/Pipfile.lock index 5435b6b08..2276630c7 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "a7ec0edd1b7a89059dfa2c560d647fd78c0395d334abea7c8221cb7cb5bfca24" + "sha256": "f2035e4661ff7bac96bedaaf60298f2f515daafb33078396c30cc930c5a70d06" }, "pipfile-spec": 6, "requires": { @@ -31,98 +31,103 @@ }, "aiohttp": { "hashes": [ - "sha256:0700055a6e05c2f4711011a44364020d7a10fbbcd02fbf3e30e8f7e7fddc8717", - "sha256:0a8d8f20c39d3fa84d1c28cdb97f3111387e48209e224408e75f29c6f8e0861d", - "sha256:0e2a92101efb9f4c2942252c69c63ddb26d20f46f540c239ccfa5af865197bb8", - "sha256:0f421843b0f70740772228b9e8093289924359d306530bcd3926f39acbe1adda", - "sha256:106032eaf9e62fd6bc6578c8b9e6dc4f5ed9a5c1c7fb2231010a1b4304393421", - "sha256:11d5391946605f445ddafda5eab11caf310f90cdda1fd99865564e3164f5cff9", - "sha256:122f3e739f6607e5e4c6a2f8562a6f476192a682a52bda8b4c6d4254e1138f4d", - 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langchain_core.runnables.schema import CustomStreamEvent, StandardStreamEvent from langchain_core.tools import BaseTool -from langgraph.graph.graph import CompiledGraph from langgraph.graph.state import CompiledStateGraph from langgraph.prebuilt import ToolNode, create_react_agent from openai import NotGiven, NOT_GIVEN @@ -784,7 +783,7 @@ async def _create_graph_for_llm_with_tools_async( if len(tools) > 0: tool_node = StreamingToolNode(tools) - compiled_state_graph: CompiledGraph = create_react_agent( + compiled_state_graph: CompiledStateGraph = create_react_agent( model=llm, tools=tool_node if tool_node is not None else [], state_schema=MyMessagesState, diff --git a/language_model_gateway/gateway/image_generation/openai_image_generator.py b/language_model_gateway/gateway/image_generation/openai_image_generator.py index 22337fa30..124422b97 100644 --- a/language_model_gateway/gateway/image_generation/openai_image_generator.py +++ b/language_model_gateway/gateway/image_generation/openai_image_generator.py @@ -4,7 +4,7 @@ from typing import override, Literal, Optional from openai import AsyncOpenAI -from openai.types import ImagesResponse +from openai.types import ImagesResponse, Image from language_model_gateway.gateway.image_generation.image_generator import ( ImageGenerator, @@ -41,7 +41,9 @@ async def _invoke_model_async( ) # Extract the base64 encoded image and decode - base64_image: Optional[str] = response.data[0].b64_json + image: Image | None = response.data[0] if response.data else None + assert image is not None, "Image data is None" + base64_image: Optional[str] = image.b64_json assert base64_image is not None, "Base64 image is None" return base64.b64decode(base64_image) diff --git a/tests/end_to_end/examples/__init__.py b/tests/end_to_end/examples/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/end_to_end/examples/math_server.py b/tests/end_to_end/examples/math_server.py new file mode 100644 index 000000000..1f5220898 --- /dev/null +++ b/tests/end_to_end/examples/math_server.py @@ -0,0 +1,30 @@ +from mcp.server.fastmcp import FastMCP + +mcp = FastMCP("Math") + + +@mcp.tool() +def add(a: int, b: int) -> int: + """Add two numbers""" + return a + b + + +@mcp.tool() +def multiply(a: int, b: int) -> int: + """Multiply two numbers""" + # Give wrong answer to ensure that the assistant uses the tool + return (a * b) + 1 + + +@mcp.prompt() +def configure_assistant(skills: str) -> list[dict]: + return [ + { + "role": "assistant", + "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", + }, + ] + + +if __name__ == "__main__": + mcp.run(transport="stdio") diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py new file mode 100644 index 000000000..f48e6ffe9 --- /dev/null +++ b/tests/end_to_end/test_mcp_agent.py @@ -0,0 +1,67 @@ +import os +from typing import Dict + +from langchain_aws import ChatBedrockConverse +from langchain_core.language_models import BaseChatModel +from langchain_core.messages import BaseMessage +from langchain_mcp_adapters.client import MultiServerMCPClient +from langgraph.graph import StateGraph, MessagesState, START +from langgraph.prebuilt import ToolNode, tools_condition + + +async def test_mcp_agent() -> None: + # model: BaseChatModel = init_chat_model("openai:gpt-4.1") + model_parameters_dict = {} + default_model_provider: str = os.environ.get("DEFAULT_MODEL_PROVIDER", "bedrock") + default_model_name: str = os.environ.get( + "DEFAULT_MODEL_NAME", "us.anthropic.claude-3-5-haiku-20241022-v1:0" + ) + model: BaseChatModel = ChatBedrockConverse( + client=None, + model="us.anthropic.claude-sonnet-4-20250514-v1:0", + provider="anthropic", + credentials_profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE"), + region_name=os.environ.get("AWS_REGION", "us-east-1"), + # Setting temperature to 0 for deterministic results + **model_parameters_dict, + ) + + client = MultiServerMCPClient( + { + "math": { + "command": "python", + # Make sure to update to the full absolute path to your math_server.py file + "args": ["./examples/math_server.py"], + "transport": "stdio", + }, + # "weather": { + # # make sure you start your weather server on port 8000 + # "url": "http://localhost:8000/mcp/", + # "transport": "streamable_http", + # }, + } + ) + tools = await client.get_tools() + + def call_model(state: MessagesState) -> Dict[str, BaseMessage]: + response = model.bind_tools(tools).invoke(state["messages"]) + return {"messages": response} + + builder = StateGraph(MessagesState) + builder.add_node(call_model) + builder.add_node(ToolNode(tools)) + builder.add_edge(START, "call_model") + builder.add_conditional_edges( + "call_model", + tools_condition, + ) + builder.add_edge("tools", "call_model") + graph = builder.compile() + math_response = await graph.ainvoke({"messages": "what's (3 + 5) x 12?"}) + print(math_response) + print("=== Math Response ===") + print(math_response["messages"][-1].content) + print("===== End of Math Response =====") + assert "97" in math_response["messages"][-1].content + # weather_response = await graph.ainvoke({"messages": "what is the weather in nyc?"}) + # print(weather_response) diff --git a/tests/gateway/test_chat_anthropic_image_generation.py b/tests/gateway/test_chat_anthropic_image_generation.py index b3e96a698..aacecd9c2 100644 --- a/tests/gateway/test_chat_anthropic_image_generation.py +++ b/tests/gateway/test_chat_anthropic_image_generation.py @@ -1,7 +1,7 @@ import httpx import pytest from openai import AsyncOpenAI -from openai.types import ImagesResponse +from openai.types import ImagesResponse, Image @pytest.mark.asyncio @@ -39,7 +39,9 @@ async def test_chat_anthropic_image_generation(async_client: httpx.AsyncClient) n=1, ) - image_url = response.data[0].url + image: Image | None = response.data[0] if response.data else None + assert image is not None + image_url: str | None = image.url print(f"Image URL: {image_url}") assert image_url is not None assert "http" in image_url From cbffd8a7302115325255c1813d49d376038fb725 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 15 Jul 2025 14:04:18 -0700 Subject: [PATCH 103/237] fix warnings --- .../langgraph_to_openai_converter.py | 24 +++++++++---------- .../langchain_chat_completions_provider.py | 10 ++++---- tests/end_to_end/examples/math_server.py | 2 +- tests/end_to_end/test_mcp_agent.py | 13 +++++----- 4 files changed, 24 insertions(+), 25 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 0fbfc1bbd..8f1117504 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -74,7 +74,7 @@ async def _stream_resp_async_generator( request: ChatRequest, request_id: str, headers: Dict[str, str], - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], messages: List[ChatCompletionMessageParam], ) -> AsyncGenerator[str, None]: """ @@ -302,7 +302,7 @@ async def call_agent_with_input( headers: Dict[str, str], chat_request: ChatRequest, request_id: str, - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], system_messages: List[ChatCompletionSystemMessageParam], ) -> StreamingResponse | JSONResponse: """ @@ -499,7 +499,7 @@ async def get_streaming_response_async( headers: Dict[str, str], request: ChatRequest, request_id: str, - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], system_messages: List[ChatCompletionSystemMessageParam], ) -> AsyncGenerator[str, None]: """ @@ -540,7 +540,7 @@ async def _run_graph_with_messages_async( chat_request: ChatRequest, headers: Dict[str, str], messages: List[BaseMessage], - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], ) -> List[AnyMessage]: """ Run the graph with the provided messages asynchronously. @@ -568,7 +568,7 @@ async def _stream_graph_with_messages_async( request: ChatRequest, headers: Dict[str, str], messages: List[BaseMessage], - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], ) -> AsyncGenerator[StandardStreamEvent | CustomStreamEvent, None]: """ Stream the graph with the provided messages asynchronously. @@ -598,7 +598,7 @@ async def ainvoke( *, request: ChatRequest, headers: Dict[str, str], - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], system_messages: Iterable[ChatCompletionSystemMessageParam], ) -> List[AnyMessage]: """ @@ -635,7 +635,7 @@ async def astream_events( *, request: ChatRequest, headers: Dict[str, str], - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], messages: Iterable[ChatCompletionMessageParam], ) -> AsyncGenerator[StandardStreamEvent | CustomStreamEvent, None]: """ @@ -726,7 +726,7 @@ async def run_graph_async( *, request: ChatRequest, headers: Dict[str, Any], - compiled_state_graph: CompiledStateGraph, + compiled_state_graph: CompiledStateGraph[MyMessagesState], ) -> List[AnyMessage]: """ Run the graph asynchronously. @@ -754,7 +754,7 @@ async def run_graph_async( # noinspection PyMethodMayBeStatic async def create_graph_for_llm_async( self, *, llm: BaseChatModel, tools: Sequence[BaseTool] - ) -> CompiledStateGraph: + ) -> CompiledStateGraph[MyMessagesState]: """ Create a graph for the language model asynchronously. @@ -770,7 +770,7 @@ async def create_graph_for_llm_async( # noinspection PyMethodMayBeStatic async def _create_graph_for_llm_with_tools_async( self, *, llm: BaseChatModel, tools: Sequence[BaseTool] - ) -> CompiledStateGraph: + ) -> CompiledStateGraph[MyMessagesState]: """ Create a graph for the language model asynchronously. @@ -783,12 +783,12 @@ async def _create_graph_for_llm_with_tools_async( if len(tools) > 0: tool_node = StreamingToolNode(tools) - compiled_state_graph: CompiledStateGraph = create_react_agent( + compiled_state_graph: CompiledStateGraph[MyMessagesState] = create_react_agent( model=llm, tools=tool_node if tool_node is not None else [], state_schema=MyMessagesState, ) - return cast(CompiledStateGraph, compiled_state_graph) + return compiled_state_graph @staticmethod def add_completion_usage( diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index c3b7cafa0..83d513b37 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -66,11 +66,11 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: else [] ) - compiled_state_graph: CompiledStateGraph = ( - await self.lang_graph_to_open_ai_converter.create_graph_for_llm_async( - llm=llm, - tools=tools, - ) + compiled_state_graph: CompiledStateGraph[ + Any + ] = await self.lang_graph_to_open_ai_converter.create_graph_for_llm_async( + llm=llm, + tools=tools, ) request_id = random.randint(1, 1000) diff --git a/tests/end_to_end/examples/math_server.py b/tests/end_to_end/examples/math_server.py index 1f5220898..11237f66c 100644 --- a/tests/end_to_end/examples/math_server.py +++ b/tests/end_to_end/examples/math_server.py @@ -17,7 +17,7 @@ def multiply(a: int, b: int) -> int: @mcp.prompt() -def configure_assistant(skills: str) -> list[dict]: +def configure_assistant(skills: str) -> list[dict[str, str]]: return [ { "role": "assistant", diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index f48e6ffe9..0b9e09422 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -1,5 +1,5 @@ import os -from typing import Dict +from typing import Dict, Any from langchain_aws import ChatBedrockConverse from langchain_core.language_models import BaseChatModel @@ -11,11 +11,8 @@ async def test_mcp_agent() -> None: # model: BaseChatModel = init_chat_model("openai:gpt-4.1") - model_parameters_dict = {} - default_model_provider: str = os.environ.get("DEFAULT_MODEL_PROVIDER", "bedrock") - default_model_name: str = os.environ.get( - "DEFAULT_MODEL_NAME", "us.anthropic.claude-3-5-haiku-20241022-v1:0" - ) + model_parameters_dict: Dict[str, Any] = {} + model: BaseChatModel = ChatBedrockConverse( client=None, model="us.anthropic.claude-sonnet-4-20250514-v1:0", @@ -57,7 +54,9 @@ def call_model(state: MessagesState) -> Dict[str, BaseMessage]: ) builder.add_edge("tools", "call_model") graph = builder.compile() - math_response = await graph.ainvoke({"messages": "what's (3 + 5) x 12?"}) + prompt = {"messages": "what's (3 + 5) x 12?"} + # noinspection PyTypeChecker + math_response = await graph.ainvoke(prompt) # type: ignore[arg-type] print(math_response) print("=== Math Response ===") print(math_response["messages"][-1].content) From d96343336fdf7a551ff3e808908fb8a45a834807 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 15 Jul 2025 14:59:48 -0700 Subject: [PATCH 104/237] fix warnings --- tests/gateway/tools/test_chat_calculator_average.py | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index 7bceab859..93b0bea9f 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -2,7 +2,7 @@ import httpx from openai import AsyncOpenAI -from openai.types.chat import ChatCompletion +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam from typing import List, Dict, Any from language_model_gateway.configs.config_schema import ( @@ -70,13 +70,12 @@ async def test_chat_calculator_average_tool_bedrock( ) # call API + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "what is the current date and time?", + } chat_completion: ChatCompletion = await client.chat.completions.create( - messages=[ - { - "role": "user", - "content": "what is the current date and time?", - } - ], + messages=[message], model="General Purpose", ) print(chat_completion) From a696f3398d9bd6e1431170fa69231f303d9e7aeb Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 15 Jul 2025 15:10:55 -0700 Subject: [PATCH 105/237] update packages --- Pipfile | 1 + Pipfile.lock | 246 +++++++++++++++++++++++++-------------------------- 2 files changed, 124 insertions(+), 123 deletions(-) diff --git a/Pipfile b/Pipfile index 2b43fd468..f1e1af3a7 100644 --- a/Pipfile +++ b/Pipfile @@ -86,6 +86,7 @@ backoff = ">=2.2.1" databricks-sdk = ">=0.42.0" # pandas is a Python library for working with data pandas = ">=2.2.3" +# langchain_mcp_adapters is a Python library for working with MCP adapters in LangChain langchain_mcp_adapters = ">=0.1.9" [dev-packages] diff --git a/Pipfile.lock b/Pipfile.lock index 2276630c7..c3bd0e43c 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -924,12 +924,12 @@ }, "langchain-core": { "hashes": [ - "sha256:312e1932ac9aa2eaf111b70fdc171776fa571d1a86c1f873dcac88a094b19c6f", - "sha256:5e5c1fbef419590537c91b8c2d86af896fbcbaf0d5ed7fdcdd77f7d8f3467ba0" + "sha256:383e9cb4919f7ef4b24bf8552ef42e4323c064924fea88b28dd5d7ddb740d3b8", + "sha256:c132961117cc7f0227a4c58dd3e209674a6dd5b7e74abc61a0df93b0d736e283" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==0.3.68" + "version": "==0.3.69" }, "langchain-experimental": { "hashes": [ @@ -986,12 +986,12 @@ }, "langgraph": { "hashes": [ - "sha256:393b767e9d6a129636a9df36edc492499336c71e4ee268e64b9d1299d30e636c", - "sha256:db6b8053bf99887957fe45ec27918f8819c4bba269afde88b538e00e9301a581" + "sha256:36d4b67f984ff2649d447826fc99b1a2af3e97599a590058f20750048e4f548f", + "sha256:9819b88a6ef6134a0fa6d6121a81b202dc3d17b25cf7ea3fe4d7669b9b252b5d" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==0.5.2" + "version": "==0.5.3" }, "langgraph-checkpoint": { "hashes": [ @@ -1011,19 +1011,19 @@ }, "langgraph-sdk": { "hashes": [ - "sha256:396d8195881830700e2d54a0a9ee273e8b1173428e667502ef9c182a3cec7ab7", - "sha256:925d3fcc7a26361db04f9c4beb3ec05bc36361b2a836d181ff2ab145071ec3ce" + "sha256:6e6dcdf66bcf8710739899616856527a72a605ce15beb76fbac7f4ce0e2ad080", + "sha256:a60ac33f70688ad07051edff1d5ed8089c8f0de1f69dc900be46e095ca20eed8" ], "markers": "python_version >= '3.9'", - "version": "==0.1.72" + "version": "==0.1.73" }, "langsmith": { "hashes": [ - "sha256:4167717a2cccc4dff5809dbddc439628e836f6fd13d4fdb31ea013bc8d5cfaf5", - "sha256:49444bd8ccd4e46402f1b9ff1d686fa8e3a31b175e7085e72175ab8ec6164a34" + "sha256:900e83fe59ee672bcf2f75c8bb47cd012bf8154d92a99c0355fc38b6485cbd3e", + "sha256:9189dbc9c60f2086ca3a1f0110cfe3aff6b0b7c2e0e3384f9572e70502e7933c" ], "markers": "python_version >= '3.9'", - "version": "==0.4.5" + "version": "==0.4.6" }, "lxml": { "hashes": [ @@ -1332,12 +1332,12 @@ }, "openai": { "hashes": [ - "sha256:8bbdfeceef231b1ddfabbc232b179d79f8b849aab5a7da131178f8d10e0f162f", - "sha256:f089b605282e2a2b6776090b4b46563ac1da77f56402a222597d591e2dcc1086" + 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.../langchain_chat_completions_provider.py | 6 +++ .../gateway/tools/mcp_tool_provider.py | 47 +++++++++++++++++++ tests/end_to_end/test_mcp_agent.py | 9 +++- .../mock_langchain_completions_provider.py | 3 ++ 5 files changed, 68 insertions(+), 2 deletions(-) create mode 100644 language_model_gateway/gateway/tools/mcp_tool_provider.py diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index cb722a7d6..06e072b3f 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -33,6 +33,7 @@ from language_model_gateway.gateway.providers.openai_chat_completions_provider import ( OpenAiChatCompletionsProvider, ) +from language_model_gateway.gateway.tools.mcp_tool_provider import MCPToolProvider from language_model_gateway.gateway.tools.tool_provider import ToolProvider from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( ConfluenceHelper, @@ -154,12 +155,16 @@ async def create_container_async(self) -> SimpleContainer: databricks_helper=c.resolve(DatabricksHelper), ), ) + + container.register(MCPToolProvider, lambda c: MCPToolProvider()) + container.register( LangChainCompletionsProvider, lambda c: LangChainCompletionsProvider( model_factory=c.resolve(ModelFactory), lang_graph_to_open_ai_converter=c.resolve(LangGraphToOpenAIConverter), tool_provider=c.resolve(ToolProvider), + mcp_tool_provider=c.resolve(MCPToolProvider), ), ) # we want only one instance of the cache so we use singleton diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index 83d513b37..99eef4ffb 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -16,6 +16,7 @@ BaseChatCompletionsProvider, ) from language_model_gateway.gateway.schema.openai.completions import ChatRequest +from language_model_gateway.gateway.tools.mcp_tool_provider import MCPToolProvider from language_model_gateway.gateway.tools.tool_provider import ToolProvider @@ -26,6 +27,7 @@ def __init__( model_factory: ModelFactory, lang_graph_to_open_ai_converter: LangGraphToOpenAIConverter, tool_provider: ToolProvider, + mcp_tool_provider: MCPToolProvider, ) -> None: self.model_factory: ModelFactory = model_factory assert self.model_factory is not None @@ -41,6 +43,10 @@ def __init__( assert self.tool_provider is not None assert isinstance(self.tool_provider, ToolProvider) + self.mcp_tool_provider: MCPToolProvider = mcp_tool_provider + assert self.mcp_tool_provider is not None + assert isinstance(self.mcp_tool_provider, MCPToolProvider) + async def chat_completions( self, *, diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py new file mode 100644 index 000000000..03ddf7d8a --- /dev/null +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -0,0 +1,47 @@ +from typing import Dict, List + +from langchain_core.tools import BaseTool +from langchain_mcp_adapters.client import MultiServerMCPClient + +from language_model_gateway.configs.config_schema import AgentConfig + + +class MCPToolProvider: + """ + A class to provide tools for the MCP (Model Control Protocol) gateway. + This class is responsible for managing and providing access to various tools + that can be used in conjunction with the MCP. + """ + + def __init__(self) -> None: + self.tools: Dict[str, BaseTool] = {} + self._loaded: bool = False + + async def load_async(self) -> None: + if not self._loaded: + client: MultiServerMCPClient = MultiServerMCPClient( + { + "math": { + "command": "python", + # Make sure to update to the full absolute path to your math_server.py file + "args": ["./examples/math_server.py"], + "transport": "stdio", + }, + # "weather": { + # # make sure you start your weather server on port 8000 + # "url": "http://localhost:8000/mcp/", + # "transport": "streamable_http", + # }, + } + ) + tools: List[BaseTool] = await client.get_tools() + self.tools = {tool.name: tool for tool in tools} + self._loaded = True + + def get_tool_by_name(self, *, tool: AgentConfig) -> BaseTool: + if tool.name in self.tools: + return self.tools[tool.name] + raise ValueError(f"Tool with name {tool.name} not found") + + def get_tools(self, *, tools: list[AgentConfig]) -> list[BaseTool]: + return [self.get_tool_by_name(tool=tool) for tool in tools] diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 0b9e09422..9f5f4a9ff 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -6,7 +6,11 @@ from langchain_core.messages import BaseMessage from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.graph import StateGraph, MessagesState, START -from langgraph.prebuilt import ToolNode, tools_condition +from langgraph.prebuilt import tools_condition + +from language_model_gateway.gateway.converters.streaming_tool_node import ( + StreamingToolNode, +) async def test_mcp_agent() -> None: @@ -16,6 +20,7 @@ async def test_mcp_agent() -> None: model: BaseChatModel = ChatBedrockConverse( client=None, model="us.anthropic.claude-sonnet-4-20250514-v1:0", + # model="us.anthropic.claude-3-5-haiku-20241022-v1:0", provider="anthropic", credentials_profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE"), region_name=os.environ.get("AWS_REGION", "us-east-1"), @@ -46,7 +51,7 @@ def call_model(state: MessagesState) -> Dict[str, BaseMessage]: builder = StateGraph(MessagesState) builder.add_node(call_model) - builder.add_node(ToolNode(tools)) + builder.add_node(StreamingToolNode(tools)) builder.add_edge(START, "call_model") builder.add_conditional_edges( "call_model", diff --git a/tests/gateway/mocks/mock_langchain_completions_provider.py b/tests/gateway/mocks/mock_langchain_completions_provider.py index 23aec2c5a..668733fd8 100644 --- a/tests/gateway/mocks/mock_langchain_completions_provider.py +++ b/tests/gateway/mocks/mock_langchain_completions_provider.py @@ -11,6 +11,7 @@ LangChainCompletionsProvider, ) from language_model_gateway.gateway.schema.openai.completions import ChatRequest +from language_model_gateway.gateway.tools.mcp_tool_provider import MCPToolProvider from language_model_gateway.gateway.tools.tool_provider import ToolProvider from tests.gateway.mocks.mock_chat_response import MockChatResponseProtocol @@ -22,12 +23,14 @@ def __init__( model_factory: ModelFactory, lang_graph_to_open_ai_converter: LangGraphToOpenAIConverter, tool_provider: ToolProvider, + mcp_tool_provider: MCPToolProvider, fn_get_response: MockChatResponseProtocol, ) -> None: super().__init__( model_factory=model_factory, lang_graph_to_open_ai_converter=lang_graph_to_open_ai_converter, tool_provider=tool_provider, + mcp_tool_provider=mcp_tool_provider, ) self.fn_get_response: MockChatResponseProtocol = fn_get_response From c62885eb6ad335fb667dd5e9576a9458e7806ad5 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 15 Jul 2025 15:42:56 -0700 Subject: [PATCH 107/237] load tools from mcp_tool_provider.py --- .../langchain_chat_completions_provider.py | 7 +++++ .../gateway/tools/mcp/__init__.py | 0 .../gateway/tools/mcp/math_server.py | 30 +++++++++++++++++++ .../gateway/tools/mcp_tool_provider.py | 13 ++++++-- .../gateway/tools/tool_provider.py | 9 +++++- .../tools/test_chat_calculator_average.py | 11 ++++--- .../tools/test_chat_provider_search.py | 17 ++++++----- 7 files changed, 71 insertions(+), 16 deletions(-) create mode 100644 language_model_gateway/gateway/tools/mcp/__init__.py create mode 100644 language_model_gateway/gateway/tools/mcp/math_server.py diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index 99eef4ffb..cb4b050e2 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -72,6 +72,13 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: else [] ) + # Load MCP tools if they are enabled + await self.mcp_tool_provider.load_async() + # add MCP tools + tools = [t for t in tools] + self.mcp_tool_provider.get_tools( + tools=[t for t in model_config.get_agents()] + ) + compiled_state_graph: CompiledStateGraph[ Any ] = await self.lang_graph_to_open_ai_converter.create_graph_for_llm_async( diff --git a/language_model_gateway/gateway/tools/mcp/__init__.py b/language_model_gateway/gateway/tools/mcp/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/language_model_gateway/gateway/tools/mcp/math_server.py b/language_model_gateway/gateway/tools/mcp/math_server.py new file mode 100644 index 000000000..11237f66c --- /dev/null +++ b/language_model_gateway/gateway/tools/mcp/math_server.py @@ -0,0 +1,30 @@ +from mcp.server.fastmcp import FastMCP + +mcp = FastMCP("Math") + + +@mcp.tool() +def add(a: int, b: int) -> int: + """Add two numbers""" + return a + b + + +@mcp.tool() +def multiply(a: int, b: int) -> int: + """Multiply two numbers""" + # Give wrong answer to ensure that the assistant uses the tool + return (a * b) + 1 + + +@mcp.prompt() +def configure_assistant(skills: str) -> list[dict[str, str]]: + return [ + { + "role": "assistant", + "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", + }, + ] + + +if __name__ == "__main__": + mcp.run(transport="stdio") diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 03ddf7d8a..a7305c632 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -24,7 +24,9 @@ async def load_async(self) -> None: "math": { "command": "python", # Make sure to update to the full absolute path to your math_server.py file - "args": ["./examples/math_server.py"], + "args": [ + "/usr/src/language_model_gateway/language_model_gateway/gateway/tools/mcp/math_server.py" + ], "transport": "stdio", }, # "weather": { @@ -43,5 +45,12 @@ def get_tool_by_name(self, *, tool: AgentConfig) -> BaseTool: return self.tools[tool.name] raise ValueError(f"Tool with name {tool.name} not found") + def has_tool(self, *, tool: AgentConfig) -> bool: + return tool.name in self.tools + def get_tools(self, *, tools: list[AgentConfig]) -> list[BaseTool]: - return [self.get_tool_by_name(tool=tool) for tool in tools] + return [ + self.get_tool_by_name(tool=tool) + for tool in tools + if self.has_tool(tool=tool) + ] diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index d85cc1b63..1947daec5 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -214,5 +214,12 @@ def get_tool_by_name(self, *, tool: AgentConfig) -> BaseTool: return self.tools[tool.name] raise ValueError(f"Tool with name {tool.name} not found") + def has_tool(self, *, tool: AgentConfig) -> bool: + return tool.name in self.tools + def get_tools(self, *, tools: list[AgentConfig]) -> list[BaseTool]: - return [self.get_tool_by_name(tool=tool) for tool in tools] + return [ + self.get_tool_by_name(tool=tool) + for tool in tools + if self.has_tool(tool=tool) + ] diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index 93b0bea9f..755f04b10 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -85,13 +85,12 @@ async def test_chat_calculator_average_tool_bedrock( print(f"\nSending prompt to Bedrock: {prompt}") # call API + content_prompt_: ChatCompletionUserMessageParam = { + "role": "user", + "content": prompt, + } chat_completion = await client.chat.completions.create( - messages=[ - { - "role": "user", - "content": prompt, - } - ], + messages=[content_prompt_], model="General Purpose", ) diff --git a/tests/gateway/tools/test_chat_provider_search.py b/tests/gateway/tools/test_chat_provider_search.py index fb534271b..4d1b9d9a0 100644 --- a/tests/gateway/tools/test_chat_provider_search.py +++ b/tests/gateway/tools/test_chat_provider_search.py @@ -2,7 +2,11 @@ import httpx from openai import AsyncOpenAI, AsyncStream -from openai.types.chat import ChatCompletionChunk, ChatCompletion +from openai.types.chat import ( + ChatCompletionChunk, + ChatCompletion, + ChatCompletionUserMessageParam, +) from openai.types.chat.chat_completion import Choice from language_model_gateway.configs.config_schema import ( @@ -78,13 +82,12 @@ async def test_chat_provider_search(async_client: httpx.AsyncClient) -> None: ) # call API + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "Get me the address of Dr. Scott Rodriguez", + } chat_completion: ChatCompletion = await client.chat.completions.create( - messages=[ - { - "role": "user", - "content": "Get me the address of Dr. Scott Rodriguez", - } - ], + messages=[message], model="General Purpose", ) From eb8d876e59a256de82c83e72b4cd8fb74e8be82d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 16 Jul 2025 12:13:31 -0700 Subject: [PATCH 108/237] add math_server.py as a docker container --- docker-compose.yml | 9 +++++++++ .../gateway/tools/mcp/Dockerfile | 17 +++++++++++++++++ .../gateway/tools/mcp/math_server.py | 8 +++++++- 3 files changed, 33 insertions(+), 1 deletion(-) create mode 100644 language_model_gateway/gateway/tools/mcp/Dockerfile diff --git a/docker-compose.yml b/docker-compose.yml index 704f99618..f29c2c7ab 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -56,6 +56,15 @@ services: retries: 3 networks: - web + math_server: + build: + context: ./language_model_gateway/gateway/tools/mcp + dockerfile: Dockerfile + container_name: math_server + ports: + - "8000:8000" + networks: + - web networks: web: diff --git a/language_model_gateway/gateway/tools/mcp/Dockerfile b/language_model_gateway/gateway/tools/mcp/Dockerfile new file mode 100644 index 000000000..a203ee368 --- /dev/null +++ b/language_model_gateway/gateway/tools/mcp/Dockerfile @@ -0,0 +1,17 @@ +# Use official Python image as base +FROM python:3.12-slim + +# Set working directory +WORKDIR /app + +# Install FastMCP (and uvicorn for serving) +RUN pip install fastmcp uvicorn + +# Copy the current directory contents into the container +COPY . . + +# Expose port 8000 for the API +EXPOSE 8000 + +# Start the REST API using FastMCP's built-in HTTP server +CMD ["python", "math_server.py"] diff --git a/language_model_gateway/gateway/tools/mcp/math_server.py b/language_model_gateway/gateway/tools/mcp/math_server.py index 11237f66c..790ea2aaf 100644 --- a/language_model_gateway/gateway/tools/mcp/math_server.py +++ b/language_model_gateway/gateway/tools/mcp/math_server.py @@ -27,4 +27,10 @@ def configure_assistant(skills: str) -> list[dict[str, str]]: if __name__ == "__main__": - mcp.run(transport="stdio") + try: + print("Starting Math MCP server...") + mcp.run(transport="streamable-http") + print("Math MCP server started.") + except Exception as e: + print(f"Error starting Math MCP server: {e}") + raise e From a44d4520bf85d08cd593238738574b186635fc35 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 16 Jul 2025 12:34:04 -0700 Subject: [PATCH 109/237] add mcp inspector --- docker-compose.yml | 23 ++++++++++++------- .../gateway/tools/mcp_tool_provider.py | 22 +++++++++--------- tests/end_to_end/test_mcp_agent.py | 18 +++++++-------- 3 files changed, 35 insertions(+), 28 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index f29c2c7ab..8a4ee7fba 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -54,18 +54,25 @@ services: interval: 10s timeout: 10s retries: 3 - networks: - - web + + math_server: build: context: ./language_model_gateway/gateway/tools/mcp dockerfile: Dockerfile container_name: math_server ports: - - "8000:8000" - networks: - - web + - "9000:8000" -networks: - web: - driver: bridge + inspector: + image: mcp/inspector:latest + container_name: inspector + ports: + - "8080:5173" +# environment: + # Add environment variables here if needed + # Example: MCP_INSPECTOR_CONFIG: /config/config.yaml + # volumes: + # - ./config:/config + # Uncomment and configure volumes if you need to mount config files + # Add other options as needed diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index a7305c632..fce283fb3 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -21,19 +21,19 @@ async def load_async(self) -> None: if not self._loaded: client: MultiServerMCPClient = MultiServerMCPClient( { + # "math": { + # "command": "python", + # # Make sure to update to the full absolute path to your math_server.py file + # "args": [ + # "/usr/src/language_model_gateway/language_model_gateway/gateway/tools/mcp/math_server.py" + # ], + # "transport": "stdio", + # }, "math": { - "command": "python", - # Make sure to update to the full absolute path to your math_server.py file - "args": [ - "/usr/src/language_model_gateway/language_model_gateway/gateway/tools/mcp/math_server.py" - ], - "transport": "stdio", + # make sure you start your weather server on port 8000 + "url": "http://localhost:8000/mcp/", + "transport": "streamable_http", }, - # "weather": { - # # make sure you start your weather server on port 8000 - # "url": "http://localhost:8000/mcp/", - # "transport": "streamable_http", - # }, } ) tools: List[BaseTool] = await client.get_tools() diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 9f5f4a9ff..8f8c881a1 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -30,17 +30,17 @@ async def test_mcp_agent() -> None: client = MultiServerMCPClient( { + # "math": { + # "command": "python", + # # Make sure to update to the full absolute path to your math_server.py file + # "args": ["./examples/math_server.py"], + # "transport": "stdio", + # }, "math": { - "command": "python", - # Make sure to update to the full absolute path to your math_server.py file - "args": ["./examples/math_server.py"], - "transport": "stdio", + # make sure you start your weather server on port 8000 + "url": "http://host.docker.internal:8000/mcp/", + "transport": "streamable_http", }, - # "weather": { - # # make sure you start your weather server on port 8000 - # "url": "http://localhost:8000/mcp/", - # "transport": "streamable_http", - # }, } ) tools = await client.get_tools() From 4a9dddad432ad9920a4d1972e683747f054145e4 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 16 Jul 2025 16:53:09 -0700 Subject: [PATCH 110/237] get mcp docker container to work --- Pipfile | 2 + Pipfile.lock | 503 +++++++++++++++++- docker-compose.yml | 17 +- inspector.Dockerfile | 21 + .../gateway/tools/mcp => mcp}/__init__.py | 0 mcp/math_server/__init__.py | 0 .../math_server/math_server.Dockerfile | 2 +- .../mcp => mcp/math_server}/math_server.py | 7 +- tests/end_to_end/test_mcp_agent.py | 24 +- 9 files changed, 545 insertions(+), 31 deletions(-) create mode 100644 inspector.Dockerfile rename {language_model_gateway/gateway/tools/mcp => mcp}/__init__.py (100%) create mode 100644 mcp/math_server/__init__.py rename language_model_gateway/gateway/tools/mcp/Dockerfile => mcp/math_server/math_server.Dockerfile (97%) rename {language_model_gateway/gateway/tools/mcp => mcp/math_server}/math_server.py (81%) diff --git a/Pipfile b/Pipfile index f1e1af3a7..9c5eb2408 100644 --- a/Pipfile +++ b/Pipfile @@ -119,6 +119,8 @@ bandit = ">=1.8.3" ruff = ">=0.11.5" # pytest-cov is needed for measuring test coverage pytest-cov = ">=6.1.1" +# for creating the MCP client to test +fastmcp = ">=2.10.5" [requires] python_version = "3.12" diff --git a/Pipfile.lock b/Pipfile.lock index c3bd0e43c..57bd94b5c 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "f2035e4661ff7bac96bedaaf60298f2f515daafb33078396c30cc930c5a70d06" + "sha256": "7199f6611f82b6258af046a046ac9f0d20e88b4496cbc65eeb5f03316afff164" }, "pipfile-spec": 6, "requires": { @@ -191,20 +191,20 @@ }, "boto3": { "hashes": [ - "sha256:6c955729a1d70181bc8368e02a7d3f350884290def63815ebca8408ee6d47571", - "sha256:f8e9534b429121aa5c5b7c685c6a94dd33edf14f87926e9a182d5b50220ba284" + "sha256:28daeb005e3381808e0e12995056ee8951056ddd43506c07482a15b40ae785b0", + "sha256:c8c0e11fff7bb85f903b860b6bfd4f509a4d749decf38bb6a409ffe5d6eb0c91" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==1.39.4" + "version": "==1.39.7" }, "botocore": { "hashes": [ - "sha256:c41e167ce01cfd1973c3fa9856ef5244a51ddf9c82cb131120d8617913b6812a", - "sha256:e662ac35c681f7942a93f2ec7b4cde8f8b56dd399da47a79fa3e370338521a56" + "sha256:1d11ba9f3cb46856bb541ed010db160093201a224d21ef854249513ae3af7e77", + "sha256:431e342ef97ecb387cea9df1ae8c4e0edc1b0c9c50d2e121cca77699f24f8dc1" ], "markers": "python_version >= '3.9'", - "version": "==1.39.4" + "version": "==1.39.7" }, "bytecode": { "hashes": [ @@ -1332,12 +1332,12 @@ }, "openai": { "hashes": [ - "sha256:0afaab2019bae8e145e7a1baf6953167084f019dd15042c65edd117398c1eb1c", - "sha256:6d505b5cc550e036bfa3fe99d6cff565b11491d12378d4c353f92ef72b0a408a" + "sha256:0be349569ccaa4fb54f97bb808423fd29ccaeb1246ee1be762e0c81a47bae0aa", + "sha256:a1c24d96f4609f3f7f51c9e1c2606d97cc6e334833438659cfd687e9c972c610" ], "index": "pypi", "markers": "python_version >= '3.8'", - "version": "==1.96.1" + "version": "==1.97.0" }, "opentelemetry-api": { "hashes": [ @@ -2926,6 +2926,14 @@ } }, "develop": { + "annotated-types": { + "hashes": [ + "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", + "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89" + ], + "markers": "python_version >= '3.8'", + "version": "==0.7.0" + }, "anyio": { "hashes": [ "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", @@ -2934,6 +2942,22 @@ "markers": "python_version >= '3.9'", "version": "==4.9.0" }, + "attrs": { + "hashes": [ + "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", + "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b" + ], + "markers": "python_version >= '3.8'", + "version": "==25.3.0" + }, + "authlib": { + "hashes": [ + "sha256:4367d32031b7af175ad3a323d571dc7257b7099d55978087ceae4a0d88cd3210", + "sha256:91685589498f79e8655e8a8947431ad6288831d643f11c55c2143ffcc738048d" + ], + "markers": "python_version >= '3.9'", + "version": "==1.6.0" + }, "autoflake": { "hashes": [ "sha256:3ae7495db9084b7b32818b4140e6dc4fc280b712fb414f5b8fe57b0a8e85a840", @@ -2983,20 +3007,20 @@ }, "boto3": { "hashes": [ - "sha256:6c955729a1d70181bc8368e02a7d3f350884290def63815ebca8408ee6d47571", - "sha256:f8e9534b429121aa5c5b7c685c6a94dd33edf14f87926e9a182d5b50220ba284" + "sha256:28daeb005e3381808e0e12995056ee8951056ddd43506c07482a15b40ae785b0", + "sha256:c8c0e11fff7bb85f903b860b6bfd4f509a4d749decf38bb6a409ffe5d6eb0c91" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==1.39.4" + "version": "==1.39.7" }, "botocore": { "hashes": [ - "sha256:c41e167ce01cfd1973c3fa9856ef5244a51ddf9c82cb131120d8617913b6812a", - "sha256:e662ac35c681f7942a93f2ec7b4cde8f8b56dd399da47a79fa3e370338521a56" + "sha256:1d11ba9f3cb46856bb541ed010db160093201a224d21ef854249513ae3af7e77", + "sha256:431e342ef97ecb387cea9df1ae8c4e0edc1b0c9c50d2e121cca77699f24f8dc1" ], "markers": "python_version >= '3.9'", - "version": "==1.39.4" + "version": "==1.39.7" }, "certifi": { "hashes": [ @@ -3312,6 +3336,14 @@ "markers": "python_version >= '3.7' and python_full_version not in '3.9.0, 3.9.1'", "version": "==45.0.5" }, + "cyclopts": { + "hashes": [ + "sha256:6681b0815fa2de2bccc364468fd25b15aa9617cb505c0b16ca62e2b18a57619e", + "sha256:d3495231af6ae86479579777d212ddf77b113200f828badeaf401162ed87227d" + ], + "markers": "python_version >= '3.9'", + "version": "==3.22.2" + }, "deepdiff": { "extras": [ "murmur" @@ -3330,6 +3362,55 @@ ], "version": "==0.3.9" }, + "dnspython": { + "hashes": [ + "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86", + "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1" + ], + "markers": "python_version >= '3.9'", + "version": "==2.7.0" + }, + "docstring-parser": { + "hashes": [ + "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e", + "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637" + ], + "markers": "python_version >= '3.6' and python_version < '4.0'", + "version": "==0.16" + }, + "docutils": { + "hashes": [ + "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f", + "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2" + ], + "markers": "python_version >= '3.9'", + "version": "==0.21.2" + }, + "email-validator": { + "hashes": [ + "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631", + "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7" + ], + "markers": "python_version >= '3.8'", + "version": "==2.2.0" + }, + "exceptiongroup": { + "hashes": [ + "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10", + "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88" + ], + "markers": "python_version >= '3.7'", + "version": "==1.3.0" + }, + "fastmcp": { + "hashes": [ + "sha256:ab218f6a66b61f6f83c413d37aa18f5c30882c44c8925f39ecd02dd855826540", + "sha256:f829e0b11c4d136db1d81e20e8acb19cf5108f64059482d1853f3c940326cf04" + ], + "index": "pypi", + "markers": "python_version >= '3.10'", + "version": "==2.10.5" + }, "filelock": { "hashes": [ "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2", @@ -3363,6 +3444,15 @@ "markers": "python_version >= '3.8'", "version": "==0.28.1" }, + "httpx-sse": { + "hashes": [ + "sha256:8f44d34414bc7b21bf3602713005c5df4917884f76072479b21f68befa4ea26e", + 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-3478,6 +3584,14 @@ "markers": "python_version >= '3.9'", "version": "==3.0.2" }, + "mcp": { + "hashes": [ + "sha256:49a213df56bb9472ff83b3132a4825f5c8f5b120a90246f08b0dac6bedac44c8", + "sha256:58deac37f7483e4b338524b98bc949b7c2b7c33d978f5fafab5bde041c5e2595" + ], + "markers": "python_version >= '3.10'", + "version": "==1.11.0" + }, "mdurl": { "hashes": [ "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", @@ -3552,6 +3666,14 @@ "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'", "version": "==1.9.1" }, + "openapi-pydantic": { + "hashes": [ + "sha256:a3a09ef4586f5bd760a8df7f43028b60cafb6d9f61de2acba9574766255ab146", + "sha256:ff6835af6bde7a459fb93eb93bb92b8749b754fc6e51b2f1590a19dc3005ee0d" + ], + "markers": "python_version >= '3.8' and python_version < '4.0'", + "version": "==0.5.1" + }, "orderly-set": { "hashes": [ "sha256:46f0b801948e98f427b412fcabb831677194c05c3b699b80de260374baa0b1e7", @@ -3624,6 +3746,128 @@ 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], + "markers": "python_version >= '3.9'", + "version": "==0.26.0" + }, "ruff": { "hashes": [ "sha256:023040a3499f6f974ae9091bcdd0385dd9e9eb4942f231c23c57708147b06311", @@ -3825,6 +4257,22 @@ "markers": "python_version >= '3.7'", "version": "==1.3.1" }, + "sse-starlette": { + "hashes": [ + "sha256:08b77ea898ab1a13a428b2b6f73cfe6d0e607a7b4e15b9bb23e4a37b087fd39a", + "sha256:7c8a800a1ca343e9165fc06bbda45c78e4c6166320707ae30b416c42da070926" + ], + "markers": "python_version >= '3.9'", + "version": "==2.4.1" + }, + "starlette": { + "hashes": [ + "sha256:5e11c9f5c7c3f24959edbf2dffdc01bba860228acf657129467d8a7468591527", + "sha256:aef012dd2b6be325ffa16698f9dc533614fb1cebd593a906b90dc1025529a79b" + ], + "markers": "python_version >= '3.9'", + "version": "==0.47.1" + }, "stevedore": { "hashes": [ "sha256:3135b5ae50fe12816ef291baff420acb727fcd356106e3e9cbfa9e5985cd6f4b", @@ -3875,6 +4323,14 @@ "markers": "python_version >= '3.9'", "version": "==4.14.1" }, + "typing-inspection": { + "hashes": [ + "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51", + "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28" + ], + "markers": "python_version >= '3.9'", + "version": "==0.4.1" + }, "urllib3": { "hashes": [ "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760", @@ -3883,6 +4339,15 @@ "markers": "python_version >= '3.9'", "version": "==2.5.0" }, + "uvicorn": { + "hashes": [ + "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a", + "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01" + ], + "index": "pypi", + "markers": "python_version >= '3.9'", + "version": "==0.35.0" + }, "virtualenv": { "hashes": [ "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11", diff --git a/docker-compose.yml b/docker-compose.yml index 8a4ee7fba..3a2eab454 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -58,20 +58,23 @@ services: math_server: build: - context: ./language_model_gateway/gateway/tools/mcp - dockerfile: Dockerfile + context: mcp/math_server + dockerfile: math_server.Dockerfile container_name: math_server ports: - - "9000:8000" + - "8000:8000" inspector: - image: mcp/inspector:latest + build: + context: . + dockerfile: inspector.Dockerfile container_name: inspector ports: - - "8080:5173" -# environment: + - "8080:6277" + restart: unless-stopped + environment: # Add environment variables here if needed - # Example: MCP_INSPECTOR_CONFIG: /config/config.yaml + DANGEROUSLY_OMIT_AUTH: "true" # volumes: # - ./config:/config # Uncomment and configure volumes if you need to mount config files diff --git a/inspector.Dockerfile b/inspector.Dockerfile new file mode 100644 index 000000000..c71414e0e --- /dev/null +++ b/inspector.Dockerfile @@ -0,0 +1,21 @@ +# Inspector Dockerfile +FROM node:20-alpine + +# Install git +RUN apk add --no-cache git + +# Clone the MCP Inspector repository +RUN git clone https://github.com/modelcontextprotocol/inspector.git /app +WORKDIR /app + +# Install dependencies and build +RUN npm install && npm run build + +# Set environment variables if needed +ENV DANGEROUSLY_OMIT_AUTH=true + +# Expose the default port +EXPOSE 6277 + +# Start the inspector +CMD ["npm", "start"] diff --git a/language_model_gateway/gateway/tools/mcp/__init__.py b/mcp/__init__.py similarity index 100% rename from language_model_gateway/gateway/tools/mcp/__init__.py rename to mcp/__init__.py diff --git a/mcp/math_server/__init__.py b/mcp/math_server/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/language_model_gateway/gateway/tools/mcp/Dockerfile b/mcp/math_server/math_server.Dockerfile similarity index 97% rename from language_model_gateway/gateway/tools/mcp/Dockerfile rename to mcp/math_server/math_server.Dockerfile index a203ee368..4266b8f09 100644 --- a/language_model_gateway/gateway/tools/mcp/Dockerfile +++ b/mcp/math_server/math_server.Dockerfile @@ -8,7 +8,7 @@ WORKDIR /app RUN pip install fastmcp uvicorn # Copy the current directory contents into the container -COPY . . +COPY .. . # Expose port 8000 for the API EXPOSE 8000 diff --git a/language_model_gateway/gateway/tools/mcp/math_server.py b/mcp/math_server/math_server.py similarity index 81% rename from language_model_gateway/gateway/tools/mcp/math_server.py rename to mcp/math_server/math_server.py index 790ea2aaf..d572346fd 100644 --- a/language_model_gateway/gateway/tools/mcp/math_server.py +++ b/mcp/math_server/math_server.py @@ -1,6 +1,6 @@ -from mcp.server.fastmcp import FastMCP +from fastmcp import FastMCP -mcp = FastMCP("Math") +mcp: FastMCP = FastMCP("Math") @mcp.tool() @@ -29,7 +29,8 @@ def configure_assistant(skills: str) -> list[dict[str, str]]: if __name__ == "__main__": try: print("Starting Math MCP server...") - mcp.run(transport="streamable-http") + # mcp.run(transport="streamable-http") + mcp.run(transport="http", host="0.0.0.0", port=8000, path="/mcp") print("Math MCP server started.") except Exception as e: print(f"Error starting Math MCP server: {e}") diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 8f8c881a1..88258122a 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -1,5 +1,5 @@ import os -from typing import Dict, Any +from typing import Dict, Any, List from langchain_aws import ChatBedrockConverse from langchain_core.language_models import BaseChatModel @@ -7,10 +7,32 @@ from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.graph import StateGraph, MessagesState, START from langgraph.prebuilt import tools_condition +from mcp.types import Prompt, Resource, Tool from language_model_gateway.gateway.converters.streaming_tool_node import ( StreamingToolNode, ) +from fastmcp import Client + + +async def test_mcp_agent_directly() -> None: + # HTTP server + client: Client = Client("http://math_server:8000/mcp/") + async with client: + # Basic server interaction + await client.ping() + + # List available operations + tools: List[Tool] = await client.list_tools() + assert tools is not None + resources: List[Resource] = await client.list_resources() + assert resources is not None + prompts: List[Prompt] = await client.list_prompts() + assert prompts is not None + + # Execute operations + result = await client.call_tool("add", {"a": 12, "b": 8}) + print(result) async def test_mcp_agent() -> None: From b1d24670f8a04a111b5292d821da0ca274783f1f Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 16 Jul 2025 17:06:01 -0700 Subject: [PATCH 111/237] add health check --- Pipfile | 2 ++ Pipfile.lock | 2 +- mcp/math_server/math_server.py | 19 +++++++++++++++++-- setup.cfg | 2 ++ tests/end_to_end/test_mcp_agent.py | 2 +- 5 files changed, 23 insertions(+), 4 deletions(-) diff --git a/Pipfile b/Pipfile index 9c5eb2408..6104b7374 100644 --- a/Pipfile +++ b/Pipfile @@ -119,6 +119,8 @@ bandit = ">=1.8.3" ruff = ">=0.11.5" # pytest-cov is needed for measuring test coverage pytest-cov = ">=6.1.1" +# for testing the MCP client +mcp = ">=1.11.0" # for creating the MCP client to test fastmcp = ">=2.10.5" diff --git a/Pipfile.lock b/Pipfile.lock index 57bd94b5c..b62d1d1d8 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "7199f6611f82b6258af046a046ac9f0d20e88b4496cbc65eeb5f03316afff164" + "sha256": "1f81b3b5f35c5cb8a232fded56fbe28ab1c034e37cbf00e84ea3518a2cf9ae21" }, "pipfile-spec": 6, "requires": { diff --git a/mcp/math_server/math_server.py b/mcp/math_server/math_server.py index d572346fd..d0f4559f7 100644 --- a/mcp/math_server/math_server.py +++ b/mcp/math_server/math_server.py @@ -1,4 +1,7 @@ from fastmcp import FastMCP +from starlette.requests import Request +from starlette.responses import PlainTextResponse +import asyncio mcp: FastMCP = FastMCP("Math") @@ -26,12 +29,24 @@ def configure_assistant(skills: str) -> list[dict[str, str]]: ] -if __name__ == "__main__": +@mcp.custom_route("/health", methods=["GET"]) +async def health_check(request: Request) -> PlainTextResponse: + return PlainTextResponse("OK") + + +async def main(): + # Use run_async() in async contexts try: print("Starting Math MCP server...") # mcp.run(transport="streamable-http") - mcp.run(transport="http", host="0.0.0.0", port=8000, path="/mcp") + await mcp.run_async( + transport="http", host="0.0.0.0", port=8000, path="/mcp", log_level="debug" + ) print("Math MCP server started.") except Exception as e: print(f"Error starting Math MCP server: {e}") raise e + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/setup.cfg b/setup.cfg index 4e18c82ad..b566b2256 100644 --- a/setup.cfg +++ b/setup.cfg @@ -23,6 +23,8 @@ ignore_missing_imports = True ignore_missing_imports = True [mypy-pandas.*] ignore_missing_imports = True +[mypy-mcp.*] +ignore_errors = True [flake8] ignore = E501, W503, W504, E126, E251, E203 max-line-length = 88 diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 88258122a..0e1d9901f 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -17,7 +17,7 @@ async def test_mcp_agent_directly() -> None: # HTTP server - client: Client = Client("http://math_server:8000/mcp/") + client: Client[Any] = Client("http://math_server:8000/mcp/") async with client: # Basic server interaction await client.ping() From 6f66fb68cefe43760f293bd82ca230d8b61e2401 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 16 Jul 2025 17:08:47 -0700 Subject: [PATCH 112/237] fix bandit warning --- .pre-commit-config.yaml | 2 +- mcp/math_server/math_server.py | 6 +++++- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index e37143523..a4a578e92 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -74,7 +74,7 @@ repos: require_serial: true args: [ '-q', - '--skip', 'B101,B105,B106', + '--skip', 'B101,B104,B105,B106', '-r', '--severity-level', 'medium' ] diff --git a/mcp/math_server/math_server.py b/mcp/math_server/math_server.py index d0f4559f7..3eb613b24 100644 --- a/mcp/math_server/math_server.py +++ b/mcp/math_server/math_server.py @@ -40,7 +40,11 @@ async def main(): print("Starting Math MCP server...") # mcp.run(transport="streamable-http") await mcp.run_async( - transport="http", host="0.0.0.0", port=8000, path="/mcp", log_level="debug" + transport="http", + host="0.0.0.0", + port=8000, + path="/mcp", + log_level="debug", # nosec B104 ) print("Math MCP server started.") except Exception as e: From 0227f1e21cfc6319316ea23821857425936b7126 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 12:26:00 -0700 Subject: [PATCH 113/237] add mcp package --- Pipfile | 4 +-- Pipfile.lock | 78 +++++++++++++++++++++++++++------------------------- 2 files changed, 42 insertions(+), 40 deletions(-) diff --git a/Pipfile b/Pipfile index 6104b7374..01555e123 100644 --- a/Pipfile +++ b/Pipfile @@ -86,6 +86,8 @@ backoff = ">=2.2.1" databricks-sdk = ">=0.42.0" # pandas is a Python library for working with data pandas = ">=2.2.3" +# for testing the MCP client +mcp = ">=1.11.0" # langchain_mcp_adapters is a Python library for working with MCP adapters in LangChain langchain_mcp_adapters = ">=0.1.9" @@ -119,8 +121,6 @@ bandit = ">=1.8.3" ruff = ">=0.11.5" # pytest-cov is needed for measuring test coverage pytest-cov = ">=6.1.1" -# for testing the MCP client -mcp = ">=1.11.0" # for creating the MCP client to test fastmcp = ">=2.10.5" diff --git a/Pipfile.lock b/Pipfile.lock index b62d1d1d8..7069250a1 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "1f81b3b5f35c5cb8a232fded56fbe28ab1c034e37cbf00e84ea3518a2cf9ae21" + "sha256": "c3db3a957f217f9ebece210566c17cd6435cbe387b3ef180cf7a857fefad7ba9" }, "pipfile-spec": 6, "requires": { @@ -339,12 +339,12 @@ }, "databricks-sdk": { "hashes": [ - "sha256:8f5a35e42cc3f8a065d2e7c2d1aa5fb2fbaf3f5f0b475b75f5af17234f02abbd", - "sha256:9be3985f1297c5e605103e0df3aa5a2ee6fda56e9d83721f376af7c6855bcb90" + "sha256:2ae4baefd1f7360c8314e2ebdc0a0a6d7e76a88805a65d0415ff73631c1e4c0d", + "sha256:f60a27f00ccdf57d8496dd4a2e46ad17bb9557add09a6b2e23d46f29c0bca613" ], "index": "pypi", "markers": "python_version >= '3.7'", - "version": "==0.58.0" + "version": "==0.59.0" }, "dataclasses-json": { "hashes": [ @@ -881,11 +881,11 @@ }, "jsonschema": { "hashes": [ - "sha256:0b4e8069eb12aedfa881333004bccaec24ecef5a8a6a4b6df142b2cc9599d196", - "sha256:a462455f19f5faf404a7902952b6f0e3ce868f3ee09a359b05eca6673bd8412d" + "sha256:6b916866aa0b61437785f1277aa2cbd63512e8d4b47151072ef13292049b4627", + "sha256:fe45a130cc7f67cd0d67640b4e7e3e2e666919462ae355eda238296eafeb4b5d" ], "markers": "python_version >= '3.9'", - "version": "==4.24.0" + "version": "==4.24.1" }, "jsonschema-specifications": { "hashes": [ @@ -995,11 +995,11 @@ }, "langgraph-checkpoint": { "hashes": [ - "sha256:4cea3e512081da1241396a519cbfe4c5d92836545e2c64e85b6f5c34a1b8bc61", - "sha256:cdaa2f0b49aa130ab185c02d82f02b40299a1fbc9ac59ac20cecce09642a1abe" + "sha256:5a779134fd28134a9a83d078be4450bbf0e0c79fdf5e992549658899e6fc5ea7", + "sha256:72038c0f9e22260cb9bff1f3ebe5eb06d940b7ee5c1e4765019269d4f21cf92d" ], "markers": "python_version >= '3.9'", - "version": "==2.1.0" + "version": "==2.1.1" }, "langgraph-prebuilt": { "hashes": [ @@ -1146,6 +1146,7 @@ "sha256:49a213df56bb9472ff83b3132a4825f5c8f5b120a90246f08b0dac6bedac44c8", "sha256:58deac37f7483e4b338524b98bc949b7c2b7c33d978f5fafab5bde041c5e2595" ], + "index": "pypi", "markers": "python_version >= '3.10'", "version": "==1.11.0" }, @@ -3357,10 +3358,10 @@ }, "distlib": { "hashes": [ - "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87", - "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403" + "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", + "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d" ], - "version": "==0.3.9" + "version": "==0.4.0" }, "dnspython": { "hashes": [ @@ -3495,11 +3496,11 @@ }, "jsonschema": { "hashes": [ - "sha256:0b4e8069eb12aedfa881333004bccaec24ecef5a8a6a4b6df142b2cc9599d196", - "sha256:a462455f19f5faf404a7902952b6f0e3ce868f3ee09a359b05eca6673bd8412d" + "sha256:6b916866aa0b61437785f1277aa2cbd63512e8d4b47151072ef13292049b4627", + "sha256:fe45a130cc7f67cd0d67640b4e7e3e2e666919462ae355eda238296eafeb4b5d" ], "markers": "python_version >= '3.9'", - "version": "==4.24.0" + "version": "==4.24.1" }, "jsonschema-specifications": { "hashes": [ @@ -3589,6 +3590,7 @@ "sha256:49a213df56bb9472ff83b3132a4825f5c8f5b120a90246f08b0dac6bedac44c8", "sha256:58deac37f7483e4b338524b98bc949b7c2b7c33d978f5fafab5bde041c5e2595" ], + "index": "pypi", "markers": "python_version >= '3.10'", "version": "==1.11.0" }, @@ -4202,28 +4204,28 @@ }, "ruff": { "hashes": [ - "sha256:023040a3499f6f974ae9091bcdd0385dd9e9eb4942f231c23c57708147b06311", - "sha256:0262d50ba2767ed0fe212aa7e62112a1dcbfd46b858c5bf7bbd11f326998bafc", - "sha256:0a9153b000c6fe169bb307f5bd1b691221c4286c133407b8827c406a55282041", - "sha256:12371aec33e1a3758597c5c631bae9a5286f3c963bdfb4d17acdd2d395406687", - "sha256:2120d3aa855ff385e0e562fdee14d564c9675edbe41625c87eeab744a7830d12", - "sha256:40dced4a79d7c264389de1c59467d5d5cefd79e7e06d1dfa2c75497b5269a5a6", - "sha256:47552138f7206454eaf0c4fe827e546e9ddac62c2a3d2585ca54d29a890137a2", - "sha256:560f13b6baa49785665276c963edc363f8ad4b4fc910a883e2625bdb14a83a9e", - "sha256:5f9c7c9c8f84c2d7f27e93674d27136fbf489720251544c4da7fb3d742e011b1", - "sha256:6b16647cbb470eaf4750d27dddc6ebf7758b918887b56d39e9c22cce2049082b", - "sha256:883d844967bffff5ab28bba1a4d246c1a1b2933f48cb9840f3fdc5111c603b07", - "sha256:a946cf1e7ba3209bdef039eb97647f1c77f6f540e5845ec9c114d3af8df873e7", - "sha256:c4faaff1f90cea9d3033cbbcdf1acf5d7fb11d8180758feb31337391691f3df0", - "sha256:dfd45e6e926deb6409d0616078a666ebce93e55e07f0fb0228d4b2608b2c248d", - "sha256:e1417051edb436230023575b149e8ff843a324557fe0a265863b7602df86722f", - "sha256:e2506961bf6ead54887ba3562604d69cb430f59b42133d36976421bc8bd45901", - "sha256:f1b5a4b6668fd7b7ea3697d8d98857390b40c1320a63a178eee6be0899ea2d77", - "sha256:fa6b24600cf3b750e48ddb6057e901dd5b9aa426e316addb2a1af185a7509882" + "sha256:0618ec4442a83ab545e5b71202a5c0ed7791e8471435b94e655b570a5031a98e", + "sha256:0fc426bec2e4e5f4c4f182b9d2ce6a75c85ba9bcdbe5c6f2a74fcb8df437df4b", + "sha256:13efa16df6c6eeb7d0f091abae50f58e9522f3843edb40d56ad52a5a4a4b6873", + "sha256:2abc48f3d9667fdc74022380b5c745873499ff827393a636f7a59da1515e7c57", + "sha256:2b2449dc0c138d877d629bea151bee8c0ae3b8e9c43f5fcaafcd0c0d0726b184", + "sha256:478fccdb82ca148a98a9ff43658944f7ab5ec41c3c49d77cd99d44da019371a1", + "sha256:4de27977827893cdfb1211d42d84bc180fceb7b72471104671c59be37041cf93", + "sha256:55c0f4ca9769408d9b9bac530c30d3e66490bd2beb2d3dae3e4128a1f05c7442", + "sha256:56e45bb11f625db55f9b70477062e6a1a04d53628eda7784dce6e0f55fd549eb", + "sha256:a7dea966bcb55d4ecc4cc3270bccb6f87a337326c9dcd3c07d5b97000dbff41c", + "sha256:a8224cc3722c9ad9044da7f89c4c1ec452aef2cfe3904365025dd2f51daeae0e", + "sha256:afcfa3ab5ab5dd0e1c39bf286d829e042a15e966b3726eea79528e2e24d8371a", + "sha256:be0593c69df9ad1465e8a2d10e3defd111fdb62dcd5be23ae2c06da77e8fcffb", + "sha256:c057ce464b1413c926cdb203a0f858cd52f3e73dcb3270a3318d1630f6395bb3", + "sha256:cb0d261dac457ab939aeb247e804125a5d521b21adf27e721895b0d3f83a0d0a", + "sha256:e64b90d1122dc2713330350626b10d60818930819623abbb56535c6466cce045", + "sha256:e9949d01d64fa3672449a51ddb5d7548b33e130240ad418884ee6efa7a229586", + "sha256:fe0b9e9eb23736b453143d72d2ceca5db323963330d5b7859d60d101147d461a" ], "index": "pypi", "markers": "python_version >= '3.7'", - "version": "==0.12.3" + "version": "==0.12.4" }, "s3transfer": { "hashes": [ @@ -4292,12 +4294,12 @@ }, "types-cachetools": { "hashes": [ - "sha256:1de8f0fe4bdcb187a48d2026c1e3672830f67943ad2bf3486abe031b632f1252", - "sha256:baf06f234cac3aeb44c07893447ba03ecdb6c0742ba2607e28a35d38e6821b02" + "sha256:4acc8e25de9f5f84dd176ea81dcffa7cb24393869bb2e59e692dfd0139a1e66f", + "sha256:bba4b8d42262460d24e570097d2d9040e60311934603caa642efd971f3658ed0" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==6.0.0.20250525" + "version": "==6.1.0.20250717" }, "types-html5lib": { "hashes": [ From 47d6c4386eb4b891526f4f2bb46ea834203cde64 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 12:29:28 -0700 Subject: [PATCH 114/237] rename mcp to mcp_servers to avoid conflict with mcp package --- docker-compose.yml | 2 +- {mcp => mcp_servers}/__init__.py | 0 {mcp => mcp_servers}/math_server/__init__.py | 0 {mcp => mcp_servers}/math_server/math_server.Dockerfile | 0 {mcp => mcp_servers}/math_server/math_server.py | 0 setup.cfg | 2 +- tests/end_to_end/examples/math_server.py | 2 +- tests/end_to_end/test_mcp_agent.py | 2 +- 8 files changed, 4 insertions(+), 4 deletions(-) rename {mcp => mcp_servers}/__init__.py (100%) rename {mcp => mcp_servers}/math_server/__init__.py (100%) rename {mcp => mcp_servers}/math_server/math_server.Dockerfile (100%) rename {mcp => mcp_servers}/math_server/math_server.py (100%) diff --git a/docker-compose.yml b/docker-compose.yml index 3a2eab454..48a9d737a 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -58,7 +58,7 @@ services: math_server: build: - context: mcp/math_server + context: mcp_servers/math_server dockerfile: math_server.Dockerfile container_name: math_server ports: diff --git a/mcp/__init__.py b/mcp_servers/__init__.py similarity index 100% rename from mcp/__init__.py rename to mcp_servers/__init__.py diff --git a/mcp/math_server/__init__.py b/mcp_servers/math_server/__init__.py similarity index 100% rename from mcp/math_server/__init__.py rename to mcp_servers/math_server/__init__.py diff --git a/mcp/math_server/math_server.Dockerfile b/mcp_servers/math_server/math_server.Dockerfile similarity index 100% rename from mcp/math_server/math_server.Dockerfile rename to mcp_servers/math_server/math_server.Dockerfile diff --git a/mcp/math_server/math_server.py b/mcp_servers/math_server/math_server.py similarity index 100% rename from mcp/math_server/math_server.py rename to mcp_servers/math_server/math_server.py diff --git a/setup.cfg b/setup.cfg index b566b2256..bc1a67668 100644 --- a/setup.cfg +++ b/setup.cfg @@ -23,7 +23,7 @@ ignore_missing_imports = True ignore_missing_imports = True [mypy-pandas.*] ignore_missing_imports = True -[mypy-mcp.*] +[mypy-mcp_servers.*] ignore_errors = True [flake8] ignore = E501, W503, W504, E126, E251, E203 diff --git a/tests/end_to_end/examples/math_server.py b/tests/end_to_end/examples/math_server.py index 11237f66c..f01a3cf82 100644 --- a/tests/end_to_end/examples/math_server.py +++ b/tests/end_to_end/examples/math_server.py @@ -1,4 +1,4 @@ -from mcp.server.fastmcp import FastMCP +from mcp_servers.server.fastmcp import FastMCP mcp = FastMCP("Math") diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 0e1d9901f..8f5cfe859 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -7,7 +7,7 @@ from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.graph import StateGraph, MessagesState, START from langgraph.prebuilt import tools_condition -from mcp.types import Prompt, Resource, Tool +from mcp_servers.types import Prompt, Resource, Tool from language_model_gateway.gateway.converters.streaming_tool_node import ( StreamingToolNode, From eae557b6a98ebf28b8ccfbd50e22526a830efa5e Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 13:18:36 -0700 Subject: [PATCH 115/237] rename mcp to mcp_servers to avoid conflict with mcp package --- tests/end_to_end/examples/math_server.py | 2 +- tests/end_to_end/test_mcp_agent.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/end_to_end/examples/math_server.py b/tests/end_to_end/examples/math_server.py index f01a3cf82..11237f66c 100644 --- a/tests/end_to_end/examples/math_server.py +++ b/tests/end_to_end/examples/math_server.py @@ -1,4 +1,4 @@ -from mcp_servers.server.fastmcp import FastMCP +from mcp.server.fastmcp import FastMCP mcp = FastMCP("Math") diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 8f5cfe859..0e1d9901f 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -7,7 +7,7 @@ from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.graph import StateGraph, MessagesState, START from langgraph.prebuilt import tools_condition -from mcp_servers.types import Prompt, Resource, Tool +from mcp.types import Prompt, Resource, Tool from language_model_gateway.gateway.converters.streaming_tool_node import ( StreamingToolNode, From 4bea6428d88503b802a6fa9b77b90513e4bfdfaf Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 17:57:39 -0700 Subject: [PATCH 116/237] rename mcp to mcp_servers to avoid conflict with mcp package --- mcp_servers/math_server/math_server.py | 2 ++ tests/end_to_end/test_mcp_agent.py | 2 +- 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/mcp_servers/math_server/math_server.py b/mcp_servers/math_server/math_server.py index 3eb613b24..7e57889a9 100644 --- a/mcp_servers/math_server/math_server.py +++ b/mcp_servers/math_server/math_server.py @@ -9,6 +9,7 @@ @mcp.tool() def add(a: int, b: int) -> int: """Add two numbers""" + print(f"Adding numbers {a} + {b}") return a + b @@ -16,6 +17,7 @@ def add(a: int, b: int) -> int: def multiply(a: int, b: int) -> int: """Multiply two numbers""" # Give wrong answer to ensure that the assistant uses the tool + print(f"Multiplying numbers {a} * {b}") return (a * b) + 1 diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 0e1d9901f..6d77c7de6 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -60,7 +60,7 @@ async def test_mcp_agent() -> None: # }, "math": { # make sure you start your weather server on port 8000 - "url": "http://host.docker.internal:8000/mcp/", + "url": "http://math_server:8000/mcp/", "transport": "streamable_http", }, } From 36163fae2490eb6f4eaa4ab9d782fb41df971211 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 18:04:37 -0700 Subject: [PATCH 117/237] add provider_search.py --- docker-compose.yml | 9 ++++ .../provider_search.Dockerfile | 18 ++++++++ .../provider_search/provider_search.py | 44 +++++++++++++++++++ tests/end_to_end/examples/__init__.py | 0 tests/end_to_end/examples/math_server.py | 30 ------------- 5 files changed, 71 insertions(+), 30 deletions(-) create mode 100644 mcp_servers/provider_search/provider_search.Dockerfile create mode 100644 mcp_servers/provider_search/provider_search.py delete mode 100644 tests/end_to_end/examples/__init__.py delete mode 100644 tests/end_to_end/examples/math_server.py diff --git a/docker-compose.yml b/docker-compose.yml index 48a9d737a..4f849adcc 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -79,3 +79,12 @@ services: # - ./config:/config # Uncomment and configure volumes if you need to mount config files # Add other options as needed + + provider_search: + build: + context: ./mcp_servers/provider_search + dockerfile: provider_search.Dockerfile + container_name: provider_search + ports: + - "8001:8001" + restart: unless-stopped diff --git a/mcp_servers/provider_search/provider_search.Dockerfile b/mcp_servers/provider_search/provider_search.Dockerfile new file mode 100644 index 000000000..71e4e9897 --- /dev/null +++ b/mcp_servers/provider_search/provider_search.Dockerfile @@ -0,0 +1,18 @@ +# Use official Python image as base +FROM python:3.12-slim + +# Set working directory +WORKDIR /app + +# Install FastMCP (and uvicorn for serving) +RUN pip install fastmcp uvicorn + +# Copy the current directory contents into the container +COPY .. . + +# Expose port 8000 for the API +EXPOSE 8000 + +# Start the REST API using FastMCP's built-in HTTP server +CMD ["python", "provider_search.py"] + diff --git a/mcp_servers/provider_search/provider_search.py b/mcp_servers/provider_search/provider_search.py new file mode 100644 index 000000000..9232c1a35 --- /dev/null +++ b/mcp_servers/provider_search/provider_search.py @@ -0,0 +1,44 @@ +import asyncio +from fastmcp import FastMCP +from starlette.requests import Request +from starlette.responses import PlainTextResponse + +# Example doctor database +DOCTOR_DB = { + "Dr. Alice Smith": "123 Main St, Springfield", + "Dr. Bob Jones": "456 Elm St, Shelbyville", + "Dr. Carol White": "789 Oak St, Capital City", +} + +mcp: FastMCP = FastMCP("Math") + + +@mcp.prompt() +def get_doctor_address(doctor_name: str) -> str: + """Return the address of the doctor given their name.""" + return DOCTOR_DB.get(doctor_name, "Doctor not found.") + + +@mcp.custom_route("/health", methods=["GET"]) +async def health_check(request: Request) -> PlainTextResponse: + return PlainTextResponse("OK") + + +async def main(): + try: + print("Starting Provider Search MCP server...") + await mcp.run_async( + transport="http", + host="0.0.0.0", + port=8001, + path="/mcp", + log_level="debug", # nosec B104 + ) + print("Provider Search MCP server started.") + except Exception as e: + print(f"Error starting Provider Search MCP server: {e}") + raise e + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/tests/end_to_end/examples/__init__.py b/tests/end_to_end/examples/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/tests/end_to_end/examples/math_server.py b/tests/end_to_end/examples/math_server.py deleted file mode 100644 index 11237f66c..000000000 --- a/tests/end_to_end/examples/math_server.py +++ /dev/null @@ -1,30 +0,0 @@ -from mcp.server.fastmcp import FastMCP - -mcp = FastMCP("Math") - - -@mcp.tool() -def add(a: int, b: int) -> int: - """Add two numbers""" - return a + b - - -@mcp.tool() -def multiply(a: int, b: int) -> int: - """Multiply two numbers""" - # Give wrong answer to ensure that the assistant uses the tool - return (a * b) + 1 - - -@mcp.prompt() -def configure_assistant(skills: str) -> list[dict[str, str]]: - return [ - { - "role": "assistant", - "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", - }, - ] - - -if __name__ == "__main__": - mcp.run(transport="stdio") From 3a1987317e04e093c80d6ab3bdc5f3a5b3a32f77 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 18:08:53 -0700 Subject: [PATCH 118/237] add provider_search.py --- mcp_servers/provider_search/provider_search.py | 4 ++-- tests/end_to_end/test_mcp_agent.py | 9 +++++++-- 2 files changed, 9 insertions(+), 4 deletions(-) diff --git a/mcp_servers/provider_search/provider_search.py b/mcp_servers/provider_search/provider_search.py index 9232c1a35..5972810cc 100644 --- a/mcp_servers/provider_search/provider_search.py +++ b/mcp_servers/provider_search/provider_search.py @@ -10,10 +10,10 @@ "Dr. Carol White": "789 Oak St, Capital City", } -mcp: FastMCP = FastMCP("Math") +mcp: FastMCP = FastMCP("ProviderSearch") -@mcp.prompt() +@mcp.tool() def get_doctor_address(doctor_name: str) -> str: """Return the address of the doctor given their name.""" return DOCTOR_DB.get(doctor_name, "Doctor not found.") diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 6d77c7de6..129d6d789 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -63,6 +63,11 @@ async def test_mcp_agent() -> None: "url": "http://math_server:8000/mcp/", "transport": "streamable_http", }, + "providersearch": { + # make sure you start your weather server on port 8000 + "url": "http://provider_search:8001/mcp/", + "transport": "streamable_http", + }, } ) tools = await client.get_tools() @@ -81,13 +86,13 @@ def call_model(state: MessagesState) -> Dict[str, BaseMessage]: ) builder.add_edge("tools", "call_model") graph = builder.compile() - prompt = {"messages": "what's (3 + 5) x 12?"} + prompt = {"messages": "what's address for Dr. Alice Smith?"} # noinspection PyTypeChecker math_response = await graph.ainvoke(prompt) # type: ignore[arg-type] print(math_response) print("=== Math Response ===") print(math_response["messages"][-1].content) print("===== End of Math Response =====") - assert "97" in math_response["messages"][-1].content + assert "123 Main St, Springfield" in math_response["messages"][-1].content # weather_response = await graph.ainvoke({"messages": "what is the weather in nyc?"}) # print(weather_response) From 10a7ef28754b2f2ebbf2bee749495e742f3a4734 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 18:18:18 -0700 Subject: [PATCH 119/237] add provider_search.py --- language_model_gateway/gateway/tools/mcp_tool_provider.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index fce283fb3..36a718db6 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -31,7 +31,12 @@ async def load_async(self) -> None: # }, "math": { # make sure you start your weather server on port 8000 - "url": "http://localhost:8000/mcp/", + "url": "http://math_server:8000/mcp/", + "transport": "streamable_http", + }, + "providersearch": { + # make sure you start your weather server on port 8000 + "url": "http://provider_search:8001/mcp/", "transport": "streamable_http", }, } From 0190de667c748a6e8c3490f2384a5e75fb1d6474 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 18:30:41 -0700 Subject: [PATCH 120/237] add provider_search.py --- tests/end_to_end/test_mcp_agent.py | 20 ++++++++++++++++++-- 1 file changed, 18 insertions(+), 2 deletions(-) diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 129d6d789..491882e0f 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -7,12 +7,22 @@ from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.graph import StateGraph, MessagesState, START from langgraph.prebuilt import tools_condition -from mcp.types import Prompt, Resource, Tool +from mcp.types import ( + Prompt, + Resource, + Tool, + TextContent, + ImageContent, + AudioContent, + ResourceLink, + EmbeddedResource, +) from language_model_gateway.gateway.converters.streaming_tool_node import ( StreamingToolNode, ) from fastmcp import Client +from fastmcp.client.client import CallToolResult async def test_mcp_agent_directly() -> None: @@ -31,8 +41,14 @@ async def test_mcp_agent_directly() -> None: assert prompts is not None # Execute operations - result = await client.call_tool("add", {"a": 12, "b": 8}) + result: CallToolResult = await client.call_tool("add", {"a": 12, "b": 8}) print(result) + content: ( + TextContent | ImageContent | AudioContent | ResourceLink | EmbeddedResource + ) = result.content[0] + assert content is not None + assert isinstance(content, TextContent) + assert content.text == "20" async def test_mcp_agent() -> None: From cd37de70eedaa7eb4270ea356fcb810284773d7c Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 19:12:52 -0700 Subject: [PATCH 121/237] add url to AgentConfig --- docker-compose.yml | 2 +- .../configs/config_schema.py | 3 + .../provider_search/provider_search.py | 1 + tests/end_to_end/test_mcp_agent.py | 4 +- ...chat_anthropic_with_mcp_provider_search.py | 87 +++++++++++++++++++ 5 files changed, 94 insertions(+), 3 deletions(-) create mode 100644 tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py diff --git a/docker-compose.yml b/docker-compose.yml index 4f849adcc..4d7e1a01f 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -14,7 +14,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 0 + RUN_TESTS_WITH_REAL_LLM: 1 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" diff --git a/language_model_gateway/configs/config_schema.py b/language_model_gateway/configs/config_schema.py index 8284279bf..6bb77a5a0 100644 --- a/language_model_gateway/configs/config_schema.py +++ b/language_model_gateway/configs/config_schema.py @@ -68,6 +68,9 @@ class AgentConfig(BaseModel): parameters: List[AgentParameterConfig] | None = None """The parameters for the tool""" + url: str | None = None + """The MCP (Model Context Protocol) URL to access the tool""" + class ModelConfig(BaseModel): """Model configuration""" diff --git a/mcp_servers/provider_search/provider_search.py b/mcp_servers/provider_search/provider_search.py index 5972810cc..a58c2ce02 100644 --- a/mcp_servers/provider_search/provider_search.py +++ b/mcp_servers/provider_search/provider_search.py @@ -16,6 +16,7 @@ @mcp.tool() def get_doctor_address(doctor_name: str) -> str: """Return the address of the doctor given their name.""" + print(f"Received get_doctor_address for doctor: {doctor_name}") return DOCTOR_DB.get(doctor_name, "Doctor not found.") diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 491882e0f..30eaddd84 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -57,8 +57,8 @@ async def test_mcp_agent() -> None: model: BaseChatModel = ChatBedrockConverse( client=None, - model="us.anthropic.claude-sonnet-4-20250514-v1:0", - # model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + # model="us.anthropic.claude-sonnet-4-20250514-v1:0", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", provider="anthropic", credentials_profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE"), region_name=os.environ.get("AWS_REGION", "us-east-1"), diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py new file mode 100644 index 000000000..6b47354b3 --- /dev/null +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py @@ -0,0 +1,87 @@ +from typing import Optional, List + +import httpx +import pytest +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam + +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory + + +@pytest.mark.asyncio +async def test_chat_completions_with_web_search( + async_client: httpx.AsyncClient, +) -> None: + print("") + test_container: SimpleContainer = await get_container_async() + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "Donald Trump won the last US election" + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig( + name="provider_search", url="http://localhost:8001/mcp/" + ), + ], + ) + ] + ) + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # change the default port if needed + http_client=async_client, + ) + + # call API + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "what's address for Dr. Alice Smith?", + } + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[message], + model="General Purpose", + ) + + # print the top "choice" + content: Optional[str] = "\n".join( + choice.message.content or "" for choice in chat_completion.choices + ) + assert content is not None + print(content) + assert "Trump" in content From 1d6f13b4c0debd4385d4ccead9d539ba772fcc40 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 19:38:56 -0700 Subject: [PATCH 122/237] update mcp_tool_provider.py to load agents by url --- .../langchain_chat_completions_provider.py | 2 +- .../gateway/tools/mcp_tool_provider.py | 81 +++++++++++-------- ...chat_anthropic_with_mcp_provider_search.py | 5 +- 3 files changed, 50 insertions(+), 38 deletions(-) diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index cb4b050e2..6d4c3d96b 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -75,7 +75,7 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: # Load MCP tools if they are enabled await self.mcp_tool_provider.load_async() # add MCP tools - tools = [t for t in tools] + self.mcp_tool_provider.get_tools( + tools = [t for t in tools] + await self.mcp_tool_provider.get_tools_async( tools=[t for t in model_config.get_agents()] ) diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 36a718db6..ecf39a0fb 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -1,3 +1,4 @@ +import dataclasses from typing import Dict, List from langchain_core.tools import BaseTool @@ -6,6 +7,18 @@ from language_model_gateway.configs.config_schema import AgentConfig +@dataclasses.dataclass +class MCPToolConfig: + """ + Configuration for MCP tools. + This class holds the necessary information to configure an MCP tool. + """ + + name: str + url: str + tool: BaseTool + + class MCPToolProvider: """ A class to provide tools for the MCP (Model Control Protocol) gateway. @@ -14,48 +27,46 @@ class MCPToolProvider: """ def __init__(self) -> None: - self.tools: Dict[str, BaseTool] = {} - self._loaded: bool = False + self.tools_by_mcp_url: Dict[str, List[BaseTool]] = {} async def load_async(self) -> None: - if not self._loaded: + pass + + async def get_tools_by_url_async(self, *, tool: AgentConfig) -> List[BaseTool]: + try: + url: str | None = tool.url + assert url is not None, "Tool URL must be provided" + # first see if the url is already loaded + if url in self.tools_by_mcp_url: + return self.tools_by_mcp_url[url] + client: MultiServerMCPClient = MultiServerMCPClient( { - # "math": { - # "command": "python", - # # Make sure to update to the full absolute path to your math_server.py file - # "args": [ - # "/usr/src/language_model_gateway/language_model_gateway/gateway/tools/mcp/math_server.py" - # ], - # "transport": "stdio", - # }, - "math": { + f"{tool.name}": { # make sure you start your weather server on port 8000 - "url": "http://math_server:8000/mcp/", - "transport": "streamable_http", - }, - "providersearch": { - # make sure you start your weather server on port 8000 - "url": "http://provider_search:8001/mcp/", + "url": url, "transport": "streamable_http", }, } ) tools: List[BaseTool] = await client.get_tools() - self.tools = {tool.name: tool for tool in tools} - self._loaded = True - - def get_tool_by_name(self, *, tool: AgentConfig) -> BaseTool: - if tool.name in self.tools: - return self.tools[tool.name] - raise ValueError(f"Tool with name {tool.name} not found") - - def has_tool(self, *, tool: AgentConfig) -> bool: - return tool.name in self.tools - - def get_tools(self, *, tools: list[AgentConfig]) -> list[BaseTool]: - return [ - self.get_tool_by_name(tool=tool) - for tool in tools - if self.has_tool(tool=tool) - ] + self.tools_by_mcp_url[url] = tools + return tools + except Exception as e: + raise ValueError(f"Failed to load tools from MCP URL {tool.url}: {e}") + + async def get_tools_async(self, *, tools: list[AgentConfig]) -> list[BaseTool]: + # get list of tools from the tools from each agent and then concatenate them + all_tools: List[BaseTool] = [] + for tool in tools: + if tool.url is not None: + try: + tools_by_url: List[BaseTool] = await self.get_tools_by_url_async( + tool=tool + ) + all_tools.extend(tools_by_url) + except Exception as e: + raise ValueError( + f"Failed to get tools from MCP URL {tool.url}: {e}" + ) + return all_tools diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py index 6b47354b3..01ffeaff0 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py @@ -54,7 +54,8 @@ async def test_chat_completions_with_web_search( ), tools=[ AgentConfig( - name="provider_search", url="http://localhost:8001/mcp/" + name="mcp_provider_search", + url="http://provider_search:8001/mcp/", ), ], ) @@ -84,4 +85,4 @@ async def test_chat_completions_with_web_search( ) assert content is not None print(content) - assert "Trump" in content + assert "123 Main St, Springfield" in content From 8ba83923fc79e14e740b8bf0c7262e2529ffc9c6 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 19:50:25 -0700 Subject: [PATCH 123/237] update mcp_tool_provider.py to load agents by url --- .../configs/config_schema.py | 5 +++- .../gateway/tools/mcp_tool_provider.py | 28 +++++++------------ 2 files changed, 14 insertions(+), 19 deletions(-) diff --git a/language_model_gateway/configs/config_schema.py b/language_model_gateway/configs/config_schema.py index 6bb77a5a0..5c964b993 100644 --- a/language_model_gateway/configs/config_schema.py +++ b/language_model_gateway/configs/config_schema.py @@ -1,4 +1,4 @@ -from typing import List, Optional +from typing import List, Optional, Dict from pydantic import BaseModel @@ -71,6 +71,9 @@ class AgentConfig(BaseModel): url: str | None = None """The MCP (Model Context Protocol) URL to access the tool""" + headers: Dict[str, str] | None = None + """The headers to pass to the MCP tool""" + class ModelConfig(BaseModel): """Model configuration""" diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index ecf39a0fb..393f63f8d 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -1,24 +1,12 @@ -import dataclasses from typing import Dict, List from langchain_core.tools import BaseTool from langchain_mcp_adapters.client import MultiServerMCPClient +from langchain_mcp_adapters.sessions import StreamableHttpConnection from language_model_gateway.configs.config_schema import AgentConfig -@dataclasses.dataclass -class MCPToolConfig: - """ - Configuration for MCP tools. - This class holds the necessary information to configure an MCP tool. - """ - - name: str - url: str - tool: BaseTool - - class MCPToolProvider: """ A class to provide tools for the MCP (Model Control Protocol) gateway. @@ -40,13 +28,17 @@ async def get_tools_by_url_async(self, *, tool: AgentConfig) -> List[BaseTool]: if url in self.tools_by_mcp_url: return self.tools_by_mcp_url[url] + mcp_tool_config: StreamableHttpConnection = { + # make sure you start your weather server on port 8000 + "url": url, + "transport": "streamable_http", + } + if tool.headers: + mcp_tool_config["headers"] = tool.headers + client: MultiServerMCPClient = MultiServerMCPClient( { - f"{tool.name}": { - # make sure you start your weather server on port 8000 - "url": url, - "transport": "streamable_http", - }, + f"{tool.name}": mcp_tool_config, } ) tools: List[BaseTool] = await client.get_tools() From 5aa39dc437cc06f76824ad7824923513c21d0285 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 19:53:40 -0700 Subject: [PATCH 124/237] add test for github mcp --- .../test_chat_anthropic_with_mcp_github.py | 88 +++++++++++++++++++ ...chat_anthropic_with_mcp_provider_search.py | 2 +- 2 files changed, 89 insertions(+), 1 deletion(-) create mode 100644 tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py new file mode 100644 index 000000000..77608ccdb --- /dev/null +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py @@ -0,0 +1,88 @@ +from typing import Optional, List + +import httpx +import pytest +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam + +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory + + +@pytest.mark.asyncio +async def test_chat_completions_with_mcp_github( + async_client: httpx.AsyncClient, +) -> None: + print("") + test_container: SimpleContainer = await get_container_async() + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "Donald Trump won the last US election" + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig( + name="mcp_github_search", + url="https://api.githubcopilot.com/mcp/", + ), + ], + ) + ] + ) + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # change the default port if needed + http_client=async_client, + ) + + # call API + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "what's address for Dr. Alice Smith?", + } + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[message], + model="General Purpose", + ) + + # print the top "choice" + content: Optional[str] = "\n".join( + choice.message.content or "" for choice in chat_completion.choices + ) + assert content is not None + print(content) + assert "123 Main St, Springfield" in content diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py index 01ffeaff0..0c72a668e 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py @@ -22,7 +22,7 @@ @pytest.mark.asyncio -async def test_chat_completions_with_web_search( +async def test_chat_completions_with_mcp_provider_search( async_client: httpx.AsyncClient, ) -> None: print("") From ddefba70c9990b72d0fa467aaf1f2c0f767741aa Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 20:04:03 -0700 Subject: [PATCH 125/237] replace environment variables --- language_model_gateway/gateway/tools/mcp_tool_provider.py | 7 ++++++- .../mcp_tools/test_chat_anthropic_with_mcp_github.py | 1 + 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 393f63f8d..d21e89df0 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -1,3 +1,4 @@ +import os from typing import Dict, List from langchain_core.tools import BaseTool @@ -34,7 +35,11 @@ async def get_tools_by_url_async(self, *, tool: AgentConfig) -> List[BaseTool]: "transport": "streamable_http", } if tool.headers: - mcp_tool_config["headers"] = tool.headers + # replace the strings with os.path.expandvars # to allow for environment variable expansion + mcp_tool_config["headers"] = { + key: os.path.expandvars(value) + for key, value in tool.headers.items() + } client: MultiServerMCPClient = MultiServerMCPClient( { diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py index 77608ccdb..b1c2bfbe2 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py @@ -56,6 +56,7 @@ async def test_chat_completions_with_mcp_github( AgentConfig( name="mcp_github_search", url="https://api.githubcopilot.com/mcp/", + headers={"Authorization": "Bearer $GITHUB_TOKEN"}, ), ], ) From 9f86eebf88fe0647d3d07040c9cc9a946f43f936 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 20:07:43 -0700 Subject: [PATCH 126/237] get github test working --- .../gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py index b1c2bfbe2..8bfe71cca 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py @@ -73,7 +73,7 @@ async def test_chat_completions_with_mcp_github( # call API message: ChatCompletionUserMessageParam = { "role": "user", - "content": "what's address for Dr. Alice Smith?", + "content": "list first 2 repositories in icanbwell organization that include the word 'fhir' in the name", } chat_completion: ChatCompletion = await client.chat.completions.create( messages=[message], @@ -86,4 +86,4 @@ async def test_chat_completions_with_mcp_github( ) assert content is not None print(content) - assert "123 Main St, Springfield" in content + assert "fhir" in content From 43a6f3f78a9e79653b6c083b63415da822c89454 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 17 Jul 2025 20:08:30 -0700 Subject: [PATCH 127/237] get github test working --- docker-compose.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docker-compose.yml b/docker-compose.yml index 4d7e1a01f..4f849adcc 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -14,7 +14,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 1 + RUN_TESTS_WITH_REAL_LLM: 0 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" From 1230659391b65139f4a8205bd3525a945fd660ef Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 18 Jul 2025 08:29:47 -0700 Subject: [PATCH 128/237] add a test for confluence (not working) --- mcp_servers/provider_search/__init__.py | 0 ...test_chat_anthropic_with_mcp_confluence.py | 89 +++++++++++++++++++ 2 files changed, 89 insertions(+) create mode 100644 mcp_servers/provider_search/__init__.py create mode 100644 tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py diff --git a/mcp_servers/provider_search/__init__.py b/mcp_servers/provider_search/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py new file mode 100644 index 000000000..0a7a0f935 --- /dev/null +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py @@ -0,0 +1,89 @@ +from typing import Optional, List + +import httpx +import pytest +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam + +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory + + +@pytest.mark.asyncio +async def test_chat_completions_with_mcp_confluence( + async_client: httpx.AsyncClient, +) -> None: + print("") + test_container: SimpleContainer = await get_container_async() + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "Donald Trump won the last US election" + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig( + name="mcp_github_search", + url="https://mcp.atlassian.com/v1/sse", + # headers={"Authorization": "Bearer $GITHUB_TOKEN"}, + ), + ], + ) + ] + ) + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # change the default port if needed + http_client=async_client, + ) + + # call API + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "list last 2 changed Confluence pages in icanbwell organization", + } + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[message], + model="General Purpose", + ) + + # print the top "choice" + content: Optional[str] = "\n".join( + choice.message.content or "" for choice in chat_completion.choices + ) + assert content is not None + print(content) + assert "fhir" in content From 0caee25a46eedc78073eb5380e9faaeae9bccec2 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 18 Jul 2025 09:21:25 -0700 Subject: [PATCH 129/237] convert google search into a mcp tool --- mcp_servers/google_search/__init__.py | 0 .../google_search/google_search.Dockerfile | 18 ++++ mcp_servers/google_search/google_search.py | 102 ++++++++++++++++++ tests/gateway/mcp_tools/__init__.py | 0 .../test_google_search_mcp_server.py | 80 ++++++++++++++ 5 files changed, 200 insertions(+) create mode 100644 mcp_servers/google_search/__init__.py create mode 100644 mcp_servers/google_search/google_search.Dockerfile create mode 100644 mcp_servers/google_search/google_search.py create mode 100644 tests/gateway/mcp_tools/__init__.py create mode 100644 tests/gateway/mcp_tools/test_google_search_mcp_server.py diff --git a/mcp_servers/google_search/__init__.py b/mcp_servers/google_search/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/mcp_servers/google_search/google_search.Dockerfile b/mcp_servers/google_search/google_search.Dockerfile new file mode 100644 index 000000000..c3935cb53 --- /dev/null +++ b/mcp_servers/google_search/google_search.Dockerfile @@ -0,0 +1,18 @@ +# Use official Python image as base +FROM python:3.12-slim + +# Set working directory +WORKDIR /app + +# Install FastMCP (and uvicorn for serving) +RUN pip install fastmcp uvicorn httpx + +# Copy the current directory contents into the container +COPY .. . + +# Expose port 8000 for the API +EXPOSE 8000 + +# Start the REST API using FastMCP's built-in HTTP server +CMD ["python", "google_search.py"] + diff --git a/mcp_servers/google_search/google_search.py b/mcp_servers/google_search/google_search.py new file mode 100644 index 000000000..9599b7ae3 --- /dev/null +++ b/mcp_servers/google_search/google_search.py @@ -0,0 +1,102 @@ +from typing import Any, Dict + +from fastmcp import FastMCP, Context +from fastmcp.server.dependencies import get_http_request +from starlette.datastructures import Headers +from starlette.requests import Request +from starlette.responses import PlainTextResponse +import os +import httpx +import asyncio + +mcp: FastMCP = FastMCP("GoogleSearch") + +GOOGLE_API_KEY = os.environ.get("GOOGLE_API_KEY") +GOOGLE_CSE_ID = os.environ.get("GOOGLE_CSE_ID") + + +async def google_search(query: str, headers: Headers) -> Dict[str, Any]: + """ + Perform a Google search using the Custom Search API. + Args: + query (str): The search query to perform. + headers (Headers): The headers from the request, which may contain API keys. + Returns: + dict: The search results from Google Custom Search API. + """ + url = "https://www.googleapis.com/customsearch/v1" + + google_api_key = headers.get("GOOGLE_API_KEY", GOOGLE_API_KEY) + google_cse_id = headers.get("GOOGLE_CSE_ID", GOOGLE_CSE_ID) + + assert google_api_key, "GOOGLE_API_KEY environment variable is required" + assert google_cse_id, "GOOGLE_CSE_ID environment variable is required" + params = { + "key": google_api_key, + "cx": google_cse_id, + "q": query, + } + + print(f"Running Google search with query: {query}. Params: {params}") + + async with httpx.AsyncClient() as client: + try: + resp = await client.get(url, params=params) + resp.raise_for_status() + return resp.json() + except httpx.HTTPStatusError as e: + print(f"HTTP error occurred: {e.response.status_code} - {e.response.text}") + return { + "error": "HTTP error occurred", + "status_code": e.response.status_code, + "message": str(e), + } + + +@mcp.tool() +async def search_google(query: str, ctx: Context) -> dict: + """Search Google for recent results using the Custom Search API. + Args: + query (str): The search query to perform. + ctx (Context): The context for the MCP request. https://github.com/jlowin/fastmcp/blob/main/src/fastmcp/server/context.py + Returns: + dict: The search results from Google Custom Search API. + """ + # Get the HTTP request + request: Request = get_http_request() + + headers: Headers = request.headers + return await google_search(query, headers) + + +@mcp.prompt() +def configure_assistant(skills: str) -> list[dict[str, str]]: + return [ + { + "role": "assistant", + "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", + }, + ] + + +@mcp.custom_route("/health", methods=["GET"]) +async def health_check(request: Request) -> PlainTextResponse: + return PlainTextResponse("OK") + + +async def main(): + try: + print("Starting Google Search MCP server...") + await mcp.run_async( + transport="http", + host="0.0.0.0", + port=8002, + path="/mcp", + log_level="debug", + ) + except Exception as e: + print(f"Error running server: {e}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/tests/gateway/mcp_tools/__init__.py b/tests/gateway/mcp_tools/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/gateway/mcp_tools/test_google_search_mcp_server.py b/tests/gateway/mcp_tools/test_google_search_mcp_server.py new file mode 100644 index 000000000..882e77f0a --- /dev/null +++ b/tests/gateway/mcp_tools/test_google_search_mcp_server.py @@ -0,0 +1,80 @@ +from typing import List +import pytest +import httpx +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory + + +@pytest.mark.asyncio +async def test_chat_completions_with_mcp_google_search( + async_client: httpx.AsyncClient, +) -> None: + test_container: SimpleContainer = await get_container_async() + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "This is a mock response from the LLM." + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="openai", + model="gpt-3.5-turbo", + ), + tools=[ + AgentConfig( + name="mcp_google_search", + url="http://google_search:8002/mcp/", # Assumes MCP server is running locally + headers={ + "GOOGLE_API_KEY": "$GOOGLE_API_KEY", + "GOOGLE_CSE_ID": "$GOOGLE_CSE_ID", + }, + ), + ], + ) + ] + ) + + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # Change if your API runs on a different port + http_client=async_client, + ) + + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "Search Google for 'OpenAI' and return the top result.", + } + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[message], + model="General Purpose", + ) + assert chat_completion.choices[0].message.content is not None From 9bcb9ef83807b56e4a0aa6deece8b439e83757c2 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 18 Jul 2025 09:47:56 -0700 Subject: [PATCH 130/237] convert google search into a mcp tool --- mcp_servers/google_search/google_search.py | 24 ++++++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/mcp_servers/google_search/google_search.py b/mcp_servers/google_search/google_search.py index 9599b7ae3..c6418165e 100644 --- a/mcp_servers/google_search/google_search.py +++ b/mcp_servers/google_search/google_search.py @@ -18,6 +18,30 @@ async def google_search(query: str, headers: Headers) -> Dict[str, Any]: """ Perform a Google search using the Custom Search API. + + 2. Enable the Custom Search API + - Navigate to the APIs & Services→Dashboard panel in Cloud Console. + - Click Enable APIs and Services. + - Search for Custom Search API and click on it. + - Click Enable. + URL for it: https://console.cloud.google.com/apis/library/customsearch.googleapis + .com + + 3. To create an API key: + - Navigate to the APIs & Services → Credentials panel in Cloud Console. + - Select Create credentials, then select API key from the drop-down menu. + - The API key created dialog box displays your newly created key. + - You now have an API_KEY + + Alternatively, you can just generate an API key here: + https://developers.google.com/custom-search/docs/paid_element#api_key + + 4. Setup Custom Search Engine so you can search the entire web + - Create a custom search engine here: https://programmablesearchengine.google.com/. + - In `What to search` to search, pick the `Search the entire Web` option. + After search engine is created, you can click on it and find `Search engine ID` + on the Overview page. + Args: query (str): The search query to perform. headers (Headers): The headers from the request, which may contain API keys. From b87f84d2569b0e07ece264b25bd9d739bcf8e720 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Fri, 18 Jul 2025 11:14:35 -0700 Subject: [PATCH 131/237] convert url_to_markdown.py to mcp --- docker-compose.yml | 22 ++++++ mcp_servers/url_to_markdown/__init__.py | 0 .../html_to_markdown_converter.py | 29 +++++++ .../url_to_markdown.Dockerfile | 18 +++++ .../url_to_markdown/url_to_markdown.py | 71 +++++++++++++++++ .../test_url_to_markdown_mcp_server.py | 77 +++++++++++++++++++ 6 files changed, 217 insertions(+) create mode 100644 mcp_servers/url_to_markdown/__init__.py create mode 100644 mcp_servers/url_to_markdown/html_to_markdown_converter.py create mode 100644 mcp_servers/url_to_markdown/url_to_markdown.Dockerfile create mode 100644 mcp_servers/url_to_markdown/url_to_markdown.py create mode 100644 tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py diff --git a/docker-compose.yml b/docker-compose.yml index 4f849adcc..b668ef807 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -88,3 +88,25 @@ services: ports: - "8001:8001" restart: unless-stopped + + google_search: + build: + context: ./mcp_servers/google_search + dockerfile: google_search.Dockerfile + container_name: google_search + ports: + - "8002:8002" + restart: unless-stopped + + url_to_markdown_server: + build: + context: mcp_servers/url_to_markdown + dockerfile: url_to_markdown.Dockerfile + container_name: url_to_markdown + ports: + - '8003:8003' + healthcheck: + test: curl --fail -s http://localhost:8000/health || exit 1 + interval: 10s + timeout: 10s + retries: 3 diff --git a/mcp_servers/url_to_markdown/__init__.py b/mcp_servers/url_to_markdown/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/mcp_servers/url_to_markdown/html_to_markdown_converter.py b/mcp_servers/url_to_markdown/html_to_markdown_converter.py new file mode 100644 index 000000000..3b7ab9624 --- /dev/null +++ b/mcp_servers/url_to_markdown/html_to_markdown_converter.py @@ -0,0 +1,29 @@ +from typing import cast + +from bs4 import BeautifulSoup +from markdownify import MarkdownConverter + + +class HtmlToMarkdownConverter: + @staticmethod + async def get_markdown_from_html_async(*, html_content: str) -> str: + soup = BeautifulSoup(html_content, "html.parser") + return cast(str, MarkdownConverter().convert_soup(soup)) + + @staticmethod + async def get_plain_text_from_html_async(*, html_content: str) -> str: + soup = BeautifulSoup(html_content, "html.parser") + + # Remove script and style elements + for script in soup(["script", "style"]): + script.decompose() + + # Get text content + text = soup.get_text() + + # Clean up text + lines = (line.strip() for line in text.splitlines()) + chunks = (phrase.strip() for line in lines for phrase in line.split(" ")) + text = " ".join(chunk for chunk in chunks if chunk) + + return text diff --git a/mcp_servers/url_to_markdown/url_to_markdown.Dockerfile b/mcp_servers/url_to_markdown/url_to_markdown.Dockerfile new file mode 100644 index 000000000..c726b6e31 --- /dev/null +++ b/mcp_servers/url_to_markdown/url_to_markdown.Dockerfile @@ -0,0 +1,18 @@ +# Use official Python image as base +FROM python:3.12-slim + +# Set working directory +WORKDIR /app + +# Install FastMCP (and uvicorn for serving) and httpx for async HTTP requests +RUN pip install fastmcp uvicorn httpx beautifulsoup4 markdownify + +# Copy the current directory contents into the container +COPY .. . + +# Expose port 8000 for the API +EXPOSE 8003 + +# Start the REST API using FastMCP's built-in HTTP server +CMD ["python", "url_to_markdown.py"] + diff --git a/mcp_servers/url_to_markdown/url_to_markdown.py b/mcp_servers/url_to_markdown/url_to_markdown.py new file mode 100644 index 000000000..8153cb5cd --- /dev/null +++ b/mcp_servers/url_to_markdown/url_to_markdown.py @@ -0,0 +1,71 @@ +import asyncio + +import httpx +from fastmcp import FastMCP +from httpx import Headers +from starlette.requests import Request +from starlette.responses import PlainTextResponse + +from html_to_markdown_converter import HtmlToMarkdownConverter + +mcp: FastMCP = FastMCP("URLToMarkdown") + + +@mcp.tool() +async def url_to_markdown_tool(url: str) -> str: + """Fetches the content of a webpage from a given URL and converts it to Markdown format.""" + try: + headers = Headers( + { + "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36", + "Accept": "application/pdf, text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,*/*;q=0.8", + "Accept-Language": "en-US,en;q=0.9", + } + ) + async with httpx.AsyncClient(headers=headers, follow_redirects=True) as client: + response = await client.get(url) + response.raise_for_status() + html_content = response.text + + content: str = await HtmlToMarkdownConverter.get_markdown_from_html_async( + html_content=html_content + ) + + # artifact: str = f"URLToMarkdownAgent: Scraped content from <{url}> " + + return content + except Exception as e: + return f"Failed to fetch or process the URL {url}: {str(e)}" + + +@mcp.prompt() +def configure_assistant(skills: str) -> list[dict[str, str]]: + return [ + { + "role": "assistant", + "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", + }, + ] + + +@mcp.custom_route("/health", methods=["GET"]) +async def health_check(request: Request) -> PlainTextResponse: + return PlainTextResponse("OK") + + +async def main(): + try: + print("Starting URL to Markdown MCP server...") + await mcp.run_async( + transport="http", + host="0.0.0.0", + port=8003, + path="/mcp", + log_level="debug", + ) + except Exception as e: + print(f"Error running server: {e}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py b/tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py new file mode 100644 index 000000000..16e7ded99 --- /dev/null +++ b/tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py @@ -0,0 +1,77 @@ +from typing import List +import pytest +import httpx +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory + + +@pytest.mark.asyncio +async def test_chat_completions_with_mcp_url_to_markdown( + async_client: httpx.AsyncClient, +) -> None: + test_container: SimpleContainer = await get_container_async() + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "This is a mock response from the LLM." + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="openai", + model="gpt-3.5-turbo", + ), + tools=[ + AgentConfig( + name="mcp_url_to_markdown", + url="http://url_to_markdown:8003/mcp/", # Assumes MCP server is running locally + headers={}, + ), + ], + ) + ] + ) + + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # Change if your API runs on a different port + http_client=async_client, + ) + + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "Convert the content at https://www.example.com to markdown.", + } + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[message], + model="General Purpose", + ) + assert chat_completion.choices[0].message.content is not None From ef2d19ca3e8885a8a501fce7282abbd217c104fc Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 12:16:34 -0700 Subject: [PATCH 132/237] add container for mcp_server_gateway --- docker-compose.yml | 19 +++++++++++++++++++ tests/end_to_end/test_mcp_agent.py | 27 ++++++++++++++++++++++++++- 2 files changed, 45 insertions(+), 1 deletion(-) diff --git a/docker-compose.yml b/docker-compose.yml index b668ef807..8b755dcfa 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -110,3 +110,22 @@ services: interval: 10s timeout: 10s retries: 3 + + + mcp_server_gateway: + build: + dockerfile: Dockerfile + context: ../mcp_server_gateway + container_name: mcp_server_gateway + environment: + DEBUG_METRICS: 0 + DD_TRACE_ENABLED: "false" + LOG_LEVEL: INFO + env_file: docker.env + ports: + - '5051:5000' + healthcheck: + test: curl --fail -s http://localhost:5000/health || exit 1 + interval: 1m30s + timeout: 10s + retries: 3 \ No newline at end of file diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 30eaddd84..47036a20f 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -1,5 +1,5 @@ import os -from typing import Dict, Any, List +from typing import Dict, Any, List, Optional from langchain_aws import ChatBedrockConverse from langchain_core.language_models import BaseChatModel @@ -17,6 +17,9 @@ ResourceLink, EmbeddedResource, ) +from openai import AsyncOpenAI +from openai.types.responses import Response +from openai.types.responses.tool_param import Mcp from language_model_gateway.gateway.converters.streaming_tool_node import ( StreamingToolNode, @@ -112,3 +115,25 @@ def call_model(state: MessagesState) -> Dict[str, BaseMessage]: assert "123 Main St, Springfield" in math_response["messages"][-1].content # weather_response = await graph.ainvoke({"messages": "what is the weather in nyc?"}) # print(weather_response) + + +async def test_mcp_agent_via_openai() -> None: + # uses the OpenAI API to call the MCP server + openai_api_key: Optional[str] = os.environ.get("OPENAI_API_KEY") + assert openai_api_key is not None, "OPENAI_API_KEY environment variable is not set" + + client = AsyncOpenAI(api_key=openai_api_key) + + tool: Mcp = { + "type": "mcp", + "server_label": "deepwiki", + "server_url": "https://mcp.deepwiki.com/mcp", + "require_approval": "never", + } + resp: Response = await client.responses.create( + model="gpt-4.1", + tools=[tool], + input="What transport protocols are supported in the 2025-03-26 version of the MCP spec?", + ) + + print(resp.output_text) From c0ae9b15e8e6670bc27259a6479e48cee407df85 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 13:23:13 -0700 Subject: [PATCH 133/237] update packages --- Pipfile.lock | 122 ++++++++++++++--------------- tests/end_to_end/test_mcp_agent.py | 6 +- 2 files changed, 64 insertions(+), 64 deletions(-) diff --git a/Pipfile.lock b/Pipfile.lock index 7069250a1..833c93d45 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -191,20 +191,20 @@ }, "boto3": { "hashes": [ - "sha256:28daeb005e3381808e0e12995056ee8951056ddd43506c07482a15b40ae785b0", - "sha256:c8c0e11fff7bb85f903b860b6bfd4f509a4d749decf38bb6a409ffe5d6eb0c91" + "sha256:5b2aa5b7d075491c7c6cb539255a44f0ebd70ffc540e32dfd56eb8a361390e5e", + "sha256:62a1623c8c9495625c88778869b75b692a7ef226fcbb96ea58365b9f043a2ae2" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==1.39.7" + "version": "==1.39.10" }, "botocore": { "hashes": [ - "sha256:1d11ba9f3cb46856bb541ed010db160093201a224d21ef854249513ae3af7e77", - "sha256:431e342ef97ecb387cea9df1ae8c4e0edc1b0c9c50d2e121cca77699f24f8dc1" + "sha256:7fe00007304fe4627d7dd7b8605c6666a560651e91100f47391ae40a310dc092", + "sha256:d279f252a37bfa7d8a628404ea745c0163ed6260e037d813ce0aef2996ffea28" ], "markers": "python_version >= '3.9'", - "version": "==1.39.7" + "version": "==1.39.10" }, "bytecode": { "hashes": [ @@ -881,11 +881,11 @@ }, "jsonschema": { "hashes": [ - "sha256:6b916866aa0b61437785f1277aa2cbd63512e8d4b47151072ef13292049b4627", - "sha256:fe45a130cc7f67cd0d67640b4e7e3e2e666919462ae355eda238296eafeb4b5d" + "sha256:24c2e8da302de79c8b9382fee3e76b355e44d2a4364bb207159ce10b517bd716", + "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f" ], "markers": "python_version >= '3.9'", - "version": "==4.24.1" + "version": "==4.25.0" }, "jsonschema-specifications": { "hashes": [ @@ -924,12 +924,12 @@ }, "langchain-core": { "hashes": [ - "sha256:383e9cb4919f7ef4b24bf8552ef42e4323c064924fea88b28dd5d7ddb740d3b8", - "sha256:c132961117cc7f0227a4c58dd3e209674a6dd5b7e74abc61a0df93b0d736e283" + "sha256:56f1ce0ab410508e25b3b4b3b87a8ffae38bf16294e5f605ac63a8aff5bc13a4", + "sha256:58551e5411ff9f92c7c8f4379e07e762ca66800e821cd904e19881fe41f691ee" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==0.3.69" + "version": "==0.3.70" }, "langchain-experimental": { "hashes": [ @@ -986,12 +986,12 @@ }, "langgraph": { "hashes": [ - "sha256:36d4b67f984ff2649d447826fc99b1a2af3e97599a590058f20750048e4f548f", - "sha256:9819b88a6ef6134a0fa6d6121a81b202dc3d17b25cf7ea3fe4d7669b9b252b5d" + "sha256:7122840225623e081be24ac30a691a24e5dac4c0361f593208f912838192d7f6", + "sha256:ab8f6b7b9c50fd2ae35a2efb072fbbfe79500dfc18071ac4ba6f5de5fa181931" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==0.5.3" + "version": "==0.5.4" }, "langgraph-checkpoint": { "hashes": [ @@ -1011,19 +1011,19 @@ }, "langgraph-sdk": { "hashes": [ - "sha256:6e6dcdf66bcf8710739899616856527a72a605ce15beb76fbac7f4ce0e2ad080", - "sha256:a60ac33f70688ad07051edff1d5ed8089c8f0de1f69dc900be46e095ca20eed8" + "sha256:3a265c3757fe0048adad4391d10486db63ef7aa5a2cbd22da22d4503554cb890", + "sha256:7450e0db5b226cc2e5328ca22c5968725873630ef47c4206a30707cb25dc3ad6" ], "markers": "python_version >= '3.9'", - "version": "==0.1.73" + "version": "==0.1.74" }, "langsmith": { "hashes": [ - "sha256:900e83fe59ee672bcf2f75c8bb47cd012bf8154d92a99c0355fc38b6485cbd3e", - "sha256:9189dbc9c60f2086ca3a1f0110cfe3aff6b0b7c2e0e3384f9572e70502e7933c" + "sha256:50eccb744473dd6bd3e0fe024786e2196b1f8598f8defffce7ac31113d6c140f", + "sha256:ca2f6024ab9d2cd4d091b2e5b58a5d2cb0c354a0c84fe214145a89ad450abae0" ], "markers": "python_version >= '3.9'", - "version": "==0.4.6" + "version": "==0.4.8" }, "lxml": { "hashes": [ @@ -1143,12 +1143,12 @@ }, "mcp": { "hashes": [ - "sha256:49a213df56bb9472ff83b3132a4825f5c8f5b120a90246f08b0dac6bedac44c8", - "sha256:58deac37f7483e4b338524b98bc949b7c2b7c33d978f5fafab5bde041c5e2595" + "sha256:19a498b2bf273283e463b4dd1ed83f791fbba5c25bfa16b8b34cfd5571673e7f", + "sha256:853f6b17a3f31ea6e2f278c2ec7d3b38457bc80c7c2c675260dd7f04a6fd0e70" ], "index": "pypi", "markers": "python_version >= '3.10'", - "version": "==1.11.0" + "version": "==1.12.0" }, "multidict": { "hashes": [ @@ -2234,11 +2234,11 @@ }, "s3transfer": { "hashes": [ - "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be", - "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177" + "sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724", + "sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf" ], "markers": "python_version >= '3.9'", - "version": "==0.13.0" + "version": "==0.13.1" }, "sgmllib3k": { "hashes": [ @@ -2343,11 +2343,11 @@ }, "starlette": { "hashes": [ - "sha256:5e11c9f5c7c3f24959edbf2dffdc01bba860228acf657129467d8a7468591527", - "sha256:aef012dd2b6be325ffa16698f9dc533614fb1cebd593a906b90dc1025529a79b" + "sha256:6ae9aa5db235e4846decc1e7b79c4f346adf41e9777aebeb49dfd09bbd7023d8", + "sha256:c5847e96134e5c5371ee9fac6fdf1a67336d5815e09eb2a01fdb57a351ef915b" ], "markers": "python_version >= '3.9'", - "version": "==0.47.1" + "version": "==0.47.2" }, "tenacity": { "hashes": [ @@ -2953,11 +2953,11 @@ }, "authlib": { "hashes": [ - "sha256:4367d32031b7af175ad3a323d571dc7257b7099d55978087ceae4a0d88cd3210", - "sha256:91685589498f79e8655e8a8947431ad6288831d643f11c55c2143ffcc738048d" + "sha256:4dffdbb1460ba6ec8c17981a4c67af7d8af131231b5a36a88a1e8c80c111cdfd", + "sha256:e9d2031c34c6309373ab845afc24168fe9e93dc52d252631f52642f21f5ed06e" ], "markers": "python_version >= '3.9'", - "version": "==1.6.0" + "version": "==1.6.1" }, "autoflake": { "hashes": [ @@ -3008,20 +3008,20 @@ }, "boto3": { "hashes": [ - "sha256:28daeb005e3381808e0e12995056ee8951056ddd43506c07482a15b40ae785b0", - "sha256:c8c0e11fff7bb85f903b860b6bfd4f509a4d749decf38bb6a409ffe5d6eb0c91" + "sha256:5b2aa5b7d075491c7c6cb539255a44f0ebd70ffc540e32dfd56eb8a361390e5e", + "sha256:62a1623c8c9495625c88778869b75b692a7ef226fcbb96ea58365b9f043a2ae2" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==1.39.7" + "version": "==1.39.10" }, "botocore": { "hashes": [ - "sha256:1d11ba9f3cb46856bb541ed010db160093201a224d21ef854249513ae3af7e77", - "sha256:431e342ef97ecb387cea9df1ae8c4e0edc1b0c9c50d2e121cca77699f24f8dc1" + "sha256:7fe00007304fe4627d7dd7b8605c6666a560651e91100f47391ae40a310dc092", + "sha256:d279f252a37bfa7d8a628404ea745c0163ed6260e037d813ce0aef2996ffea28" ], "markers": "python_version >= '3.9'", - "version": "==1.39.7" + "version": "==1.39.10" }, "certifi": { "hashes": [ @@ -3373,11 +3373,11 @@ }, "docstring-parser": { "hashes": [ - "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e", - "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637" + "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912", + "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708" ], - "markers": "python_version >= '3.6' and python_version < '4.0'", - "version": "==0.16" + "markers": "python_version >= '3.8'", + "version": "==0.17.0" }, "docutils": { "hashes": [ @@ -3405,12 +3405,12 @@ }, "fastmcp": { "hashes": [ - "sha256:ab218f6a66b61f6f83c413d37aa18f5c30882c44c8925f39ecd02dd855826540", - "sha256:f829e0b11c4d136db1d81e20e8acb19cf5108f64059482d1853f3c940326cf04" + "sha256:5a7b3301f9f1b64610430caef743ac70175c4b812e1949f037e4db65b0a42c5a", + "sha256:9782416a8848cc0f4cfcc578e5c17834da620bef8ecf4d0daabf5dd1272411a2" ], "index": "pypi", "markers": "python_version >= '3.10'", - "version": "==2.10.5" + "version": "==2.10.6" }, "filelock": { "hashes": [ @@ -3496,11 +3496,11 @@ }, "jsonschema": { "hashes": [ - "sha256:6b916866aa0b61437785f1277aa2cbd63512e8d4b47151072ef13292049b4627", - "sha256:fe45a130cc7f67cd0d67640b4e7e3e2e666919462ae355eda238296eafeb4b5d" + "sha256:24c2e8da302de79c8b9382fee3e76b355e44d2a4364bb207159ce10b517bd716", + "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f" ], "markers": "python_version >= '3.9'", - "version": "==4.24.1" + "version": "==4.25.0" }, "jsonschema-specifications": { "hashes": [ @@ -3587,12 +3587,12 @@ }, "mcp": { "hashes": [ - "sha256:49a213df56bb9472ff83b3132a4825f5c8f5b120a90246f08b0dac6bedac44c8", - "sha256:58deac37f7483e4b338524b98bc949b7c2b7c33d978f5fafab5bde041c5e2595" + "sha256:19a498b2bf273283e463b4dd1ed83f791fbba5c25bfa16b8b34cfd5571673e7f", + "sha256:853f6b17a3f31ea6e2f278c2ec7d3b38457bc80c7c2c675260dd7f04a6fd0e70" ], "index": "pypi", "markers": "python_version >= '3.10'", - "version": "==1.11.0" + "version": "==1.12.0" }, "mdurl": { "hashes": [ @@ -4229,11 +4229,11 @@ }, "s3transfer": { "hashes": [ - "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be", - "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177" + "sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724", + "sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf" ], "markers": "python_version >= '3.9'", - "version": "==0.13.0" + "version": "==0.13.1" }, "setuptools": { "hashes": [ @@ -4269,11 +4269,11 @@ }, "starlette": { "hashes": [ - "sha256:5e11c9f5c7c3f24959edbf2dffdc01bba860228acf657129467d8a7468591527", - "sha256:aef012dd2b6be325ffa16698f9dc533614fb1cebd593a906b90dc1025529a79b" + "sha256:6ae9aa5db235e4846decc1e7b79c4f346adf41e9777aebeb49dfd09bbd7023d8", + "sha256:c5847e96134e5c5371ee9fac6fdf1a67336d5815e09eb2a01fdb57a351ef915b" ], "markers": "python_version >= '3.9'", - "version": "==0.47.1" + "version": "==0.47.2" }, "stevedore": { "hashes": [ @@ -4352,11 +4352,11 @@ }, "virtualenv": { "hashes": [ - "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11", - "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af" + "sha256:2c310aecb62e5aa1b06103ed7c2977b81e042695de2697d01017ff0f1034af56", + "sha256:886bf75cadfdc964674e6e33eb74d787dff31ca314ceace03ca5810620f4ecf0" ], "markers": "python_version >= '3.8'", - "version": "==20.31.2" + "version": "==20.32.0" }, "werkzeug": { "hashes": [ diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 47036a20f..f178f9918 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -126,14 +126,14 @@ async def test_mcp_agent_via_openai() -> None: tool: Mcp = { "type": "mcp", - "server_label": "deepwiki", - "server_url": "https://mcp.deepwiki.com/mcp", + "server_label": "math_server", + "server_url": "http://mcp_server_gateway:5051/math_server/math_server", "require_approval": "never", } resp: Response = await client.responses.create( model="gpt-4.1", tools=[tool], - input="What transport protocols are supported in the 2025-03-26 version of the MCP spec?", + input="multiple 2 and 3 using math server", ) print(resp.output_text) From f816674d5c830742337581a173f7b9ad42b71a6d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 15:08:31 -0700 Subject: [PATCH 134/237] remove other servers --- docker-compose.yml | 67 ++++-------------------------- tests/end_to_end/test_mcp_agent.py | 4 +- 2 files changed, 12 insertions(+), 59 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index 8b755dcfa..e4db781c0 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -54,63 +54,8 @@ services: interval: 10s timeout: 10s retries: 3 - - - math_server: - build: - context: mcp_servers/math_server - dockerfile: math_server.Dockerfile - container_name: math_server - ports: - - "8000:8000" - - inspector: - build: - context: . - dockerfile: inspector.Dockerfile - container_name: inspector - ports: - - "8080:6277" - restart: unless-stopped - environment: - # Add environment variables here if needed - DANGEROUSLY_OMIT_AUTH: "true" - # volumes: - # - ./config:/config - # Uncomment and configure volumes if you need to mount config files - # Add other options as needed - - provider_search: - build: - context: ./mcp_servers/provider_search - dockerfile: provider_search.Dockerfile - container_name: provider_search - ports: - - "8001:8001" - restart: unless-stopped - - google_search: - build: - context: ./mcp_servers/google_search - dockerfile: google_search.Dockerfile - container_name: google_search - ports: - - "8002:8002" - restart: unless-stopped - - url_to_markdown_server: - build: - context: mcp_servers/url_to_markdown - dockerfile: url_to_markdown.Dockerfile - container_name: url_to_markdown - ports: - - '8003:8003' - healthcheck: - test: curl --fail -s http://localhost:8000/health || exit 1 - interval: 10s - timeout: 10s - retries: 3 - + networks: + - web mcp_server_gateway: build: @@ -128,4 +73,10 @@ services: test: curl --fail -s http://localhost:5000/health || exit 1 interval: 1m30s timeout: 10s - retries: 3 \ No newline at end of file + retries: 3 + networks: + - web + +networks: + web: + driver: bridge \ No newline at end of file diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index f178f9918..e6fdb1c98 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -30,7 +30,9 @@ async def test_mcp_agent_directly() -> None: # HTTP server - client: Client[Any] = Client("http://math_server:8000/mcp/") + client: Client[Any] = Client( + "http://mcp_server_gateway:5051/math_server/math_server" + ) async with client: # Basic server interaction await client.ping() From 765d454e2319c819c740ea8523441ff6e0fd4af1 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 15:13:21 -0700 Subject: [PATCH 135/237] fix one test --- tests/end_to_end/test_mcp_agent.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index e6fdb1c98..aa0151a3c 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -31,7 +31,7 @@ async def test_mcp_agent_directly() -> None: # HTTP server client: Client[Any] = Client( - "http://mcp_server_gateway:5051/math_server/math_server" + "http://mcp_server_gateway:5000/math_server/math_server" ) async with client: # Basic server interaction From c24efb65b1dbdbfd3c0d205721f011ae203cf07a Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 15:31:25 -0700 Subject: [PATCH 136/237] fix one test --- tests/end_to_end/test_mcp_agent.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index aa0151a3c..578e94930 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -81,12 +81,12 @@ async def test_mcp_agent() -> None: # }, "math": { # make sure you start your weather server on port 8000 - "url": "http://math_server:8000/mcp/", + "url": "http://mcp_server_gateway:5000/math_server/math_server", "transport": "streamable_http", }, "providersearch": { # make sure you start your weather server on port 8000 - "url": "http://provider_search:8001/mcp/", + "url": "http://mcp_server_gateway:5000/provider_search/provider_search", "transport": "streamable_http", }, } @@ -129,7 +129,7 @@ async def test_mcp_agent_via_openai() -> None: tool: Mcp = { "type": "mcp", "server_label": "math_server", - "server_url": "http://mcp_server_gateway:5051/math_server/math_server", + "server_url": "http://mcp_server_gateway:5000/math_server/math_server", "require_approval": "never", } resp: Response = await client.responses.create( From bd717eef13ba00f09a7d02032c97376aa251e43c Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 16:30:18 -0700 Subject: [PATCH 137/237] fix one test --- tests/end_to_end/test_mcp_agent.py | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index 578e94930..ac52c69fb 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -1,6 +1,7 @@ import os from typing import Dict, Any, List, Optional +import pytest from langchain_aws import ChatBedrockConverse from langchain_core.language_models import BaseChatModel from langchain_core.messages import BaseMessage @@ -30,9 +31,7 @@ async def test_mcp_agent_directly() -> None: # HTTP server - client: Client[Any] = Client( - "http://mcp_server_gateway:5000/math_server/math_server" - ) + client: Client[Any] = Client("http://mcp_server_gateway:5000/math_server") async with client: # Basic server interaction await client.ping() @@ -81,12 +80,12 @@ async def test_mcp_agent() -> None: # }, "math": { # make sure you start your weather server on port 8000 - "url": "http://mcp_server_gateway:5000/math_server/math_server", + "url": "http://mcp_server_gateway:5000/math_server", "transport": "streamable_http", }, "providersearch": { # make sure you start your weather server on port 8000 - "url": "http://mcp_server_gateway:5000/provider_search/provider_search", + "url": "http://mcp_server_gateway:5000/provider_search", "transport": "streamable_http", }, } @@ -119,6 +118,9 @@ def call_model(state: MessagesState) -> Dict[str, BaseMessage]: # print(weather_response) +@pytest.mark.skip( + reason="This test requires opening a public MCP server per https://gofastmcp.com/integrations/openai" +) async def test_mcp_agent_via_openai() -> None: # uses the OpenAI API to call the MCP server openai_api_key: Optional[str] = os.environ.get("OPENAI_API_KEY") @@ -129,7 +131,7 @@ async def test_mcp_agent_via_openai() -> None: tool: Mcp = { "type": "mcp", "server_label": "math_server", - "server_url": "http://mcp_server_gateway:5000/math_server/math_server", + "server_url": "http://mcp_server_gateway:5000/math_server", "require_approval": "never", } resp: Response = await client.responses.create( From 7b7914c1209ea9f15f411ed34ffa7de78a3b1250 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 19:51:50 -0700 Subject: [PATCH 138/237] add google workspace MCP server --- docker-compose.yml | 17 ++ .../end_to_end/test_google_workspace_agent.py | 147 ++++++++++++++++++ 2 files changed, 164 insertions(+) create mode 100644 tests/end_to_end/test_google_workspace_agent.py diff --git a/docker-compose.yml b/docker-compose.yml index e4db781c0..54dcf11d8 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -77,6 +77,23 @@ services: networks: - web + google-workspace-mcp: + build: + context: ../google_workspace_mcp + dockerfile: Dockerfile + image: google-workspace-mcp + env_file: docker.env + command: ["python", "main.py", "--transport", "streamable-http", "--single-user"] + ports: + - "5052:8000" + healthcheck: + test: curl --fail -s http://localhost:8000/health || exit 1 + interval: 1m30s + timeout: 10s + retries: 3 + networks: + - web + networks: web: driver: bridge \ No newline at end of file diff --git a/tests/end_to_end/test_google_workspace_agent.py b/tests/end_to_end/test_google_workspace_agent.py new file mode 100644 index 000000000..3d1ddeb58 --- /dev/null +++ b/tests/end_to_end/test_google_workspace_agent.py @@ -0,0 +1,147 @@ +import os +from typing import Dict, Any, Optional + +import pytest +from langchain_aws import ChatBedrockConverse +from langchain_core.language_models import BaseChatModel +from langchain_core.messages import BaseMessage +from langchain_mcp_adapters.client import MultiServerMCPClient +from langgraph.graph import StateGraph, MessagesState, START +from langgraph.prebuilt import tools_condition +from mcp import ListToolsResult +from openai import AsyncOpenAI +from openai.types.responses import Response +from openai.types.responses.tool_param import Mcp + +from language_model_gateway.gateway.converters.streaming_tool_node import ( + StreamingToolNode, +) + +import logging +import sys + +logging.basicConfig(level=logging.DEBUG) +logger = logging.getLogger("httpx") +logger.setLevel(logging.DEBUG) + +# Add a stream handler to output httpx logs to stdout +httpx_logger = logging.getLogger("httpx") +stream_handler = logging.StreamHandler(sys.stdout) +stream_handler.setLevel(logging.DEBUG) +formatter = logging.Formatter("%(asctime)s %(levelname)s %(name)s %(message)s") +stream_handler.setFormatter(formatter) +if not any(isinstance(h, logging.StreamHandler) for h in httpx_logger.handlers): + httpx_logger.addHandler(stream_handler) + + +async def test_google_workspace_agent_directly() -> None: + from mcp import ClientSession + from mcp.client.streamable_http import streamablehttp_client + + # Connect to a streamable HTTP server + async with streamablehttp_client("http://google-workspace-mcp:8000/mcp") as ( + read_stream, + write_stream, + _, + ): + # Create a session using the client streams + async with ClientSession(read_stream, write_stream) as session: + # Initialize the connection + await session.initialize() + # List available tools + tools: ListToolsResult = await session.list_tools() + print(f"Available tools: {[tool.name for tool in tools.tools]}") + + +async def test_mcp_agent() -> None: + # model: BaseChatModel = init_chat_model("openai:gpt-4.1") + model_parameters_dict: Dict[str, Any] = {} + + model: BaseChatModel = ChatBedrockConverse( + client=None, + # model="us.anthropic.claude-sonnet-4-20250514-v1:0", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + provider="anthropic", + credentials_profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE"), + region_name=os.environ.get("AWS_REGION", "us-east-1"), + # Setting temperature to 0 for deterministic results + **model_parameters_dict, + ) + + client = MultiServerMCPClient( + { + # "math": { + # "command": "python", + # # Make sure to update to the full absolute path to your math_server.py file + # "args": ["./examples/math_server.py"], + # "transport": "stdio", + # }, + # "math": { + # # make sure you start your weather server on port 8000 + # "url": "http://mcp_server_gateway:5000/math_server", + # "transport": "streamable_http", + # }, + # "providersearch": { + # # make sure you start your weather server on port 8000 + # "url": "http://mcp_server_gateway:5000/provider_search", + # "transport": "streamable_http", + # }, + "google_workspace": { + "url": "http://google-workspace-mcp:8000/mcp", + "transport": "streamable_http", + } + } + ) + tools = await client.get_tools() + + def call_model(state: MessagesState) -> Dict[str, BaseMessage]: + response = model.bind_tools(tools).invoke(state["messages"]) + return {"messages": response} + + builder = StateGraph(MessagesState) + builder.add_node(call_model) + builder.add_node(StreamingToolNode(tools)) + builder.add_edge(START, "call_model") + builder.add_conditional_edges( + "call_model", + tools_condition, + ) + builder.add_edge("tools", "call_model") + graph = builder.compile() + prompt = { + "messages": "search google drive for a file named 'test.txt'. my email is imran@icanbwell.com." + } + # noinspection PyTypeChecker + math_response = await graph.ainvoke(prompt) # type: ignore[arg-type] + print(math_response) + print("=== Math Response ===") + print(math_response["messages"][-1].content) + print("===== End of Math Response =====") + assert "123 Main St, Springfield" in math_response["messages"][-1].content + # weather_response = await graph.ainvoke({"messages": "what is the weather in nyc?"}) + # print(weather_response) + + +@pytest.mark.skip( + reason="This test requires opening a public MCP server per https://gofastmcp.com/integrations/openai" +) +async def test_mcp_agent_via_openai() -> None: + # uses the OpenAI API to call the MCP server + openai_api_key: Optional[str] = os.environ.get("OPENAI_API_KEY") + assert openai_api_key is not None, "OPENAI_API_KEY environment variable is not set" + + client = AsyncOpenAI(api_key=openai_api_key) + + tool: Mcp = { + "type": "mcp", + "server_label": "math_server", + "server_url": "http://mcp_server_gateway:5000/math_server", + "require_approval": "never", + } + resp: Response = await client.responses.create( + model="gpt-4.1", + tools=[tool], + input="multiple 2 and 3 using math server", + ) + + print(resp.output_text) From adf8498d61edfbed774c6a282bd907537a01cf77 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 21 Jul 2025 20:35:59 -0700 Subject: [PATCH 139/237] add google workspace MCP server --- .../end_to_end/test_google_workspace_agent.py | 21 +++++++++++++++---- 1 file changed, 17 insertions(+), 4 deletions(-) diff --git a/tests/end_to_end/test_google_workspace_agent.py b/tests/end_to_end/test_google_workspace_agent.py index 3d1ddeb58..3f5873d57 100644 --- a/tests/end_to_end/test_google_workspace_agent.py +++ b/tests/end_to_end/test_google_workspace_agent.py @@ -1,5 +1,5 @@ import os -from typing import Dict, Any, Optional +from typing import Dict, Any, Optional, List import pytest from langchain_aws import ChatBedrockConverse @@ -8,7 +8,8 @@ from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.graph import StateGraph, MessagesState, START from langgraph.prebuilt import tools_condition -from mcp import ListToolsResult +from mcp import ListToolsResult, types, Tool +from mcp.types import CallToolResult from openai import AsyncOpenAI from openai.types.responses import Response from openai.types.responses.tool_param import Mcp @@ -49,8 +50,20 @@ async def test_google_workspace_agent_directly() -> None: # Initialize the connection await session.initialize() # List available tools - tools: ListToolsResult = await session.list_tools() - print(f"Available tools: {[tool.name for tool in tools.tools]}") + tool_result: ListToolsResult = await session.list_tools() + tools_tools: List[Tool] = tool_result.tools + print(f"Available tools: {[tool.name for tool in tools_tools]}") + + result: CallToolResult = await session.call_tool( + "search_drive_files", + { + "query": "search google drive for a file named 'test.txt'.", + "user_google_email": "imran@icanbwell.com", + }, + ) + for content in result.content: + if isinstance(content, types.TextContent): + print(f"Text: {content.text}") async def test_mcp_agent() -> None: From ee1dd5ef2935e75e99d513c512286425e6dbb391 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 24 Jul 2025 19:56:09 -0700 Subject: [PATCH 140/237] add test for google drive agent --- tests/end_to_end/test_google_drive_agent.py | 113 ++++++++++++++++++++ 1 file changed, 113 insertions(+) create mode 100644 tests/end_to_end/test_google_drive_agent.py diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py new file mode 100644 index 000000000..eb9f08fb3 --- /dev/null +++ b/tests/end_to_end/test_google_drive_agent.py @@ -0,0 +1,113 @@ +import os +from typing import Dict, Any, List + +from langchain_aws import ChatBedrockConverse +from langchain_core.language_models import BaseChatModel +from langchain_core.messages import BaseMessage +from langchain_mcp_adapters.client import MultiServerMCPClient +from langgraph.graph import StateGraph, MessagesState, START +from langgraph.prebuilt import tools_condition +from mcp.types import ( + Prompt, + Resource, + Tool, + TextContent, + ImageContent, + AudioContent, + ResourceLink, + EmbeddedResource, +) + +from language_model_gateway.gateway.converters.streaming_tool_node import ( + StreamingToolNode, +) +from fastmcp import Client +from fastmcp.client.client import CallToolResult + + +async def test_google_drive_mcp_agent_directly() -> None: + # HTTP server + client: Client[Any] = Client("http://mcp_server_gateway:5000/google_drive") + async with client: + # Basic server interaction + await client.ping() + + # List available operations + tools: List[Tool] = await client.list_tools() + assert tools is not None + resources: List[Resource] = await client.list_resources() + assert resources is not None + prompts: List[Prompt] = await client.list_prompts() + assert prompts is not None + + # Execute operations + result: CallToolResult = await client.call_tool( + "download_file_from_url", + { + "url": "https://docs.google.com/document/d/15uw9_mdTON6SQpQHCEgCffVtYBg9woVjvcMErXQSaa0/edit?usp=sharing" + }, + ) + print(result) + content: ( + TextContent | ImageContent | AudioContent | ResourceLink | EmbeddedResource + ) = result.content[0] + assert content is not None + assert isinstance(content, TextContent) + assert "Hello, this is a test file shared with all of b.well" in content.text + + +async def test_mcp_agent() -> None: + # model: BaseChatModel = init_chat_model("openai:gpt-4.1") + model_parameters_dict: Dict[str, Any] = {} + + model: BaseChatModel = ChatBedrockConverse( + client=None, + # model="us.anthropic.claude-sonnet-4-20250514-v1:0", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + provider="anthropic", + credentials_profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE"), + region_name=os.environ.get("AWS_REGION", "us-east-1"), + # Setting temperature to 0 for deterministic results + **model_parameters_dict, + ) + + client = MultiServerMCPClient( + { + "google_drive": { + # make sure you start your weather server on port 8000 + "url": "http://mcp_server_gateway:5000/google_drive", + "transport": "streamable_http", + }, + } + ) + tools = await client.get_tools() + + def call_model(state: MessagesState) -> Dict[str, BaseMessage]: + response = model.bind_tools(tools).invoke(state["messages"]) + return {"messages": response} + + builder = StateGraph(MessagesState) + builder.add_node(call_model) + builder.add_node(StreamingToolNode(tools)) + builder.add_edge(START, "call_model") + builder.add_conditional_edges( + "call_model", + tools_condition, + ) + builder.add_edge("tools", "call_model") + graph = builder.compile() + prompt = { + "messages": "show me contents of this file: https://docs.google.com/document/d/15uw9_mdTON6SQpQHCEgCffVtYBg9woVjvcMErXQSaa0/edit?usp=sharing" + } + # noinspection PyTypeChecker + math_response = await graph.ainvoke(prompt) # type: ignore[arg-type] + print(math_response) + print("=== Google Drive Response ===") + print(math_response["messages"][-1].content) + print("===== End of Math Response =====") + assert ( + "Hello, this is a test file shared with all of b.well" + in math_response["messages"][-1].content + ) + # weather_response = await graph.ainvoke({"messages": "what is the weather in nyc?"}) + # print(weather_response) From 90330d8906fc1ca1d7006aeabe3c33a116458406 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 24 Jul 2025 19:58:08 -0700 Subject: [PATCH 141/237] add test for google drive agent --- tests/end_to_end/test_google_drive_agent.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index eb9f08fb3..393b649e6 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -56,7 +56,7 @@ async def test_google_drive_mcp_agent_directly() -> None: assert "Hello, this is a test file shared with all of b.well" in content.text -async def test_mcp_agent() -> None: +async def test_google_drive_mcp_agent() -> None: # model: BaseChatModel = init_chat_model("openai:gpt-4.1") model_parameters_dict: Dict[str, Any] = {} From 6ac1af7e2e1b3ff0a395d766866afd31b4ea680a Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 27 Jul 2025 17:30:06 -0700 Subject: [PATCH 142/237] add env var for mcp_server_gateway --- docker-compose.yml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docker-compose.yml b/docker-compose.yml index 54dcf11d8..d899d8c19 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -66,6 +66,10 @@ services: DEBUG_METRICS: 0 DD_TRACE_ENABLED: "false" LOG_LEVEL: INFO + # These define the connection to the identity provider for JWT validation + JWKS_URI: "https://my-identity-provider.com/.well-known/jwks.json" + AUDIENCE: "my-mcp-server" + ISSUER: "https://my-identity-provider.com/" env_file: docker.env ports: - '5051:5000' From e872b159e50420272774b5a68060bf04f0f6b18a Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 27 Jul 2025 22:35:52 -0700 Subject: [PATCH 143/237] pass headers to MCP tools --- .../langchain_chat_completions_provider.py | 7 ++++-- .../gateway/tools/mcp_tool_provider.py | 23 +++++++++++++++---- .../gateway/tools/tool_provider.py | 10 +++++--- 3 files changed, 31 insertions(+), 9 deletions(-) diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index 6d4c3d96b..f01401be3 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -67,7 +67,9 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: # Initialize tools tools: Sequence[BaseTool] = ( - self.tool_provider.get_tools(tools=[t for t in model_config.get_agents()]) + self.tool_provider.get_tools( + tools=[t for t in model_config.get_agents()], headers=headers + ) if model_config.get_agents() is not None else [] ) @@ -76,7 +78,8 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: await self.mcp_tool_provider.load_async() # add MCP tools tools = [t for t in tools] + await self.mcp_tool_provider.get_tools_async( - tools=[t for t in model_config.get_agents()] + tools=[t for t in model_config.get_agents()], + headers=headers, ) compiled_state_graph: CompiledStateGraph[ diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index d21e89df0..efdec8d96 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -21,7 +21,9 @@ def __init__(self) -> None: async def load_async(self) -> None: pass - async def get_tools_by_url_async(self, *, tool: AgentConfig) -> List[BaseTool]: + async def get_tools_by_url_async( + self, *, tool: AgentConfig, headers: Dict[str, str] + ) -> List[BaseTool]: try: url: str | None = tool.url assert url is not None, "Tool URL must be provided" @@ -29,10 +31,13 @@ async def get_tools_by_url_async(self, *, tool: AgentConfig) -> List[BaseTool]: if url in self.tools_by_mcp_url: return self.tools_by_mcp_url[url] + # TODO: probably cache the tools and just use the headers by specifying an httpx_client_factory mcp_tool_config: StreamableHttpConnection = { - # make sure you start your weather server on port 8000 "url": url, "transport": "streamable_http", + # specify the http client factory to use the headers + # httpx_client_factory + # and/or bearer "auth"# auth: NotRequired[httpx.Auth] } if tool.headers: # replace the strings with os.path.expandvars # to allow for environment variable expansion @@ -41,6 +46,14 @@ async def get_tools_by_url_async(self, *, tool: AgentConfig) -> List[BaseTool]: for key, value in tool.headers.items() } + # pass Authorization header if provided + if headers and "Authorization" in headers: + # add the Authorization header to the mcp_tool_config headers + mcp_tool_config["headers"] = { + **mcp_tool_config.get("headers", {}), + "Authorization": headers["Authorization"], + } + client: MultiServerMCPClient = MultiServerMCPClient( { f"{tool.name}": mcp_tool_config, @@ -52,14 +65,16 @@ async def get_tools_by_url_async(self, *, tool: AgentConfig) -> List[BaseTool]: except Exception as e: raise ValueError(f"Failed to load tools from MCP URL {tool.url}: {e}") - async def get_tools_async(self, *, tools: list[AgentConfig]) -> list[BaseTool]: + async def get_tools_async( + self, *, tools: list[AgentConfig], headers: Dict[str, str] + ) -> list[BaseTool]: # get list of tools from the tools from each agent and then concatenate them all_tools: List[BaseTool] = [] for tool in tools: if tool.url is not None: try: tools_by_url: List[BaseTool] = await self.get_tools_by_url_async( - tool=tool + tool=tool, headers=headers ) all_tools.extend(tools_by_url) except Exception as e: diff --git a/language_model_gateway/gateway/tools/tool_provider.py b/language_model_gateway/gateway/tools/tool_provider.py index 1947daec5..c74009c0f 100644 --- a/language_model_gateway/gateway/tools/tool_provider.py +++ b/language_model_gateway/gateway/tools/tool_provider.py @@ -209,7 +209,9 @@ def __init__( # ), } - def get_tool_by_name(self, *, tool: AgentConfig) -> BaseTool: + def get_tool_by_name( + self, *, tool: AgentConfig, headers: Dict[str, str] + ) -> BaseTool: if tool.name in self.tools: return self.tools[tool.name] raise ValueError(f"Tool with name {tool.name} not found") @@ -217,9 +219,11 @@ def get_tool_by_name(self, *, tool: AgentConfig) -> BaseTool: def has_tool(self, *, tool: AgentConfig) -> bool: return tool.name in self.tools - def get_tools(self, *, tools: list[AgentConfig]) -> list[BaseTool]: + def get_tools( + self, *, tools: list[AgentConfig], headers: Dict[str, str] + ) -> list[BaseTool]: return [ - self.get_tool_by_name(tool=tool) + self.get_tool_by_name(tool=tool, headers=headers) for tool in tools if self.has_tool(tool=tool) ] From 4f40d4994afdc69821908aa7d4b2bab4a8096ef0 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 07:54:29 -0700 Subject: [PATCH 144/237] update Makefile --- Makefile | 15 ++++++++++++--- docker-compose.yml | 4 ++-- 2 files changed, 14 insertions(+), 5 deletions(-) diff --git a/Makefile b/Makefile index 161ca687a..b94ad9e58 100644 --- a/Makefile +++ b/Makefile @@ -57,7 +57,7 @@ up-open-webui-ssl: clean_database ## starts docker containers @echo OpenWebUI: http://localhost:3050 https://open-webui.localhost .PHONY: up-open-webui-auth -up-open-webui-auth: clean_database create-certs ## starts docker containers +up-open-webui-auth: clean_database create-certs up ## starts docker containers docker compose --progress=plain -f docker-compose-openwebui.yml -f docker-compose-openwebui-ssl.yml -f docker-compose-openwebui-auth.yml up --build -d echo "waiting for open-webui service to become healthy" && \ max_attempts=30 && \ @@ -89,7 +89,11 @@ up-open-webui-auth: clean_database create-certs ## starts docker containers exit 1; \ fi make insert-admin-user - @echo OpenWebUI: http://localhost:3050 https://open-webui.localhost tester/password + @echo OpenWebUI: http://localhost:3050 https://open-webui.localhost + @echo Click 'Continue with Keycloak' to login + @echo Use the following credentials: + @echo Admin User: admin/password. After login, run 'make set-admin-user-role' to set admin role. + @echo Normal User: tester/password @echo Keycloak: http://keycloak:8080 admin/password @echo OIDC debugger: http://localhost:8085 @@ -142,7 +146,7 @@ run-pre-commit: setup-pre-commit clean: down clean_database ## Cleans all the local docker setup .PHONY: clean_database -clean_database: ## Cleans all the local docker setup +clean_database: down ## Cleans all the local docker setup ifneq ($(shell docker volume ls | grep "language_model_gateway"| awk '{print $$2}'),) docker volume ls | grep "language_model_gateway" | awk '{print $$2}' | xargs docker volume rm endif @@ -154,6 +158,11 @@ insert-admin-user: SELECT '8d967d73-99b8-40ff-ac3b-c71ac19e1286','User','admin@localhost','admin','/user.png',NULL,1735089600,1735089600,1735089609,'{"ui": {"version": "0.4.8"}}','null',NULL \ WHERE NOT EXISTS (SELECT 1 FROM public.\"user\" WHERE id = '8d967d73-99b8-40ff-ac3b-c71ac19e1286');" +.PHONY: set-admin-user-role +set-admin-user-role: + docker exec -i language_model_gateway-open-webui-db-1 psql -U myapp_user -d myapp_db -p 5431 -c \ + "UPDATE public.\"user\" SET \"role\"='admin' WHERE name='admin@tester.com';" + CERT_DIR := certs CERT_KEY := $(CERT_DIR)/open-webui.localhost-key.pem CERT_CRT := $(CERT_DIR)/open-webui.localhost.pem diff --git a/docker-compose.yml b/docker-compose.yml index d899d8c19..0b1bd0a05 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -67,9 +67,9 @@ services: DD_TRACE_ENABLED: "false" LOG_LEVEL: INFO # These define the connection to the identity provider for JWT validation - JWKS_URI: "https://my-identity-provider.com/.well-known/jwks.json" + JWKS_URI: "http://localhost:8080/realms/bwell-realm/protocol/openid-connect/certs" AUDIENCE: "my-mcp-server" - ISSUER: "https://my-identity-provider.com/" + ISSUER: "http://localhost:8080/realms/bwell-realm" env_file: docker.env ports: - '5051:5000' From 0c2ae7faac945ae93708e2f6ab041ffb98ae7bc6 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 08:20:52 -0700 Subject: [PATCH 145/237] update version --- Pipfile.lock | 733 +++++++++++++++++++---------------- docker-compose-openwebui.yml | 6 +- 2 files changed, 398 insertions(+), 341 deletions(-) diff --git a/Pipfile.lock b/Pipfile.lock index 833c93d45..0f88975d1 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -191,20 +191,20 @@ }, "boto3": { "hashes": [ - "sha256:5b2aa5b7d075491c7c6cb539255a44f0ebd70ffc540e32dfd56eb8a361390e5e", - "sha256:62a1623c8c9495625c88778869b75b692a7ef226fcbb96ea58365b9f043a2ae2" + "sha256:82c6868cad18c3bd4170915e9525f9af5f83e9779c528417f8863629558fc2d0", + "sha256:fabb16360a93b449d5241006485bcc761c26694e75ac01009f4459f114acc06e" ], "index": "pypi", "markers": "python_version >= '3.9'", - "version": "==1.39.10" + "version": "==1.39.14" }, "botocore": { "hashes": [ - "sha256:7fe00007304fe4627d7dd7b8605c6666a560651e91100f47391ae40a310dc092", - "sha256:d279f252a37bfa7d8a628404ea745c0163ed6260e037d813ce0aef2996ffea28" + "sha256:4ed551c77194167b7e8063f33059bc2f9b2ead0ed4ee33dc7857273648ed4349", + "sha256:7fc44d4ad13b524e5d8a6296785776ef5898ac026ff74df9b35313831d507926" ], "markers": "python_version >= '3.9'", - "version": "==1.39.10" + "version": "==1.39.14" }, "bytecode": { "hashes": [ @@ -339,12 +339,12 @@ }, "databricks-sdk": { "hashes": [ - "sha256:2ae4baefd1f7360c8314e2ebdc0a0a6d7e76a88805a65d0415ff73631c1e4c0d", - "sha256:f60a27f00ccdf57d8496dd4a2e46ad17bb9557add09a6b2e23d46f29c0bca613" + "sha256:14358fb160d19477e8666bd5403ca1bbb7f307f217a77b77a845c75905ffc0a1", + "sha256:a6983569e4a3a9ad322a3682e187b6d9830a7c5be6224203cfa2b67ed8e9d8a6" ], "index": "pypi", "markers": "python_version >= '3.7'", - "version": "==0.59.0" + "version": "==0.60.0" }, "dataclasses-json": { "hashes": [ @@ -356,71 +356,71 @@ }, "ddtrace": { "hashes": [ - "sha256:01a27b7306709acd5e9c9b6be5ed17b63529f6a588c5e96794f72d0d3ace9bb5", - "sha256:099a3d96dc8644accf740ed38cdd428598c706a18c68cb5a93b72dd694c843a7", - 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"sha256:08b77ea898ab1a13a428b2b6f73cfe6d0e607a7b4e15b9bb23e4a37b087fd39a", - "sha256:7c8a800a1ca343e9165fc06bbda45c78e4c6166320707ae30b416c42da070926" + "sha256:16b7cbfddbcd4eaca11f7b586f3b8a080f1afe952c15813455b162edea619e5a", + "sha256:ccd60b5765ebb3584d0de2d7a6e4f745672581de4f5005ab31c3a25d10b52b3a" ], "markers": "python_version >= '3.9'", - "version": "==2.4.1" + "version": "==3.0.2" }, "starlette": { "hashes": [ diff --git a/docker-compose-openwebui.yml b/docker-compose-openwebui.yml index 90bfb7f01..f64a6d8d1 100644 --- a/docker-compose-openwebui.yml +++ b/docker-compose-openwebui.yml @@ -2,7 +2,7 @@ services: open-webui: # https://github.com/open-webui/open-webui/releases # image: openwebui-local:latest - image: ghcr.io/open-webui/open-webui:v0.6.14 + image: ghcr.io/open-webui/open-webui:v0.6.18 depends_on: - open-webui-db env_file: @@ -10,7 +10,7 @@ services: ports: - "3050:8080" environment: - # https://docs.openwebui.com/getting-started/advanced-topics/env-configuration + # https://docs.openwebui.com/getting-started/env-configuration/ BYPASS_MODEL_ACCESS_CONTROL: True DEFAULT_USER_ROLE: user WEBUI_AUTH: 0 @@ -19,6 +19,8 @@ services: SRC_LOG_LEVELS: '{"SOCKET": "DEBUG", "MAIN": "DEBUG", "MODELS": "DEBUG", "OPENAI": "DEBUG", "OAUTH": "DEBUG", "CONFIG": "DEBUG", "DB": "DEBUG"}' # OPENAI_API_BASE_URL: 'http://dev:5000/api/v1' # Supports balanced OpenAI base API URLs, semicolon-separated. + # disable OEPNAI_API since we use a Pipeline to handle requests + ENABLE_OPENAI_API: 0 OPENAI_API_BASE_URL: 'http://dev:5000/api/v1' CORS_ALLOW_ORIGIN: '*' OPENAI_API_KEY: 'bedrock' From 5daebd12943248a9e22020d0b73e625b6e0708c5 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 08:46:41 -0700 Subject: [PATCH 146/237] add pipe for OpenWebUI --- openwebui_functions/__init__.py | 0 .../language_model_gateway_pipe.json | 22 + .../language_model_gateway_pipe.py | 419 ++++++++++++++++++ 3 files changed, 441 insertions(+) create mode 100644 openwebui_functions/__init__.py create mode 100644 openwebui_functions/language_model_gateway_pipe.json create mode 100644 openwebui_functions/language_model_gateway_pipe.py diff --git a/openwebui_functions/__init__.py b/openwebui_functions/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json new file mode 100644 index 000000000..18416b3d9 --- /dev/null +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -0,0 +1,22 @@ +[ + { + "id": "language_model_gateway", + "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", + "name": "language_model_gateway", + "type": "pipe", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = \"Aiden: \"\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", + "meta": { + "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", + "manifest": { + "title": "Language Model Gateway Pipe", + "author": "Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)", + "author_url": "https://github.com/imranq2", + "version": "0.1.0" + } + }, + "is_active": true, + "is_global": true, + "updated_at": 1745989387, + "created_at": 1745989309 + } +] \ No newline at end of file diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py new file mode 100644 index 000000000..75819b640 --- /dev/null +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -0,0 +1,419 @@ +"""title: LangChain Pipe Function (Streaming Version) +author: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com) +author_url: https://github.com/imranq2 +version: 0.2.0 +This module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header +to make requests to the OpenAI API. It supports both streaming and non-streaming responses. +""" + +import asyncio +import json +import logging +import os +import time +from pathlib import PurePosixPath +from typing import AsyncGenerator +from typing import Optional, Callable, Awaitable, Any, Dict +from typing import Union, Generator, Iterator + +import requests +from pydantic import BaseModel +from pydantic import Field +from starlette.datastructures import MutableHeaders +from starlette.requests import Request +from urllib.parse import urlparse, urlunparse + +logger = logging.getLogger(__name__) + + +class Pipe: + class Valves(BaseModel): + emit_interval: float = Field( + default=2.0, description="Interval in seconds between status emissions" + ) + enable_status_indicator: bool = Field( + default=True, description="Enable or disable status indicator emissions" + ) + OPENAI_API_BASE_URL: str | None = Field( + default=None, + description="Base URL for OpenAI API, e.g., https://api.openai.com/v1", + ) + + def __init__(self) -> None: + self.type: str = "pipe" + self.id: str = "language_model_gateway" + openai_api_base_url_ = self.read_base_url() + self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_) + self.name: str = "Aiden: " + self.last_emit_time: float = 0 + self.pipelines = self.get_models() + + # noinspection PyMethodMayBeStatic + def read_base_url(self) -> Optional[str]: + """ + Reads the OpenAI API base URL from environment variables. + Returns: + The OpenAI API base URL if set, otherwise None. + """ + return os.getenv("LANGUAGE_MODEL_GATEWAY_API_BASE_URL") or os.getenv( + "OPENAI_API_BASE_URL" + ) + + # noinspection PyMethodMayBeStatic + async def on_startup(self) -> None: + # This function is called when the server is started. + logger.debug(f"on_startup:{__name__}") + pass + + # noinspection PyMethodMayBeStatic + async def on_shutdown(self) -> None: + # This function is called when the server is stopped. + logger.debug(f"on_shutdown:{__name__}") + pass + + async def on_valves_updated(self) -> None: + # This function is called when the valves are updated. + logger.debug(f"on_valves_updated:{__name__}") + self.pipelines = self.get_models() + pass + + async def emit_status( + self, + __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]], + level: str, + message: str, + done: bool, + ) -> None: + current_time = time.time() + if ( + __event_emitter__ + and self.valves.enable_status_indicator + and ( + current_time - self.last_emit_time >= self.valves.emit_interval or done + ) + ): + await __event_emitter__( + { + "type": "status", + "data": { + "status": "complete" if done else "in_progress", + "level": level, + "description": message, + "done": done, + }, + } + ) + self.last_emit_time = current_time + + async def stream_hardcoded_response( + self, + *, + body: Dict[str, Any], + __request__: Optional[Request] = None, + __user__: Optional[Dict[str, Any]] = None, + __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None, + __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]] + | None = None, + ) -> AsyncGenerator[str, None]: + """ + Async generator to stream response chunks + """ + try: + await self.emit_status( + __event_emitter__, + "info", + f"/initiating Chain: headers={__request__.headers if __request__ else None}" + f", cookies={__request__.cookies if __request__ else None}" + f" {__user__=} {body=}", + False, + ) + + if __request__ is None or __user__ is None: + raise ValueError("Request and user information must be provided.") + + # Simulate streaming response + # Generate chunks in OpenAI streaming format + chunks = [ + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [ + { + "index": 0, + "delta": {"role": "assistant"}, + "finish_reason": None, + } + ], + }, + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [ + { + "index": 0, + "delta": {"content": "Here"}, + "finish_reason": None, + } + ], + }, + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [ + {"index": 0, "delta": {"content": " is"}, "finish_reason": None} + ], + }, + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [ + {"index": 0, "delta": {"content": " a"}, "finish_reason": None} + ], + }, + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [ + { + "index": 0, + "delta": {"content": " streamed"}, + "finish_reason": None, + } + ], + }, + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [ + { + "index": 0, + "delta": { + "content": f"\nheaders=\n{__request__.headers}\ncookies=\n{__request__.cookies}\n{__user__=}\n{body=}", + }, + "finish_reason": None, + } + ], + }, + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [ + { + "index": 0, + "delta": { + "content": f"\nOAuth_id_token:\n{__request__.cookies.get('oauth_id_token')}\n", + }, + "finish_reason": None, + } + ], + }, + { + "id": "chatcmpl-123", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "gpt-3.5-turbo", + "choices": [{"index": 0, "delta": {}, "finish_reason": "stop"}], + }, + ] + + for chunk in chunks: + # Yield each chunk as a JSON-encoded string with a data: prefix + yield f"data: {json.dumps(chunk)}\n\n" + await self.emit_status(__event_emitter__, "info", "Streaming...", False) + await asyncio.sleep(0.5) # Simulate streaming delay + + await self.emit_status(__event_emitter__, "info", "Stream Complete", True) + + except Exception as e: + error_chunk = { + "id": "chatcmpl-error", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "error", + "choices": [ + { + "index": 0, + "delta": {"content": f"Error: {str(e)}"}, + "finish_reason": "stop", + } + ], + } + yield f"data: {json.dumps(error_chunk)}\n\n" + await self.emit_status(__event_emitter__, "error", str(e), True) + + @classmethod + def pathlib_url_join(cls, base_url: str, path: str) -> str: + """ + Join URLs using pathlib for path manipulation. + + Args: + base_url: The base URL + path: Path to append + + Returns: + Fully constructed URL + """ + # Parse the base URL + parsed_base = urlparse(base_url) + + # Use PurePosixPath to handle path joining + full_path = str(PurePosixPath(parsed_base.path) / path.lstrip("/")) + + # Reconstruct the URL + reconstructed_url = urlunparse( + ( + parsed_base.scheme, + parsed_base.netloc, + full_path, + parsed_base.params, + parsed_base.query, + parsed_base.fragment, + ) + ) + + return reconstructed_url + + # noinspection PyMethodMayBeStatic + async def pipe( + self, + body: Dict[str, Any], + __request__: Optional[Request] = None, + __user__: Optional[Dict[str, Any]] = None, + __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None, + __event_call__: Optional[ + Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]] + ] = None, + ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]: + """ + Main pipe method supporting both streaming and non-streaming responses + """ + # This is where you can add your custom pipelines like RAG. + logger.debug(f"pipe:{__name__}") + + logger.debug("=== body ===") + logger.debug(body) + logger.debug("==== End of body ===") + logger.debug(f"__request__: {__request__}") + logger.debug(f"__user__: {__user__}") + logger.debug("==== Request Url ====") + logger.debug(__request__.url if __request__ else "No request URL provided") + logger.debug("==== End of Request Url ====") + + assert __request__ is not None, "Request object must be provided." + + # logger.debug the Authorization header if available + auth_header = __request__.headers.get("Authorization") + if auth_header: + logger.debug(f"Authorization header: {auth_header}") + else: + logger.debug("No Authorization header found.") + + auth_token: str | None = __request__.cookies.get("oauth_id_token") + logger.debug(f"auth_token: {auth_token}") + + open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL + if open_api_base_url is None: + logger.debug( + "LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable." + ) + open_api_base_url = self.read_base_url() + logger.debug( + f"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" + ) + assert open_api_base_url is not None, ( + "LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable." + ) + assert open_api_base_url is not None, ( + "LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable." + ) + logger.debug(f"open_api_base_url: {open_api_base_url}") + + headers: MutableHeaders = __request__.headers.mutablecopy() + + # if auth token is available in the cookies, add it to the Authorization header + if auth_token: + headers["Authorization"] = f"Bearer {auth_token}" + + # Extract model id from the model name + model_id = body["model"][body["model"].find(".") + 1 :] + + # Update the model id in the body + payload = {**body, "model": model_id} + + try: + # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly + # include any query parameters in the URL + operation_path = str(__request__.url).replace( + "https://open-webui.localhost/api/", "" + ) + logger.debug(f"operation_path: {operation_path}") + url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path) + + logger.debug(f"Calling chat completion url: {url}") + + # now run the __request__ with the OpenAI API + response = requests.post( + url=url, + json=payload, + headers=headers, + stream=body.get("stream", False), + timeout=30, # Set a timeout for the request + ) + + response.raise_for_status() + + if body["stream"]: + return response.iter_lines() + else: + return response.json() # type: ignore[no-any-return] + except Exception as e: + # logger.error(f"Error in pipe: {e}") + # logger.debug(f"Error details: {e.__traceback__}") + return f"Error: {e}" + + def get_models(self) -> list[dict[str, str]]: + open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL + if open_api_base_url is None: + logger.debug( + "LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable." + ) + open_api_base_url = self.read_base_url() + logger.debug( + f"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" + ) + if open_api_base_url is None: + return [] + assert open_api_base_url is not None, ( + "LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable." + ) + model_url = self.pathlib_url_join(base_url=open_api_base_url, path="models") + # call the models endpoint to get the list of available models + logger.debug(f"Calling models endpoint: {model_url}") + response = requests.get(model_url, timeout=30) # Set a timeout for the request + response.raise_for_status() + models = response.json().get("data", []) + logger.debug(f"Received models from {model_url}: {models}") + return [ + { + "id": model["id"], + "name": model["id"], + } + for model in models + ] + + def pipes(self) -> list[dict[str, str]]: + return self.pipelines From c4aa35ee96590ec43aa91528ad72bce5dbba55e3 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 09:23:35 -0700 Subject: [PATCH 147/237] move keycloak to main docker-compose.yml --- docker-compose-openwebui-auth.yml | 57 -------------- docker-compose.yml | 65 +++++++++++++++- tests/end_to_end/test_google_drive_agent.py | 7 +- .../mcp_tools/test_google_drive_mcp_server.py | 76 +++++++++++++++++++ 4 files changed, 143 insertions(+), 62 deletions(-) create mode 100644 tests/gateway/mcp_tools/test_google_drive_mcp_server.py diff --git a/docker-compose-openwebui-auth.yml b/docker-compose-openwebui-auth.yml index 16d764a95..d3984b6f6 100644 --- a/docker-compose-openwebui-auth.yml +++ b/docker-compose-openwebui-auth.yml @@ -18,63 +18,6 @@ services: OAUTH_USERNAME_CLAIM: "email" WEBUI_URL: "https://open-webui.localhost" - keycloak: - # https://github.com/keycloak/keycloak/releases - image: quay.io/keycloak/keycloak:25.0.6 - # container_name: keycloak - # build: - # dockerfile: keycloak.Dockerfile - # context: . - # depends_on: - # - postgres - environment: - KC_HEALTH_ENABLED: true - KEYCLOAK_ADMIN: admin - KEYCLOAK_ADMIN_PASSWORD: password - # KC_DB: postgres - # KC_DB_URL: jdbc:postgresql://postgres/pdb - # KC_DB_USERNAME: admin - # KC_DB_PASSWORD: admin - # The below settings are for test data creation - # This is the user and password that will be created in the realm - MY_ADMIN_USER_NAME: admin - MY_ADMIN_USER_PASSWORD: password - MY_ADMIN_USER_SCOPE: user/*.* access/*.* - MY_ADMIN_USER_GROUPS: user/*.* access/*.* - MY_ADMIN_USER_TOKEN_USERNAME: admin - # This is the user and password that will be created in the realm - MY_USER_NAME: tester - MY_USER_PASSWORD: password - # These groups get specified as scopes in the token - MY_USER_GROUPS: user/*.*,access/*.* launch/patient,patient/*.read - MY_USER_SCOPE: user/*.* access/*.* launch/patient patient/*.read openid profile email - MY_USER_TOKEN_USERNAME: tester - # This is the client setup - CLIENT_ID: bwell-client-id - CLIENT_SECRET: bwell-secret - # This is the service account that will be created in the realm - SERVICE_ACCOUNT_NAME: service-account - SERVICE_ACCOUNT_SCOPE: user/*.* access/*.* - SERVICE_ACCOUNT_GROUPS: user/*.* access/*.* - # These are the custom claims that will be added to any generated token - MY_USER_CLIENT_PERSON_ID: 0b2ad38a-20bc-5cf5-9739-13f242b05892 - MY_USER_CLIENT_PATIENT_ID: 22aa18af-af51-5799-bc55-367c22c85407 - MY_USER_BWELL_PERSON_ID: 0eb80391-0f61-5ce6-b221-a5428f2f38a7 - MY_USER_BWELL_PATIENT_ID: patient2 - QUARKUS_HTTP_ACCESS_LOG_PATTERN: "%r\n%{ALL_REQUEST_HEADERS}" - ports: - - "8080:8080" - command: [ "start-dev", "--import-realm", "--verbose" ] - volumes: - - ./keycloak-config/realm-import.json:/opt/keycloak/data/import/realm-import.json - healthcheck: - test: [ "CMD-SHELL", "exec 3<>/dev/tcp/127.0.0.1/9000;echo -e \"GET /health/ready HTTP/1.1\r\nhost: http://localhost\r\nConnection: close\r\n\r\n\" >&3;grep \"HTTP/1.1 200 OK\" <&3" ] - interval: 10s - timeout: 5s - retries: 5 - networks: - - web - openid-connect-debugger: image: leplusorg/openid-connect-provider-debugger:latest # network_mode: "host" diff --git a/docker-compose.yml b/docker-compose.yml index 0b1bd0a05..74897ff12 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -14,7 +14,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 0 + RUN_TESTS_WITH_REAL_LLM: 1 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" @@ -65,11 +65,11 @@ services: environment: DEBUG_METRICS: 0 DD_TRACE_ENABLED: "false" - LOG_LEVEL: INFO + LOG_LEVEL: DEBUG # These define the connection to the identity provider for JWT validation - JWKS_URI: "http://localhost:8080/realms/bwell-realm/protocol/openid-connect/certs" + JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" AUDIENCE: "my-mcp-server" - ISSUER: "http://localhost:8080/realms/bwell-realm" + ISSUER: "http://keycloak:8080/realms/bwell-realm" env_file: docker.env ports: - '5051:5000' @@ -98,6 +98,63 @@ services: networks: - web + keycloak: + # https://github.com/keycloak/keycloak/releases + image: quay.io/keycloak/keycloak:25.0.6 + # container_name: keycloak + # build: + # dockerfile: keycloak.Dockerfile + # context: . + # depends_on: + # - postgres + environment: + KC_HEALTH_ENABLED: true + KEYCLOAK_ADMIN: admin + KEYCLOAK_ADMIN_PASSWORD: password + # KC_DB: postgres + # KC_DB_URL: jdbc:postgresql://postgres/pdb + # KC_DB_USERNAME: admin + # KC_DB_PASSWORD: admin + # The below settings are for test data creation + # This is the user and password that will be created in the realm + MY_ADMIN_USER_NAME: admin + MY_ADMIN_USER_PASSWORD: password + MY_ADMIN_USER_SCOPE: user/*.* access/*.* + MY_ADMIN_USER_GROUPS: user/*.* access/*.* + MY_ADMIN_USER_TOKEN_USERNAME: admin + # This is the user and password that will be created in the realm + MY_USER_NAME: tester + MY_USER_PASSWORD: password + # These groups get specified as scopes in the token + MY_USER_GROUPS: user/*.*,access/*.* launch/patient,patient/*.read + MY_USER_SCOPE: user/*.* access/*.* launch/patient patient/*.read openid profile email + MY_USER_TOKEN_USERNAME: tester + # This is the client setup + CLIENT_ID: bwell-client-id + CLIENT_SECRET: bwell-secret + # This is the service account that will be created in the realm + SERVICE_ACCOUNT_NAME: service-account + SERVICE_ACCOUNT_SCOPE: user/*.* access/*.* + SERVICE_ACCOUNT_GROUPS: user/*.* access/*.* + # These are the custom claims that will be added to any generated token + MY_USER_CLIENT_PERSON_ID: 0b2ad38a-20bc-5cf5-9739-13f242b05892 + MY_USER_CLIENT_PATIENT_ID: 22aa18af-af51-5799-bc55-367c22c85407 + MY_USER_BWELL_PERSON_ID: 0eb80391-0f61-5ce6-b221-a5428f2f38a7 + MY_USER_BWELL_PATIENT_ID: patient2 + QUARKUS_HTTP_ACCESS_LOG_PATTERN: "%r\n%{ALL_REQUEST_HEADERS}" + ports: + - "8080:8080" + command: [ "start-dev", "--import-realm", "--verbose" ] + volumes: + - ./keycloak-config/realm-import.json:/opt/keycloak/data/import/realm-import.json + healthcheck: + test: [ "CMD-SHELL", "exec 3<>/dev/tcp/127.0.0.1/9000;echo -e \"GET /health/ready HTTP/1.1\r\nhost: http://localhost\r\nConnection: close\r\n\r\n\" >&3;grep \"HTTP/1.1 200 OK\" <&3" ] + interval: 10s + timeout: 5s + retries: 5 + networks: + - web + networks: web: driver: bridge \ No newline at end of file diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 393b649e6..4d25fb7cf 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -1,6 +1,7 @@ import os from typing import Dict, Any, List +from fastmcp.client import StreamableHttpTransport from langchain_aws import ChatBedrockConverse from langchain_core.language_models import BaseChatModel from langchain_core.messages import BaseMessage @@ -27,7 +28,11 @@ async def test_google_drive_mcp_agent_directly() -> None: # HTTP server - client: Client[Any] = Client("http://mcp_server_gateway:5000/google_drive") + url: str = "http://mcp_server_gateway:5000/google_drive" + transport: StreamableHttpTransport = StreamableHttpTransport( + url=url, auth="test-token" + ) + client: Client[Any] = Client(transport=transport) async with client: # Basic server interaction await client.ping() diff --git a/tests/gateway/mcp_tools/test_google_drive_mcp_server.py b/tests/gateway/mcp_tools/test_google_drive_mcp_server.py new file mode 100644 index 000000000..50bfff42b --- /dev/null +++ b/tests/gateway/mcp_tools/test_google_drive_mcp_server.py @@ -0,0 +1,76 @@ +from typing import List +import pytest +import httpx +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory + + +@pytest.mark.asyncio +async def test_chat_completions_with_mcp_google_drive( + async_client: httpx.AsyncClient, +) -> None: + test_container: SimpleContainer = await get_container_async() + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "This is a mock response from the LLM." + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="general_purpose", + name="General Purpose", + description="General Purpose Language Model", + type="langchain", + model=ModelConfig( + provider="openai", + model="gpt-3.5-turbo", + ), + tools=[ + AgentConfig( + name="download_file_from_url", + url="http://mcp_server_gateway:5051/google_drive/", # Assumes MCP server is running locally + ), + ], + ) + ] + ) + + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # Change if your API runs on a different port + http_client=async_client, + ) + + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "Download https://docs.google.com/document/d/15uw9_mdTON6SQpQHCEgCffVtYBg9woVjvcMErXQSaa0/edit?usp=sharing", + } + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[message], + model="General Purpose", + ) + assert chat_completion.choices[0].message.content is not None From 8dc626370a715f12f6ceb627ea2dfebcd7da8bfc Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 09:33:49 -0700 Subject: [PATCH 148/237] run without ddtrace to reduce logs --- docker-compose.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docker-compose.yml b/docker-compose.yml index 74897ff12..99cbe1747 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -69,8 +69,9 @@ services: # These define the connection to the identity provider for JWT validation JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" AUDIENCE: "my-mcp-server" - ISSUER: "http://keycloak:8080/realms/bwell-realm" + ISSUER: "https://keycloak:8080/realms/bwell-realm" env_file: docker.env + command: ["uvicorn", "mcp_server_gateway.api:app", "--host", "0.0.0.0", "--port", "5000", "--workers", "1", "--log-level", "debug"] ports: - '5051:5000' healthcheck: From 0eef4d127de23b0072867a92861c0a7d8a7ea0f7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 09:56:17 -0700 Subject: [PATCH 149/237] add authlib --- Pipfile | 4 + Pipfile.lock | 268 +++++++++++++++----- tests/end_to_end/test_google_drive_agent.py | 16 +- 3 files changed, 224 insertions(+), 64 deletions(-) diff --git a/Pipfile b/Pipfile index 01555e123..cf4e76f36 100644 --- a/Pipfile +++ b/Pipfile @@ -90,6 +90,10 @@ pandas = ">=2.2.3" mcp = ">=1.11.0" # langchain_mcp_adapters is a Python library for working with MCP adapters in LangChain langchain_mcp_adapters = ">=0.1.9" +# authlib is a Python library for OAuth and OpenID Connect +authlib = ">=1.6.1" +# joserfc is a Python library for working with JOSE (JSON Object Signing and Encryption) +joserfc = ">=1.2.2" [dev-packages] # pre-commit is a Python library for running pre-commit checks diff --git a/Pipfile.lock b/Pipfile.lock index 0f88975d1..f08973908 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "c3db3a957f217f9ebece210566c17cd6435cbe387b3ef180cf7a857fefad7ba9" + "sha256": "e3fc8bd2ef88bfac94d3ead02bed8d870f694e79bca53addb343f00160549cee" }, "pipfile-spec": 6, "requires": { @@ -171,6 +171,15 @@ "markers": "python_version >= '3.8'", "version": "==25.3.0" }, + "authlib": { + "hashes": [ + "sha256:4dffdbb1460ba6ec8c17981a4c67af7d8af131231b5a36a88a1e8c80c111cdfd", + "sha256:e9d2031c34c6309373ab845afc24168fe9e93dc52d252631f52642f21f5ed06e" + ], + "index": "pypi", + "markers": "python_version >= '3.9'", + "version": "==1.6.1" + }, "backoff": { "hashes": [ "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba", @@ -231,6 +240,79 @@ "markers": "python_version >= '3.7'", "version": "==2025.7.14" }, + "cffi": { + "hashes": [ + "sha256:045d61c734659cc045141be4bae381a41d89b741f795af1dd018bfb532fd0df8", + "sha256:0984a4925a435b1da406122d4d7968dd861c1385afe3b45ba82b750f229811e2", + 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"hashes": [ + "sha256:0d2a84feecef96168635fd9bf288363fc75b4afef3d99691f77833c8e025d200", + "sha256:630cc36b2f11f749980401b0cd7305fab5735ee11d830d919bc207305d011358" + ], + "index": "pypi", + "markers": "python_version >= '3.8'", + "version": "==1.2.2" + }, "jsonpatch": { "hashes": [ "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade", @@ -1746,6 +1879,14 @@ "markers": "python_version >= '3.8'", "version": "==0.4.2" }, + "pycparser": { + "hashes": [ + "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6", + "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc" + ], + "markers": "python_version >= '3.8'", + "version": "==2.22" + }, "pydantic": { "hashes": [ "sha256:d989c3c6cb79469287b1569f7447a17848c998458d49ebe294e975b9baf0f0db", @@ -2990,6 +3131,7 @@ "sha256:4dffdbb1460ba6ec8c17981a4c67af7d8af131231b5a36a88a1e8c80c111cdfd", "sha256:e9d2031c34c6309373ab845afc24168fe9e93dc52d252631f52642f21f5ed06e" ], + "index": "pypi", "markers": "python_version >= '3.9'", "version": "==1.6.1" }, diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 4d25fb7cf..0ad8d7f87 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -24,6 +24,7 @@ ) from fastmcp import Client from fastmcp.client.client import CallToolResult +from fastmcp.client.logging import LogMessage async def test_google_drive_mcp_agent_directly() -> None: @@ -32,7 +33,20 @@ async def test_google_drive_mcp_agent_directly() -> None: transport: StreamableHttpTransport = StreamableHttpTransport( url=url, auth="test-token" ) - client: Client[Any] = Client(transport=transport) + + async def log_handler(message: LogMessage) -> None: + print(f"Server log: {message.data}") + + async def progress_handler( + progress: float, total: float | None, message: str | None + ) -> None: + print(f"Progress: {progress}/{total} - {message}") + + client: Client[Any] = Client( + transport=transport, + log_handler=log_handler, + progress_handler=progress_handler, + ) async with client: # Basic server interaction await client.ping() From 1f567eae9e73fc7c4d9fe34378db9a5a755adf2d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 10:31:18 -0700 Subject: [PATCH 150/237] add code to acquire token --- Makefile | 4 +- tests/end_to_end/test_google_drive_agent.py | 59 ++++++++++++++++++++- 2 files changed, 60 insertions(+), 3 deletions(-) diff --git a/Makefile b/Makefile index b94ad9e58..bd63dd147 100644 --- a/Makefile +++ b/Makefile @@ -57,8 +57,8 @@ up-open-webui-ssl: clean_database ## starts docker containers @echo OpenWebUI: http://localhost:3050 https://open-webui.localhost .PHONY: up-open-webui-auth -up-open-webui-auth: clean_database create-certs up ## starts docker containers - docker compose --progress=plain -f docker-compose-openwebui.yml -f docker-compose-openwebui-ssl.yml -f docker-compose-openwebui-auth.yml up --build -d +up-open-webui-auth: clean_database create-certs ## starts docker containers + docker compose --progress=plain -f docker-compose.yml -f docker-compose-openwebui.yml -f docker-compose-openwebui-ssl.yml -f docker-compose-openwebui-auth.yml up --build -d echo "waiting for open-webui service to become healthy" && \ max_attempts=30 && \ attempt=0 && \ diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 0ad8d7f87..eb04e9d51 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -1,6 +1,7 @@ import os from typing import Dict, Any, List +from authlib.oauth2.rfc6749 import OAuth2Token from fastmcp.client import StreamableHttpTransport from langchain_aws import ChatBedrockConverse from langchain_core.language_models import BaseChatModel @@ -25,13 +26,69 @@ from fastmcp import Client from fastmcp.client.client import CallToolResult from fastmcp.client.logging import LogMessage +import requests +from authlib.integrations.requests_client import OAuth2Session + + +def get_access_token(username: str, password: str) -> Dict[str, Any]: + """ + Fetch an OAuth2 access token using Resource Owner Password Credentials grant. + Args: + username (str): The user's username. + password (str): The user's password. + Returns: + dict: The token response. + """ + OAUTH_CLIENT_ID = os.getenv("OAUTH_CLIENT_ID", "bwell-client-id") + OAUTH_CLIENT_SECRET = os.getenv("OAUTH_CLIENT_SECRET", "bwell-secret") + OPENID_PROVIDER_URL = os.getenv( + "OPENID_PROVIDER_URL", + "http://keycloak:8080/realms/bwell-realm/.well-known/openid-configuration", + ) + + resp = requests.get(OPENID_PROVIDER_URL, timeout=5) + resp.raise_for_status() + openid_config = resp.json() + token_endpoint = openid_config["token_endpoint"] + + # https://docs.authlib.org/en/latest/client/oauth2.html + client = OAuth2Session( + client_id=OAUTH_CLIENT_ID, + client_secret=OAUTH_CLIENT_SECRET, + scope="openid email offline_access", + ) + + try: + # Acquire token using client_credentials grant + client_credentials_token = client.fetch_token( + url=token_endpoint, + grant_type="client_credentials", + ) + print( + f"Client credentials token fetched successfully: {client_credentials_token}" + ) + except Exception as e: + print(f"Error fetching client_credentials token: {e}") + raise + try: + token: dict[str, str] | OAuth2Token = client.fetch_token( + url=token_endpoint, + username=username, + password=password, + grant_type="password", + ) + except Exception as e: + print(f"Error fetching access token: {e}") + raise + return token if isinstance(token, dict) else token["access_token"] async def test_google_drive_mcp_agent_directly() -> None: # HTTP server + access_token = get_access_token(username="tester", password="password") url: str = "http://mcp_server_gateway:5000/google_drive" transport: StreamableHttpTransport = StreamableHttpTransport( - url=url, auth="test-token" + url=url, auth=access_token["access_token"] ) async def log_handler(message: LogMessage) -> None: From 462574260cef4664af1086d10eece6b01b4988a7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 11:05:49 -0700 Subject: [PATCH 151/237] fix code to acquire token --- tests/end_to_end/test_google_drive_agent.py | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index eb04e9d51..f8eadce07 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -39,8 +39,9 @@ def get_access_token(username: str, password: str) -> Dict[str, Any]: Returns: dict: The token response. """ - OAUTH_CLIENT_ID = os.getenv("OAUTH_CLIENT_ID", "bwell-client-id") - OAUTH_CLIENT_SECRET = os.getenv("OAUTH_CLIENT_SECRET", "bwell-secret") + OAUTH_CLIENT_ID = "bwell-client-id" + # OAUTH_CLIENT_SECRET = os.getenv("OAUTH_CLIENT_SECRET", "bwell-secret") + OAUTH_CLIENT_SECRET = "bwell-secret" OPENID_PROVIDER_URL = os.getenv( "OPENID_PROVIDER_URL", "http://keycloak:8080/realms/bwell-realm/.well-known/openid-configuration", @@ -55,7 +56,7 @@ def get_access_token(username: str, password: str) -> Dict[str, Any]: client = OAuth2Session( client_id=OAUTH_CLIENT_ID, client_secret=OAUTH_CLIENT_SECRET, - scope="openid email offline_access", + # scope="openid email offline_access", ) try: @@ -85,10 +86,13 @@ def get_access_token(username: str, password: str) -> Dict[str, Any]: async def test_google_drive_mcp_agent_directly() -> None: # HTTP server - access_token = get_access_token(username="tester", password="password") + access_token_result: Dict[str, str] = get_access_token( + username="tester", password="password" + ) url: str = "http://mcp_server_gateway:5000/google_drive" + access_token = access_token_result["access_token"] transport: StreamableHttpTransport = StreamableHttpTransport( - url=url, auth=access_token["access_token"] + url=url, auth=access_token ) async def log_handler(message: LogMessage) -> None: From 8c0d5c41a95b8476f59a4d65f94ccdba816abf2b Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 11:25:48 -0700 Subject: [PATCH 152/237] improve logging --- docker-compose.yml | 6 +++--- tests/end_to_end/test_google_drive_agent.py | 17 +++++++++++++---- 2 files changed, 16 insertions(+), 7 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index 99cbe1747..b8587fd81 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -68,15 +68,15 @@ services: LOG_LEVEL: DEBUG # These define the connection to the identity provider for JWT validation JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" - AUDIENCE: "my-mcp-server" - ISSUER: "https://keycloak:8080/realms/bwell-realm" +# AUDIENCE: "my-mcp-server" +# ISSUER: "https://keycloak:8080/realms/bwell-realm" env_file: docker.env command: ["uvicorn", "mcp_server_gateway.api:app", "--host", "0.0.0.0", "--port", "5000", "--workers", "1", "--log-level", "debug"] ports: - '5051:5000' healthcheck: test: curl --fail -s http://localhost:5000/health || exit 1 - interval: 1m30s + interval: 30s timeout: 10s retries: 3 networks: diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index f8eadce07..0d0eee1bc 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -1,6 +1,7 @@ import os from typing import Dict, Any, List +import mcp from authlib.oauth2.rfc6749 import OAuth2Token from fastmcp.client import StreamableHttpTransport from langchain_aws import ChatBedrockConverse @@ -24,7 +25,6 @@ StreamingToolNode, ) from fastmcp import Client -from fastmcp.client.client import CallToolResult from fastmcp.client.logging import LogMessage import requests from authlib.integrations.requests_client import OAuth2Session @@ -96,12 +96,21 @@ async def test_google_drive_mcp_agent_directly() -> None: ) async def log_handler(message: LogMessage) -> None: - print(f"Server log: {message.data}") + if message.level == "error": + print(f"ERROR: {message.data}") + elif message.level == "warning": + print(f"WARNING: {message.data}") + else: + print(f"{message.level.upper()}: {message.data}") async def progress_handler( progress: float, total: float | None, message: str | None ) -> None: - print(f"Progress: {progress}/{total} - {message}") + if total is not None: + percentage = (progress / total) * 100 + print(f"Progress: {percentage:.1f}% - {message or ''}") + else: + print(f"Progress: {progress} - {message or ''}") client: Client[Any] = Client( transport=transport, @@ -121,7 +130,7 @@ async def progress_handler( assert prompts is not None # Execute operations - result: CallToolResult = await client.call_tool( + result: mcp.types.CallToolResult = await client.call_tool_mcp( "download_file_from_url", { "url": "https://docs.google.com/document/d/15uw9_mdTON6SQpQHCEgCffVtYBg9woVjvcMErXQSaa0/edit?usp=sharing" From 6092b5c340ece3d2d804e1e28bd43b43060b3a89 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 14:27:24 -0700 Subject: [PATCH 153/237] improve logging --- docker.env.example | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docker.env.example b/docker.env.example index 9be2ea28d..d64b1db3b 100644 --- a/docker.env.example +++ b/docker.env.example @@ -14,3 +14,5 @@ JIRA_USERNAME= DATABRICKS_TOKEN= DATABRICKS_HOST= DATABRICKS_SQL_WAREHOUSE_ID= +GOOGLE_CREDENTIALS_JSON= +TEST_GOOGLE_DRIVE_EMAIL= \ No newline at end of file From 40ec0407604c26fcc4456a5597b12bb7608c8846 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 15:45:36 -0700 Subject: [PATCH 154/237] minor --- docker-compose.yml | 19 +------------------ .../openai_image_generator.py | 10 ++++++---- .../langchain_chat_completions_provider.py | 3 ++- 3 files changed, 9 insertions(+), 23 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index b8587fd81..925ae22f9 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -14,7 +14,7 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 1 + RUN_TESTS_WITH_REAL_LLM: 0 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" @@ -82,23 +82,6 @@ services: networks: - web - google-workspace-mcp: - build: - context: ../google_workspace_mcp - dockerfile: Dockerfile - image: google-workspace-mcp - env_file: docker.env - command: ["python", "main.py", "--transport", "streamable-http", "--single-user"] - ports: - - "5052:8000" - healthcheck: - test: curl --fail -s http://localhost:8000/health || exit 1 - interval: 1m30s - timeout: 10s - retries: 3 - networks: - - web - keycloak: # https://github.com/keycloak/keycloak/releases image: quay.io/keycloak/keycloak:25.0.6 diff --git a/language_model_gateway/gateway/image_generation/openai_image_generator.py b/language_model_gateway/gateway/image_generation/openai_image_generator.py index 124422b97..1e935144f 100644 --- a/language_model_gateway/gateway/image_generation/openai_image_generator.py +++ b/language_model_gateway/gateway/image_generation/openai_image_generator.py @@ -4,7 +4,7 @@ from typing import override, Literal, Optional from openai import AsyncOpenAI -from openai.types import ImagesResponse, Image +from openai.types import ImagesResponse from language_model_gateway.gateway.image_generation.image_generator import ( ImageGenerator, @@ -41,9 +41,11 @@ async def _invoke_model_async( ) # Extract the base64 encoded image and decode - image: Image | None = response.data[0] if response.data else None - assert image is not None, "Image data is None" - base64_image: Optional[str] = image.b64_json + assert response.data is not None and len(response.data) > 0, ( + "Base64 image is None" + ) + + base64_image: Optional[str] = response.data[0].b64_json assert base64_image is not None, "Base64 image is None" return base64.b64decode(base64_image) diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index f01401be3..bce8ce634 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -11,6 +11,7 @@ from language_model_gateway.gateway.converters.langgraph_to_openai_converter import ( LangGraphToOpenAIConverter, ) +from language_model_gateway.gateway.converters.my_messages_state import MyMessagesState from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.providers.base_chat_completions_provider import ( BaseChatCompletionsProvider, @@ -83,7 +84,7 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: ) compiled_state_graph: CompiledStateGraph[ - Any + MyMessagesState ] = await self.lang_graph_to_open_ai_converter.create_graph_for_llm_async( llm=llm, tools=tools, From 4bc7353ec55a873ffb0bb7adfa6bafeb3d92d0b3 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 15:58:33 -0700 Subject: [PATCH 155/237] update test_google_drive_via_llm --- tests/end_to_end/test_google_drive_agent.py | 25 ++++++++++++++++----- 1 file changed, 19 insertions(+), 6 deletions(-) diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 0d0eee1bc..5cd6eda9b 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -8,6 +8,7 @@ from langchain_core.language_models import BaseChatModel from langchain_core.messages import BaseMessage from langchain_mcp_adapters.client import MultiServerMCPClient +from langchain_mcp_adapters.sessions import StreamableHttpConnection from langgraph.graph import StateGraph, MessagesState, START from langgraph.prebuilt import tools_condition from mcp.types import ( @@ -145,9 +146,14 @@ async def progress_handler( assert "Hello, this is a test file shared with all of b.well" in content.text -async def test_google_drive_mcp_agent() -> None: +async def test_google_drive_via_llm() -> None: # model: BaseChatModel = init_chat_model("openai:gpt-4.1") model_parameters_dict: Dict[str, Any] = {} + access_token_result: Dict[str, str] = get_access_token( + username="tester", password="password" + ) + url: str = "http://mcp_server_gateway:5000/google_drive" + access_token = access_token_result["access_token"] model: BaseChatModel = ChatBedrockConverse( client=None, @@ -159,14 +165,21 @@ async def test_google_drive_mcp_agent() -> None: # Setting temperature to 0 for deterministic results **model_parameters_dict, ) + mcp_tool_config: StreamableHttpConnection = { + "url": url, + "transport": "streamable_http", + # specify the http client factory to use the headers + # httpx_client_factory + # and/or bearer "auth"# auth: NotRequired[httpx.Auth] + "headers": { + "Authorization": f"Bearer {access_token}", + "Content-Type": "application/json", + }, + } client = MultiServerMCPClient( { - "google_drive": { - # make sure you start your weather server on port 8000 - "url": "http://mcp_server_gateway:5000/google_drive", - "transport": "streamable_http", - }, + "download_file_from_url": mcp_tool_config, } ) tools = await client.get_tools() From 6a8aca0aeeae2d992c8ce38e52f2287bdf72dd98 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 16:04:15 -0700 Subject: [PATCH 156/237] update test_google_drive_via_llm --- tests/end_to_end/test_google_drive_agent.py | 32 +++++++++++++++++++++ 1 file changed, 32 insertions(+) diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 5cd6eda9b..a6f975552 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -29,6 +29,8 @@ from fastmcp.client.logging import LogMessage import requests from authlib.integrations.requests_client import OAuth2Session +import boto3 +from botocore.exceptions import NoCredentialsError, ClientError def get_access_token(username: str, password: str) -> Dict[str, Any]: @@ -147,6 +149,7 @@ async def progress_handler( async def test_google_drive_via_llm() -> None: + verify_aws_boto3_authentication() # model: BaseChatModel = init_chat_model("openai:gpt-4.1") model_parameters_dict: Dict[str, Any] = {} access_token_result: Dict[str, str] = get_access_token( @@ -213,3 +216,32 @@ def call_model(state: MessagesState) -> Dict[str, BaseMessage]: ) # weather_response = await graph.ainvoke({"messages": "what is the weather in nyc?"}) # print(weather_response) + + +def verify_aws_boto3_authentication() -> None: + """ + Test if AWS credentials are configured and boto3 can authenticate. + Uses profile and region from environment variables if set. + """ + credentials_profile_name = os.environ.get("AWS_CREDENTIALS_PROFILE") + region_name = os.environ.get("AWS_REGION", "us-east-1") + session_kwargs = {} + if credentials_profile_name: + session_kwargs["profile_name"] = credentials_profile_name + if region_name: + session_kwargs["region_name"] = region_name + try: + session = boto3.Session(**session_kwargs) + sts = session.client("sts") + identity = sts.get_caller_identity() + print(f"AWS authentication successful: {identity}") + assert "Account" in identity + except NoCredentialsError: + print("AWS credentials not found.") + assert False, "AWS credentials not found." + except ClientError as e: + print(f"AWS client error: {e}") + assert False, f"AWS client error: {e}" + except Exception as e: + print(f"Unexpected error: {e}") + assert False, f"Unexpected error: {e}" From 5a603f5ae8fee4717809dde8b0fc602418017bc5 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 16:17:37 -0700 Subject: [PATCH 157/237] make headers lower case --- .../official/google_drive.json | 90 ++++++++++++++++++ .../gateway/routers/chat_completion_router.py | 3 +- .../gateway/tools/mcp_tool_provider.py | 4 +- tests/end_to_end/test_google_drive_agent.py | 95 +++++++++++++++++++ 4 files changed, 189 insertions(+), 3 deletions(-) create mode 100644 language_model_gateway/configs/chat_completions/official/google_drive.json diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json new file mode 100644 index 000000000..436ec26f8 --- /dev/null +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -0,0 +1,90 @@ +{ + "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", + "id": "google_drive", + "name": "Google Drive", + "description": "This is a general purpose language model that can access data in Google Drive.", + "type": "langchain", + "model": { + "provider": "bedrock", + "model": "us.anthropic.claude-3-5-haiku-20241022-v1:0" + }, + "system_prompts": [ + { + "role": "system", + "content": "You are a tool that answers questions and generates text. Let’s think step by step and take your time to get the right answer." + } + ], + "model_parameters": [ + { + "key": "temperature", + "value": 0.5 + }, + { + "key": "max_tokens", + "value": 1000 + } + ], + "headers": [ + { + "key": "Authorization", + "value": "Bearer OPENAI_API_KEY" + } + ], + "tools": [ + { + "name": "current_date", + "parameters": [ + { + "key": "format", + "value": "YYYY-MM-DD" + } + ] + }, + { + "name": "calculator_average" + }, + { + "name": "calculator_stddev" + }, + { + "name": "calculator_length" + }, + { + "name": "calculator_sum" + }, + { + "name": "pubmed" + }, + { + "name": "web_search" + }, + { + "name": "arxiv_search" + }, + { + "name": "image_generator" + }, + { + "name": "provider_search" + }, + { + "name": "get_web_page" + }, + { + "name": "scraping_bee_web_scraper" + }, + { + "name": "pdf_text_extractor" + } + ], + "example_prompts": [ + { + "role": "user", + "content": "What is the capital of France?" + }, + { + "role": "user", + "content": "```Generate an Entity-Relationship Diagram with the following specifications:\n\nEntities and Attributes:\n1. User Entity\n - user_id* (primary key)\n - username\n - email\n - registration_date\n\n2. Product Entity\n - product_id* (primary key)\n - name\n - price\n - category\n - stock_quantity\n\n3. Order Entity\n - order_id* (primary key)\n - user_id (foreign key)\n - order_date\n - total_amount\n - status\n\nRelationships:\n- User places Order (one_to_many)\n- Order contains Product (many_to_many)\n- Product belongs to Category (many_to_one)\n\nDiagram Requirements:\n- Use distinct colors for each entity\n- Clearly mark primary keys\n- Show relationship cardinalities```" + } + ] +} diff --git a/language_model_gateway/gateway/routers/chat_completion_router.py b/language_model_gateway/gateway/routers/chat_completion_router.py index 78eeb1e26..26e2b0df5 100644 --- a/language_model_gateway/gateway/routers/chat_completion_router.py +++ b/language_model_gateway/gateway/routers/chat_completion_router.py @@ -85,7 +85,8 @@ async def chat_completions( try: return await chat_manager.chat_completions( - headers={k: v for k, v in request.headers.items()}, + # convert headers to lowercase to match OpenAI API expectations + headers={k.lower(): v for k, v in request.headers.items()}, chat_request=cast(ChatRequest, chat_request), ) except* TokenRetrievalError as e: diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index efdec8d96..eae899da7 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -47,11 +47,11 @@ async def get_tools_by_url_async( } # pass Authorization header if provided - if headers and "Authorization" in headers: + if headers and "authorization" in headers: # add the Authorization header to the mcp_tool_config headers mcp_tool_config["headers"] = { **mcp_tool_config.get("headers", {}), - "Authorization": headers["Authorization"], + "Authorization": headers["authorization"], } client: MultiServerMCPClient = MultiServerMCPClient( diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index a6f975552..61c2449f9 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -31,6 +31,27 @@ from authlib.integrations.requests_client import OAuth2Session import boto3 from botocore.exceptions import NoCredentialsError, ClientError +from typing import Optional + +import httpx +import pytest +from openai import AsyncOpenAI +from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam + +from language_model_gateway.configs.config_schema import ( + ChatModelConfig, + ModelConfig, + AgentConfig, +) +from language_model_gateway.container.simple_container import SimpleContainer +from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory def get_access_token(username: str, password: str) -> Dict[str, Any]: @@ -245,3 +266,77 @@ def verify_aws_boto3_authentication() -> None: except Exception as e: print(f"Unexpected error: {e}") assert False, f"Unexpected error: {e}" + + +@pytest.mark.asyncio +async def test_chat_completions_with_google_drive( + async_client: httpx.AsyncClient, +) -> None: + print("") + verify_aws_boto3_authentication() + access_token_result: Dict[str, str] = get_access_token( + username="tester", password="password" + ) + url: str = "http://mcp_server_gateway:5000/google_drive" + access_token = access_token_result["access_token"] + + test_container: SimpleContainer = await get_container_async() + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "Donald Trump won the last US election" + ) + ), + ) + + # set the model configuration for this test + model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( + test_container.resolve(ExpiringCache) + ) + await model_configuration_cache.set( + [ + ChatModelConfig( + id="google_drive", + name="Google Drive", + description="Google Drive", + type="langchain", + model=ModelConfig( + provider="bedrock", + model="us.anthropic.claude-3-5-haiku-20241022-v1:0", + ), + tools=[ + AgentConfig(name="download_file_from_url", url=url), + ], + ) + ] + ) + + # init client and connect to localhost server + client = AsyncOpenAI( + api_key="fake-api-key", + base_url="http://localhost:5000/api/v1", # change the default port if needed + http_client=async_client, + ) + + # call API + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "show me contents of this file: https://docs.google.com/document/d/15uw9_mdTON6SQpQHCEgCffVtYBg9woVjvcMErXQSaa0/edit?usp=sharing", + } + chat_completion: ChatCompletion = await client.chat.completions.create( + messages=[message], + model="Google Drive", + extra_headers={ + "Authorization": f"Bearer {access_token}", + }, + ) + + # print the top "choice" + content: Optional[str] = "\n".join( + choice.message.content or "" for choice in chat_completion.choices + ) + assert content is not None + print(content) + assert "Trump" in content From 45b348c8c7787b9f4577263ef5fb148f72a08caf Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 16:21:12 -0700 Subject: [PATCH 158/237] make headers lower case --- tests/end_to_end/test_google_drive_agent.py | 26 ++++++++------------- 1 file changed, 10 insertions(+), 16 deletions(-) diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 61c2449f9..47fd474fe 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -45,13 +45,7 @@ ) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async -from language_model_gateway.gateway.models.model_factory import ModelFactory -from language_model_gateway.gateway.utilities.environment_reader import ( - EnvironmentReader, -) from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache -from tests.gateway.mocks.mock_chat_model import MockChatModel -from tests.gateway.mocks.mock_model_factory import MockModelFactory def get_access_token(username: str, password: str) -> Dict[str, Any]: @@ -281,15 +275,15 @@ async def test_chat_completions_with_google_drive( access_token = access_token_result["access_token"] test_container: SimpleContainer = await get_container_async() - if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): - test_container.register( - ModelFactory, - lambda c: MockModelFactory( - fn_get_model=lambda chat_model_config: MockChatModel( - fn_get_response=lambda messages: "Donald Trump won the last US election" - ) - ), - ) + # if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + # test_container.register( + # ModelFactory, + # lambda c: MockModelFactory( + # fn_get_model=lambda chat_model_config: MockChatModel( + # fn_get_response=lambda messages: "Hello, this is a test file shared with all of b.well" + # ) + # ), + # ) # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( @@ -339,4 +333,4 @@ async def test_chat_completions_with_google_drive( ) assert content is not None print(content) - assert "Trump" in content + assert "Hello, this is a test file shared with all of b.well" in content From 83911a9d8f886d0687979793a9f3b4d43092e349 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 16:28:44 -0700 Subject: [PATCH 159/237] remove RUN_TESTS from docker-compose.yml --- docker-compose.yml | 1 - tests/end_to_end/test_google_drive_agent.py | 27 +++++++++++++-------- 2 files changed, 17 insertions(+), 11 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index 925ae22f9..ca76f8ba4 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -14,7 +14,6 @@ services: DEFAULT_PATIENT_ID: "eEooRVLYdWIW753OhZUd1dgxQRny4KCo6fiH-13lY0043" # DEFAULT_WEB_SEARCH_TOOL: "duckduckgo_search" DEFAULT_WEB_SEARCH_TOOL: "google_search" - RUN_TESTS_WITH_REAL_LLM: 0 IMAGE_GENERATION_PATH: "/usr/src/language_model_gateway/image_generation" # IMAGE_GENERATION_PATH: "s3://bwell-dev-data-science-ue1/openwebui/image_generation/" IMAGE_GENERATION_URL: "http://localhost:5050/image_generation" diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 47fd474fe..3f2cc4443 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -45,7 +45,13 @@ ) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async +from language_model_gateway.gateway.models.model_factory import ModelFactory +from language_model_gateway.gateway.utilities.environment_reader import ( + EnvironmentReader, +) from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from tests.gateway.mocks.mock_chat_model import MockChatModel +from tests.gateway.mocks.mock_model_factory import MockModelFactory def get_access_token(username: str, password: str) -> Dict[str, Any]: @@ -267,7 +273,6 @@ async def test_chat_completions_with_google_drive( async_client: httpx.AsyncClient, ) -> None: print("") - verify_aws_boto3_authentication() access_token_result: Dict[str, str] = get_access_token( username="tester", password="password" ) @@ -275,15 +280,17 @@ async def test_chat_completions_with_google_drive( access_token = access_token_result["access_token"] test_container: SimpleContainer = await get_container_async() - # if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): - # test_container.register( - # ModelFactory, - # lambda c: MockModelFactory( - # fn_get_model=lambda chat_model_config: MockChatModel( - # fn_get_response=lambda messages: "Hello, this is a test file shared with all of b.well" - # ) - # ), - # ) + if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): + test_container.register( + ModelFactory, + lambda c: MockModelFactory( + fn_get_model=lambda chat_model_config: MockChatModel( + fn_get_response=lambda messages: "Hello, this is a test file shared with all of b.well" + ) + ), + ) + else: + verify_aws_boto3_authentication() # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( From 57c7e3bb8c40a2f1f9f8815ce5a2cc5f4e0b9465 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 16:35:48 -0700 Subject: [PATCH 160/237] add readme.md for pipes --- .../language_model_gateway_pipe.json | 2 +- .../language_model_gateway_pipe.py | 6 +++++- openwebui_functions/readme.md | 18 ++++++++++++++++++ 3 files changed, 24 insertions(+), 2 deletions(-) create mode 100644 openwebui_functions/readme.md diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json index 18416b3d9..642af3b8d 100644 --- a/openwebui_functions/language_model_gateway_pipe.json +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -4,7 +4,7 @@ "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", "name": "language_model_gateway", "type": "pipe", - "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = \"Aiden: \"\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", "meta": { "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", "manifest": { diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 75819b640..7818709a4 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -38,13 +38,17 @@ class Valves(BaseModel): default=None, description="Base URL for OpenAI API, e.g., https://api.openai.com/v1", ) + model_name_prefix: str = Field( + default="MCP: ", + description="Prefix for model names in the dropdown", + ) def __init__(self) -> None: self.type: str = "pipe" self.id: str = "language_model_gateway" openai_api_base_url_ = self.read_base_url() self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_) - self.name: str = "Aiden: " + self.name: str = self.valves.model_name_prefix self.last_emit_time: float = 0 self.pipelines = self.get_models() diff --git a/openwebui_functions/readme.md b/openwebui_functions/readme.md new file mode 100644 index 000000000..0d9fac81d --- /dev/null +++ b/openwebui_functions/readme.md @@ -0,0 +1,18 @@ +# Pipes for installing and running in OpenWebUI + +## OpenWebUI Pipes +https://docs.openwebui.com/features/plugin/functions/pipe/ + +## Instructions to add pipe to OpenWebUI on local machine +- Run `make down; make up-open-webui-auth` to start OpenWebUI with authenticatio +- Login with admin/password to openwebui +- Now run `make set-admin-user-role` to set the admin role for this new user +- Reload the OpenWebUI page in your browser +- Click top right icon and select Admin Panel +- Click Functions tab +- Click Import Functions (don’t click + to add a new function) +- Select the language_model_gateway_pipe.json file in the openwebui_functions folder in language_model_gateway +- This contains the content of openai.py in a json string so update that if you change openai.py +- After the function has been loaded, make sure to click the toggle next to it to turn it on +- Now go back to the main UI +- There should be new models in the model dropdown \ No newline at end of file From 834dc2279a062c8d500684dbc8d1bce5e643600c Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 16:41:44 -0700 Subject: [PATCH 161/237] allow restricting by tool name --- .../configs/chat_completions/official/google_drive.json | 5 +++++ language_model_gateway/configs/config_schema.py | 3 +++ language_model_gateway/gateway/tools/mcp_tool_provider.py | 3 +++ tests/end_to_end/test_google_drive_agent.py | 4 +++- 4 files changed, 14 insertions(+), 1 deletion(-) diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json index 436ec26f8..722697a11 100644 --- a/language_model_gateway/configs/chat_completions/official/google_drive.json +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -75,6 +75,11 @@ }, { "name": "pdf_text_extractor" + }, + { + "name": "google_drive", + "url": "http://mcp_server_gateway:5000/google_drive", + "tool_name": "download_file_from_url" } ], "example_prompts": [ diff --git a/language_model_gateway/configs/config_schema.py b/language_model_gateway/configs/config_schema.py index 5c964b993..d50cf89a6 100644 --- a/language_model_gateway/configs/config_schema.py +++ b/language_model_gateway/configs/config_schema.py @@ -74,6 +74,9 @@ class AgentConfig(BaseModel): headers: Dict[str, str] | None = None """The headers to pass to the MCP tool""" + tool_name: str | None = None + """The name of the tool to use in the MCP call. If none is provided then all tools at the URL will be used.""" + class ModelConfig(BaseModel): """Model configuration""" diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index eae899da7..d26f870ba 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -60,6 +60,9 @@ async def get_tools_by_url_async( } ) tools: List[BaseTool] = await client.get_tools() + if tool.tool_name and tools: + # filter tools by tool_name if provided + tools = [t for t in tools if t.name == tool.tool_name] self.tools_by_mcp_url[url] = tools return tools except Exception as e: diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 3f2cc4443..0a54cb810 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -308,7 +308,9 @@ async def test_chat_completions_with_google_drive( model="us.anthropic.claude-3-5-haiku-20241022-v1:0", ), tools=[ - AgentConfig(name="download_file_from_url", url=url), + AgentConfig( + name="google_drive", tool_name="download_file_from_url", url=url + ), ], ) ] From 9b3d84a39b0f360e399592331cf2d8fc987a3d56 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 18:28:04 -0700 Subject: [PATCH 162/237] create a multiserver_mcp_client_with_caching.py --- .../gateway/langchain_overrides/__init__.py | 0 .../multiserver_mcp_client_with_caching.py | 83 +++++++++++++++++++ .../gateway/tools/mcp_tool_provider.py | 6 +- .../language_model_gateway_pipe.py | 4 + 4 files changed, 91 insertions(+), 2 deletions(-) create mode 100644 language_model_gateway/gateway/langchain_overrides/__init__.py create mode 100644 language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py diff --git a/language_model_gateway/gateway/langchain_overrides/__init__.py b/language_model_gateway/gateway/langchain_overrides/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py new file mode 100644 index 000000000..fa509573c --- /dev/null +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -0,0 +1,83 @@ +import asyncio +from typing import override + +from langchain_core.tools import BaseTool +from langchain_mcp_adapters.client import MultiServerMCPClient +from langchain_mcp_adapters.tools import ( + _list_all_tools, + convert_mcp_tool_to_langchain_tool, +) +from mcp import ClientSession +from langchain_mcp_adapters.sessions import Connection, create_session + + +class MultiServerMCPClientWithCaching(MultiServerMCPClient): # type: ignore[misc] + @override + async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: + """Get a list of all tools from all connected servers. + + Args: + server_name: Optional name of the server to get tools from. + If None, all tools from all servers will be returned (default). + + NOTE: a new session will be created for each tool call + + Returns: + A list of LangChain tools + + """ + if server_name is not None: + if server_name not in self.connections: + msg = f"Couldn't find a server with name '{server_name}', expected one of '{list(self.connections.keys())}'" + raise ValueError(msg) + return await self.load_mcp_tools( + None, connection=self.connections[server_name] + ) + + all_tools: list[BaseTool] = [] + load_mcp_tool_tasks = [] + for connection in self.connections.values(): + load_mcp_tool_task = asyncio.create_task( + self.load_mcp_tools(None, connection=connection) + ) + load_mcp_tool_tasks.append(load_mcp_tool_task) + tools_list = await asyncio.gather(*load_mcp_tool_tasks) + for tools in tools_list: + all_tools.extend(tools) + return all_tools + + @staticmethod + async def load_mcp_tools( + session: ClientSession | None, + *, + connection: Connection | None = None, + ) -> list[BaseTool]: + """Load all available MCP tools and convert them to LangChain tools. + + Args: + session: The MCP client session. If None, connection must be provided. + connection: Connection config to create a new session if session is None. + + Returns: + List of LangChain tools. Tool annotations are returned as part + of the tool metadata object. + + Raises: + ValueError: If neither session nor connection is provided. + """ + if session is None and connection is None: + msg = "Either a session or a connection config must be provided" + raise ValueError(msg) + + if session is None: + # If a session is not provided, we will create one on the fly + async with create_session(connection) as tool_session: + await tool_session.initialize() + tools = await _list_all_tools(tool_session) + else: + tools = await _list_all_tools(session) + + return [ + convert_mcp_tool_to_langchain_tool(session, tool, connection=connection) + for tool in tools + ] diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index d26f870ba..7d9977b35 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -2,10 +2,12 @@ from typing import Dict, List from langchain_core.tools import BaseTool -from langchain_mcp_adapters.client import MultiServerMCPClient from langchain_mcp_adapters.sessions import StreamableHttpConnection from language_model_gateway.configs.config_schema import AgentConfig +from language_model_gateway.gateway.langchain_overrides.multiserver_mcp_client_with_caching import ( + MultiServerMCPClientWithCaching, +) class MCPToolProvider: @@ -54,7 +56,7 @@ async def get_tools_by_url_async( "Authorization": headers["authorization"], } - client: MultiServerMCPClient = MultiServerMCPClient( + client: MultiServerMCPClientWithCaching = MultiServerMCPClientWithCaching( { f"{tool.name}": mcp_tool_config, } diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 7818709a4..31feac141 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -42,6 +42,10 @@ class Valves(BaseModel): default="MCP: ", description="Prefix for model names in the dropdown", ) + restrict_to_admins: bool = Field( + default=False, + description="Restrict access to this pipe to admin users only", + ) def __init__(self) -> None: self.type: str = "pipe" From 00c4d3a45466c7c6ce30616012fa6188c3d43c05 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 18:57:00 -0700 Subject: [PATCH 163/237] separate loading metadata from running tool --- .../multiserver_mcp_client_with_caching.py | 51 ++++++++++++------- 1 file changed, 34 insertions(+), 17 deletions(-) diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index fa509573c..99618df7e 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -1,14 +1,15 @@ -import asyncio -from typing import override +from typing import override, List, Dict from langchain_core.tools import BaseTool from langchain_mcp_adapters.client import MultiServerMCPClient +from langchain_mcp_adapters.sessions import Connection, create_session + +# noinspection PyProtectedMember from langchain_mcp_adapters.tools import ( _list_all_tools, convert_mcp_tool_to_langchain_tool, ) -from mcp import ClientSession -from langchain_mcp_adapters.sessions import Connection, create_session +from mcp import ClientSession, Tool class MultiServerMCPClientWithCaching(MultiServerMCPClient): # type: ignore[misc] @@ -30,28 +31,37 @@ async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: if server_name not in self.connections: msg = f"Couldn't find a server with name '{server_name}', expected one of '{list(self.connections.keys())}'" raise ValueError(msg) - return await self.load_mcp_tools( - None, connection=self.connections[server_name] + return self.create_tools_from_list( + await self.load_metadata_for_mcp_tools( + None, connection=self.connections[server_name] + ), + session=None, + connection=self.connections[server_name], ) - all_tools: list[BaseTool] = [] - load_mcp_tool_tasks = [] + all_tools_metadata: Dict[str, list[Tool]] = {} for connection in self.connections.values(): - load_mcp_tool_task = asyncio.create_task( - self.load_mcp_tools(None, connection=connection) + all_tools_metadata[ + connection["url"] + ] = await self.load_metadata_for_mcp_tools(None, connection=connection) + + # create LangChain tools from the loaded MCP tools + all_tools: List[BaseTool] = [] + for connection in self.connections.values(): + tools_for_connection = all_tools_metadata[connection["url"]] + all_tools.extend( + self.create_tools_from_list( + tools_for_connection, session=None, connection=connection + ) ) - load_mcp_tool_tasks.append(load_mcp_tool_task) - tools_list = await asyncio.gather(*load_mcp_tool_tasks) - for tools in tools_list: - all_tools.extend(tools) return all_tools @staticmethod - async def load_mcp_tools( + async def load_metadata_for_mcp_tools( session: ClientSession | None, *, connection: Connection | None = None, - ) -> list[BaseTool]: + ) -> list[Tool]: """Load all available MCP tools and convert them to LangChain tools. Args: @@ -73,10 +83,17 @@ async def load_mcp_tools( # If a session is not provided, we will create one on the fly async with create_session(connection) as tool_session: await tool_session.initialize() - tools = await _list_all_tools(tool_session) + tools: List[Tool] = await _list_all_tools(tool_session) else: tools = await _list_all_tools(session) + return tools + @staticmethod + def create_tools_from_list( + tools: list[Tool], + session: ClientSession | None = None, + connection: Connection | None = None, + ) -> List[BaseTool]: return [ convert_mcp_tool_to_langchain_tool(session, tool, connection=connection) for tool in tools From fef2f4890f5a8a1b375ebafcfd7663fba269adb8 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 19:18:27 -0700 Subject: [PATCH 164/237] cache metadata for tools --- .../multiserver_mcp_client_with_caching.py | 83 +++++++++++++++---- 1 file changed, 68 insertions(+), 15 deletions(-) diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index 99618df7e..ff6867bdd 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -1,3 +1,4 @@ +import logging from typing import override, List, Dict from langchain_core.tools import BaseTool @@ -11,10 +12,23 @@ ) from mcp import ClientSession, Tool +logger = logging.getLogger(__name__) + class MultiServerMCPClientWithCaching(MultiServerMCPClient): # type: ignore[misc] - @override - async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: + """A MultiServerMCPClient that caches tool metadata to avoid repeated calls to the MCP server. + + This class extends the MultiServerMCPClient to cache the metadata of tools + across multiple calls to `get_tools`. It allows for efficient retrieval of tools + without needing to repeatedly query the MCP server for the same tool metadata. + """ + + all_tools_metadata_cache: Dict[str, list[Tool]] = {} + """Cache for all tools metadata across all servers. url is connection URL of MCP server.""" + + async def load_tools_metadata_cache( + self, *, server_name: str | None = None + ) -> None: """Get a list of all tools from all connected servers. Args: @@ -31,24 +45,56 @@ async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: if server_name not in self.connections: msg = f"Couldn't find a server with name '{server_name}', expected one of '{list(self.connections.keys())}'" raise ValueError(msg) - return self.create_tools_from_list( - await self.load_metadata_for_mcp_tools( - None, connection=self.connections[server_name] - ), - session=None, - connection=self.connections[server_name], - ) + connection_for_server = self.connections[server_name] + if connection_for_server["url"] not in self.all_tools_metadata_cache: + self.all_tools_metadata_cache[ + connection_for_server["url"] + ] = await self.load_metadata_for_mcp_tools( + None, connection=connection_for_server + ) + logger.info( + f"Loaded tools for connection {connection_for_server['url']}" + ) + else: + logger.debug( + f"Tools for connection {connection_for_server['url']} are already cached" + ) + else: + for connection in self.connections.values(): + # if the tools for this connection are already cached, skip loading them + if connection["url"] not in self.all_tools_metadata_cache: + self.all_tools_metadata_cache[ + connection["url"] + ] = await self.load_metadata_for_mcp_tools( + None, connection=connection + ) + logger.info(f"Loaded tools for connection {connection['url']}") + else: + logger.debug( + f"Tools for connection {connection['url']} are already cached" + ) - all_tools_metadata: Dict[str, list[Tool]] = {} - for connection in self.connections.values(): - all_tools_metadata[ - connection["url"] - ] = await self.load_metadata_for_mcp_tools(None, connection=connection) + @override + async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: + """Get a list of all tools from all connected servers. + + Args: + server_name: Optional name of the server to get tools from. + If None, all tools from all servers will be returned (default). + + NOTE: a new session will be created for each tool call + + Returns: + A list of LangChain tools + + """ + + await self.load_tools_metadata_cache(server_name=server_name) # create LangChain tools from the loaded MCP tools all_tools: List[BaseTool] = [] for connection in self.connections.values(): - tools_for_connection = all_tools_metadata[connection["url"]] + tools_for_connection = self.all_tools_metadata_cache[connection["url"]] all_tools.extend( self.create_tools_from_list( tools_for_connection, session=None, connection=connection @@ -94,6 +140,13 @@ def create_tools_from_list( session: ClientSession | None = None, connection: Connection | None = None, ) -> List[BaseTool]: + """ + Create LangChain tools from a list of MCP tools. + Args: + tools: List of MCP tools to convert. + session: The MCP client session. If None, connection must be provided. + connection: Connection config to create a new session if session is None. + """ return [ convert_mcp_tool_to_langchain_tool(session, tool, connection=connection) for tool in tools From 8c01a259dfe79489a26a261f95da4158c344f433 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 20:03:09 -0700 Subject: [PATCH 165/237] use an expiring cache --- .../container/container_factory.py | 56 ++++++++++++++----- .../multiserver_mcp_client_with_caching.py | 46 +++++++++++---- .../gateway/tools/mcp_tool_provider.py | 17 +++++- .../gateway/utilities/expiring_cache.py | 8 ++- tests/end_to_end/test_google_drive_agent.py | 6 +- .../test_chat_anthropic_with_web_search.py | 8 +-- .../test_chat_anthropic_image_generator.py | 5 +- .../tools/test_chat_calculator_average.py | 3 +- .../tools/test_chat_calculator_length.py | 3 +- .../tools/test_chat_calculator_stddev.py | 3 +- .../gateway/tools/test_chat_calculator_sum.py | 3 +- .../tools/test_chat_diagram_generator.py | 3 +- .../tools/test_chat_er_diagram_generator.py | 3 +- .../tools/test_chat_flow_chart_generator.py | 3 +- ...chat_network_topology_diagram_generator.py | 5 +- .../tools/test_chat_openai_image_generator.py | 5 +- .../tools/test_chat_provider_search.py | 5 +- .../test_chat_sequence_diagram_generator.py | 3 +- .../test_github_pull_request_analyzer_tool.py | 7 ++- .../test_github_pull_request_diff_tool.py | 5 +- .../tools/test_jira_issues_analyzer_tool.py | 9 +-- 21 files changed, 145 insertions(+), 61 deletions(-) diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 06e072b3f..91015dff5 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -1,7 +1,11 @@ import logging import os +from typing import Dict, List + +from mcp import Tool from language_model_gateway.configs.config_reader.config_reader import ConfigReader +from language_model_gateway.configs.config_schema import ChatModelConfig from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.aws.aws_client_factory import AwsClientFactory from language_model_gateway.gateway.converters.langgraph_to_openai_converter import ( @@ -55,6 +59,14 @@ logger = logging.getLogger(__name__) +class ConfigExpiringCache(ExpiringCache[list[ChatModelConfig]]): + pass + + +class McpToolsMetadataExpiringCache(ExpiringCache[Dict[str, List[Tool]]]): + pass + + class ContainerFactory: # noinspection PyMethodMayBeStatic async def create_container_async(self) -> SimpleContainer: @@ -63,6 +75,30 @@ async def create_container_async(self) -> SimpleContainer: container = SimpleContainer() # register services here + + # we want only one instance of the cache so we use singleton + container.singleton( + ConfigExpiringCache, + ConfigExpiringCache( + ttl_seconds=( + int(os.environ["CONFIG_CACHE_TIMEOUT_SECONDS"]) + if os.environ.get("CONFIG_CACHE_TIMEOUT_SECONDS") + else 60 * 60 + ) + ), + ) + container.singleton( + McpToolsMetadataExpiringCache, + McpToolsMetadataExpiringCache( + ttl_seconds=( + int(os.environ["MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS"]) + if os.environ.get("MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS") + else 60 * 60 + ), + init_value={}, + ), + ) + container.register(HttpClientFactory, lambda c: HttpClientFactory()) container.register( @@ -156,7 +192,12 @@ async def create_container_async(self) -> SimpleContainer: ), ) - container.register(MCPToolProvider, lambda c: MCPToolProvider()) + container.register( + MCPToolProvider, + lambda c: MCPToolProvider( + cache=c.resolve(McpToolsMetadataExpiringCache), + ), + ) container.register( LangChainCompletionsProvider, @@ -167,20 +208,9 @@ async def create_container_async(self) -> SimpleContainer: mcp_tool_provider=c.resolve(MCPToolProvider), ), ) - # we want only one instance of the cache so we use singleton - container.singleton( - ExpiringCache, - ExpiringCache( - ttl_seconds=( - int(os.environ["CONFIG_CACHE_TIMEOUT_SECONDS"]) - if os.environ.get("CONFIG_CACHE_TIMEOUT_SECONDS") - else 60 * 60 - ) - ), - ) container.register( - ConfigReader, lambda c: ConfigReader(cache=c.resolve(ExpiringCache)) + ConfigReader, lambda c: ConfigReader(cache=c.resolve(ConfigExpiringCache)) ) container.register( ChatCompletionManager, diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index ff6867bdd..c992dc46c 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -1,9 +1,12 @@ +import asyncio import logging from typing import override, List, Dict +from uuid import UUID, uuid4 from langchain_core.tools import BaseTool from langchain_mcp_adapters.client import MultiServerMCPClient -from langchain_mcp_adapters.sessions import Connection, create_session +from langchain_mcp_adapters.sessions import create_session +from langchain_mcp_adapters.sessions import Connection # noinspection PyProtectedMember from langchain_mcp_adapters.tools import ( @@ -12,6 +15,8 @@ ) from mcp import ClientSession, Tool +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache + logger = logging.getLogger(__name__) @@ -23,8 +28,25 @@ class MultiServerMCPClientWithCaching(MultiServerMCPClient): # type: ignore[mis without needing to repeatedly query the MCP server for the same tool metadata. """ - all_tools_metadata_cache: Dict[str, list[Tool]] = {} - """Cache for all tools metadata across all servers. url is connection URL of MCP server.""" + _identifier: UUID = uuid4() + _lock: asyncio.Lock = asyncio.Lock() + + def __init__( + self, + *, + connections: dict[str, Connection] | None = None, + cache: ExpiringCache[Dict[str, List[Tool]]], + ) -> None: + """ + Initialize the async config reader + + Args: + cache: Expiring cache for model configurations + """ + assert cache is not None + self._cache: ExpiringCache[Dict[str, List[Tool]]] = cache + assert self._cache is not None + super().__init__(connections=connections) async def load_tools_metadata_cache( self, *, server_name: str | None = None @@ -41,13 +63,16 @@ async def load_tools_metadata_cache( A list of LangChain tools """ + cache: Dict[str, List[Tool]] | None = await self._cache.get() + assert cache is not None + if server_name is not None: if server_name not in self.connections: msg = f"Couldn't find a server with name '{server_name}', expected one of '{list(self.connections.keys())}'" raise ValueError(msg) connection_for_server = self.connections[server_name] - if connection_for_server["url"] not in self.all_tools_metadata_cache: - self.all_tools_metadata_cache[ + if connection_for_server["url"] not in cache: + cache[ connection_for_server["url"] ] = await self.load_metadata_for_mcp_tools( None, connection=connection_for_server @@ -62,10 +87,8 @@ async def load_tools_metadata_cache( else: for connection in self.connections.values(): # if the tools for this connection are already cached, skip loading them - if connection["url"] not in self.all_tools_metadata_cache: - self.all_tools_metadata_cache[ - connection["url"] - ] = await self.load_metadata_for_mcp_tools( + if connection["url"] not in cache: + cache[connection["url"]] = await self.load_metadata_for_mcp_tools( None, connection=connection ) logger.info(f"Loaded tools for connection {connection['url']}") @@ -91,10 +114,13 @@ async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: await self.load_tools_metadata_cache(server_name=server_name) + cache: Dict[str, List[Tool]] | None = await self._cache.get() + assert cache is not None, "Cache must be initialized before getting tools" + # create LangChain tools from the loaded MCP tools all_tools: List[BaseTool] = [] for connection in self.connections.values(): - tools_for_connection = self.all_tools_metadata_cache[connection["url"]] + tools_for_connection = cache[connection["url"]] all_tools.extend( self.create_tools_from_list( tools_for_connection, session=None, connection=connection diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 7d9977b35..e16ad7eb6 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -3,11 +3,13 @@ from langchain_core.tools import BaseTool from langchain_mcp_adapters.sessions import StreamableHttpConnection +from mcp import Tool from language_model_gateway.configs.config_schema import AgentConfig from language_model_gateway.gateway.langchain_overrides.multiserver_mcp_client_with_caching import ( MultiServerMCPClientWithCaching, ) +from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache class MCPToolProvider: @@ -17,8 +19,16 @@ class MCPToolProvider: that can be used in conjunction with the MCP. """ - def __init__(self) -> None: + def __init__(self, *, cache: ExpiringCache[Dict[str, List[Tool]]]) -> None: + """ + Initialize the MCPToolProvider with a cache. + + Args: + cache: An ExpiringCache instance to store tools by their MCP URLs. + """ self.tools_by_mcp_url: Dict[str, List[BaseTool]] = {} + self._cache: ExpiringCache[Dict[str, List[Tool]]] = cache + assert self._cache is not None, "Cache must be provided" async def load_async(self) -> None: pass @@ -57,9 +67,10 @@ async def get_tools_by_url_async( } client: MultiServerMCPClientWithCaching = MultiServerMCPClientWithCaching( - { + cache=self._cache, + connections={ f"{tool.name}": mcp_tool_config, - } + }, ) tools: List[BaseTool] = await client.get_tools() if tool.tool_name and tools: diff --git a/language_model_gateway/gateway/utilities/expiring_cache.py b/language_model_gateway/gateway/utilities/expiring_cache.py index 5b401c904..0bd1db194 100644 --- a/language_model_gateway/gateway/utilities/expiring_cache.py +++ b/language_model_gateway/gateway/utilities/expiring_cache.py @@ -9,9 +9,11 @@ class ExpiringCache[T]: - def __init__(self, *, ttl_seconds: float) -> None: - self._cache: Optional[T] = None - self._cache_timestamp: Optional[float] = None + def __init__(self, *, ttl_seconds: float, init_value: Optional[T] = None) -> None: + self._cache: Optional[T] = init_value + self._cache_timestamp: Optional[float] = ( + time.time() if init_value is not None else None + ) self._lock: asyncio.Lock = asyncio.Lock() self._ttl: float = ttl_seconds self._identifier: UUID = uuid4() diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 0a54cb810..8e1188442 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -22,6 +22,7 @@ EmbeddedResource, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.gateway.converters.streaming_tool_node import ( StreamingToolNode, ) @@ -49,7 +50,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -293,8 +293,8 @@ async def test_chat_completions_with_google_drive( verify_aws_boto3_authentication() # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_anthropic_with_web_search.py b/tests/gateway/test_chat_anthropic_with_web_search.py index 61cd18c99..ef9c8fefa 100644 --- a/tests/gateway/test_chat_anthropic_with_web_search.py +++ b/tests/gateway/test_chat_anthropic_with_web_search.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional import httpx import pytest @@ -10,13 +10,13 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -38,8 +38,8 @@ async def test_chat_completions_with_web_search( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_anthropic_image_generator.py b/tests/gateway/tools/test_chat_anthropic_image_generator.py index 65000e34a..6a0b25333 100644 --- a/tests/gateway/tools/test_chat_anthropic_image_generator.py +++ b/tests/gateway/tools/test_chat_anthropic_image_generator.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -46,7 +47,7 @@ async def test_chat_anthropic_image_generator(async_client: httpx.AsyncClient) - # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -124,7 +125,7 @@ async def test_chat_anthropic_image_generator_streaming( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index 755f04b10..6acccf0b2 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache @@ -33,7 +34,7 @@ async def test_chat_calculator_average_tool_bedrock( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_calculator_length.py b/tests/gateway/tools/test_chat_calculator_length.py index fad52f41a..c88be43a6 100644 --- a/tests/gateway/tools/test_chat_calculator_length.py +++ b/tests/gateway/tools/test_chat_calculator_length.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache @@ -33,7 +34,7 @@ async def test_chat_calculator_length_tool_bedrock( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_calculator_stddev.py b/tests/gateway/tools/test_chat_calculator_stddev.py index c138ea6df..919975581 100644 --- a/tests/gateway/tools/test_chat_calculator_stddev.py +++ b/tests/gateway/tools/test_chat_calculator_stddev.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache @@ -33,7 +34,7 @@ async def test_chat_calculator_stddev_tool_bedrock( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_calculator_sum.py b/tests/gateway/tools/test_chat_calculator_sum.py index 63dee1ed5..a26bb1d72 100644 --- a/tests/gateway/tools/test_chat_calculator_sum.py +++ b/tests/gateway/tools/test_chat_calculator_sum.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache @@ -33,7 +34,7 @@ async def test_chat_calculator_sum_tool_bedrock( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_diagram_generator.py b/tests/gateway/tools/test_chat_diagram_generator.py index be9d72d3b..6f22a6350 100644 --- a/tests/gateway/tools/test_chat_diagram_generator.py +++ b/tests/gateway/tools/test_chat_diagram_generator.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -46,7 +47,7 @@ async def test_chat_diagram_generator(async_client: httpx.AsyncClient) -> None: # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_er_diagram_generator.py b/tests/gateway/tools/test_chat_er_diagram_generator.py index fba134f66..0ed0969d5 100644 --- a/tests/gateway/tools/test_chat_er_diagram_generator.py +++ b/tests/gateway/tools/test_chat_er_diagram_generator.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -46,7 +47,7 @@ async def test_chat_er_diagram_generator(async_client: httpx.AsyncClient) -> Non # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_flow_chart_generator.py b/tests/gateway/tools/test_chat_flow_chart_generator.py index db27d2fac..466d6921a 100644 --- a/tests/gateway/tools/test_chat_flow_chart_generator.py +++ b/tests/gateway/tools/test_chat_flow_chart_generator.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -46,7 +47,7 @@ async def test_chat_flow_chart_generator(async_client: httpx.AsyncClient) -> Non # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_network_topology_diagram_generator.py b/tests/gateway/tools/test_chat_network_topology_diagram_generator.py index 294d87e30..caa8d34c0 100644 --- a/tests/gateway/tools/test_chat_network_topology_diagram_generator.py +++ b/tests/gateway/tools/test_chat_network_topology_diagram_generator.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -48,7 +49,7 @@ async def test_chat_network_topology_diagram_generator( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -164,7 +165,7 @@ async def test_chat_network_topology_diagram_generator_markdown( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_openai_image_generator.py b/tests/gateway/tools/test_chat_openai_image_generator.py index f552bc91a..7c4c87bd4 100644 --- a/tests/gateway/tools/test_chat_openai_image_generator.py +++ b/tests/gateway/tools/test_chat_openai_image_generator.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -46,7 +47,7 @@ async def test_chat_openai_image_generator(async_client: httpx.AsyncClient) -> N # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -124,7 +125,7 @@ async def test_chat_anthropic_image_generator_streaming( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_provider_search.py b/tests/gateway/tools/test_chat_provider_search.py index 4d1b9d9a0..c0bc6b7ed 100644 --- a/tests/gateway/tools/test_chat_provider_search.py +++ b/tests/gateway/tools/test_chat_provider_search.py @@ -14,6 +14,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -50,7 +51,7 @@ async def test_chat_provider_search(async_client: httpx.AsyncClient) -> None: # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -129,7 +130,7 @@ async def test_chat_provider_search_streaming( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_sequence_diagram_generator.py b/tests/gateway/tools/test_chat_sequence_diagram_generator.py index 3a14c053d..748487a7f 100644 --- a/tests/gateway/tools/test_chat_sequence_diagram_generator.py +++ b/tests/gateway/tools/test_chat_sequence_diagram_generator.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -46,7 +47,7 @@ async def test_chat_sequence_diagram_generator(async_client: httpx.AsyncClient) # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py index df7b2739d..f7f4e0861 100644 --- a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py +++ b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -53,7 +54,7 @@ async def test_github_pull_request_analyzer_tool( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -133,7 +134,7 @@ async def test_github_pull_request_analyzer_tool_streaming( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -221,7 +222,7 @@ async def test_github_pull_request_analyzer_full_details_tool( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_github_pull_request_diff_tool.py b/tests/gateway/tools/test_github_pull_request_diff_tool.py index 13a096863..2ed124aa6 100644 --- a/tests/gateway/tools/test_github_pull_request_diff_tool.py +++ b/tests/gateway/tools/test_github_pull_request_diff_tool.py @@ -12,6 +12,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -50,7 +51,7 @@ async def test_github_pull_request_diff_tool(async_client: httpx.AsyncClient) -> # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -132,7 +133,7 @@ async def test_github_pull_request_diff_combined_tool( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_jira_issues_analyzer_tool.py b/tests/gateway/tools/test_jira_issues_analyzer_tool.py index 733a65085..6808553cb 100644 --- a/tests/gateway/tools/test_jira_issues_analyzer_tool.py +++ b/tests/gateway/tools/test_jira_issues_analyzer_tool.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -53,7 +54,7 @@ async def test_jira_issues_analyzer_tool( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -132,7 +133,7 @@ async def test_jira_issues_analyzer_tool_streaming( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -219,7 +220,7 @@ async def test_jira_issues_analyzer_full_details_tool( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -301,7 +302,7 @@ async def test_jira_issues_analyzer_tool_all_projects( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ From 78d9f2e0713e8a1bd4e80857a3e33fb2cd0543de Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 20:09:45 -0700 Subject: [PATCH 166/237] use an expiring cache --- .../multiserver_mcp_client_with_caching.py | 84 ++++++++++--------- 1 file changed, 44 insertions(+), 40 deletions(-) diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index c992dc46c..3512a2a20 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -63,39 +63,42 @@ async def load_tools_metadata_cache( A list of LangChain tools """ - cache: Dict[str, List[Tool]] | None = await self._cache.get() - assert cache is not None - - if server_name is not None: - if server_name not in self.connections: - msg = f"Couldn't find a server with name '{server_name}', expected one of '{list(self.connections.keys())}'" - raise ValueError(msg) - connection_for_server = self.connections[server_name] - if connection_for_server["url"] not in cache: - cache[ - connection_for_server["url"] - ] = await self.load_metadata_for_mcp_tools( - None, connection=connection_for_server - ) - logger.info( - f"Loaded tools for connection {connection_for_server['url']}" - ) - else: - logger.debug( - f"Tools for connection {connection_for_server['url']} are already cached" - ) - else: - for connection in self.connections.values(): - # if the tools for this connection are already cached, skip loading them - if connection["url"] not in cache: - cache[connection["url"]] = await self.load_metadata_for_mcp_tools( - None, connection=connection + async with self._lock: + cache: Dict[str, List[Tool]] | None = await self._cache.get() + assert cache is not None + + if server_name is not None: + if server_name not in self.connections: + msg = f"Couldn't find a server with name '{server_name}', expected one of '{list(self.connections.keys())}'" + raise ValueError(msg) + connection_for_server = self.connections[server_name] + if connection_for_server["url"] not in cache: + cache[ + connection_for_server["url"] + ] = await self.load_metadata_for_mcp_tools( + None, connection=connection_for_server + ) + logger.info( + f"Loaded tools for connection {connection_for_server['url']}" ) - logger.info(f"Loaded tools for connection {connection['url']}") else: logger.debug( - f"Tools for connection {connection['url']} are already cached" + f"Tools for connection {connection_for_server['url']} are already cached" ) + else: + for connection in self.connections.values(): + # if the tools for this connection are already cached, skip loading them + if connection["url"] not in cache: + cache[ + connection["url"] + ] = await self.load_metadata_for_mcp_tools( + None, connection=connection + ) + logger.info(f"Loaded tools for connection {connection['url']}") + else: + logger.debug( + f"Tools for connection {connection['url']} are already cached" + ) @override async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: @@ -114,19 +117,20 @@ async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: await self.load_tools_metadata_cache(server_name=server_name) - cache: Dict[str, List[Tool]] | None = await self._cache.get() - assert cache is not None, "Cache must be initialized before getting tools" + async with self._lock: + cache: Dict[str, List[Tool]] | None = await self._cache.get() + assert cache is not None, "Cache must be initialized before getting tools" - # create LangChain tools from the loaded MCP tools - all_tools: List[BaseTool] = [] - for connection in self.connections.values(): - tools_for_connection = cache[connection["url"]] - all_tools.extend( - self.create_tools_from_list( - tools_for_connection, session=None, connection=connection + # create LangChain tools from the loaded MCP tools + all_tools: List[BaseTool] = [] + for connection in self.connections.values(): + tools_for_connection = cache[connection["url"]] + all_tools.extend( + self.create_tools_from_list( + tools_for_connection, session=None, connection=connection + ) ) - ) - return all_tools + return all_tools @staticmethod async def load_metadata_for_mcp_tools( From 70d20d21eda024f549b0d8e620ec3098cb667b1d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 21:05:25 -0700 Subject: [PATCH 167/237] simplify google drive --- .../official/google_drive.json | 36 ------------------- .../language_model_gateway_pipe.json | 2 +- 2 files changed, 1 insertion(+), 37 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json index 722697a11..0561b9249 100644 --- a/language_model_gateway/configs/chat_completions/official/google_drive.json +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -40,42 +40,6 @@ } ] }, - { - "name": "calculator_average" - }, - { - "name": "calculator_stddev" - }, - { - "name": "calculator_length" - }, - { - "name": "calculator_sum" - }, - { - "name": "pubmed" - }, - { - "name": "web_search" - }, - { - "name": "arxiv_search" - }, - { - "name": "image_generator" - }, - { - "name": "provider_search" - }, - { - "name": "get_web_page" - }, - { - "name": "scraping_bee_web_scraper" - }, - { - "name": "pdf_text_extractor" - }, { "name": "google_drive", "url": "http://mcp_server_gateway:5000/google_drive", diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json index 642af3b8d..67eae5c49 100644 --- a/openwebui_functions/language_model_gateway_pipe.json +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -4,7 +4,7 @@ "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", "name": "language_model_gateway", "type": "pipe", - "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", "meta": { "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", "manifest": { From 822ed1f7ed0f9400149ed44df8e621e5ff002a66 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 21:22:30 -0700 Subject: [PATCH 168/237] remove obsolete mcp servers --- mcp_servers/__init__.py | 0 mcp_servers/google_search/__init__.py | 0 .../google_search/google_search.Dockerfile | 18 --- mcp_servers/google_search/google_search.py | 126 ------------------ mcp_servers/math_server/__init__.py | 0 .../math_server/math_server.Dockerfile | 17 --- mcp_servers/math_server/math_server.py | 58 -------- mcp_servers/provider_search/__init__.py | 0 .../provider_search.Dockerfile | 18 --- .../provider_search/provider_search.py | 45 ------- mcp_servers/url_to_markdown/__init__.py | 0 .../html_to_markdown_converter.py | 29 ---- .../url_to_markdown.Dockerfile | 18 --- .../url_to_markdown/url_to_markdown.py | 71 ---------- 14 files changed, 400 deletions(-) delete mode 100644 mcp_servers/__init__.py delete mode 100644 mcp_servers/google_search/__init__.py delete mode 100644 mcp_servers/google_search/google_search.Dockerfile delete mode 100644 mcp_servers/google_search/google_search.py delete mode 100644 mcp_servers/math_server/__init__.py delete mode 100644 mcp_servers/math_server/math_server.Dockerfile delete mode 100644 mcp_servers/math_server/math_server.py delete mode 100644 mcp_servers/provider_search/__init__.py delete mode 100644 mcp_servers/provider_search/provider_search.Dockerfile delete mode 100644 mcp_servers/provider_search/provider_search.py delete mode 100644 mcp_servers/url_to_markdown/__init__.py delete mode 100644 mcp_servers/url_to_markdown/html_to_markdown_converter.py delete mode 100644 mcp_servers/url_to_markdown/url_to_markdown.Dockerfile delete mode 100644 mcp_servers/url_to_markdown/url_to_markdown.py diff --git a/mcp_servers/__init__.py b/mcp_servers/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/mcp_servers/google_search/__init__.py b/mcp_servers/google_search/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/mcp_servers/google_search/google_search.Dockerfile b/mcp_servers/google_search/google_search.Dockerfile deleted file mode 100644 index c3935cb53..000000000 --- a/mcp_servers/google_search/google_search.Dockerfile +++ /dev/null @@ -1,18 +0,0 @@ -# Use official Python image as base -FROM python:3.12-slim - -# Set working directory -WORKDIR /app - -# Install FastMCP (and uvicorn for serving) -RUN pip install fastmcp uvicorn httpx - -# Copy the current directory contents into the container -COPY .. . - -# Expose port 8000 for the API -EXPOSE 8000 - -# Start the REST API using FastMCP's built-in HTTP server -CMD ["python", "google_search.py"] - diff --git a/mcp_servers/google_search/google_search.py b/mcp_servers/google_search/google_search.py deleted file mode 100644 index c6418165e..000000000 --- a/mcp_servers/google_search/google_search.py +++ /dev/null @@ -1,126 +0,0 @@ -from typing import Any, Dict - -from fastmcp import FastMCP, Context -from fastmcp.server.dependencies import get_http_request -from starlette.datastructures import Headers -from starlette.requests import Request -from starlette.responses import PlainTextResponse -import os -import httpx -import asyncio - -mcp: FastMCP = FastMCP("GoogleSearch") - -GOOGLE_API_KEY = os.environ.get("GOOGLE_API_KEY") -GOOGLE_CSE_ID = os.environ.get("GOOGLE_CSE_ID") - - -async def google_search(query: str, headers: Headers) -> Dict[str, Any]: - """ - Perform a Google search using the Custom Search API. - - 2. Enable the Custom Search API - - Navigate to the APIs & Services→Dashboard panel in Cloud Console. - - Click Enable APIs and Services. - - Search for Custom Search API and click on it. - - Click Enable. - URL for it: https://console.cloud.google.com/apis/library/customsearch.googleapis - .com - - 3. To create an API key: - - Navigate to the APIs & Services → Credentials panel in Cloud Console. - - Select Create credentials, then select API key from the drop-down menu. - - The API key created dialog box displays your newly created key. - - You now have an API_KEY - - Alternatively, you can just generate an API key here: - https://developers.google.com/custom-search/docs/paid_element#api_key - - 4. Setup Custom Search Engine so you can search the entire web - - Create a custom search engine here: https://programmablesearchengine.google.com/. - - In `What to search` to search, pick the `Search the entire Web` option. - After search engine is created, you can click on it and find `Search engine ID` - on the Overview page. - - Args: - query (str): The search query to perform. - headers (Headers): The headers from the request, which may contain API keys. - Returns: - dict: The search results from Google Custom Search API. - """ - url = "https://www.googleapis.com/customsearch/v1" - - google_api_key = headers.get("GOOGLE_API_KEY", GOOGLE_API_KEY) - google_cse_id = headers.get("GOOGLE_CSE_ID", GOOGLE_CSE_ID) - - assert google_api_key, "GOOGLE_API_KEY environment variable is required" - assert google_cse_id, "GOOGLE_CSE_ID environment variable is required" - params = { - "key": google_api_key, - "cx": google_cse_id, - "q": query, - } - - print(f"Running Google search with query: {query}. Params: {params}") - - async with httpx.AsyncClient() as client: - try: - resp = await client.get(url, params=params) - resp.raise_for_status() - return resp.json() - except httpx.HTTPStatusError as e: - print(f"HTTP error occurred: {e.response.status_code} - {e.response.text}") - return { - "error": "HTTP error occurred", - "status_code": e.response.status_code, - "message": str(e), - } - - -@mcp.tool() -async def search_google(query: str, ctx: Context) -> dict: - """Search Google for recent results using the Custom Search API. - Args: - query (str): The search query to perform. - ctx (Context): The context for the MCP request. https://github.com/jlowin/fastmcp/blob/main/src/fastmcp/server/context.py - Returns: - dict: The search results from Google Custom Search API. - """ - # Get the HTTP request - request: Request = get_http_request() - - headers: Headers = request.headers - return await google_search(query, headers) - - -@mcp.prompt() -def configure_assistant(skills: str) -> list[dict[str, str]]: - return [ - { - "role": "assistant", - "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", - }, - ] - - -@mcp.custom_route("/health", methods=["GET"]) -async def health_check(request: Request) -> PlainTextResponse: - return PlainTextResponse("OK") - - -async def main(): - try: - print("Starting Google Search MCP server...") - await mcp.run_async( - transport="http", - host="0.0.0.0", - port=8002, - path="/mcp", - log_level="debug", - ) - except Exception as e: - print(f"Error running server: {e}") - - -if __name__ == "__main__": - asyncio.run(main()) diff --git a/mcp_servers/math_server/__init__.py b/mcp_servers/math_server/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/mcp_servers/math_server/math_server.Dockerfile b/mcp_servers/math_server/math_server.Dockerfile deleted file mode 100644 index 4266b8f09..000000000 --- a/mcp_servers/math_server/math_server.Dockerfile +++ /dev/null @@ -1,17 +0,0 @@ -# Use official Python image as base -FROM python:3.12-slim - -# Set working directory -WORKDIR /app - -# Install FastMCP (and uvicorn for serving) -RUN pip install fastmcp uvicorn - -# Copy the current directory contents into the container -COPY .. . - -# Expose port 8000 for the API -EXPOSE 8000 - -# Start the REST API using FastMCP's built-in HTTP server -CMD ["python", "math_server.py"] diff --git a/mcp_servers/math_server/math_server.py b/mcp_servers/math_server/math_server.py deleted file mode 100644 index 7e57889a9..000000000 --- a/mcp_servers/math_server/math_server.py +++ /dev/null @@ -1,58 +0,0 @@ -from fastmcp import FastMCP -from starlette.requests import Request -from starlette.responses import PlainTextResponse -import asyncio - -mcp: FastMCP = FastMCP("Math") - - -@mcp.tool() -def add(a: int, b: int) -> int: - """Add two numbers""" - print(f"Adding numbers {a} + {b}") - return a + b - - -@mcp.tool() -def multiply(a: int, b: int) -> int: - """Multiply two numbers""" - # Give wrong answer to ensure that the assistant uses the tool - print(f"Multiplying numbers {a} * {b}") - return (a * b) + 1 - - -@mcp.prompt() -def configure_assistant(skills: str) -> list[dict[str, str]]: - return [ - { - "role": "assistant", - "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", - }, - ] - - -@mcp.custom_route("/health", methods=["GET"]) -async def health_check(request: Request) -> PlainTextResponse: - return PlainTextResponse("OK") - - -async def main(): - # Use run_async() in async contexts - try: - print("Starting Math MCP server...") - # mcp.run(transport="streamable-http") - await mcp.run_async( - transport="http", - host="0.0.0.0", - port=8000, - path="/mcp", - log_level="debug", # nosec B104 - ) - print("Math MCP server started.") - except Exception as e: - print(f"Error starting Math MCP server: {e}") - raise e - - -if __name__ == "__main__": - asyncio.run(main()) diff --git a/mcp_servers/provider_search/__init__.py b/mcp_servers/provider_search/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/mcp_servers/provider_search/provider_search.Dockerfile b/mcp_servers/provider_search/provider_search.Dockerfile deleted file mode 100644 index 71e4e9897..000000000 --- a/mcp_servers/provider_search/provider_search.Dockerfile +++ /dev/null @@ -1,18 +0,0 @@ -# Use official Python image as base -FROM python:3.12-slim - -# Set working directory -WORKDIR /app - -# Install FastMCP (and uvicorn for serving) -RUN pip install fastmcp uvicorn - -# Copy the current directory contents into the container -COPY .. . - -# Expose port 8000 for the API -EXPOSE 8000 - -# Start the REST API using FastMCP's built-in HTTP server -CMD ["python", "provider_search.py"] - diff --git a/mcp_servers/provider_search/provider_search.py b/mcp_servers/provider_search/provider_search.py deleted file mode 100644 index a58c2ce02..000000000 --- a/mcp_servers/provider_search/provider_search.py +++ /dev/null @@ -1,45 +0,0 @@ -import asyncio -from fastmcp import FastMCP -from starlette.requests import Request -from starlette.responses import PlainTextResponse - -# Example doctor database -DOCTOR_DB = { - "Dr. Alice Smith": "123 Main St, Springfield", - "Dr. Bob Jones": "456 Elm St, Shelbyville", - "Dr. Carol White": "789 Oak St, Capital City", -} - -mcp: FastMCP = FastMCP("ProviderSearch") - - -@mcp.tool() -def get_doctor_address(doctor_name: str) -> str: - """Return the address of the doctor given their name.""" - print(f"Received get_doctor_address for doctor: {doctor_name}") - return DOCTOR_DB.get(doctor_name, "Doctor not found.") - - -@mcp.custom_route("/health", methods=["GET"]) -async def health_check(request: Request) -> PlainTextResponse: - return PlainTextResponse("OK") - - -async def main(): - try: - print("Starting Provider Search MCP server...") - await mcp.run_async( - transport="http", - host="0.0.0.0", - port=8001, - path="/mcp", - log_level="debug", # nosec B104 - ) - print("Provider Search MCP server started.") - except Exception as e: - print(f"Error starting Provider Search MCP server: {e}") - raise e - - -if __name__ == "__main__": - asyncio.run(main()) diff --git a/mcp_servers/url_to_markdown/__init__.py b/mcp_servers/url_to_markdown/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/mcp_servers/url_to_markdown/html_to_markdown_converter.py b/mcp_servers/url_to_markdown/html_to_markdown_converter.py deleted file mode 100644 index 3b7ab9624..000000000 --- a/mcp_servers/url_to_markdown/html_to_markdown_converter.py +++ /dev/null @@ -1,29 +0,0 @@ -from typing import cast - -from bs4 import BeautifulSoup -from markdownify import MarkdownConverter - - -class HtmlToMarkdownConverter: - @staticmethod - async def get_markdown_from_html_async(*, html_content: str) -> str: - soup = BeautifulSoup(html_content, "html.parser") - return cast(str, MarkdownConverter().convert_soup(soup)) - - @staticmethod - async def get_plain_text_from_html_async(*, html_content: str) -> str: - soup = BeautifulSoup(html_content, "html.parser") - - # Remove script and style elements - for script in soup(["script", "style"]): - script.decompose() - - # Get text content - text = soup.get_text() - - # Clean up text - lines = (line.strip() for line in text.splitlines()) - chunks = (phrase.strip() for line in lines for phrase in line.split(" ")) - text = " ".join(chunk for chunk in chunks if chunk) - - return text diff --git a/mcp_servers/url_to_markdown/url_to_markdown.Dockerfile b/mcp_servers/url_to_markdown/url_to_markdown.Dockerfile deleted file mode 100644 index c726b6e31..000000000 --- a/mcp_servers/url_to_markdown/url_to_markdown.Dockerfile +++ /dev/null @@ -1,18 +0,0 @@ -# Use official Python image as base -FROM python:3.12-slim - -# Set working directory -WORKDIR /app - -# Install FastMCP (and uvicorn for serving) and httpx for async HTTP requests -RUN pip install fastmcp uvicorn httpx beautifulsoup4 markdownify - -# Copy the current directory contents into the container -COPY .. . - -# Expose port 8000 for the API -EXPOSE 8003 - -# Start the REST API using FastMCP's built-in HTTP server -CMD ["python", "url_to_markdown.py"] - diff --git a/mcp_servers/url_to_markdown/url_to_markdown.py b/mcp_servers/url_to_markdown/url_to_markdown.py deleted file mode 100644 index 8153cb5cd..000000000 --- a/mcp_servers/url_to_markdown/url_to_markdown.py +++ /dev/null @@ -1,71 +0,0 @@ -import asyncio - -import httpx -from fastmcp import FastMCP -from httpx import Headers -from starlette.requests import Request -from starlette.responses import PlainTextResponse - -from html_to_markdown_converter import HtmlToMarkdownConverter - -mcp: FastMCP = FastMCP("URLToMarkdown") - - -@mcp.tool() -async def url_to_markdown_tool(url: str) -> str: - """Fetches the content of a webpage from a given URL and converts it to Markdown format.""" - try: - headers = Headers( - { - "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36", - "Accept": "application/pdf, text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,*/*;q=0.8", - "Accept-Language": "en-US,en;q=0.9", - } - ) - async with httpx.AsyncClient(headers=headers, follow_redirects=True) as client: - response = await client.get(url) - response.raise_for_status() - html_content = response.text - - content: str = await HtmlToMarkdownConverter.get_markdown_from_html_async( - html_content=html_content - ) - - # artifact: str = f"URLToMarkdownAgent: Scraped content from <{url}> " - - return content - except Exception as e: - return f"Failed to fetch or process the URL {url}: {str(e)}" - - -@mcp.prompt() -def configure_assistant(skills: str) -> list[dict[str, str]]: - return [ - { - "role": "assistant", - "content": f"You are a helpful assistant. You have the following skills: {skills}. Always use only one tool at a time.", - }, - ] - - -@mcp.custom_route("/health", methods=["GET"]) -async def health_check(request: Request) -> PlainTextResponse: - return PlainTextResponse("OK") - - -async def main(): - try: - print("Starting URL to Markdown MCP server...") - await mcp.run_async( - transport="http", - host="0.0.0.0", - port=8003, - path="/mcp", - log_level="debug", - ) - except Exception as e: - print(f"Error running server: {e}") - - -if __name__ == "__main__": - asyncio.run(main()) From 3ae7fc958fa449fa6f195bebf5997196d500027b Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 21:34:49 -0700 Subject: [PATCH 169/237] use appuser --- inspector.Dockerfile | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/inspector.Dockerfile b/inspector.Dockerfile index c71414e0e..87fdf3a6c 100644 --- a/inspector.Dockerfile +++ b/inspector.Dockerfile @@ -17,5 +17,17 @@ ENV DANGEROUSLY_OMIT_AUTH=true # Expose the default port EXPOSE 6277 +# Switch to the root user to perform user management tasks +USER root + +# Create a restricted user (appuser) and group (appgroup) for running the application +RUN addgroup -S appgroup && adduser -S -h /etc/appuser appuser -G appgroup + +# Ensure that the appuser owns the application files and directories +RUN chown -R appuser:appgroup ${PROJECT_DIR} /usr/local/lib/python3.12/site-packages /usr/local/bin ${PROMETHEUS_MULTIPROC_DIR} + +# Switch to the restricted user to enhance security +USER appuser + # Start the inspector CMD ["npm", "start"] From f3c7f2dd64225caa3bdfa3483c5914261db2dfb8 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 21:36:04 -0700 Subject: [PATCH 170/237] Update tests/gateway/test_chat_anthropic_image_generation.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- tests/gateway/test_chat_anthropic_image_generation.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/gateway/test_chat_anthropic_image_generation.py b/tests/gateway/test_chat_anthropic_image_generation.py index aacecd9c2..e06b984fd 100644 --- a/tests/gateway/test_chat_anthropic_image_generation.py +++ b/tests/gateway/test_chat_anthropic_image_generation.py @@ -41,7 +41,7 @@ async def test_chat_anthropic_image_generation(async_client: httpx.AsyncClient) image: Image | None = response.data[0] if response.data else None assert image is not None - image_url: str | None = image.url + image_url: str = image.url print(f"Image URL: {image_url}") assert image_url is not None assert "http" in image_url From 902b14287ff12c27314b31bf92302875175fe862 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 21:50:42 -0700 Subject: [PATCH 171/237] use appuser --- setup.cfg | 2 - .../end_to_end/test_google_workspace_agent.py | 160 ------------------ .../test_chat_anthropic_image_generation.py | 2 +- 3 files changed, 1 insertion(+), 163 deletions(-) delete mode 100644 tests/end_to_end/test_google_workspace_agent.py diff --git a/setup.cfg b/setup.cfg index bc1a67668..4e18c82ad 100644 --- a/setup.cfg +++ b/setup.cfg @@ -23,8 +23,6 @@ ignore_missing_imports = True ignore_missing_imports = True [mypy-pandas.*] ignore_missing_imports = True -[mypy-mcp_servers.*] -ignore_errors = True [flake8] ignore = E501, W503, W504, E126, E251, E203 max-line-length = 88 diff --git a/tests/end_to_end/test_google_workspace_agent.py b/tests/end_to_end/test_google_workspace_agent.py deleted file mode 100644 index 3f5873d57..000000000 --- a/tests/end_to_end/test_google_workspace_agent.py +++ /dev/null @@ -1,160 +0,0 @@ -import os -from typing import Dict, Any, Optional, List - -import pytest -from langchain_aws import ChatBedrockConverse -from langchain_core.language_models import BaseChatModel -from langchain_core.messages import BaseMessage -from langchain_mcp_adapters.client import MultiServerMCPClient -from langgraph.graph import StateGraph, MessagesState, START -from langgraph.prebuilt import tools_condition -from mcp import ListToolsResult, types, Tool -from mcp.types import CallToolResult -from openai import AsyncOpenAI -from openai.types.responses import Response -from openai.types.responses.tool_param import Mcp - -from language_model_gateway.gateway.converters.streaming_tool_node import ( - StreamingToolNode, -) - -import logging -import sys - -logging.basicConfig(level=logging.DEBUG) -logger = logging.getLogger("httpx") -logger.setLevel(logging.DEBUG) - -# Add a stream handler to output httpx logs to stdout -httpx_logger = logging.getLogger("httpx") -stream_handler = logging.StreamHandler(sys.stdout) -stream_handler.setLevel(logging.DEBUG) -formatter = logging.Formatter("%(asctime)s %(levelname)s %(name)s %(message)s") -stream_handler.setFormatter(formatter) -if not any(isinstance(h, logging.StreamHandler) for h in httpx_logger.handlers): - httpx_logger.addHandler(stream_handler) - - -async def test_google_workspace_agent_directly() -> None: - from mcp import ClientSession - from mcp.client.streamable_http import streamablehttp_client - - # Connect to a streamable HTTP server - async with streamablehttp_client("http://google-workspace-mcp:8000/mcp") as ( - read_stream, - write_stream, - _, - ): - # Create a session using the client streams - async with ClientSession(read_stream, write_stream) as session: - # Initialize the connection - await session.initialize() - # List available tools - tool_result: ListToolsResult = await session.list_tools() - tools_tools: List[Tool] = tool_result.tools - print(f"Available tools: {[tool.name for tool in tools_tools]}") - - result: CallToolResult = await session.call_tool( - "search_drive_files", - { - "query": "search google drive for a file named 'test.txt'.", - "user_google_email": "imran@icanbwell.com", - }, - ) - for content in result.content: - if isinstance(content, types.TextContent): - print(f"Text: {content.text}") - - -async def test_mcp_agent() -> None: - # model: BaseChatModel = init_chat_model("openai:gpt-4.1") - model_parameters_dict: Dict[str, Any] = {} - - model: BaseChatModel = ChatBedrockConverse( - client=None, - # model="us.anthropic.claude-sonnet-4-20250514-v1:0", - model="us.anthropic.claude-3-5-haiku-20241022-v1:0", - provider="anthropic", - credentials_profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE"), - region_name=os.environ.get("AWS_REGION", "us-east-1"), - # Setting temperature to 0 for deterministic results - **model_parameters_dict, - ) - - client = MultiServerMCPClient( - { - # "math": { - # "command": "python", - # # Make sure to update to the full absolute path to your math_server.py file - # "args": ["./examples/math_server.py"], - # "transport": "stdio", - # }, - # "math": { - # # make sure you start your weather server on port 8000 - # "url": "http://mcp_server_gateway:5000/math_server", - # "transport": "streamable_http", - # }, - # "providersearch": { - # # make sure you start your weather server on port 8000 - # "url": "http://mcp_server_gateway:5000/provider_search", - # "transport": "streamable_http", - # }, - "google_workspace": { - "url": "http://google-workspace-mcp:8000/mcp", - "transport": "streamable_http", - } - } - ) - tools = await client.get_tools() - - def call_model(state: MessagesState) -> Dict[str, BaseMessage]: - response = model.bind_tools(tools).invoke(state["messages"]) - return {"messages": response} - - builder = StateGraph(MessagesState) - builder.add_node(call_model) - builder.add_node(StreamingToolNode(tools)) - builder.add_edge(START, "call_model") - builder.add_conditional_edges( - "call_model", - tools_condition, - ) - builder.add_edge("tools", "call_model") - graph = builder.compile() - prompt = { - "messages": "search google drive for a file named 'test.txt'. my email is imran@icanbwell.com." - } - # noinspection PyTypeChecker - math_response = await graph.ainvoke(prompt) # type: ignore[arg-type] - print(math_response) - print("=== Math Response ===") - print(math_response["messages"][-1].content) - print("===== End of Math Response =====") - assert "123 Main St, Springfield" in math_response["messages"][-1].content - # weather_response = await graph.ainvoke({"messages": "what is the weather in nyc?"}) - # print(weather_response) - - -@pytest.mark.skip( - reason="This test requires opening a public MCP server per https://gofastmcp.com/integrations/openai" -) -async def test_mcp_agent_via_openai() -> None: - # uses the OpenAI API to call the MCP server - openai_api_key: Optional[str] = os.environ.get("OPENAI_API_KEY") - assert openai_api_key is not None, "OPENAI_API_KEY environment variable is not set" - - client = AsyncOpenAI(api_key=openai_api_key) - - tool: Mcp = { - "type": "mcp", - "server_label": "math_server", - "server_url": "http://mcp_server_gateway:5000/math_server", - "require_approval": "never", - } - resp: Response = await client.responses.create( - model="gpt-4.1", - tools=[tool], - input="multiple 2 and 3 using math server", - ) - - print(resp.output_text) diff --git a/tests/gateway/test_chat_anthropic_image_generation.py b/tests/gateway/test_chat_anthropic_image_generation.py index e06b984fd..aacecd9c2 100644 --- a/tests/gateway/test_chat_anthropic_image_generation.py +++ b/tests/gateway/test_chat_anthropic_image_generation.py @@ -41,7 +41,7 @@ async def test_chat_anthropic_image_generation(async_client: httpx.AsyncClient) image: Image | None = response.data[0] if response.data else None assert image is not None - image_url: str = image.url + image_url: str | None = image.url print(f"Image URL: {image_url}") assert image_url is not None assert "http" in image_url From f627c5a1e2ffa2f061d0e17d51ffa90ee5861094 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 21:59:42 -0700 Subject: [PATCH 172/237] only run tests if RUN_TEST is set --- Makefile | 2 +- docker-compose-mcp-server-gateway.yml | 25 +++++++++++++++++++++ tests/end_to_end/test_google_drive_agent.py | 13 ++++++++++- tests/end_to_end/test_mcp_agent.py | 8 +++++++ 4 files changed, 46 insertions(+), 2 deletions(-) create mode 100644 docker-compose-mcp-server-gateway.yml diff --git a/Makefile b/Makefile index bd63dd147..779c94afe 100644 --- a/Makefile +++ b/Makefile @@ -58,7 +58,7 @@ up-open-webui-ssl: clean_database ## starts docker containers .PHONY: up-open-webui-auth up-open-webui-auth: clean_database create-certs ## starts docker containers - docker compose --progress=plain -f docker-compose.yml -f docker-compose-openwebui.yml -f docker-compose-openwebui-ssl.yml -f docker-compose-openwebui-auth.yml up --build -d + docker compose --progress=plain -f docker-compose.yml -f docker-compose-openwebui.yml -f docker-compose-openwebui-ssl.yml -f docker-compose-openwebui-auth.yml -f docker-compose-mcp-server-gateway.yml up --build -d echo "waiting for open-webui service to become healthy" && \ max_attempts=30 && \ attempt=0 && \ diff --git a/docker-compose-mcp-server-gateway.yml b/docker-compose-mcp-server-gateway.yml new file mode 100644 index 000000000..37da5baea --- /dev/null +++ b/docker-compose-mcp-server-gateway.yml @@ -0,0 +1,25 @@ +services: + mcp_server_gateway: + build: + dockerfile: Dockerfile + context: ../mcp_server_gateway + container_name: mcp_server_gateway + environment: + DEBUG_METRICS: 0 + DD_TRACE_ENABLED: "false" + LOG_LEVEL: DEBUG + # These define the connection to the identity provider for JWT validation + JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" +# AUDIENCE: "my-mcp-server" +# ISSUER: "https://keycloak:8080/realms/bwell-realm" + env_file: docker.env + command: ["uvicorn", "mcp_server_gateway.api:app", "--host", "0.0.0.0", "--port", "5000", "--workers", "1", "--log-level", "debug"] + ports: + - '5051:5000' + healthcheck: + test: curl --fail -s http://localhost:5000/health || exit 1 + interval: 30s + timeout: 10s + retries: 3 + networks: + - web \ No newline at end of file diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 8e1188442..cd027e6a1 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -108,6 +108,10 @@ def get_access_token(username: str, password: str) -> Dict[str, Any]: return token if isinstance(token, dict) else token["access_token"] +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_google_drive_mcp_agent_directly() -> None: # HTTP server access_token_result: Dict[str, str] = get_access_token( @@ -169,6 +173,10 @@ async def progress_handler( assert "Hello, this is a test file shared with all of b.well" in content.text +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_google_drive_via_llm() -> None: verify_aws_boto3_authentication() # model: BaseChatModel = init_chat_model("openai:gpt-4.1") @@ -268,7 +276,10 @@ def verify_aws_boto3_authentication() -> None: assert False, f"Unexpected error: {e}" -@pytest.mark.asyncio +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_chat_completions_with_google_drive( async_client: httpx.AsyncClient, ) -> None: diff --git a/tests/end_to_end/test_mcp_agent.py b/tests/end_to_end/test_mcp_agent.py index ac52c69fb..0879e96ff 100644 --- a/tests/end_to_end/test_mcp_agent.py +++ b/tests/end_to_end/test_mcp_agent.py @@ -29,6 +29,10 @@ from fastmcp.client.client import CallToolResult +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_mcp_agent_directly() -> None: # HTTP server client: Client[Any] = Client("http://mcp_server_gateway:5000/math_server") @@ -55,6 +59,10 @@ async def test_mcp_agent_directly() -> None: assert content.text == "20" +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_mcp_agent() -> None: # model: BaseChatModel = init_chat_model("openai:gpt-4.1") model_parameters_dict: Dict[str, Any] = {} From 57a4d1aa2df6eb10579bbffba7e59f25521b7847 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 28 Jul 2025 22:04:58 -0700 Subject: [PATCH 173/237] only run tests if RUN_TEST is set --- docker-compose.yml | 25 ------------------------- 1 file changed, 25 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index ca76f8ba4..8d03980f0 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -56,31 +56,6 @@ services: networks: - web - mcp_server_gateway: - build: - dockerfile: Dockerfile - context: ../mcp_server_gateway - container_name: mcp_server_gateway - environment: - DEBUG_METRICS: 0 - DD_TRACE_ENABLED: "false" - LOG_LEVEL: DEBUG - # These define the connection to the identity provider for JWT validation - JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" -# AUDIENCE: "my-mcp-server" -# ISSUER: "https://keycloak:8080/realms/bwell-realm" - env_file: docker.env - command: ["uvicorn", "mcp_server_gateway.api:app", "--host", "0.0.0.0", "--port", "5000", "--workers", "1", "--log-level", "debug"] - ports: - - '5051:5000' - healthcheck: - test: curl --fail -s http://localhost:5000/health || exit 1 - interval: 30s - timeout: 10s - retries: 3 - networks: - - web - keycloak: # https://github.com/keycloak/keycloak/releases image: quay.io/keycloak/keycloak:25.0.6 From 89cb1fe043a75384513df05ace5231bc16139aea Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 29 Jul 2025 17:57:48 -0700 Subject: [PATCH 174/237] only run tests if RUN_TEST is set --- ...test_chat_anthropic_with_mcp_confluence.py | 9 ++- .../test_chat_anthropic_with_mcp_github.py | 9 ++- ...chat_anthropic_with_mcp_provider_search.py | 9 ++- .../mcp_tools/test_google_drive_mcp_server.py | 7 +- .../test_google_search_mcp_server.py | 80 ------------------- .../test_url_to_markdown_mcp_server.py | 77 ------------------ .../test_chat_anthropic_with_google_search.py | 3 +- .../test_chat_anthropic_with_pdf_scraping.py | 5 +- .../test_chat_anthropic_with_web_scraping.py | 3 +- tests/gateway/test_chat_b_well.py | 3 +- tests/gateway/test_chat_openai.py | 5 +- tests/gateway/test_chat_openai_streaming.py | 3 +- tests/gateway/test_chat_prompt_helper.py | 5 +- tests/gateway/test_chat_streaming.py | 3 +- 14 files changed, 45 insertions(+), 176 deletions(-) delete mode 100644 tests/gateway/mcp_tools/test_google_search_mcp_server.py delete mode 100644 tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py index 0a7a0f935..d48296db1 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py @@ -1,3 +1,4 @@ +import os from typing import Optional, List import httpx @@ -10,6 +11,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -21,7 +23,10 @@ from tests.gateway.mocks.mock_model_factory import MockModelFactory -@pytest.mark.asyncio +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_chat_completions_with_mcp_confluence( async_client: httpx.AsyncClient, ) -> None: @@ -39,7 +44,7 @@ async def test_chat_completions_with_mcp_confluence( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py index 8bfe71cca..15abd8d34 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py @@ -1,3 +1,4 @@ +import os from typing import Optional, List import httpx @@ -10,6 +11,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -21,7 +23,10 @@ from tests.gateway.mocks.mock_model_factory import MockModelFactory -@pytest.mark.asyncio +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_chat_completions_with_mcp_github( async_client: httpx.AsyncClient, ) -> None: @@ -39,7 +44,7 @@ async def test_chat_completions_with_mcp_github( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py index 0c72a668e..7559d4702 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py @@ -1,3 +1,4 @@ +import os from typing import Optional, List import httpx @@ -10,6 +11,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -21,7 +23,10 @@ from tests.gateway.mocks.mock_model_factory import MockModelFactory -@pytest.mark.asyncio +@pytest.mark.skipif( + os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1", + reason="Environment Variable RUN_TESTS_WITH_REAL_LLM not set", +) async def test_chat_completions_with_mcp_provider_search( async_client: httpx.AsyncClient, ) -> None: @@ -39,7 +44,7 @@ async def test_chat_completions_with_mcp_provider_search( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/mcp_tools/test_google_drive_mcp_server.py b/tests/gateway/mcp_tools/test_google_drive_mcp_server.py index 50bfff42b..369d99ca2 100644 --- a/tests/gateway/mcp_tools/test_google_drive_mcp_server.py +++ b/tests/gateway/mcp_tools/test_google_drive_mcp_server.py @@ -8,6 +8,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -36,12 +37,12 @@ async def test_chat_completions_with_mcp_google_drive( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ ChatModelConfig( - id="general_purpose", + id="test_google_drive", name="General Purpose", description="General Purpose Language Model", type="langchain", @@ -74,3 +75,5 @@ async def test_chat_completions_with_mcp_google_drive( model="General Purpose", ) assert chat_completion.choices[0].message.content is not None + + await model_configuration_cache.clear() diff --git a/tests/gateway/mcp_tools/test_google_search_mcp_server.py b/tests/gateway/mcp_tools/test_google_search_mcp_server.py deleted file mode 100644 index 882e77f0a..000000000 --- a/tests/gateway/mcp_tools/test_google_search_mcp_server.py +++ /dev/null @@ -1,80 +0,0 @@ -from typing import List -import pytest -import httpx -from openai import AsyncOpenAI -from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam -from language_model_gateway.configs.config_schema import ( - ChatModelConfig, - ModelConfig, - AgentConfig, -) -from language_model_gateway.container.simple_container import SimpleContainer -from language_model_gateway.gateway.api_container import get_container_async -from language_model_gateway.gateway.models.model_factory import ModelFactory -from language_model_gateway.gateway.utilities.environment_reader import ( - EnvironmentReader, -) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache -from tests.gateway.mocks.mock_chat_model import MockChatModel -from tests.gateway.mocks.mock_model_factory import MockModelFactory - - -@pytest.mark.asyncio -async def test_chat_completions_with_mcp_google_search( - async_client: httpx.AsyncClient, -) -> None: - test_container: SimpleContainer = await get_container_async() - if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): - test_container.register( - ModelFactory, - lambda c: MockModelFactory( - fn_get_model=lambda chat_model_config: MockChatModel( - fn_get_response=lambda messages: "This is a mock response from the LLM." - ) - ), - ) - - # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) - ) - await model_configuration_cache.set( - [ - ChatModelConfig( - id="general_purpose", - name="General Purpose", - description="General Purpose Language Model", - type="langchain", - model=ModelConfig( - provider="openai", - model="gpt-3.5-turbo", - ), - tools=[ - AgentConfig( - name="mcp_google_search", - url="http://google_search:8002/mcp/", # Assumes MCP server is running locally - headers={ - "GOOGLE_API_KEY": "$GOOGLE_API_KEY", - "GOOGLE_CSE_ID": "$GOOGLE_CSE_ID", - }, - ), - ], - ) - ] - ) - - client = AsyncOpenAI( - api_key="fake-api-key", - base_url="http://localhost:5000/api/v1", # Change if your API runs on a different port - http_client=async_client, - ) - - message: ChatCompletionUserMessageParam = { - "role": "user", - "content": "Search Google for 'OpenAI' and return the top result.", - } - chat_completion: ChatCompletion = await client.chat.completions.create( - messages=[message], - model="General Purpose", - ) - assert chat_completion.choices[0].message.content is not None diff --git a/tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py b/tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py deleted file mode 100644 index 16e7ded99..000000000 --- a/tests/gateway/mcp_tools/test_url_to_markdown_mcp_server.py +++ /dev/null @@ -1,77 +0,0 @@ -from typing import List -import pytest -import httpx -from openai import AsyncOpenAI -from openai.types.chat import ChatCompletion, ChatCompletionUserMessageParam -from language_model_gateway.configs.config_schema import ( - ChatModelConfig, - ModelConfig, - AgentConfig, -) -from language_model_gateway.container.simple_container import SimpleContainer -from language_model_gateway.gateway.api_container import get_container_async -from language_model_gateway.gateway.models.model_factory import ModelFactory -from language_model_gateway.gateway.utilities.environment_reader import ( - EnvironmentReader, -) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache -from tests.gateway.mocks.mock_chat_model import MockChatModel -from tests.gateway.mocks.mock_model_factory import MockModelFactory - - -@pytest.mark.asyncio -async def test_chat_completions_with_mcp_url_to_markdown( - async_client: httpx.AsyncClient, -) -> None: - test_container: SimpleContainer = await get_container_async() - if not EnvironmentReader.is_environment_variable_set("RUN_TESTS_WITH_REAL_LLM"): - test_container.register( - ModelFactory, - lambda c: MockModelFactory( - fn_get_model=lambda chat_model_config: MockChatModel( - fn_get_response=lambda messages: "This is a mock response from the LLM." - ) - ), - ) - - # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) - ) - await model_configuration_cache.set( - [ - ChatModelConfig( - id="general_purpose", - name="General Purpose", - description="General Purpose Language Model", - type="langchain", - model=ModelConfig( - provider="openai", - model="gpt-3.5-turbo", - ), - tools=[ - AgentConfig( - name="mcp_url_to_markdown", - url="http://url_to_markdown:8003/mcp/", # Assumes MCP server is running locally - headers={}, - ), - ], - ) - ] - ) - - client = AsyncOpenAI( - api_key="fake-api-key", - base_url="http://localhost:5000/api/v1", # Change if your API runs on a different port - http_client=async_client, - ) - - message: ChatCompletionUserMessageParam = { - "role": "user", - "content": "Convert the content at https://www.example.com to markdown.", - } - chat_completion: ChatCompletion = await client.chat.completions.create( - messages=[message], - model="General Purpose", - ) - assert chat_completion.choices[0].message.content is not None diff --git a/tests/gateway/test_chat_anthropic_with_google_search.py b/tests/gateway/test_chat_anthropic_with_google_search.py index ae1824311..a1d341f15 100644 --- a/tests/gateway/test_chat_anthropic_with_google_search.py +++ b/tests/gateway/test_chat_anthropic_with_google_search.py @@ -10,6 +10,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -39,7 +40,7 @@ async def test_chat_completions_with_web_search( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_anthropic_with_pdf_scraping.py b/tests/gateway/test_chat_anthropic_with_pdf_scraping.py index 4fe13d77d..88c1e1097 100644 --- a/tests/gateway/test_chat_anthropic_with_pdf_scraping.py +++ b/tests/gateway/test_chat_anthropic_with_pdf_scraping.py @@ -10,6 +10,7 @@ AgentConfig, PromptConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -37,7 +38,7 @@ async def test_chat_anthropic_with_pdf_scraping( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -109,7 +110,7 @@ async def test_chat_anthropic_with_pdf_ocr_scraping( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_anthropic_with_web_scraping.py b/tests/gateway/test_chat_anthropic_with_web_scraping.py index 4b0c0d9a9..23a6b676a 100644 --- a/tests/gateway/test_chat_anthropic_with_web_scraping.py +++ b/tests/gateway/test_chat_anthropic_with_web_scraping.py @@ -10,6 +10,7 @@ AgentConfig, PromptConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -37,7 +38,7 @@ async def test_chat_anthropic_with_web_scraping( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_b_well.py b/tests/gateway/test_chat_b_well.py index 7a24bbd40..016eda8cc 100644 --- a/tests/gateway/test_chat_b_well.py +++ b/tests/gateway/test_chat_b_well.py @@ -13,6 +13,7 @@ PromptConfig, ModelParameterConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.environment_reader import ( @@ -55,7 +56,7 @@ async def test_chat_completions_b_well( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_openai.py b/tests/gateway/test_chat_openai.py index 5393feb8e..f6f110251 100644 --- a/tests/gateway/test_chat_openai.py +++ b/tests/gateway/test_chat_openai.py @@ -9,6 +9,7 @@ ModelConfig, AgentConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -36,7 +37,7 @@ async def test_chat_open_ai(async_client: httpx.AsyncClient) -> None: # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -105,7 +106,7 @@ async def test_chat_completions_with_chat_history( # set the model configuration for this test model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_openai_streaming.py b/tests/gateway/test_chat_openai_streaming.py index 783a6f11d..5993de0db 100644 --- a/tests/gateway/test_chat_openai_streaming.py +++ b/tests/gateway/test_chat_openai_streaming.py @@ -14,6 +14,7 @@ ModelParameterConfig, PromptConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.environment_reader import ( @@ -95,7 +96,7 @@ async def test_chat_completions_streaming( return # this test only works with AI Agent model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_prompt_helper.py b/tests/gateway/test_chat_prompt_helper.py index 4624f950f..57b487d38 100644 --- a/tests/gateway/test_chat_prompt_helper.py +++ b/tests/gateway/test_chat_prompt_helper.py @@ -10,6 +10,7 @@ PromptConfig, ModelParameterConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -37,7 +38,7 @@ async def test_chat_prompt_helper(async_client: httpx.AsyncClient) -> None: ) model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ @@ -114,7 +115,7 @@ async def test_chat_prompt_helper_streaming(async_client: httpx.AsyncClient) -> ) model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_streaming.py b/tests/gateway/test_chat_streaming.py index b9ece09a9..e0d19bd37 100644 --- a/tests/gateway/test_chat_streaming.py +++ b/tests/gateway/test_chat_streaming.py @@ -14,6 +14,7 @@ ModelParameterConfig, PromptConfig, ) +from language_model_gateway.container.container_factory import ConfigExpiringCache from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.environment_reader import ( @@ -95,7 +96,7 @@ async def test_chat_completions_streaming( return # this test only works with AI Agent model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ExpiringCache) + test_container.resolve(ConfigExpiringCache) ) await model_configuration_cache.set( [ From 856e0aac9c17629af4ff03b76ca34b89e8a463e2 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 29 Jul 2025 18:21:29 -0700 Subject: [PATCH 175/237] only run tests if RUN_TEST is set --- tests/gateway/tools/test_github_pull_request_diff_tool.py | 4 ++-- .../utilities/github/test_github_get_pull_request_diff.py | 2 +- .../github/test_github_get_summarized_pull_requests.py | 2 +- .../test_github_get_summarized_pull_requests_from_one_repo.py | 2 +- tests/gateway/utilities/jira/test_jira_issues_helper.py | 2 +- 5 files changed, 6 insertions(+), 6 deletions(-) diff --git a/tests/gateway/tools/test_github_pull_request_diff_tool.py b/tests/gateway/tools/test_github_pull_request_diff_tool.py index 2ed124aa6..cbd545d9f 100644 --- a/tests/gateway/tools/test_github_pull_request_diff_tool.py +++ b/tests/gateway/tools/test_github_pull_request_diff_tool.py @@ -29,7 +29,7 @@ @pytest.mark.httpx_mock( - should_mock=lambda request: os.environ["RUN_TESTS_WITH_REAL_LLM"] != "1" + should_mock=lambda request: os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1" ) async def test_github_pull_request_diff_tool(async_client: httpx.AsyncClient) -> None: print("") @@ -110,7 +110,7 @@ async def test_github_pull_request_diff_tool(async_client: httpx.AsyncClient) -> @pytest.mark.httpx_mock( - should_mock=lambda request: os.environ["RUN_TESTS_WITH_REAL_LLM"] != "1" + should_mock=lambda request: os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1" ) async def test_github_pull_request_diff_combined_tool( async_client: httpx.AsyncClient, diff --git a/tests/gateway/utilities/github/test_github_get_pull_request_diff.py b/tests/gateway/utilities/github/test_github_get_pull_request_diff.py index f7f703fd2..ed93803d7 100644 --- a/tests/gateway/utilities/github/test_github_get_pull_request_diff.py +++ b/tests/gateway/utilities/github/test_github_get_pull_request_diff.py @@ -24,7 +24,7 @@ @pytest.mark.httpx_mock( - should_mock=lambda request: os.environ["RUN_TESTS_WITH_REAL_LLM"] != "1" + should_mock=lambda request: os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1" ) async def test_github_get_pull_request_diff( async_client: httpx.AsyncClient, httpx_mock: HTTPXMock diff --git a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py index 3735d7f04..e1e3d5008 100644 --- a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py +++ b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests.py @@ -34,7 +34,7 @@ @pytest.mark.httpx_mock( - should_mock=lambda request: os.environ["RUN_TESTS_WITH_REAL_LLM"] != "1" + should_mock=lambda request: os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1" ) async def test_github_get_summarized_pull_requests(httpx_mock: HTTPXMock) -> None: print() diff --git a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py index ecbe66eb2..35dd90d96 100644 --- a/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py +++ b/tests/gateway/utilities/github/test_github_get_summarized_pull_requests_from_one_repo.py @@ -34,7 +34,7 @@ @pytest.mark.httpx_mock( - should_mock=lambda request: os.environ["RUN_TESTS_WITH_REAL_LLM"] != "1" + should_mock=lambda request: os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1" ) async def test_github_get_summarized_pull_requests_from_one_repo( httpx_mock: HTTPXMock, diff --git a/tests/gateway/utilities/jira/test_jira_issues_helper.py b/tests/gateway/utilities/jira/test_jira_issues_helper.py index 741f5cfaa..d7ba81fe0 100644 --- a/tests/gateway/utilities/jira/test_jira_issues_helper.py +++ b/tests/gateway/utilities/jira/test_jira_issues_helper.py @@ -32,7 +32,7 @@ @pytest.mark.httpx_mock( - should_mock=lambda request: os.environ["RUN_TESTS_WITH_REAL_LLM"] != "1" + should_mock=lambda request: os.environ.get("RUN_TESTS_WITH_REAL_LLM") != "1" ) async def test_jira_get_summarized_issues(httpx_mock: HTTPXMock) -> None: print() From 9f2650883feb84364838f12baf2e00c29610e55c Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 08:28:14 -0700 Subject: [PATCH 176/237] added restrict_to_model_ids --- .../language_model_gateway_pipe.json | 2 +- .../language_model_gateway_pipe.py | 16 ++++++++++++++++ 2 files changed, 17 insertions(+), 1 deletion(-) diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json index 67eae5c49..0803dacd0 100644 --- a/openwebui_functions/language_model_gateway_pipe.json +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -4,7 +4,7 @@ "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", "name": "language_model_gateway", "type": "pipe", - "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n \n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model for model in models if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", "meta": { "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", "manifest": { diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 31feac141..544f9a5c1 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -46,6 +46,10 @@ class Valves(BaseModel): default=False, description="Restrict access to this pipe to admin users only", ) + restrict_to_model_ids: list[str] = Field( + default_factory=list, + description="List of model IDs to restrict access to. If empty, no restriction is applied.", + ) def __init__(self) -> None: self.type: str = "pipe" @@ -394,6 +398,12 @@ async def pipe( return f"Error: {e}" def get_models(self) -> list[dict[str, str]]: + """ + Fetches the list of available models from the OpenAI API. + Returns: + A list of dictionaries containing model IDs and names. + + """ open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL if open_api_base_url is None: logger.debug( @@ -415,6 +425,12 @@ def get_models(self) -> list[dict[str, str]]: response.raise_for_status() models = response.json().get("data", []) logger.debug(f"Received models from {model_url}: {models}") + if self.valves.restrict_to_model_ids: + # Filter models based on the restricted model IDs + models = [ + model for model in models if model["id"] in self.valves.restrict_to_model_ids + ] + logger.debug(f"Filtered models: {models}") return [ { "id": model["id"], From 87244257e9e1e9cd7257e81c0d10a442a9634e0e Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 09:08:40 -0700 Subject: [PATCH 177/237] added restrict_to_model_ids --- Makefile | 54 +++++++++++++-------------- docker-compose-mcp-server-gateway.yml | 4 +- 2 files changed, 29 insertions(+), 29 deletions(-) diff --git a/Makefile b/Makefile index 779c94afe..d4862fb13 100644 --- a/Makefile +++ b/Makefile @@ -20,29 +20,29 @@ build: ## Builds the docker for dev .PHONY: up up: ## starts docker containers docker compose up --build -d && \ - echo "waiting for language_model_gateway service to become healthy" && \ - while [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language_model_gateway`" != "restarting" ]; do printf "." && sleep 2; done && \ - if [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "healthy" ]; then docker ps && docker logs language_model_gateway && printf "========== ERROR: language_model_gateway did not start. Run docker logs language_model_gateway =========\n" && exit 1; fi && \ + echo "waiting for language-model-gateway service to become healthy" && \ + while [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language-model-gateway`" != "restarting" ]; do printf "." && sleep 2; done && \ + if [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway`" != "healthy" ]; then docker ps && docker logs language-model-gateway && printf "========== ERROR: language-model-gateway did not start. Run docker logs language-model-gateway =========\n" && exit 1; fi && \ echo "" - @echo language_model_gateway Service: http://localhost:5050/graphql + @echo language-model-gateway Service: http://localhost:5050/graphql .PHONY: up-integration up-integration: ## starts docker containers docker compose -f docker-compose.yml -f docker-compose-integration.yml up --build -d && \ - echo "waiting for language_model_gateway service to become healthy" && \ - while [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language_model_gateway`" != "restarting" ]; do printf "." && sleep 2; done && \ - if [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway`" != "healthy" ]; then docker ps && docker logs language_model_gateway && printf "========== ERROR: language_model_gateway did not start. Run docker logs language_model_gateway =========\n" && exit 1; fi && \ + echo "waiting for language-model-gateway service to become healthy" && \ + while [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language-model-gateway`" != "restarting" ]; do printf "." && sleep 2; done && \ + if [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway`" != "healthy" ]; then docker ps && docker logs language-model-gateway && printf "========== ERROR: language-model-gateway did not start. Run docker logs language-model-gateway =========\n" && exit 1; fi && \ echo "" - @echo language_model_gateway Service: http://localhost:5050/graphql + @echo language-model-gateway Service: http://localhost:5050/graphql .PHONY: up-open-webui up-open-webui: clean_database ## starts docker containers docker compose --progress=plain -f docker-compose-openwebui.yml up --build -d echo "waiting for open-webui service to become healthy" && \ - while [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "healthy" ]; do printf "." && sleep 2; done && \ - while [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language_model_gateway-open-webui-1`" != "restarting" ]; do printf "." && sleep 2; done && \ - if [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "healthy" ]; then docker ps && docker logs language_model_gateway-open-webui-1 && printf "========== ERROR: language_model_gateway-open-webui-1 did not start. Run docker logs language_model_gateway-open-webui-1 =========\n" && exit 1; fi && \ + while [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "healthy" ]; do printf "." && sleep 2; done && \ + while [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language-model-gateway-open-webui-1`" != "restarting" ]; do printf "." && sleep 2; done && \ + if [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "healthy" ]; then docker ps && docker logs language-model-gateway-open-webui-1 && printf "========== ERROR: language-model-gateway-open-webui-1 did not start. Run docker logs language-model-gateway-open-webui-1 =========\n" && exit 1; fi && \ echo "" @echo OpenWebUI: http://localhost:3050 @@ -50,9 +50,9 @@ up-open-webui: clean_database ## starts docker containers up-open-webui-ssl: clean_database ## starts docker containers docker compose --progress=plain -f docker-compose-openwebui.yml -f docker-compose-openwebui-ssl.yml up --build -d echo "waiting for open-webui service to become healthy" && \ - while [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "healthy" ]; do printf "." && sleep 2; done && \ - while [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language_model_gateway-open-webui-1`" != "restarting" ]; do printf "." && sleep 2; done && \ - if [ "`docker inspect --format {{.State.Health.Status}} language_model_gateway-open-webui-1`" != "healthy" ]; then docker ps && docker logs language_model_gateway-open-webui-1 && printf "========== ERROR: language_model_gateway-open-webui-1 did not start. Run docker logs language_model_gateway-open-webui-1 =========\n" && exit 1; fi && \ + while [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "healthy" ]; do printf "." && sleep 2; done && \ + while [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} language-model-gateway-open-webui-1`" != "restarting" ]; do printf "." && sleep 2; done && \ + if [ "`docker inspect --format {{.State.Health.Status}} language-model-gateway-open-webui-1`" != "healthy" ]; then docker ps && docker logs language-model-gateway-open-webui-1 && printf "========== ERROR: language-model-gateway-open-webui-1 did not start. Run docker logs language-model-gateway-open-webui-1 =========\n" && exit 1; fi && \ echo "" @echo OpenWebUI: http://localhost:3050 https://open-webui.localhost @@ -63,8 +63,8 @@ up-open-webui-auth: clean_database create-certs ## starts docker containers max_attempts=30 && \ attempt=0 && \ while [ $$attempt -lt $$max_attempts ]; do \ - container_status=$$(docker inspect --format '{{.State.Health.Status}}' language_model_gateway-open-webui-1 2>/dev/null) && \ - container_state=$$(docker inspect --format '{{.State.Status}}' language_model_gateway-open-webui-1 2>/dev/null) && \ + container_status=$$(docker inspect --format '{{.State.Health.Status}}' language-model-gateway-open-webui-1 2>/dev/null) && \ + container_state=$$(docker inspect --format '{{.State.Status}}' language-model-gateway-open-webui-1 2>/dev/null) && \ if [ "$$container_status" = "healthy" ]; then \ echo "" && \ break; \ @@ -72,8 +72,8 @@ up-open-webui-auth: clean_database create-certs ## starts docker containers echo "" && \ echo "========== ERROR: Container became unhealthy ==========" && \ docker ps && \ - docker logs language_model_gateway-open-webui-1 && \ - printf "========== ERROR: language_model_gateway-open-webui-1 is unhealthy. Run docker logs language_model_gateway-open-webui-1 =========\n" && \ + docker logs language-model-gateway-open-webui-1 && \ + printf "========== ERROR: language-model-gateway-open-webui-1 is unhealthy. Run docker logs language-model-gateway-open-webui-1 =========\n" && \ exit 1; \ fi; \ printf "." && \ @@ -84,8 +84,8 @@ up-open-webui-auth: clean_database create-certs ## starts docker containers echo "" && \ echo "========== ERROR: Container did not become healthy within timeout ==========" && \ docker ps && \ - docker logs language_model_gateway-open-webui-1 && \ - printf "========== ERROR: language_model_gateway-open-webui-1 did not start. Run docker logs language_model_gateway-open-webui-1 =========\n" && \ + docker logs language-model-gateway-open-webui-1 && \ + printf "========== ERROR: language-model-gateway-open-webui-1 did not start. Run docker logs language-model-gateway-open-webui-1 =========\n" && \ exit 1; \ fi make insert-admin-user @@ -120,15 +120,15 @@ help: ## Show this help. .PHONY:tests tests: ## Runs all the tests - docker compose run --rm --name language_model_gateway_tests dev pytest tests + docker compose run --rm --name language-model-gateway_tests dev pytest tests .PHONY:tests-integration tests-integration: ## Runs all the tests - docker compose run --rm -e RUN_TESTS_WITH_REAL_LLM=1 --name language_model_gateway_tests dev pytest tests + docker compose run --rm -e RUN_TESTS_WITH_REAL_LLM=1 --name language-model-gateway_tests dev pytest tests .PHONY:shell shell: ## Brings up the bash shell in dev docker - docker compose run --rm --name language_model_gateway_shell dev /bin/sh + docker compose run --rm --name language-model-gateway_shell dev /bin/sh .PHONY:clean-pre-commit clean-pre-commit: ## removes pre-commit hook @@ -147,20 +147,20 @@ clean: down clean_database ## Cleans all the local docker setup .PHONY: clean_database clean_database: down ## Cleans all the local docker setup -ifneq ($(shell docker volume ls | grep "language_model_gateway"| awk '{print $$2}'),) - docker volume ls | grep "language_model_gateway" | awk '{print $$2}' | xargs docker volume rm +ifneq ($(shell docker volume ls | grep "language-model-gateway"| awk '{print $$2}'),) + docker volume ls | grep "language-model-gateway" | awk '{print $$2}' | xargs docker volume rm endif .PHONY: insert-admin-user insert-admin-user: - docker exec -i language_model_gateway-open-webui-db-1 psql -U myapp_user -d myapp_db -p 5431 -c \ + docker exec -i language-model-gateway-open-webui-db-1 psql -U myapp_user -d myapp_db -p 5431 -c \ "INSERT INTO public.\"user\" (id,name,email,\"role\",profile_image_url,api_key,created_at,updated_at,last_active_at,settings,info,oauth_sub) \ SELECT '8d967d73-99b8-40ff-ac3b-c71ac19e1286','User','admin@localhost','admin','/user.png',NULL,1735089600,1735089600,1735089609,'{"ui": {"version": "0.4.8"}}','null',NULL \ WHERE NOT EXISTS (SELECT 1 FROM public.\"user\" WHERE id = '8d967d73-99b8-40ff-ac3b-c71ac19e1286');" .PHONY: set-admin-user-role set-admin-user-role: - docker exec -i language_model_gateway-open-webui-db-1 psql -U myapp_user -d myapp_db -p 5431 -c \ + docker exec -i language-model-gateway-open-webui-db-1 psql -U myapp_user -d myapp_db -p 5431 -c \ "UPDATE public.\"user\" SET \"role\"='admin' WHERE name='admin@tester.com';" CERT_DIR := certs diff --git a/docker-compose-mcp-server-gateway.yml b/docker-compose-mcp-server-gateway.yml index 37da5baea..bfba9465c 100644 --- a/docker-compose-mcp-server-gateway.yml +++ b/docker-compose-mcp-server-gateway.yml @@ -2,8 +2,8 @@ services: mcp_server_gateway: build: dockerfile: Dockerfile - context: ../mcp_server_gateway - container_name: mcp_server_gateway + context: ../mcp-server-gateway + container_name: mcp-server-gateway environment: DEBUG_METRICS: 0 DD_TRACE_ENABLED: "false" From f18652bfb906d2773a9520723f971a578f93fbfb Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 09:53:26 -0700 Subject: [PATCH 178/237] added restrict_to_model_ids --- .../configs/chat_completions/official/google_drive.json | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json index 0561b9249..be7091f24 100644 --- a/language_model_gateway/configs/chat_completions/official/google_drive.json +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -42,8 +42,7 @@ }, { "name": "google_drive", - "url": "http://mcp_server_gateway:5000/google_drive", - "tool_name": "download_file_from_url" + "url": "http://mcp_server_gateway:5000/google_drive" } ], "example_prompts": [ From e414793d5b4b0fe02ea414ae1f6566fb4239f516 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 14:10:16 -0700 Subject: [PATCH 179/237] add tool names --- .../configs/config_schema.py | 4 +- .../multiserver_mcp_client_with_caching.py | 88 ++++++++++++++----- .../gateway/tools/mcp_tool_provider.py | 6 +- .../language_model_gateway_pipe.py | 4 +- tests/end_to_end/test_google_drive_agent.py | 2 +- 5 files changed, 78 insertions(+), 26 deletions(-) diff --git a/language_model_gateway/configs/config_schema.py b/language_model_gateway/configs/config_schema.py index d50cf89a6..3338f191d 100644 --- a/language_model_gateway/configs/config_schema.py +++ b/language_model_gateway/configs/config_schema.py @@ -74,8 +74,8 @@ class AgentConfig(BaseModel): headers: Dict[str, str] | None = None """The headers to pass to the MCP tool""" - tool_name: str | None = None - """The name of the tool to use in the MCP call. If none is provided then all tools at the URL will be used.""" + tools: str | None = None + """The names of the tool to use in the MCP call. If none is provided then all tools at the URL will be used. Separate multiple tool names with commas.""" class ModelConfig(BaseModel): diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index 3512a2a20..2dc0bd9f4 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -36,6 +36,7 @@ def __init__( *, connections: dict[str, Connection] | None = None, cache: ExpiringCache[Dict[str, List[Tool]]], + tool_names: List[str] | None, ) -> None: """ Initialize the async config reader @@ -46,16 +47,18 @@ def __init__( assert cache is not None self._cache: ExpiringCache[Dict[str, List[Tool]]] = cache assert self._cache is not None + self._tool_names: List[str] | None = tool_names super().__init__(connections=connections) async def load_tools_metadata_cache( - self, *, server_name: str | None = None + self, *, server_name: str | None = None, tool_names: List[str] | None ) -> None: """Get a list of all tools from all connected servers. Args: server_name: Optional name of the server to get tools from. If None, all tools from all servers will be returned (default). + tool_names: Optional list of tool names to filter the tools. NOTE: a new session will be created for each tool call @@ -76,7 +79,9 @@ async def load_tools_metadata_cache( cache[ connection_for_server["url"] ] = await self.load_metadata_for_mcp_tools( - None, connection=connection_for_server + session=None, + connection=connection_for_server, + tool_names=tool_names, ) logger.info( f"Loaded tools for connection {connection_for_server['url']}" @@ -92,13 +97,38 @@ async def load_tools_metadata_cache( cache[ connection["url"] ] = await self.load_metadata_for_mcp_tools( - None, connection=connection + session=None, + connection=connection, + tool_names=self._tool_names, ) logger.info(f"Loaded tools for connection {connection['url']}") else: - logger.debug( - f"Tools for connection {connection['url']} are already cached" - ) + # see if we are missing any tools in the cache + if self._tool_names: + cached_tool_names = [ + tool.name for tool in cache[connection["url"]] + ] + missing_tools = set(self._tool_names) - set( + cached_tool_names + ) + if missing_tools: + logger.info( + f"Missing tools {missing_tools} for connection {connection['url']}, loading them" + ) + tools = await self.load_metadata_for_mcp_tools( + session=None, + connection=connection, + tool_names=list(missing_tools), + ) + cache[connection["url"]].extend(tools) + else: + logger.debug( + f"Tools for connection {connection['url']} are already cached and all tools are present" + ) + else: + logger.debug( + f"Tools for connection {connection['url']} are already cached" + ) @override async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: @@ -115,7 +145,9 @@ async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: """ - await self.load_tools_metadata_cache(server_name=server_name) + await self.load_tools_metadata_cache( + server_name=server_name, tool_names=self._tool_names + ) async with self._lock: cache: Dict[str, List[Tool]] | None = await self._cache.get() @@ -127,22 +159,25 @@ async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: tools_for_connection = cache[connection["url"]] all_tools.extend( self.create_tools_from_list( - tools_for_connection, session=None, connection=connection + tools=tools_for_connection, session=None, connection=connection ) ) return all_tools @staticmethod async def load_metadata_for_mcp_tools( - session: ClientSession | None, *, + session: ClientSession | None, connection: Connection | None = None, + tool_names: List[str] | None, ) -> list[Tool]: """Load all available MCP tools and convert them to LangChain tools. Args: session: The MCP client session. If None, connection must be provided. connection: Connection config to create a new session if session is None. + tool_names: Optional list of tool names to filter the tools. + If None, all tools will be returned. Returns: List of LangChain tools. Tool annotations are returned as part @@ -155,17 +190,26 @@ async def load_metadata_for_mcp_tools( msg = "Either a session or a connection config must be provided" raise ValueError(msg) - if session is None: - # If a session is not provided, we will create one on the fly - async with create_session(connection) as tool_session: - await tool_session.initialize() - tools: List[Tool] = await _list_all_tools(tool_session) - else: - tools = await _list_all_tools(session) + tools: List[Tool] = [] + try: + if session is None: + # If a session is not provided, we will create one on the fly + async with create_session(connection) as tool_session: + await tool_session.initialize() + tools = await _list_all_tools(tool_session) + else: + tools = await _list_all_tools(session) + except Exception as e: + logger.error(f"Failed to load tools: {e}") + + if tool_names is not None: + # Filter tools by names if provided + tools = [tool for tool in tools if tool.name in tool_names] return tools @staticmethod def create_tools_from_list( + *, tools: list[Tool], session: ClientSession | None = None, connection: Connection | None = None, @@ -177,7 +221,11 @@ def create_tools_from_list( session: The MCP client session. If None, connection must be provided. connection: Connection config to create a new session if session is None. """ - return [ - convert_mcp_tool_to_langchain_tool(session, tool, connection=connection) - for tool in tools - ] + try: + return [ + convert_mcp_tool_to_langchain_tool(session, tool, connection=connection) + for tool in tools + ] + except Exception as e: + logger.error(f"Failed to convert MCP tools to LangChain tools: {e}") + return [] diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index e16ad7eb6..90e7c7274 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -66,16 +66,18 @@ async def get_tools_by_url_async( "Authorization": headers["authorization"], } + tool_names: List[str] | None = tool.tools.split(",") if tool.tools else None client: MultiServerMCPClientWithCaching = MultiServerMCPClientWithCaching( cache=self._cache, connections={ f"{tool.name}": mcp_tool_config, }, + tool_names=tool_names, ) tools: List[BaseTool] = await client.get_tools() - if tool.tool_name and tools: + if tool_names and tools: # filter tools by tool_name if provided - tools = [t for t in tools if t.name == tool.tool_name] + tools = [t for t in tools if t.name in tool_names] self.tools_by_mcp_url[url] = tools return tools except Exception as e: diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 544f9a5c1..b3c2fc9fa 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -428,7 +428,9 @@ def get_models(self) -> list[dict[str, str]]: if self.valves.restrict_to_model_ids: # Filter models based on the restricted model IDs models = [ - model for model in models if model["id"] in self.valves.restrict_to_model_ids + model + for model in models + if model["id"] in self.valves.restrict_to_model_ids ] logger.debug(f"Filtered models: {models}") return [ diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index cd027e6a1..1c9a1aaf9 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -320,7 +320,7 @@ async def test_chat_completions_with_google_drive( ), tools=[ AgentConfig( - name="google_drive", tool_name="download_file_from_url", url=url + name="google_drive", tools="download_file_from_url", url=url ), ], ) From fffd3bdbb51fc2537426b3b7bace520d806916e7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 14:18:59 -0700 Subject: [PATCH 180/237] add tool names --- openwebui_functions/language_model_gateway_pipe.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json index 0803dacd0..7cc240f5d 100644 --- a/openwebui_functions/language_model_gateway_pipe.json +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -4,7 +4,7 @@ "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", "name": "language_model_gateway", "type": "pipe", - "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n \n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model for model in models if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n\n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model\n for model in models\n if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", "meta": { "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", "manifest": { From 28d9c37ac9e5e1a25900c1438fbd36b3411207b4 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 14:59:45 -0700 Subject: [PATCH 181/237] add tool names --- docker-compose.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docker-compose.yml b/docker-compose.yml index 8d03980f0..d27ca9202 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -4,7 +4,7 @@ services: dockerfile: Dockerfile context: . target: development - container_name: language_model_gateway + container_name: language-model-gateway environment: DEBUG_METRICS: 0 DD_TRACE_ENABLED: "false" From 9d55c3646f7dd91fdf725c8717e95c758ebb5be7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 17:17:20 -0700 Subject: [PATCH 182/237] use async requests --- .../language_model_gateway_pipe.json | 2 +- .../language_model_gateway_pipe.py | 83 ++++++++++++------- 2 files changed, 52 insertions(+), 33 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json index 7cc240f5d..d7a90d971 100644 --- a/openwebui_functions/language_model_gateway_pipe.json +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -4,7 +4,7 @@ "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", "name": "language_model_gateway", "type": "pipe", - "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom typing import Union, Generator, Iterator\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines = self.get_models()\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n response = requests.post(\n url=url,\n json=payload,\n headers=headers,\n stream=body.get(\"stream\", False),\n timeout=30, # Set a timeout for the request\n )\n\n response.raise_for_status()\n\n if body[\"stream\"]:\n return response.iter_lines()\n else:\n return response.json() # type: ignore[no-any-return]\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n return f\"Error: {e}\"\n\n def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n\n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n response = requests.get(model_url, timeout=30) # Set a timeout for the request\n response.raise_for_status()\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model\n for model in models\n if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n def pipes(self) -> list[dict[str, str]]:\n return self.pipelines\n", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator, List\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nimport httpx\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines: List[Dict[str, Any]] | None = None\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n # Use httpx.stream for more efficient streaming\n async with httpx.stream(\n method='POST',\n url=url,\n json=payload,\n headers=headers,\n timeout=30.0\n ) as response:\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Handle streaming or regular response\n if body.get(\"stream\", False):\n # Stream mode: yield lines as they arrive\n async for line in response.aiter_lines():\n yield line\n else:\n # Non-streaming mode: collect and return full JSON response\n yield await response.json()\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n yield f\"Error: {e}\"\n\n async def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n\n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n models: list[dict[str, str]] = []\n async with httpx.AsyncClient() as client:\n # Perform the GET request with a timeout\n response = await client.get(\n url=model_url,\n timeout=30.0 # 30 seconds timeout\n )\n\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Parse JSON and extract 'data' key, defaulting to empty list\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model\n for model in models\n if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n async def pipes(self) -> list[dict[str, str]]:\n if self.pipelines is None:\n logger.debug(\"Fetching models for the first time.\")\n self.pipelines = await self.get_models()\n return self.pipelines or []\n", "meta": { "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", "manifest": { diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index b3c2fc9fa..454b95424 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -12,11 +12,10 @@ import os import time from pathlib import PurePosixPath -from typing import AsyncGenerator +from typing import AsyncGenerator, List from typing import Optional, Callable, Awaitable, Any, Dict -from typing import Union, Generator, Iterator +import httpx -import requests from pydantic import BaseModel from pydantic import Field from starlette.datastructures import MutableHeaders @@ -58,7 +57,7 @@ def __init__(self) -> None: self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_) self.name: str = self.valves.model_name_prefix self.last_emit_time: float = 0 - self.pipelines = self.get_models() + self.pipelines: List[Dict[str, Any]] | None = None # noinspection PyMethodMayBeStatic def read_base_url(self) -> Optional[str]: @@ -75,6 +74,7 @@ def read_base_url(self) -> Optional[str]: async def on_startup(self) -> None: # This function is called when the server is started. logger.debug(f"on_startup:{__name__}") + self.pipelines = await self.get_models() pass # noinspection PyMethodMayBeStatic @@ -86,7 +86,7 @@ async def on_shutdown(self) -> None: async def on_valves_updated(self) -> None: # This function is called when the valves are updated. logger.debug(f"on_valves_updated:{__name__}") - self.pipelines = self.get_models() + self.pipelines = await self.get_models() pass async def emit_status( @@ -309,7 +309,7 @@ async def pipe( __event_call__: Optional[ Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]] ] = None, - ) -> Union[str, Generator[Any, None, None] | Iterator[Any]]: + ) -> AsyncGenerator[str, None]: """ Main pipe method supporting both streaming and non-streaming responses """ @@ -340,21 +340,23 @@ async def pipe( open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL if open_api_base_url is None: logger.debug( - "LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable." + "LanguageModelGateway::pipe OPENAI_API_BASE_URL is not set in valves, trying environment variable." ) open_api_base_url = self.read_base_url() logger.debug( - f"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" + f"LanguageModelGateway::pipe after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" ) assert open_api_base_url is not None, ( - "LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable." + "LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable." ) assert open_api_base_url is not None, ( - "LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable." + "LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable." ) logger.debug(f"open_api_base_url: {open_api_base_url}") headers: MutableHeaders = __request__.headers.mutablecopy() + # remove Content-Length header if it exists so we calculate it correctly + del headers["Content-Length"] # if auth token is available in the cookies, add it to the Authorization header if auth_token: @@ -375,29 +377,33 @@ async def pipe( logger.debug(f"operation_path: {operation_path}") url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path) - logger.debug(f"Calling chat completion url: {url}") - - # now run the __request__ with the OpenAI API - response = requests.post( - url=url, - json=payload, - headers=headers, - stream=body.get("stream", False), - timeout=30, # Set a timeout for the request + logger.debug( + f"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {headers}" ) - response.raise_for_status() - - if body["stream"]: - return response.iter_lines() - else: - return response.json() # type: ignore[no-any-return] + # now run the __request__ with the OpenAI API + # Use httpx.stream for more efficient streaming + async with httpx.AsyncClient() as client: + async with client.stream( + method="POST", url=url, json=payload, headers=headers, timeout=30.0 + ) as response: + # Raise an exception for HTTP errors + response.raise_for_status() + + # Handle streaming or regular response + if body.get("stream", False): + # Stream mode: yield lines as they arrive + async for line in response.aiter_lines(): + yield line + else: + # Non-streaming mode: collect and return full JSON response + yield await response.json() except Exception as e: # logger.error(f"Error in pipe: {e}") # logger.debug(f"Error details: {e.__traceback__}") - return f"Error: {e}" + yield f"LanguageModelGateway::pipe Error: {e}" - def get_models(self) -> list[dict[str, str]]: + async def get_models(self) -> list[dict[str, str]]: """ Fetches the list of available models from the OpenAI API. Returns: @@ -421,9 +427,19 @@ def get_models(self) -> list[dict[str, str]]: model_url = self.pathlib_url_join(base_url=open_api_base_url, path="models") # call the models endpoint to get the list of available models logger.debug(f"Calling models endpoint: {model_url}") - response = requests.get(model_url, timeout=30) # Set a timeout for the request - response.raise_for_status() - models = response.json().get("data", []) + models: list[dict[str, str]] = [] + async with httpx.AsyncClient() as client: + # Perform the GET request with a timeout + response = await client.get( + url=model_url, + timeout=30.0, # 30 seconds timeout + ) + + # Raise an exception for HTTP errors + response.raise_for_status() + + # Parse JSON and extract 'data' key, defaulting to empty list + models = response.json().get("data", []) logger.debug(f"Received models from {model_url}: {models}") if self.valves.restrict_to_model_ids: # Filter models based on the restricted model IDs @@ -441,5 +457,8 @@ def get_models(self) -> list[dict[str, str]]: for model in models ] - def pipes(self) -> list[dict[str, str]]: - return self.pipelines + async def pipes(self) -> list[dict[str, str]]: + if self.pipelines is None: + logger.debug("Fetching models for the first time.") + self.pipelines = await self.get_models() + return self.pipelines or [] From 5266630f1cf9ff367853b61166565448fa13986a Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 17:18:30 -0700 Subject: [PATCH 183/237] use async requests --- openwebui_functions/language_model_gateway_pipe.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json index d7a90d971..f8c99d7ab 100644 --- a/openwebui_functions/language_model_gateway_pipe.json +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -4,7 +4,7 @@ "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", "name": "language_model_gateway", "type": "pipe", - "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator, List\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nimport httpx\n\nimport requests\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines: List[Dict[str, Any]] | None = None\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(f\"Calling chat completion url: {url}\")\n\n # now run the __request__ with the OpenAI API\n # Use httpx.stream for more efficient streaming\n async with httpx.stream(\n method='POST',\n url=url,\n json=payload,\n headers=headers,\n timeout=30.0\n ) as response:\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Handle streaming or regular response\n if body.get(\"stream\", False):\n # Stream mode: yield lines as they arrive\n async for line in response.aiter_lines():\n yield line\n else:\n # Non-streaming mode: collect and return full JSON response\n yield await response.json()\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n yield f\"Error: {e}\"\n\n async def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n\n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n models: list[dict[str, str]] = []\n async with httpx.AsyncClient() as client:\n # Perform the GET request with a timeout\n response = await client.get(\n url=model_url,\n timeout=30.0 # 30 seconds timeout\n )\n\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Parse JSON and extract 'data' key, defaulting to empty list\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model\n for model in models\n if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n async def pipes(self) -> list[dict[str, str]]:\n if self.pipelines is None:\n logger.debug(\"Fetching models for the first time.\")\n self.pipelines = await self.get_models()\n return self.pipelines or []\n", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator, List\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nimport httpx\n\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines: List[Dict[str, Any]] | None = None\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway::pipe OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway::pipe after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n # remove Content-Length header if it exists so we calculate it correctly\n del headers[\"Content-Length\"]\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(\n f\"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {headers}\"\n )\n\n # now run the __request__ with the OpenAI API\n # Use httpx.stream for more efficient streaming\n async with httpx.AsyncClient() as client:\n async with client.stream(\n method=\"POST\", url=url, json=payload, headers=headers, timeout=30.0\n ) as response:\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Handle streaming or regular response\n if body.get(\"stream\", False):\n # Stream mode: yield lines as they arrive\n async for line in response.aiter_lines():\n yield line\n else:\n # Non-streaming mode: collect and return full JSON response\n yield await response.json()\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n yield f\"LanguageModelGateway::pipe Error: {e}\"\n\n async def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n\n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n models: list[dict[str, str]] = []\n async with httpx.AsyncClient() as client:\n # Perform the GET request with a timeout\n response = await client.get(\n url=model_url,\n timeout=30.0, # 30 seconds timeout\n )\n\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Parse JSON and extract 'data' key, defaulting to empty list\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model\n for model in models\n if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n async def pipes(self) -> list[dict[str, str]]:\n if self.pipelines is None:\n logger.debug(\"Fetching models for the first time.\")\n self.pipelines = await self.get_models()\n return self.pipelines or []\n", "meta": { "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", "manifest": { From d08e5dd424547235bb6b15ae1418dafb6b73a0c4 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 17:35:19 -0700 Subject: [PATCH 184/237] improve error message --- .../converters/langgraph_to_openai_converter.py | 1 - .../multiserver_mcp_client_with_caching.py | 13 +++++++++---- 2 files changed, 9 insertions(+), 5 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 8f1117504..3c76a36ed 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -319,7 +319,6 @@ async def call_agent_with_input( The response as a StreamingResponse or JSONResponse. """ assert chat_request is not None - assert isinstance(chat_request, dict) if chat_request.get("stream"): return StreamingResponse( diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index 2dc0bd9f4..a2a2b0092 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -190,7 +190,7 @@ async def load_metadata_for_mcp_tools( msg = "Either a session or a connection config must be provided" raise ValueError(msg) - tools: List[Tool] = [] + tools: List[Tool] try: if session is None: # If a session is not provided, we will create one on the fly @@ -200,7 +200,9 @@ async def load_metadata_for_mcp_tools( else: tools = await _list_all_tools(session) except Exception as e: - logger.error(f"Failed to load tools: {e}") + url: str = connection.get("url") if connection else "unknown" + logger.error(f"Failed to load tools from {url} : {e}") + raise e if tool_names is not None: # Filter tools by names if provided @@ -227,5 +229,8 @@ def create_tools_from_list( for tool in tools ] except Exception as e: - logger.error(f"Failed to convert MCP tools to LangChain tools: {e}") - return [] + url: str = connection.get("url") if connection else "unknown" + logger.error( + f"Failed to convert MCP tools to LangChain tools from {url}, tools={[t.name for t in tools]}: {e}" + ) + raise e From a369dddf896a0d90417de78947956a55b40051b7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 18:08:36 -0700 Subject: [PATCH 185/237] improve error message --- .pre-commit-config.yaml | 2 +- .../multiserver_mcp_client_with_caching.py | 6 ++- .../managers/chat_completion_manager.py | 38 ++++++++++++++++++- .../gateway/tools/mcp_tool_provider.py | 18 ++++++--- 4 files changed, 54 insertions(+), 10 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index a4a578e92..7f91a9c6e 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -39,7 +39,7 @@ repos: entry: ruff language: system types: [ python ] - args: [ check, --fix, --show-fixes ] + args: [ check, --fix, --show-fixes, --target-version=py312 ] require_serial: true - id: ruff-format diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index a2a2b0092..b9dcdf086 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -199,9 +199,11 @@ async def load_metadata_for_mcp_tools( tools = await _list_all_tools(tool_session) else: tools = await _list_all_tools(session) - except Exception as e: + except* Exception as e: url: str = connection.get("url") if connection else "unknown" - logger.error(f"Failed to load tools from {url} : {e}") + logger.error( + f"load_metadata_for_mcp_tools Failed to load MCP tools from {url}: {type(e)} {e}" + ) raise e if tool_names is not None: diff --git a/language_model_gateway/gateway/managers/chat_completion_manager.py b/language_model_gateway/gateway/managers/chat_completion_manager.py index 695b79bb3..c5dbddaf0 100644 --- a/language_model_gateway/gateway/managers/chat_completion_manager.py +++ b/language_model_gateway/gateway/managers/chat_completion_manager.py @@ -132,6 +132,17 @@ async def chat_completions( chat_request=chat_request, ) return response + except ExceptionGroup as e: + # if there is just one exception, we can log it directly + if len(e.exceptions) == 1: + logger.error( + f"ExceptionGroup in chat completion: {e.exceptions[0]}", + exc_info=True, + ) + return await self.handle_exception( + chat_request=chat_request, e=e.exceptions[0] + ) + return await self.handle_exception(chat_request=chat_request, e=e) except Exception as e: return await self.handle_exception(chat_request=chat_request, e=e) @@ -298,8 +309,31 @@ async def foo( async def handle_exception( self, *, chat_request: ChatRequest, e: Exception ) -> StreamingResponse | JSONResponse: - logger.error(f"Error in chat completion: {e}") + logger.error( + f"Error in chat completion: {e} {type(e)} {e.__dict__.keys()}", + exc_info=True, + ) + content = str(e) + # if we have a TaskGroup error, log sub-exceptions + if hasattr(e, "exceptions") and isinstance(e.exceptions, list): + # if there is just one exception, we can log it directly + if len(e.exceptions) == 1: + logger.error(f"Sub-exception: {e.exceptions[0]}", exc_info=True) + content = f"{e.exceptions[0]}" + else: + for idx, sub_e in enumerate(e.exceptions): + logger.error(f"Sub-exception {idx + 1}: {sub_e}", exc_info=True) + # add sub-exception content to the response + content += f"\nSub-exception {idx + 1}: {sub_e}" + if isinstance(e, HTTPException): + # If the exception is an HTTPException, we can return it directly + return JSONResponse( + status_code=e.status_code, + content={"detail": e.detail}, + ) return self.write_response( chat_request=chat_request, - response_messages=[ChatCompletionMessage(role="assistant", content=str(e))], + response_messages=[ + ChatCompletionMessage(role="assistant", content=content) + ], ) diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 90e7c7274..540896556 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -1,3 +1,4 @@ +import logging import os from typing import Dict, List @@ -11,6 +12,8 @@ ) from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +logger = logging.getLogger(__name__) + class MCPToolProvider: """ @@ -80,8 +83,12 @@ async def get_tools_by_url_async( tools = [t for t in tools if t.name in tool_names] self.tools_by_mcp_url[url] = tools return tools - except Exception as e: - raise ValueError(f"Failed to load tools from MCP URL {tool.url}: {e}") + except* Exception as e: + url = tool.url if tool.url else "unknown" + logger.error( + f"get_tools_by_url_async Failed to load MCP tools from {url}: {type(e)} {e}" + ) + raise e async def get_tools_async( self, *, tools: list[AgentConfig], headers: Dict[str, str] @@ -95,8 +102,9 @@ async def get_tools_async( tool=tool, headers=headers ) all_tools.extend(tools_by_url) - except Exception as e: - raise ValueError( - f"Failed to get tools from MCP URL {tool.url}: {e}" + except* Exception as e: + logger.error( + f"get_tools_async Failed to get tools for {tool.name} from {tool.url}: {type(e)} {e}" ) + raise e return all_tools From b5924470d535b491c988eff3268bd0a68930102a Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 18:23:22 -0700 Subject: [PATCH 186/237] improve error message --- .../multiserver_mcp_client_with_caching.py | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index b9dcdf086..ce5c16a13 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -3,6 +3,7 @@ from typing import override, List, Dict from uuid import UUID, uuid4 +from httpx import HTTPStatusError from langchain_core.tools import BaseTool from langchain_mcp_adapters.client import MultiServerMCPClient from langchain_mcp_adapters.sessions import create_session @@ -199,6 +200,26 @@ async def load_metadata_for_mcp_tools( tools = await _list_all_tools(tool_session) else: tools = await _list_all_tools(session) + except* HTTPStatusError as exc: + # if there is + # exc is a ExceptionGroup, so we can catch it with a wildcard + # and log the type of the exception + # if there is just one exception then check if it is 401 and then return a custom error + if len(exc.exceptions) == 1 and isinstance( + exc.exceptions[0], HTTPStatusError + ): + http_status_exception: HTTPStatusError = exc.exceptions[0] + + if http_status_exception.response.status_code == 401: + logger.error( + f"load_metadata_for_mcp_tools Unauthorized access to MCP tools: {http_status_exception}" + ) + raise ValueError( + f"Not allowed to access MCP tool at {http_status_exception.request.url}. Perhaps your login token has expired. Please reload to login again." + ) from exc + logger.error( + f"load_metadata_for_mcp_tools Failed to load MCP tools: {type(exc)}" + ) except* Exception as e: url: str = connection.get("url") if connection else "unknown" logger.error( From f393001e4beeab855d96bd86b31a0cb5f98510b0 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 18:52:26 -0700 Subject: [PATCH 187/237] improve error message --- .../langgraph_to_openai_converter.py | 44 +++++++++++++++++-- .../base_chat_completions_provider.py | 4 +- 2 files changed, 43 insertions(+), 5 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 3c76a36ed..05a042505 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -17,6 +17,7 @@ Iterable, ) +from botocore.exceptions import TokenRetrievalError from fastapi import HTTPException from langchain_core.language_models import BaseChatModel from langchain_core.messages import ( @@ -273,6 +274,28 @@ async def _stream_resp_async_generator( case _: # Handle other event types pass + except TokenRetrievalError as e: + logger.exception(e, stack_info=True) + message: str = f"Token retrieval error: {e}. If you are running locally, your AWS session may have expired. Please re-authenticate using `aws sso login --profile [role]`." + chat_stream_response = ChatCompletionChunk( + id=request_id, + created=int(time.time()), + model=request["model"], + choices=[ + ChunkChoice( + index=0, + delta=ChoiceDelta( + role="assistant", + content=f"\n{message}\n", + ), + ) + ], + usage=CompletionUsage( + prompt_tokens=0, completion_tokens=0, total_tokens=0 + ), + object="chat.completion.chunk", + ) + yield f"data: {json.dumps(chat_stream_response.model_dump())}\n\n" except Exception as e: chat_stream_response = ChatCompletionChunk( id=request_id, @@ -402,9 +425,25 @@ async def call_agent_with_input( object="chat.completion", ) return JSONResponse(content=chat_response.model_dump()) - except Exception as e: + except* TokenRetrievalError as e: logger.exception(e, stack_info=True) - raise HTTPException(status_code=500, detail=f"Unexpected error: {e}") + raise HTTPException( + status_code=401, + detail=f"Token retrieval error: {type(e)} {e}. If you are running locally, your AWS session may have expired. Please re-authenticate using `aws sso login --profile [role]`.", + ) + except* Exception as e: + logger.exception(e, stack_info=True) + # print type of first exception in ExceptionGroup + # if there is just one exception, we can log it directly + if len(e.exceptions) > 0: + logger.error( + f"ExceptionGroup in call_agent_with_input: {type(e.exceptions[0])} {e.exceptions[0]}", + exc_info=True, + ) + + raise HTTPException( + status_code=500, detail=f"Unexpected error: {type(e)} {e}" + ) @staticmethod def add_system_messages_for_json( @@ -613,7 +652,6 @@ async def ainvoke( The list of any messages. """ assert request is not None - assert isinstance(request, dict) new_messages: List[ChatCompletionMessageParam] = [ m for m in request["messages"] diff --git a/language_model_gateway/gateway/providers/base_chat_completions_provider.py b/language_model_gateway/gateway/providers/base_chat_completions_provider.py index 0c3e0ce54..37a9463b1 100644 --- a/language_model_gateway/gateway/providers/base_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/base_chat_completions_provider.py @@ -1,4 +1,4 @@ -from abc import abstractmethod +from abc import abstractmethod, ABCMeta from typing import Dict from starlette.responses import StreamingResponse, JSONResponse @@ -7,7 +7,7 @@ from language_model_gateway.gateway.schema.openai.completions import ChatRequest -class BaseChatCompletionsProvider: +class BaseChatCompletionsProvider(metaclass=ABCMeta): @abstractmethod async def chat_completions( self, From beb70f1c5951126d98b4ba174716ece3c0961d65 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 19:07:28 -0700 Subject: [PATCH 188/237] improve error message --- .../configs/chat_completions/official/google_drive.json | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json index be7091f24..0066b1a4c 100644 --- a/language_model_gateway/configs/chat_completions/official/google_drive.json +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -11,17 +11,13 @@ "system_prompts": [ { "role": "system", - "content": "You are a tool that answers questions and generates text. Let’s think step by step and take your time to get the right answer." + "content": "You are a tool that searches and retrieves files from Google Drive. You can also download files from Google Drive given a url." } ], "model_parameters": [ { "key": "temperature", "value": 0.5 - }, - { - "key": "max_tokens", - "value": 1000 } ], "headers": [ From 5715a85e2701d106375c412c4ba256ffbd203da0 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 19:33:15 -0700 Subject: [PATCH 189/237] improve error message --- .../configs/chat_completions/official/google_drive.json | 8 ++------ 1 file changed, 2 insertions(+), 6 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json index 0066b1a4c..d0b2ee33d 100644 --- a/language_model_gateway/configs/chat_completions/official/google_drive.json +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -2,7 +2,7 @@ "$schema": "https://raw.githubusercontent.com/imranq2/language_model_gateway/main/language_model_gateway/configs/config_schema.json", "id": "google_drive", "name": "Google Drive", - "description": "This is a general purpose language model that can access data in Google Drive.", + "description": "This is a language model that can access data in Google Drive.", "type": "langchain", "model": { "provider": "bedrock", @@ -44,11 +44,7 @@ "example_prompts": [ { "role": "user", - "content": "What is the capital of France?" - }, - { - "role": "user", - "content": "```Generate an Entity-Relationship Diagram with the following specifications:\n\nEntities and Attributes:\n1. User Entity\n - user_id* (primary key)\n - username\n - email\n - registration_date\n\n2. Product Entity\n - product_id* (primary key)\n - name\n - price\n - category\n - stock_quantity\n\n3. Order Entity\n - order_id* (primary key)\n - user_id (foreign key)\n - order_date\n - total_amount\n - status\n\nRelationships:\n- User places Order (one_to_many)\n- Order contains Product (many_to_many)\n- Product belongs to Category (many_to_one)\n\nDiagram Requirements:\n- Use distinct colors for each entity\n- Clearly mark primary keys\n- Show relationship cardinalities```" + "content": "Summarize the contents of the file at this URL: https://drive.google.com/file/d/1a2b3c4d5e6f7g8h9i0j/view?usp=sharing" } ] } From 3d79fb80ea5a40897d0a9101f5238d8b079e0e9b Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Wed, 30 Jul 2025 20:04:14 -0700 Subject: [PATCH 190/237] use Bearer instead of token to Github --- .../configs/config_reader/github_config_reader.py | 3 ++- .../config_reader/github_config_zip_reader.py | 12 +++++++++--- 2 files changed, 11 insertions(+), 4 deletions(-) diff --git a/language_model_gateway/configs/config_reader/github_config_reader.py b/language_model_gateway/configs/config_reader/github_config_reader.py index 96b551b83..deb02be55 100644 --- a/language_model_gateway/configs/config_reader/github_config_reader.py +++ b/language_model_gateway/configs/config_reader/github_config_reader.py @@ -167,9 +167,10 @@ async def _read_model_configs( api_url = f"https://api.github.com/repos/{repo_url}/contents/{path}?ref={branch}" headers = ( - {"Authorization": f"token {github_token}"} if github_token else {} + {"Authorization": f"Bearer {github_token}"} if github_token else {} ) headers["Accept"] = "application/vnd.github.v3+json" + headers["X-GitHub-Api-Version"] = "2022-11-28" # Get the list of files with rate limit handling response = await self._make_request( diff --git a/language_model_gateway/configs/config_reader/github_config_zip_reader.py b/language_model_gateway/configs/config_reader/github_config_zip_reader.py index de6514b2f..826ebc4ae 100644 --- a/language_model_gateway/configs/config_reader/github_config_zip_reader.py +++ b/language_model_gateway/configs/config_reader/github_config_zip_reader.py @@ -67,7 +67,10 @@ async def download_with_retry(url: str) -> bytes: """ headers = {} if self.github_token: - headers["Authorization"] = f"token {self.github_token}" + headers["Authorization"] = f"Bearer {self.github_token}" + + headers["X-GitHub-Api-Version"] = "2022-11-28" + headers["Accept"] = "application/vnd.github+json" for attempt in range(self.max_retries): try: @@ -81,13 +84,16 @@ async def download_with_retry(url: str) -> bytes: response.raise_for_status() return response.content except Exception as e1: - logger.warning(f"Download attempt {attempt + 1} failed: {str(e1)}") + logger.error( + f"Download attempt {attempt + 1} failed URL: {url}, token: {self.github_token} {type(e1)}: {str(e1)},", + exc_info=True, + ) # Exponential backoff await asyncio.sleep(self.base_delay * (2**attempt)) raise RuntimeError( - f"Failed to download ZIP after {self.max_retries} attempts" + f"Failed to download ZIP after {self.max_retries} attempts URL: {url}, token: {self.github_token}" ) try: From 91c70f17d4da78f7be35b4bbd057d2c20c5b66ad Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 08:33:50 -0700 Subject: [PATCH 191/237] add test for downloading zip --- tests/gateway/configs/__init__.py | 0 .../gateway/configs/config_reader/__init__.py | 0 .../test_github_config_zip_downloader.py | 46 +++++++++++++++++++ 3 files changed, 46 insertions(+) create mode 100644 tests/gateway/configs/__init__.py create mode 100644 tests/gateway/configs/config_reader/__init__.py create mode 100644 tests/gateway/configs/config_reader/test_github_config_zip_downloader.py diff --git a/tests/gateway/configs/__init__.py b/tests/gateway/configs/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/gateway/configs/config_reader/__init__.py b/tests/gateway/configs/config_reader/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/gateway/configs/config_reader/test_github_config_zip_downloader.py b/tests/gateway/configs/config_reader/test_github_config_zip_downloader.py new file mode 100644 index 000000000..10b8cbadb --- /dev/null +++ b/tests/gateway/configs/config_reader/test_github_config_zip_downloader.py @@ -0,0 +1,46 @@ +import os +import pytest +from language_model_gateway.configs.config_reader.github_config_zip_reader import ( + GitHubConfigZipDownloader, +) + + +@pytest.mark.skipif( + os.getenv("GITHUB_TOKEN") is None, + reason="Requires GITHUB_TOKEN", +) +async def test_download_zip_from_github() -> None: + # Public repo zip URL + # zip_url = "https://github.com/icanbwell/language-model-gateway-configuration/zipball/main/" + zip_url = "https://api.github.com/repos/icanbwell/language-model-gateway-configuration/zipball/main" + downloader = GitHubConfigZipDownloader() + extracted_path = await downloader.download_zip(zip_url) + + # Check that the extracted path exists and contains expected files + assert os.path.exists(extracted_path) + # Check that at least one file exists in the extracted directory + files = [ + f + for f in os.listdir(extracted_path) + if os.path.isfile(os.path.join(extracted_path, f)) + ] + dirs = [ + d + for d in os.listdir(extracted_path) + if os.path.isdir(os.path.join(extracted_path, d)) + ] + assert files or dirs + # print the files and directories recursively + for root, dirs, files in os.walk(extracted_path): + for name in files: + print(os.path.join(root, name)) + for name in dirs: + print(os.path.join(root, name)) + + # Clean up + for root, dirs, files in os.walk(extracted_path, topdown=False): + for name in files: + os.remove(os.path.join(root, name)) + for name in dirs: + os.rmdir(os.path.join(root, name)) + os.rmdir(extracted_path) From afba931252664ffb797a8feebf872a76b63fe703 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 10:43:34 -0700 Subject: [PATCH 192/237] separate caches --- .../configs/config_reader/config_reader.py | 8 +-- .../container/container_factory.py | 26 ++++----- .../multiserver_mcp_client_with_caching.py | 2 +- .../gateway/tools/mcp_tool_provider.py | 2 +- .../gateway/utilities/cache/__init__.py | 0 .../utilities/cache/config_expiring_cache.py | 54 +++++++++++++++++++ .../mcp_tools_expiring_cache.py} | 25 +++++---- tests/end_to_end/test_google_drive_agent.py | 4 +- ...test_chat_anthropic_with_mcp_confluence.py | 11 ++-- .../test_chat_anthropic_with_mcp_github.py | 11 ++-- ...chat_anthropic_with_mcp_provider_search.py | 11 ++-- .../mcp_tools/test_google_drive_mcp_server.py | 10 ++-- .../gateway/test_chat_anthropic_streaming.py | 13 +++-- .../test_chat_anthropic_with_google_search.py | 11 ++-- .../test_chat_anthropic_with_pdf_scraping.py | 15 +++--- .../test_chat_anthropic_with_web_scraping.py | 11 ++-- .../test_chat_anthropic_with_web_search.py | 4 +- tests/gateway/test_chat_b_well.py | 11 ++-- tests/gateway/test_chat_openai.py | 15 +++--- tests/gateway/test_chat_openai_streaming.py | 10 ++-- tests/gateway/test_chat_prompt_helper.py | 15 +++--- tests/gateway/test_chat_streaming.py | 10 ++-- .../test_chat_anthropic_image_generator.py | 13 ++--- .../tools/test_chat_calculator_average.py | 9 ++-- .../tools/test_chat_calculator_length.py | 9 ++-- .../tools/test_chat_calculator_stddev.py | 9 ++-- .../gateway/tools/test_chat_calculator_sum.py | 9 ++-- .../tools/test_chat_diagram_generator.py | 9 ++-- .../tools/test_chat_er_diagram_generator.py | 9 ++-- .../tools/test_chat_flow_chart_generator.py | 9 ++-- ...chat_network_topology_diagram_generator.py | 13 ++--- .../tools/test_chat_openai_image_generator.py | 13 ++--- .../tools/test_chat_provider_search.py | 13 ++--- .../test_chat_sequence_diagram_generator.py | 9 ++-- .../test_github_pull_request_analyzer_tool.py | 17 +++--- .../test_github_pull_request_diff_tool.py | 13 ++--- .../tools/test_jira_issues_analyzer_tool.py | 21 ++++---- 37 files changed, 267 insertions(+), 187 deletions(-) create mode 100644 language_model_gateway/gateway/utilities/cache/__init__.py create mode 100644 language_model_gateway/gateway/utilities/cache/config_expiring_cache.py rename language_model_gateway/gateway/utilities/{expiring_cache.py => cache/mcp_tools_expiring_cache.py} (67%) diff --git a/language_model_gateway/configs/config_reader/config_reader.py b/language_model_gateway/configs/config_reader/config_reader.py index d8819b233..98e1e8645 100644 --- a/language_model_gateway/configs/config_reader/config_reader.py +++ b/language_model_gateway/configs/config_reader/config_reader.py @@ -15,7 +15,9 @@ ) from language_model_gateway.configs.config_reader.s3_config_reader import S3ConfigReader from language_model_gateway.configs.config_schema import ChatModelConfig -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.gateway.utilities.url_parser import UrlParser logger = logging.getLogger(__name__) @@ -25,7 +27,7 @@ class ConfigReader: _identifier: UUID = uuid4() _lock: asyncio.Lock = asyncio.Lock() - def __init__(self, *, cache: ExpiringCache[List[ChatModelConfig]]) -> None: + def __init__(self, *, cache: ConfigExpiringCache) -> None: """ Initialize the async config reader @@ -33,7 +35,7 @@ def __init__(self, *, cache: ExpiringCache[List[ChatModelConfig]]) -> None: cache: Expiring cache for model configurations """ assert cache is not None - self._cache: ExpiringCache[List[ChatModelConfig]] = cache + self._cache: ConfigExpiringCache = cache assert self._cache is not None # noinspection PyMethodMayBeStatic diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 91015dff5..6f42e55c0 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -1,11 +1,7 @@ import logging import os -from typing import Dict, List - -from mcp import Tool from language_model_gateway.configs.config_reader.config_reader import ConfigReader -from language_model_gateway.configs.config_schema import ChatModelConfig from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.aws.aws_client_factory import AwsClientFactory from language_model_gateway.gateway.converters.langgraph_to_openai_converter import ( @@ -30,7 +26,6 @@ from language_model_gateway.gateway.providers.image_generation_provider import ( ImageGenerationProvider, ) - from language_model_gateway.gateway.providers.langchain_chat_completions_provider import ( LangChainCompletionsProvider, ) @@ -39,34 +34,31 @@ ) from language_model_gateway.gateway.tools.mcp_tool_provider import MCPToolProvider from language_model_gateway.gateway.tools.tool_provider import ToolProvider +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) +from language_model_gateway.gateway.utilities.cache.mcp_tools_expiring_cache import ( + McpToolsMetadataExpiringCache, +) from language_model_gateway.gateway.utilities.confluence.confluence_helper import ( ConfluenceHelper, ) +from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( + DatabricksHelper, +) from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from language_model_gateway.gateway.utilities.github.github_pull_request_helper import ( GithubPullRequestHelper, ) from language_model_gateway.gateway.utilities.jira.jira_issues_helper import ( JiraIssueHelper, ) -from language_model_gateway.gateway.utilities.databricks.databricks_helper import ( - DatabricksHelper, -) logger = logging.getLogger(__name__) -class ConfigExpiringCache(ExpiringCache[list[ChatModelConfig]]): - pass - - -class McpToolsMetadataExpiringCache(ExpiringCache[Dict[str, List[Tool]]]): - pass - - class ContainerFactory: # noinspection PyMethodMayBeStatic async def create_container_async(self) -> SimpleContainer: diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index ce5c16a13..e2c9ddb0b 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -16,7 +16,7 @@ ) from mcp import ClientSession, Tool -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from language_model_gateway.gateway.utilities.cache.expiring_cache import ExpiringCache logger = logging.getLogger(__name__) diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 540896556..1d3eed253 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -10,7 +10,7 @@ from language_model_gateway.gateway.langchain_overrides.multiserver_mcp_client_with_caching import ( MultiServerMCPClientWithCaching, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache +from language_model_gateway.gateway.utilities.cache.expiring_cache import ExpiringCache logger = logging.getLogger(__name__) diff --git a/language_model_gateway/gateway/utilities/cache/__init__.py b/language_model_gateway/gateway/utilities/cache/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py new file mode 100644 index 000000000..90a4ff5ec --- /dev/null +++ b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py @@ -0,0 +1,54 @@ +import asyncio +import logging +import time +from typing import Optional, List +from uuid import uuid4, UUID + +from language_model_gateway.configs.config_schema import ChatModelConfig + +logger = logging.getLogger(__name__) + + +class ConfigExpiringCache: + _cache: Optional[List[ChatModelConfig]] = None + _cache_timestamp: Optional[float] = None + _lock: asyncio.Lock = asyncio.Lock() + + def __init__( + self, *, ttl_seconds: float, init_value: Optional[List[ChatModelConfig]] = None + ) -> None: + self._ttl: float = ttl_seconds + self._identifier: UUID = uuid4() + if init_value is not None: + self._cache = init_value + self._cache_timestamp = time.time() + + def is_valid(self) -> bool: + if self._cache is None or self._cache_timestamp is None: + return False + current_time: float = time.time() + cache_is_valid: bool = current_time - self._cache_timestamp < self._ttl + logger.debug( + f"ExpiringCache with id: {self._identifier} cache is valid: {cache_is_valid}. " + f"current time({current_time}) - cache_timestamp({self._cache_timestamp}) < ttl ({self._ttl})" + ) + return cache_is_valid + + async def get(self) -> Optional[List[ChatModelConfig]]: + if self.is_valid(): + return self._cache + return None + + async def set(self, value: List[ChatModelConfig]) -> None: + async with self._lock: + self._cache = value + self._cache_timestamp = time.time() + logger.info( + f"ExpiringCache with id: {self._identifier} set cache with timestamp: {self._cache_timestamp}" + ) + + async def clear(self) -> None: + async with self._lock: + self._cache = None + self._cache_timestamp = None + logger.info(f"ExpiringCache with id: {self._identifier} cleared cache") diff --git a/language_model_gateway/gateway/utilities/expiring_cache.py b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py similarity index 67% rename from language_model_gateway/gateway/utilities/expiring_cache.py rename to language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py index 0bd1db194..e3e8561a6 100644 --- a/language_model_gateway/gateway/utilities/expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py @@ -1,22 +1,27 @@ import asyncio import logging import time -from typing import Optional +from typing import Optional, Dict, List from uuid import uuid4, UUID +from mcp import Tool logger = logging.getLogger(__name__) -class ExpiringCache[T]: - def __init__(self, *, ttl_seconds: float, init_value: Optional[T] = None) -> None: - self._cache: Optional[T] = init_value - self._cache_timestamp: Optional[float] = ( - time.time() if init_value is not None else None - ) - self._lock: asyncio.Lock = asyncio.Lock() +class McpToolsMetadataExpiringCache: + _cache: Optional[Dict[str, List[Tool]]] = None + _cache_timestamp: Optional[float] = None + _lock: asyncio.Lock = asyncio.Lock() + + def __init__( + self, *, ttl_seconds: float, init_value: Optional[Dict[str, List[Tool]]] = None + ) -> None: self._ttl: float = ttl_seconds self._identifier: UUID = uuid4() + if init_value is not None: + self._cache = init_value + self._cache_timestamp = time.time() def is_valid(self) -> bool: if self._cache is None or self._cache_timestamp is None: @@ -29,12 +34,12 @@ def is_valid(self) -> bool: ) return cache_is_valid - async def get(self) -> Optional[T]: + async def get(self) -> Optional[Dict[str, List[Tool]]]: if self.is_valid(): return self._cache return None - async def set(self, value: T) -> None: + async def set(self, value: Dict[str, List[Tool]]) -> None: async with self._lock: self._cache = value self._cache_timestamp = time.time() diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 1c9a1aaf9..a825421a3 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -22,7 +22,9 @@ EmbeddedResource, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.gateway.converters.streaming_tool_node import ( StreamingToolNode, ) diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py index d48296db1..004ae5a1e 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_confluence.py @@ -1,5 +1,5 @@ import os -from typing import Optional, List +from typing import Optional import httpx import pytest @@ -11,14 +11,15 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -43,8 +44,8 @@ async def test_chat_completions_with_mcp_confluence( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py index 15abd8d34..5e8708a45 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_github.py @@ -1,5 +1,5 @@ import os -from typing import Optional, List +from typing import Optional import httpx import pytest @@ -11,14 +11,15 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -43,8 +44,8 @@ async def test_chat_completions_with_mcp_github( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py index 7559d4702..0982f1bb5 100644 --- a/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py +++ b/tests/gateway/mcp_tools/test_chat_anthropic_with_mcp_provider_search.py @@ -1,5 +1,5 @@ import os -from typing import Optional, List +from typing import Optional import httpx import pytest @@ -11,14 +11,15 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -43,8 +44,8 @@ async def test_chat_completions_with_mcp_provider_search( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/mcp_tools/test_google_drive_mcp_server.py b/tests/gateway/mcp_tools/test_google_drive_mcp_server.py index 369d99ca2..5b43d6da3 100644 --- a/tests/gateway/mcp_tools/test_google_drive_mcp_server.py +++ b/tests/gateway/mcp_tools/test_google_drive_mcp_server.py @@ -1,4 +1,3 @@ -from typing import List import pytest import httpx from openai import AsyncOpenAI @@ -8,14 +7,15 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -36,8 +36,8 @@ async def test_chat_completions_with_mcp_google_drive( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_anthropic_streaming.py b/tests/gateway/test_chat_anthropic_streaming.py index 953f82174..7083d7e30 100644 --- a/tests/gateway/test_chat_anthropic_streaming.py +++ b/tests/gateway/test_chat_anthropic_streaming.py @@ -1,7 +1,7 @@ import httpx import pytest from openai import AsyncOpenAI, AsyncStream -from openai.types.chat import ChatCompletionChunk +from openai.types.chat import ChatCompletionChunk, ChatCompletionUserMessageParam from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async @@ -37,13 +37,12 @@ async def test_chat_completions_streaming(async_client: httpx.AsyncClient) -> No ) # call API + message: ChatCompletionUserMessageParam = { + "role": "user", + "content": "what is the first name of Obama?", + } stream: AsyncStream[ChatCompletionChunk] = await client.chat.completions.create( - messages=[ - { - "role": "user", - "content": "what is the first name of Obama?", - } - ], + messages=[message], model="General Purpose", stream=True, ) diff --git a/tests/gateway/test_chat_anthropic_with_google_search.py b/tests/gateway/test_chat_anthropic_with_google_search.py index a1d341f15..156145587 100644 --- a/tests/gateway/test_chat_anthropic_with_google_search.py +++ b/tests/gateway/test_chat_anthropic_with_google_search.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional import httpx import pytest @@ -10,14 +10,15 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -39,8 +40,8 @@ async def test_chat_completions_with_web_search( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_anthropic_with_pdf_scraping.py b/tests/gateway/test_chat_anthropic_with_pdf_scraping.py index 88c1e1097..6474dfcf2 100644 --- a/tests/gateway/test_chat_anthropic_with_pdf_scraping.py +++ b/tests/gateway/test_chat_anthropic_with_pdf_scraping.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional import httpx from openai import AsyncOpenAI @@ -10,14 +10,15 @@ AgentConfig, PromptConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -37,8 +38,8 @@ async def test_chat_anthropic_with_pdf_scraping( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -109,8 +110,8 @@ async def test_chat_anthropic_with_pdf_ocr_scraping( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_anthropic_with_web_scraping.py b/tests/gateway/test_chat_anthropic_with_web_scraping.py index 23a6b676a..719e47404 100644 --- a/tests/gateway/test_chat_anthropic_with_web_scraping.py +++ b/tests/gateway/test_chat_anthropic_with_web_scraping.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional import httpx from openai import AsyncOpenAI @@ -10,14 +10,15 @@ AgentConfig, PromptConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -37,8 +38,8 @@ async def test_chat_anthropic_with_web_scraping( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_anthropic_with_web_search.py b/tests/gateway/test_chat_anthropic_with_web_search.py index ef9c8fefa..4c11b4197 100644 --- a/tests/gateway/test_chat_anthropic_with_web_search.py +++ b/tests/gateway/test_chat_anthropic_with_web_search.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory diff --git a/tests/gateway/test_chat_b_well.py b/tests/gateway/test_chat_b_well.py index 016eda8cc..27a0be30c 100644 --- a/tests/gateway/test_chat_b_well.py +++ b/tests/gateway/test_chat_b_well.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional import httpx from httpx import Response @@ -13,13 +13,14 @@ PromptConfig, ModelParameterConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache async def test_chat_completions_b_well( @@ -55,8 +56,8 @@ async def test_chat_completions_b_well( return # this test only works with AI Agent # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_openai.py b/tests/gateway/test_chat_openai.py index f6f110251..b605965c5 100644 --- a/tests/gateway/test_chat_openai.py +++ b/tests/gateway/test_chat_openai.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional import httpx from openai import AsyncOpenAI @@ -9,14 +9,15 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -36,8 +37,8 @@ async def test_chat_open_ai(async_client: httpx.AsyncClient) -> None: ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -105,8 +106,8 @@ async def test_chat_completions_with_chat_history( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_openai_streaming.py b/tests/gateway/test_chat_openai_streaming.py index 5993de0db..e3edbfbbc 100644 --- a/tests/gateway/test_chat_openai_streaming.py +++ b/tests/gateway/test_chat_openai_streaming.py @@ -14,7 +14,9 @@ ModelParameterConfig, PromptConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.environment_reader import ( @@ -22,8 +24,6 @@ ) from openai.types.chat.chat_completion_chunk import ChoiceDelta, Choice as ChunkChoice -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache - async def test_chat_completions_streaming( async_client: httpx.AsyncClient, httpx_mock: HTTPXMock @@ -95,8 +95,8 @@ async def test_chat_completions_streaming( else: return # this test only works with AI Agent - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_prompt_helper.py b/tests/gateway/test_chat_prompt_helper.py index 57b487d38..633bedf94 100644 --- a/tests/gateway/test_chat_prompt_helper.py +++ b/tests/gateway/test_chat_prompt_helper.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional import httpx from openai import AsyncOpenAI, AsyncStream @@ -10,14 +10,15 @@ PromptConfig, ModelParameterConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -37,8 +38,8 @@ async def test_chat_prompt_helper(async_client: httpx.AsyncClient) -> None: ), ) - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -114,8 +115,8 @@ async def test_chat_prompt_helper_streaming(async_client: httpx.AsyncClient) -> ), ) - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/test_chat_streaming.py b/tests/gateway/test_chat_streaming.py index e0d19bd37..11205cef3 100644 --- a/tests/gateway/test_chat_streaming.py +++ b/tests/gateway/test_chat_streaming.py @@ -14,7 +14,9 @@ ModelParameterConfig, PromptConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.utilities.environment_reader import ( @@ -22,8 +24,6 @@ ) from openai.types.chat.chat_completion_chunk import ChoiceDelta, Choice as ChunkChoice -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache - async def test_chat_completions_streaming( async_client: httpx.AsyncClient, httpx_mock: HTTPXMock @@ -95,8 +95,8 @@ async def test_chat_completions_streaming( else: return # this test only works with AI Agent - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_anthropic_image_generator.py b/tests/gateway/tools/test_chat_anthropic_image_generator.py index 6a0b25333..37d49fb12 100644 --- a/tests/gateway/tools/test_chat_anthropic_image_generator.py +++ b/tests/gateway/tools/test_chat_anthropic_image_generator.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -20,7 +22,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -46,8 +47,8 @@ async def test_chat_anthropic_image_generator(async_client: httpx.AsyncClient) - ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -124,8 +125,8 @@ async def test_chat_anthropic_image_generator_streaming( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_calculator_average.py b/tests/gateway/tools/test_chat_calculator_average.py index 6acccf0b2..c96412fee 100644 --- a/tests/gateway/tools/test_chat_calculator_average.py +++ b/tests/gateway/tools/test_chat_calculator_average.py @@ -10,10 +10,11 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__file__) @@ -33,8 +34,8 @@ async def test_chat_calculator_average_tool_bedrock( test_container: SimpleContainer = await get_container_async() # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_calculator_length.py b/tests/gateway/tools/test_chat_calculator_length.py index c88be43a6..4ce2bbad9 100644 --- a/tests/gateway/tools/test_chat_calculator_length.py +++ b/tests/gateway/tools/test_chat_calculator_length.py @@ -10,10 +10,11 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__file__) @@ -33,8 +34,8 @@ async def test_chat_calculator_length_tool_bedrock( test_container: SimpleContainer = await get_container_async() # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_calculator_stddev.py b/tests/gateway/tools/test_chat_calculator_stddev.py index 919975581..622f72b90 100644 --- a/tests/gateway/tools/test_chat_calculator_stddev.py +++ b/tests/gateway/tools/test_chat_calculator_stddev.py @@ -10,10 +10,11 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__file__) @@ -33,8 +34,8 @@ async def test_chat_calculator_stddev_tool_bedrock( test_container: SimpleContainer = await get_container_async() # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_calculator_sum.py b/tests/gateway/tools/test_chat_calculator_sum.py index a26bb1d72..f5296f70f 100644 --- a/tests/gateway/tools/test_chat_calculator_sum.py +++ b/tests/gateway/tools/test_chat_calculator_sum.py @@ -10,10 +10,11 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__file__) @@ -33,8 +34,8 @@ async def test_chat_calculator_sum_tool_bedrock( test_container: SimpleContainer = await get_container_async() # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( diff --git a/tests/gateway/tools/test_chat_diagram_generator.py b/tests/gateway/tools/test_chat_diagram_generator.py index 6f22a6350..5b8771356 100644 --- a/tests/gateway/tools/test_chat_diagram_generator.py +++ b/tests/gateway/tools/test_chat_diagram_generator.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -20,7 +22,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -46,8 +47,8 @@ async def test_chat_diagram_generator(async_client: httpx.AsyncClient) -> None: ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_er_diagram_generator.py b/tests/gateway/tools/test_chat_er_diagram_generator.py index 0ed0969d5..97f684ac1 100644 --- a/tests/gateway/tools/test_chat_er_diagram_generator.py +++ b/tests/gateway/tools/test_chat_er_diagram_generator.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -20,7 +22,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -46,8 +47,8 @@ async def test_chat_er_diagram_generator(async_client: httpx.AsyncClient) -> Non ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_flow_chart_generator.py b/tests/gateway/tools/test_chat_flow_chart_generator.py index 466d6921a..dec5af228 100644 --- a/tests/gateway/tools/test_chat_flow_chart_generator.py +++ b/tests/gateway/tools/test_chat_flow_chart_generator.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -20,7 +22,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -46,8 +47,8 @@ async def test_chat_flow_chart_generator(async_client: httpx.AsyncClient) -> Non ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_network_topology_diagram_generator.py b/tests/gateway/tools/test_chat_network_topology_diagram_generator.py index caa8d34c0..5e734d09e 100644 --- a/tests/gateway/tools/test_chat_network_topology_diagram_generator.py +++ b/tests/gateway/tools/test_chat_network_topology_diagram_generator.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -20,7 +22,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -48,8 +49,8 @@ async def test_chat_network_topology_diagram_generator( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -164,8 +165,8 @@ async def test_chat_network_topology_diagram_generator_markdown( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_openai_image_generator.py b/tests/gateway/tools/test_chat_openai_image_generator.py index 7c4c87bd4..f102cb07f 100644 --- a/tests/gateway/tools/test_chat_openai_image_generator.py +++ b/tests/gateway/tools/test_chat_openai_image_generator.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -20,7 +22,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -46,8 +47,8 @@ async def test_chat_openai_image_generator(async_client: httpx.AsyncClient) -> N ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -124,8 +125,8 @@ async def test_chat_anthropic_image_generator_streaming( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_provider_search.py b/tests/gateway/tools/test_chat_provider_search.py index c0bc6b7ed..e1934427c 100644 --- a/tests/gateway/tools/test_chat_provider_search.py +++ b/tests/gateway/tools/test_chat_provider_search.py @@ -14,7 +14,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -24,7 +26,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -50,8 +51,8 @@ async def test_chat_provider_search(async_client: httpx.AsyncClient) -> None: ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -129,8 +130,8 @@ async def test_chat_provider_search_streaming( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_chat_sequence_diagram_generator.py b/tests/gateway/tools/test_chat_sequence_diagram_generator.py index 748487a7f..5c6e70535 100644 --- a/tests/gateway/tools/test_chat_sequence_diagram_generator.py +++ b/tests/gateway/tools/test_chat_sequence_diagram_generator.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -20,7 +22,6 @@ from language_model_gateway.gateway.utilities.environment_reader import ( EnvironmentReader, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_image_generator import MockImageGenerator from tests.gateway.mocks.mock_image_generator_factory import MockImageGeneratorFactory @@ -46,8 +47,8 @@ async def test_chat_sequence_diagram_generator(async_client: httpx.AsyncClient) ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py index f7f4e0861..ca027ae4e 100644 --- a/tests/gateway/tools/test_github_pull_request_analyzer_tool.py +++ b/tests/gateway/tools/test_github_pull_request_analyzer_tool.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -23,7 +25,6 @@ from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_environment_variables import MockEnvironmentVariables from tests.gateway.mocks.mock_image_generator import MockImageGenerator @@ -53,8 +54,8 @@ async def test_github_pull_request_analyzer_tool( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -133,8 +134,8 @@ async def test_github_pull_request_analyzer_tool_streaming( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -221,8 +222,8 @@ async def test_github_pull_request_analyzer_full_details_tool( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_github_pull_request_diff_tool.py b/tests/gateway/tools/test_github_pull_request_diff_tool.py index cbd545d9f..08aaf5787 100644 --- a/tests/gateway/tools/test_github_pull_request_diff_tool.py +++ b/tests/gateway/tools/test_github_pull_request_diff_tool.py @@ -12,7 +12,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.models.model_factory import ModelFactory @@ -22,7 +24,6 @@ from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_environment_variables import MockEnvironmentVariables from tests.gateway.mocks.mock_model_factory import MockModelFactory @@ -50,8 +51,8 @@ async def test_github_pull_request_diff_tool(async_client: httpx.AsyncClient) -> ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -132,8 +133,8 @@ async def test_github_pull_request_diff_combined_tool( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ diff --git a/tests/gateway/tools/test_jira_issues_analyzer_tool.py b/tests/gateway/tools/test_jira_issues_analyzer_tool.py index 6808553cb..ba034452a 100644 --- a/tests/gateway/tools/test_jira_issues_analyzer_tool.py +++ b/tests/gateway/tools/test_jira_issues_analyzer_tool.py @@ -10,7 +10,9 @@ ModelConfig, AgentConfig, ) -from language_model_gateway.container.container_factory import ConfigExpiringCache +from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( + ConfigExpiringCache, +) from language_model_gateway.container.simple_container import SimpleContainer from language_model_gateway.gateway.api_container import get_container_async from language_model_gateway.gateway.image_generation.image_generator_factory import ( @@ -23,7 +25,6 @@ from language_model_gateway.gateway.utilities.environment_variables import ( EnvironmentVariables, ) -from language_model_gateway.gateway.utilities.expiring_cache import ExpiringCache from tests.gateway.mocks.mock_chat_model import MockChatModel from tests.gateway.mocks.mock_environment_variables import MockEnvironmentVariables from tests.gateway.mocks.mock_image_generator import MockImageGenerator @@ -53,8 +54,8 @@ async def test_jira_issues_analyzer_tool( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -132,8 +133,8 @@ async def test_jira_issues_analyzer_tool_streaming( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -219,8 +220,8 @@ async def test_jira_issues_analyzer_full_details_tool( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ @@ -301,8 +302,8 @@ async def test_jira_issues_analyzer_tool_all_projects( ) # set the model configuration for this test - model_configuration_cache: ExpiringCache[List[ChatModelConfig]] = ( - test_container.resolve(ConfigExpiringCache) + model_configuration_cache: ConfigExpiringCache = test_container.resolve( + ConfigExpiringCache ) await model_configuration_cache.set( [ From d507eec99055b4f7a1d921c738afd99604dbe009 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 10:50:55 -0700 Subject: [PATCH 193/237] separate caches --- .../multiserver_mcp_client_with_caching.py | 10 ++++++---- .../gateway/tools/mcp_tool_provider.py | 9 +++++---- .../utilities/cache/config_expiring_cache.py | 3 ++- .../gateway/utilities/cache/expiring_cache.py | 20 +++++++++++++++++++ .../cache/mcp_tools_expiring_cache.py | 4 +++- 5 files changed, 36 insertions(+), 10 deletions(-) create mode 100644 language_model_gateway/gateway/utilities/cache/expiring_cache.py diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index e2c9ddb0b..6c5e3b865 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -6,8 +6,8 @@ from httpx import HTTPStatusError from langchain_core.tools import BaseTool from langchain_mcp_adapters.client import MultiServerMCPClient -from langchain_mcp_adapters.sessions import create_session from langchain_mcp_adapters.sessions import Connection +from langchain_mcp_adapters.sessions import create_session # noinspection PyProtectedMember from langchain_mcp_adapters.tools import ( @@ -16,7 +16,9 @@ ) from mcp import ClientSession, Tool -from language_model_gateway.gateway.utilities.cache.expiring_cache import ExpiringCache +from language_model_gateway.gateway.utilities.cache.mcp_tools_expiring_cache import ( + McpToolsMetadataExpiringCache, +) logger = logging.getLogger(__name__) @@ -36,7 +38,7 @@ def __init__( self, *, connections: dict[str, Connection] | None = None, - cache: ExpiringCache[Dict[str, List[Tool]]], + cache: McpToolsMetadataExpiringCache, tool_names: List[str] | None, ) -> None: """ @@ -46,7 +48,7 @@ def __init__( cache: Expiring cache for model configurations """ assert cache is not None - self._cache: ExpiringCache[Dict[str, List[Tool]]] = cache + self._cache: McpToolsMetadataExpiringCache = cache assert self._cache is not None self._tool_names: List[str] | None = tool_names super().__init__(connections=connections) diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 1d3eed253..f1e218491 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -4,13 +4,14 @@ from langchain_core.tools import BaseTool from langchain_mcp_adapters.sessions import StreamableHttpConnection -from mcp import Tool from language_model_gateway.configs.config_schema import AgentConfig from language_model_gateway.gateway.langchain_overrides.multiserver_mcp_client_with_caching import ( MultiServerMCPClientWithCaching, ) -from language_model_gateway.gateway.utilities.cache.expiring_cache import ExpiringCache +from language_model_gateway.gateway.utilities.cache.mcp_tools_expiring_cache import ( + McpToolsMetadataExpiringCache, +) logger = logging.getLogger(__name__) @@ -22,7 +23,7 @@ class MCPToolProvider: that can be used in conjunction with the MCP. """ - def __init__(self, *, cache: ExpiringCache[Dict[str, List[Tool]]]) -> None: + def __init__(self, *, cache: McpToolsMetadataExpiringCache) -> None: """ Initialize the MCPToolProvider with a cache. @@ -30,7 +31,7 @@ def __init__(self, *, cache: ExpiringCache[Dict[str, List[Tool]]]) -> None: cache: An ExpiringCache instance to store tools by their MCP URLs. """ self.tools_by_mcp_url: Dict[str, List[BaseTool]] = {} - self._cache: ExpiringCache[Dict[str, List[Tool]]] = cache + self._cache: McpToolsMetadataExpiringCache = cache assert self._cache is not None, "Cache must be provided" async def load_async(self) -> None: diff --git a/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py index 90a4ff5ec..5ad3a0da7 100644 --- a/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py @@ -5,11 +5,12 @@ from uuid import uuid4, UUID from language_model_gateway.configs.config_schema import ChatModelConfig +from language_model_gateway.gateway.utilities.cache.expiring_cache import ExpiringCache logger = logging.getLogger(__name__) -class ConfigExpiringCache: +class ConfigExpiringCache(ExpiringCache[List[ChatModelConfig]]): _cache: Optional[List[ChatModelConfig]] = None _cache_timestamp: Optional[float] = None _lock: asyncio.Lock = asyncio.Lock() diff --git a/language_model_gateway/gateway/utilities/cache/expiring_cache.py b/language_model_gateway/gateway/utilities/cache/expiring_cache.py new file mode 100644 index 000000000..a5e9bc0ef --- /dev/null +++ b/language_model_gateway/gateway/utilities/cache/expiring_cache.py @@ -0,0 +1,20 @@ +from abc import ABC, abstractmethod +from typing import Optional + + +class ExpiringCache[T](ABC): + @abstractmethod + def is_valid(self) -> bool: + pass + + @abstractmethod + async def get(self) -> Optional[T]: + pass + + @abstractmethod + async def set(self, value: T) -> None: + pass + + @abstractmethod + async def clear(self) -> None: + pass diff --git a/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py index e3e8561a6..acc43a9a7 100644 --- a/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py @@ -6,10 +6,12 @@ from mcp import Tool +from language_model_gateway.gateway.utilities.cache.expiring_cache import ExpiringCache + logger = logging.getLogger(__name__) -class McpToolsMetadataExpiringCache: +class McpToolsMetadataExpiringCache(ExpiringCache[Dict[str, List[Tool]]]): _cache: Optional[Dict[str, List[Tool]]] = None _cache_timestamp: Optional[float] = None _lock: asyncio.Lock = asyncio.Lock() From fa0d2dc0a9fa3372c9632ff12f12eb61555c73ba Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 11:43:58 -0700 Subject: [PATCH 194/237] extract error details --- .../managers/chat_completion_manager.py | 87 +++++++++++++++---- 1 file changed, 69 insertions(+), 18 deletions(-) diff --git a/language_model_gateway/gateway/managers/chat_completion_manager.py b/language_model_gateway/gateway/managers/chat_completion_manager.py index c5dbddaf0..d9b853b59 100644 --- a/language_model_gateway/gateway/managers/chat_completion_manager.py +++ b/language_model_gateway/gateway/managers/chat_completion_manager.py @@ -2,6 +2,7 @@ import logging import os import time +import traceback from typing import Dict, List, cast, AsyncGenerator, Optional from fastapi import HTTPException @@ -306,6 +307,73 @@ async def foo( return JSONResponse(content=chat_response.model_dump()) + @staticmethod + def extract_error_details(error: Exception | ExceptionGroup) -> str: + """ + Extract comprehensive error details from an Exception or ExceptionGroup. + + Args: + error (Union[Exception, ExceptionGroup]): The exception to extract details from + + Returns: + str: A formatted string containing error details + """ + + def format_single_exception(exc: Exception) -> str: + """ + Format details for a single exception. + + Args: + exc (Exception): The exception to format + + Returns: + str: Formatted exception details + """ + # Extract full traceback + tb_details = traceback.extract_tb(exc.__traceback__) + + # Construct error message with type, value, and traceback + error_lines = [ + f"Type: {type(exc).__name__}", + f"Message: {str(exc)}", + "Traceback:", + ] + + # Add traceback details + for frame in tb_details: + error_lines.append( + f" File {frame.filename}, line {frame.lineno}, in {frame.name}" + ) + if frame.line: + error_lines.append(f" {frame.line.strip()}") + + return "\n".join(error_lines) + + # Handle single Exception + if isinstance(error, Exception) and not isinstance(error, ExceptionGroup): + return format_single_exception(error) + + # Handle ExceptionGroup + if isinstance(error, ExceptionGroup): + error_details: List[str] = [] + + # Recursively extract details from nested exceptions + def extract_nested_exceptions(exc_group: ExceptionGroup) -> None: + for exc in exc_group.exceptions: + if isinstance(exc, ExceptionGroup): + extract_nested_exceptions(exc) + else: + error_details.append(format_single_exception(exc)) + + # Start extraction + error_details.append(f"Exception Group: {error.message}") + extract_nested_exceptions(error) + + return "\n\n".join(error_details) + + # Fallback for unexpected input + return f"Unsupported error type: {type(error)}" + async def handle_exception( self, *, chat_request: ChatRequest, e: Exception ) -> StreamingResponse | JSONResponse: @@ -313,24 +381,7 @@ async def handle_exception( f"Error in chat completion: {e} {type(e)} {e.__dict__.keys()}", exc_info=True, ) - content = str(e) - # if we have a TaskGroup error, log sub-exceptions - if hasattr(e, "exceptions") and isinstance(e.exceptions, list): - # if there is just one exception, we can log it directly - if len(e.exceptions) == 1: - logger.error(f"Sub-exception: {e.exceptions[0]}", exc_info=True) - content = f"{e.exceptions[0]}" - else: - for idx, sub_e in enumerate(e.exceptions): - logger.error(f"Sub-exception {idx + 1}: {sub_e}", exc_info=True) - # add sub-exception content to the response - content += f"\nSub-exception {idx + 1}: {sub_e}" - if isinstance(e, HTTPException): - # If the exception is an HTTPException, we can return it directly - return JSONResponse( - status_code=e.status_code, - content={"detail": e.detail}, - ) + content = self.extract_error_details(e) return self.write_response( chat_request=chat_request, response_messages=[ From 3ab2450c0e90697ce5aca51e94f587bbed4b3d05 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 13:05:38 -0700 Subject: [PATCH 195/237] check health --- .../language_model_gateway_pipe.py | 126 ++++++++++++------ 1 file changed, 87 insertions(+), 39 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 454b95424..575acc297 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -14,13 +14,13 @@ from pathlib import PurePosixPath from typing import AsyncGenerator, List from typing import Optional, Callable, Awaitable, Any, Dict -import httpx +from urllib.parse import urlparse, urlunparse +import httpx from pydantic import BaseModel from pydantic import Field from starlette.datastructures import MutableHeaders from starlette.requests import Request -from urllib.parse import urlparse, urlunparse logger = logging.getLogger(__name__) @@ -73,19 +73,19 @@ def read_base_url(self) -> Optional[str]: # noinspection PyMethodMayBeStatic async def on_startup(self) -> None: # This function is called when the server is started. - logger.debug(f"on_startup:{__name__}") + logger.info(f"on_startup:{__name__}") self.pipelines = await self.get_models() pass # noinspection PyMethodMayBeStatic async def on_shutdown(self) -> None: # This function is called when the server is stopped. - logger.debug(f"on_shutdown:{__name__}") + logger.info(f"on_shutdown:{__name__}") pass async def on_valves_updated(self) -> None: # This function is called when the valves are updated. - logger.debug(f"on_valves_updated:{__name__}") + logger.info(f"on_valves_updated:{__name__}") self.pipelines = await self.get_models() pass @@ -314,36 +314,36 @@ async def pipe( Main pipe method supporting both streaming and non-streaming responses """ # This is where you can add your custom pipelines like RAG. - logger.debug(f"pipe:{__name__}") + logger.info(f"pipe:{__name__}") - logger.debug("=== body ===") - logger.debug(body) - logger.debug("==== End of body ===") - logger.debug(f"__request__: {__request__}") - logger.debug(f"__user__: {__user__}") - logger.debug("==== Request Url ====") - logger.debug(__request__.url if __request__ else "No request URL provided") - logger.debug("==== End of Request Url ====") + logger.info("=== body ===") + logger.info(body) + logger.info("==== End of body ===") + logger.info(f"__request__: {__request__}") + logger.info(f"__user__: {__user__}") + logger.info("==== Request Url ====") + logger.info(__request__.url if __request__ else "No request URL provided") + logger.info("==== End of Request Url ====") assert __request__ is not None, "Request object must be provided." - # logger.debug the Authorization header if available + # logger.info the Authorization header if available auth_header = __request__.headers.get("Authorization") if auth_header: - logger.debug(f"Authorization header: {auth_header}") + logger.info(f"Authorization header: {auth_header}") else: - logger.debug("No Authorization header found.") + logger.info("No Authorization header found.") auth_token: str | None = __request__.cookies.get("oauth_id_token") - logger.debug(f"auth_token: {auth_token}") + logger.info(f"auth_token: {auth_token}") open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL if open_api_base_url is None: - logger.debug( + logger.info( "LanguageModelGateway::pipe OPENAI_API_BASE_URL is not set in valves, trying environment variable." ) open_api_base_url = self.read_base_url() - logger.debug( + logger.info( f"LanguageModelGateway::pipe after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" ) assert open_api_base_url is not None, ( @@ -352,7 +352,7 @@ async def pipe( assert open_api_base_url is not None, ( "LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable." ) - logger.debug(f"open_api_base_url: {open_api_base_url}") + logger.info(f"open_api_base_url: {open_api_base_url}") headers: MutableHeaders = __request__.headers.mutablecopy() # remove Content-Length header if it exists so we calculate it correctly @@ -368,24 +368,69 @@ async def pipe( # Update the model id in the body payload = {**body, "model": model_id} - try: - # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly - # include any query parameters in the URL - operation_path = str(__request__.url).replace( - "https://open-webui.localhost/api/", "" - ) - logger.debug(f"operation_path: {operation_path}") - url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path) + # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly + # include any query parameters in the URL + operation_path = str(__request__.url).replace( + "https://aiden.bwell.zone/api/", "" + ) + logger.info(f"operation_path: {operation_path}") + url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path) + url = ( + "https://language-model-gateway.services.bwell.zone/api/v1/chat/completions" + ) + response_text: str = "" - logger.debug( + def log_httpx_request(request: httpx.Request) -> str: + """ + Convert an HTTPX request to a detailed string representation. + + Args: + request (httpx.Request): The HTTPX request to log + + Returns: + str: Formatted string representation of the request + """ + # Construct request details + request_log = f""" + HTTPX Request: + - Method: {request.method} + - URL: {request.url} + - Headers: {dict(request.headers)} + - Body: {request.content.decode("utf-8", errors="replace") if request.content else "No body"} + """.strip() + + return request_log + + v = 3 + + try: + logger.info( f"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {headers}" ) + # call the /health endpoint to check if the OpenAI API is reachable + health_url = "https://language-model-gateway.services.bwell.zone/health" + logger.info(f"Checking OpenAI API health at: {health_url}") + async with httpx.AsyncClient() as client: + health_response = await client.get( + url=health_url, + headers=headers, + timeout=10.0, # 10 seconds timeout for health check + ) + health_response.raise_for_status() + response_text += f"{health_url}:{health_response.json()}" + + # If the health check passes, proceed with the main request # now run the __request__ with the OpenAI API # Use httpx.stream for more efficient streaming async with httpx.AsyncClient() as client: async with client.stream( - method="POST", url=url, json=payload, headers=headers, timeout=30.0 + method="POST", + url=url, + json=payload, + headers=headers, + timeout=30.0, + follow_redirects=True, ) as response: # Raise an exception for HTTP errors response.raise_for_status() @@ -398,10 +443,13 @@ async def pipe( else: # Non-streaming mode: collect and return full JSON response yield await response.json() + except httpx.HTTPStatusError as e: + yield f"LanguageModelGateway::pipe HTTP Status Error [{v}]: {type(e)} {e} [{url=}] original=[{__request__.url}] {response_text=} {payload=} {headers=}\n{log_httpx_request(e.request)}\n" except Exception as e: # logger.error(f"Error in pipe: {e}") - # logger.debug(f"Error details: {e.__traceback__}") - yield f"LanguageModelGateway::pipe Error: {e}" + # logger.info(f"Error details: {e.__traceback__}") + httpx_version = httpx.__version__ + yield f"LanguageModelGateway::pipe Error [{v}]: {type(e)} {e} {httpx_version=} [{url=}] original=[{__request__.url}] {response_text=} {payload=} {headers=}\n" async def get_models(self) -> list[dict[str, str]]: """ @@ -412,11 +460,11 @@ async def get_models(self) -> list[dict[str, str]]: """ open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL if open_api_base_url is None: - logger.debug( + logger.info( "LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable." ) open_api_base_url = self.read_base_url() - logger.debug( + logger.info( f"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" ) if open_api_base_url is None: @@ -426,7 +474,7 @@ async def get_models(self) -> list[dict[str, str]]: ) model_url = self.pathlib_url_join(base_url=open_api_base_url, path="models") # call the models endpoint to get the list of available models - logger.debug(f"Calling models endpoint: {model_url}") + logger.info(f"Calling models endpoint: {model_url}") models: list[dict[str, str]] = [] async with httpx.AsyncClient() as client: # Perform the GET request with a timeout @@ -440,7 +488,7 @@ async def get_models(self) -> list[dict[str, str]]: # Parse JSON and extract 'data' key, defaulting to empty list models = response.json().get("data", []) - logger.debug(f"Received models from {model_url}: {models}") + logger.info(f"Received models from {model_url}: {models}") if self.valves.restrict_to_model_ids: # Filter models based on the restricted model IDs models = [ @@ -448,7 +496,7 @@ async def get_models(self) -> list[dict[str, str]]: for model in models if model["id"] in self.valves.restrict_to_model_ids ] - logger.debug(f"Filtered models: {models}") + logger.info(f"Filtered models: {models}") return [ { "id": model["id"], @@ -459,6 +507,6 @@ async def get_models(self) -> list[dict[str, str]]: async def pipes(self) -> list[dict[str, str]]: if self.pipelines is None: - logger.debug("Fetching models for the first time.") + logger.info("Fetching models for the first time.") self.pipelines = await self.get_models() return self.pipelines or [] From 0a7daff8362d7582138385dc0a06f60041bc2617 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 13:32:45 -0700 Subject: [PATCH 196/237] add CORS settings --- language_model_gateway/gateway/api.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/language_model_gateway/gateway/api.py b/language_model_gateway/gateway/api.py index 97fe4c352..6ded65098 100644 --- a/language_model_gateway/gateway/api.py +++ b/language_model_gateway/gateway/api.py @@ -7,6 +7,7 @@ from fastapi import FastAPI, HTTPException from fastapi.params import Depends +from starlette.middleware.cors import CORSMiddleware from starlette.requests import Request from starlette.responses import FileResponse, JSONResponse from starlette.staticfiles import StaticFiles @@ -94,6 +95,16 @@ def create_app() -> FastAPI: app1.include_router( ImagesRouter(image_generation_path=image_generation_path).get_router() ) + + # Set up CORS middleware; adjust parameters as needed + # noinspection PyTypeChecker + app1.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], + ) return app1 From 3a62841e1ca73157bb0fa58b5a6ea8972a628c80 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 13:43:05 -0700 Subject: [PATCH 197/237] log more --- .../language_model_gateway_pipe.py | 69 ++++++++++++++----- 1 file changed, 52 insertions(+), 17 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 575acc297..2306c340c 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -7,6 +7,7 @@ """ import asyncio +import datetime import json import logging import os @@ -401,7 +402,43 @@ def log_httpx_request(request: httpx.Request) -> str: return request_log - v = 3 + def log_response_as_string(response1: httpx.Response) -> str: + """ + Convert an HTTPX response to a detailed, formatted string. + + Args: + response1 (httpx.Response): The HTTP response to log + + Returns: + str: Comprehensive response log string + """ + try: + # Attempt to parse JSON response + try: + response_body = json.dumps(response1.json(), indent=2) + except (ValueError, json.JSONDecodeError): + # Fallback to text if not JSON + response_body = response1.text[:1000] # Limit body size + except Exception: + response_body = "(Unable to decode response body)" + + response_log = f""" + HTTPX Response Log: + - Timestamp: {datetime.datetime.now().isoformat()} + - Status Code: {response.status_code} + - URL: {response.request.url} + - Method: {response.request.method} + - Response Headers: + {json.dumps(dict(response.headers), indent=2)} + - Response Body: + {response_body} + - Response Encoding: {response.encoding} + - Response Elapsed Time: {response.elapsed} + """.strip() + + return response_log + + v = 5 try: logger.info( @@ -422,29 +459,27 @@ def log_httpx_request(request: httpx.Request) -> str: # If the health check passes, proceed with the main request # now run the __request__ with the OpenAI API - # Use httpx.stream for more efficient streaming + # Use httpx.post for a plain POST request async with httpx.AsyncClient() as client: - async with client.stream( - method="POST", + response = await client.post( url=url, json=payload, headers=headers, timeout=30.0, follow_redirects=True, - ) as response: - # Raise an exception for HTTP errors - response.raise_for_status() - - # Handle streaming or regular response - if body.get("stream", False): - # Stream mode: yield lines as they arrive - async for line in response.aiter_lines(): - yield line - else: - # Non-streaming mode: collect and return full JSON response - yield await response.json() + ) + # Raise an exception for HTTP errors + response.raise_for_status() + + # Handle streaming or regular response + if body.get("stream", False): + # Stream mode: yield lines as they arrive (not supported in plain POST) + yield response.text + else: + # Non-streaming mode: collect and return full JSON response + yield response.json() except httpx.HTTPStatusError as e: - yield f"LanguageModelGateway::pipe HTTP Status Error [{v}]: {type(e)} {e} [{url=}] original=[{__request__.url}] {response_text=} {payload=} {headers=}\n{log_httpx_request(e.request)}\n" + yield f"LanguageModelGateway::pipe HTTP Status Error [{v}]: {type(e)} {e}\n{log_httpx_request(e.request)}\n{log_response_as_string(e.response)}" except Exception as e: # logger.error(f"Error in pipe: {e}") # logger.info(f"Error details: {e.__traceback__}") From fb5050a5768adf90475fb6c77a4ad4ff3792ad20 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 14:25:57 -0700 Subject: [PATCH 198/237] support both GET and POST on health --- language_model_gateway/gateway/api.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/api.py b/language_model_gateway/gateway/api.py index 6ded65098..37c3a4ac1 100644 --- a/language_model_gateway/gateway/api.py +++ b/language_model_gateway/gateway/api.py @@ -112,7 +112,7 @@ def create_app() -> FastAPI: app = create_app() -@app.get("/health") +@app.api_route("/health", methods=["GET", "POST"]) async def health() -> str: return "OK" From 2c0da01cae264729efb18770c406af2f8db097a2 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 14:28:51 -0700 Subject: [PATCH 199/237] Update language_model_gateway/gateway/api.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- language_model_gateway/gateway/api.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/api.py b/language_model_gateway/gateway/api.py index 37c3a4ac1..5b018ee16 100644 --- a/language_model_gateway/gateway/api.py +++ b/language_model_gateway/gateway/api.py @@ -98,9 +98,12 @@ def create_app() -> FastAPI: # Set up CORS middleware; adjust parameters as needed # noinspection PyTypeChecker + allowed_origins = environ.get("ALLOWED_ORIGINS", "").split(",") + if not allowed_origins or allowed_origins == [""]: + raise ValueError("ALLOWED_ORIGINS environment variable must be set to a comma-separated list of allowed origins.") app1.add_middleware( CORSMiddleware, - allow_origins=["*"], + allow_origins=allowed_origins, allow_credentials=True, allow_methods=["*"], allow_headers=["*"], From b5358d66bbc357661d7829c4a18537cf74bff3d7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 14:30:20 -0700 Subject: [PATCH 200/237] support both GET and POST on health --- language_model_gateway/gateway/api.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/language_model_gateway/gateway/api.py b/language_model_gateway/gateway/api.py index 5b018ee16..41991bb42 100644 --- a/language_model_gateway/gateway/api.py +++ b/language_model_gateway/gateway/api.py @@ -100,7 +100,7 @@ def create_app() -> FastAPI: # noinspection PyTypeChecker allowed_origins = environ.get("ALLOWED_ORIGINS", "").split(",") if not allowed_origins or allowed_origins == [""]: - raise ValueError("ALLOWED_ORIGINS environment variable must be set to a comma-separated list of allowed origins.") + allowed_origins = ["*"] # Allow all origins if not specified app1.add_middleware( CORSMiddleware, allow_origins=allowed_origins, From 50b1335cb4cc863f9afda68374f1a2ee74fc8f0f Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:03:04 -0700 Subject: [PATCH 201/237] get hardcoded message working --- .../language_model_gateway_pipe.py | 69 ++++++++++++++++--- 1 file changed, 59 insertions(+), 10 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 2306c340c..487c9f326 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -18,6 +18,7 @@ from urllib.parse import urlparse, urlunparse import httpx +import requests from pydantic import BaseModel from pydantic import Field from starlette.datastructures import MutableHeaders @@ -300,6 +301,34 @@ def pathlib_url_join(cls, base_url: str, path: str) -> str: return reconstructed_url + @staticmethod + def test_call() -> str: + # API endpoint + url = ( + "https://language-model-gateway.services.bwell.zone/api/v1/chat/completions" + ) + + # Headers + headers = {"Content-Type": "application/json", "Authorization": "Bearer 123"} + + # Payload + payload = { + "model": "General Purpose", + "messages": [ + {"role": "user", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ], + } + + # Send POST request + response = requests.post(url, headers=headers, json=payload, timeout=30) + + # Print response + print("Status Code:", response.status_code) + print("Response JSON:") + print(json.dumps(response.json(), indent=2)) + return json.dumps(response.json()) + # noinspection PyMethodMayBeStatic async def pipe( self, @@ -438,7 +467,11 @@ def log_response_as_string(response1: httpx.Response) -> str: return response_log - v = 5 + v = 7 + + # content1 = self.test_call() + # yield content1 + # return try: logger.info( @@ -459,25 +492,41 @@ def log_response_as_string(response1: httpx.Response) -> str: # If the health check passes, proceed with the main request # now run the __request__ with the OpenAI API + url = "https://language-model-gateway.services.bwell.zone/api/v1/chat/completions" + + # Headers + headers2 = { + "Content-Type": "application/json", + "Authorization": "Bearer 123", + } + payload2 = { + "model": "General Purpose", + "messages": [ + {"role": "user", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ], + } # Use httpx.post for a plain POST request async with httpx.AsyncClient() as client: response = await client.post( url=url, - json=payload, - headers=headers, + json=payload2, + headers=headers2, timeout=30.0, follow_redirects=True, ) # Raise an exception for HTTP errors response.raise_for_status() - # Handle streaming or regular response - if body.get("stream", False): - # Stream mode: yield lines as they arrive (not supported in plain POST) - yield response.text - else: - # Non-streaming mode: collect and return full JSON response - yield response.json() + yield json.dumps(response.json()) + + # # Handle streaming or regular response + # if body.get("stream", False): + # # Stream mode: yield lines as they arrive (not supported in plain POST) + # yield response.text + # else: + # # Non-streaming mode: collect and return full JSON response + # yield response.json() except httpx.HTTPStatusError as e: yield f"LanguageModelGateway::pipe HTTP Status Error [{v}]: {type(e)} {e}\n{log_httpx_request(e.request)}\n{log_response_as_string(e.response)}" except Exception as e: From 2188ef95eeeca00e0f39fa25f86159d9233bc2a1 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:18:45 -0700 Subject: [PATCH 202/237] get hardcoded message working --- openwebui_functions/language_model_gateway_pipe.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 487c9f326..49834fcc4 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -388,7 +388,7 @@ async def pipe( # remove Content-Length header if it exists so we calculate it correctly del headers["Content-Length"] - # if auth token is available in the cookies, add it to the Authorization header + # if auth token is available in the cookies, add it to the Authorization headers if auth_token: headers["Authorization"] = f"Bearer {auth_token}" @@ -518,7 +518,7 @@ def log_response_as_string(response1: httpx.Response) -> str: # Raise an exception for HTTP errors response.raise_for_status() - yield json.dumps(response.json()) + yield f"LanguageModelGateway::pipe [{v}]" + json.dumps(response.json()) # # Handle streaming or regular response # if body.get("stream", False): From 16ceba125e9bece0c904542397bf55fa13a6e6e7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:23:50 -0700 Subject: [PATCH 203/237] get hardcoded message working --- .../language_model_gateway_pipe.py | 35 ++++++++++--------- 1 file changed, 18 insertions(+), 17 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 49834fcc4..3a0afa38e 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -467,7 +467,7 @@ def log_response_as_string(response1: httpx.Response) -> str: return response_log - v = 7 + v = 8 # content1 = self.test_call() # yield content1 @@ -499,18 +499,18 @@ def log_response_as_string(response1: httpx.Response) -> str: "Content-Type": "application/json", "Authorization": "Bearer 123", } - payload2 = { - "model": "General Purpose", - "messages": [ - {"role": "user", "content": "You are a helpful assistant."}, - {"role": "user", "content": "Hello!"}, - ], - } + # payload2 = { + # "model": "General Purpose", + # "messages": [ + # {"role": "user", "content": "You are a helpful assistant."}, + # {"role": "user", "content": "Hello!"}, + # ], + # } # Use httpx.post for a plain POST request async with httpx.AsyncClient() as client: response = await client.post( url=url, - json=payload2, + json=payload, headers=headers2, timeout=30.0, follow_redirects=True, @@ -518,15 +518,16 @@ def log_response_as_string(response1: httpx.Response) -> str: # Raise an exception for HTTP errors response.raise_for_status() - yield f"LanguageModelGateway::pipe [{v}]" + json.dumps(response.json()) - # # Handle streaming or regular response - # if body.get("stream", False): - # # Stream mode: yield lines as they arrive (not supported in plain POST) - # yield response.text - # else: - # # Non-streaming mode: collect and return full JSON response - # yield response.json() + if body.get("stream", False): + # Stream mode: yield lines as they arrive (not supported in plain POST) + yield f"LanguageModelGateway::pipe (stream) [{v}]" + response.text + else: + # Non-streaming mode: collect and return full JSON response + yield f"LanguageModelGateway::pipe [{v}]" + json.dumps( + response.json() + ) + except httpx.HTTPStatusError as e: yield f"LanguageModelGateway::pipe HTTP Status Error [{v}]: {type(e)} {e}\n{log_httpx_request(e.request)}\n{log_response_as_string(e.response)}" except Exception as e: From dd5b9e9f87d427add505f63528d187b90fce1aad Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:25:37 -0700 Subject: [PATCH 204/237] still working - pass auth token --- .../language_model_gateway_pipe.py | 15 ++------------- 1 file changed, 2 insertions(+), 13 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 3a0afa38e..98212591b 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -467,11 +467,7 @@ def log_response_as_string(response1: httpx.Response) -> str: return response_log - v = 8 - - # content1 = self.test_call() - # yield content1 - # return + v = 9 try: logger.info( @@ -497,15 +493,8 @@ def log_response_as_string(response1: httpx.Response) -> str: # Headers headers2 = { "Content-Type": "application/json", - "Authorization": "Bearer 123", + "Authorization": f"Bearer {auth_token}", } - # payload2 = { - # "model": "General Purpose", - # "messages": [ - # {"role": "user", "content": "You are a helpful assistant."}, - # {"role": "user", "content": "Hello!"}, - # ], - # } # Use httpx.post for a plain POST request async with httpx.AsyncClient() as client: response = await client.post( From 1ca53728373e37f36be90d3e1450bc4e3b6065b9 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:31:40 -0700 Subject: [PATCH 205/237] successfully stream data --- openwebui_functions/language_model_gateway_pipe.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 98212591b..cfcdefcb7 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -467,7 +467,7 @@ def log_response_as_string(response1: httpx.Response) -> str: return response_log - v = 9 + v = 11 try: logger.info( @@ -508,9 +508,12 @@ def log_response_as_string(response1: httpx.Response) -> str: response.raise_for_status() # # Handle streaming or regular response - if body.get("stream", False): - # Stream mode: yield lines as they arrive (not supported in plain POST) - yield f"LanguageModelGateway::pipe (stream) [{v}]" + response.text + content_type = response.headers.get("content-type", "") + if content_type.startswith("text/event-stream"): + # Stream mode: yield lines as they arrive + async for line in response.aiter_lines(): + if line: + yield line + "\n" else: # Non-streaming mode: collect and return full JSON response yield f"LanguageModelGateway::pipe [{v}]" + json.dumps( From a87a40d7e56889ebb6cf8659ce178810d5f90668 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:33:45 -0700 Subject: [PATCH 206/237] success: remove hardcoded url --- .../language_model_gateway_pipe.py | 18 ------------------ 1 file changed, 18 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index cfcdefcb7..c019fc79f 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -405,9 +405,6 @@ async def pipe( ) logger.info(f"operation_path: {operation_path}") url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path) - url = ( - "https://language-model-gateway.services.bwell.zone/api/v1/chat/completions" - ) response_text: str = "" def log_httpx_request(request: httpx.Request) -> str: @@ -474,22 +471,7 @@ def log_response_as_string(response1: httpx.Response) -> str: f"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {headers}" ) - # call the /health endpoint to check if the OpenAI API is reachable - health_url = "https://language-model-gateway.services.bwell.zone/health" - logger.info(f"Checking OpenAI API health at: {health_url}") - async with httpx.AsyncClient() as client: - health_response = await client.get( - url=health_url, - headers=headers, - timeout=10.0, # 10 seconds timeout for health check - ) - health_response.raise_for_status() - response_text += f"{health_url}:{health_response.json()}" - - # If the health check passes, proceed with the main request # now run the __request__ with the OpenAI API - url = "https://language-model-gateway.services.bwell.zone/api/v1/chat/completions" - # Headers headers2 = { "Content-Type": "application/json", From 1fc7def2d1d450433c8537a124f8bb77de91262b Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:39:59 -0700 Subject: [PATCH 207/237] success: show payload --- .../language_model_gateway_pipe.py | 26 +++++++++---------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index c019fc79f..2eae680b6 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -21,7 +21,6 @@ import requests from pydantic import BaseModel from pydantic import Field -from starlette.datastructures import MutableHeaders from starlette.requests import Request logger = logging.getLogger(__name__) @@ -384,14 +383,6 @@ async def pipe( ) logger.info(f"open_api_base_url: {open_api_base_url}") - headers: MutableHeaders = __request__.headers.mutablecopy() - # remove Content-Length header if it exists so we calculate it correctly - del headers["Content-Length"] - - # if auth token is available in the cookies, add it to the Authorization headers - if auth_token: - headers["Authorization"] = f"Bearer {auth_token}" - # Extract model id from the model name model_id = body["model"][body["model"].find(".") + 1 :] @@ -468,21 +459,25 @@ def log_response_as_string(response1: httpx.Response) -> str: try: logger.info( - f"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {headers}" + f"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {__request__.headers}" ) # now run the __request__ with the OpenAI API # Headers - headers2 = { + headers = { "Content-Type": "application/json", "Authorization": f"Bearer {auth_token}", } + # remove stream from payload if it exists + if "stream" in payload: + del payload["stream"] + # Use httpx.post for a plain POST request async with httpx.AsyncClient() as client: response = await client.post( url=url, json=payload, - headers=headers2, + headers=headers, timeout=30.0, follow_redirects=True, ) @@ -492,14 +487,17 @@ def log_response_as_string(response1: httpx.Response) -> str: # # Handle streaming or regular response content_type = response.headers.get("content-type", "") if content_type.startswith("text/event-stream"): + yield json.dumps(payload) + "\n" # Stream mode: yield lines as they arrive async for line in response.aiter_lines(): if line: yield line + "\n" else: # Non-streaming mode: collect and return full JSON response - yield f"LanguageModelGateway::pipe [{v}]" + json.dumps( - response.json() + yield ( + "non-streaming: " + + json.dumps(payload) + + json.dumps(response.json()) ) except httpx.HTTPStatusError as e: From 3a7b890ef23bdb451defd1999d4685a10fe54642 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:56:40 -0700 Subject: [PATCH 208/237] success: show status --- .../language_model_gateway_pipe.py | 249 +++++++++--------- 1 file changed, 128 insertions(+), 121 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 2eae680b6..d9714dcb9 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -18,7 +18,6 @@ from urllib.parse import urlparse, urlunparse import httpx -import requests from pydantic import BaseModel from pydantic import Field from starlette.requests import Request @@ -50,6 +49,10 @@ class Valves(BaseModel): default_factory=list, description="List of model IDs to restrict access to. If empty, no restriction is applied.", ) + debug_mode: bool = Field( + default=False, + description="Enable debug mode for additional logging and debugging information", + ) def __init__(self) -> None: self.type: str = "pipe" @@ -74,19 +77,19 @@ def read_base_url(self) -> Optional[str]: # noinspection PyMethodMayBeStatic async def on_startup(self) -> None: # This function is called when the server is started. - logger.info(f"on_startup:{__name__}") + logger.debug(f"on_startup:{__name__}") self.pipelines = await self.get_models() pass # noinspection PyMethodMayBeStatic async def on_shutdown(self) -> None: # This function is called when the server is stopped. - logger.info(f"on_shutdown:{__name__}") + logger.debug(f"on_shutdown:{__name__}") pass async def on_valves_updated(self) -> None: # This function is called when the valves are updated. - logger.info(f"on_valves_updated:{__name__}") + logger.debug(f"on_valves_updated:{__name__}") self.pipelines = await self.get_models() pass @@ -301,32 +304,63 @@ def pathlib_url_join(cls, base_url: str, path: str) -> str: return reconstructed_url @staticmethod - def test_call() -> str: - # API endpoint - url = ( - "https://language-model-gateway.services.bwell.zone/api/v1/chat/completions" - ) + def log_httpx_request(request: httpx.Request) -> str: + """ + Convert an HTTPX request to a detailed string representation. - # Headers - headers = {"Content-Type": "application/json", "Authorization": "Bearer 123"} + Args: + request (httpx.Request): The HTTPX request to log - # Payload - payload = { - "model": "General Purpose", - "messages": [ - {"role": "user", "content": "You are a helpful assistant."}, - {"role": "user", "content": "Hello!"}, - ], - } + Returns: + str: Formatted string representation of the request + """ + # Construct request details + request_log = f""" + HTTPX Request: + - Method: {request.method} + - URL: {request.url} + - Headers: {dict(request.headers)} + - Body: {request.content.decode("utf-8", errors="replace") if request.content else "No body"} + """.strip() - # Send POST request - response = requests.post(url, headers=headers, json=payload, timeout=30) + return request_log - # Print response - print("Status Code:", response.status_code) - print("Response JSON:") - print(json.dumps(response.json(), indent=2)) - return json.dumps(response.json()) + @staticmethod + def log_response_as_string(response1: httpx.Response) -> str: + """ + Convert an HTTPX response to a detailed, formatted string. + + Args: + response1 (httpx.Response): The HTTP response to log + + Returns: + str: Comprehensive response log string + """ + try: + # Attempt to parse JSON response + try: + response_body = json.dumps(response1.json(), indent=2) + except (ValueError, json.JSONDecodeError): + # Fallback to text if not JSON + response_body = response1.text[:1000] # Limit body size + except Exception: + response_body = "(Unable to decode response body)" + + response_log = f""" + HTTPX Response Log: + - Timestamp: {datetime.datetime.now().isoformat()} + - Status Code: {response1.status_code} + - URL: {response1.request.url} + - Method: {response1.request.method} + - Response Headers: + {json.dumps(dict(response1.headers), indent=2)} + - Response Body: + {response_body} + - Response Encoding: {response1.encoding} + - Response Elapsed Time: {response1.elapsed} + """.strip() + + return response_log # noinspection PyMethodMayBeStatic async def pipe( @@ -342,37 +376,44 @@ async def pipe( """ Main pipe method supporting both streaming and non-streaming responses """ - # This is where you can add your custom pipelines like RAG. - logger.info(f"pipe:{__name__}") - - logger.info("=== body ===") - logger.info(body) - logger.info("==== End of body ===") - logger.info(f"__request__: {__request__}") - logger.info(f"__user__: {__user__}") - logger.info("==== Request Url ====") - logger.info(__request__.url if __request__ else "No request URL provided") - logger.info("==== End of Request Url ====") + await self.emit_status( + __event_emitter__, + "info", + f"/initiating Chain: headers={__request__.headers if __request__ else None}" + f", cookies={__request__.cookies if __request__ else None}" + f" {__user__=} {body=}", + False, + ) + logger.debug(f"pipe:{__name__}") + + logger.debug("=== body ===") + logger.debug(body) + logger.debug("==== End of body ===") + logger.debug(f"__request__: {__request__}") + logger.debug(f"__user__: {__user__}") + logger.debug("==== Request Url ====") + logger.debug(__request__.url if __request__ else "No request URL provided") + logger.debug("==== End of Request Url ====") assert __request__ is not None, "Request object must be provided." - # logger.info the Authorization header if available + # logger.debug the Authorization header if available auth_header = __request__.headers.get("Authorization") if auth_header: - logger.info(f"Authorization header: {auth_header}") + logger.debug(f"Authorization header: {auth_header}") else: - logger.info("No Authorization header found.") + logger.debug("No Authorization header found.") auth_token: str | None = __request__.cookies.get("oauth_id_token") - logger.info(f"auth_token: {auth_token}") + logger.debug(f"auth_token: {auth_token}") open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL if open_api_base_url is None: - logger.info( + logger.debug( "LanguageModelGateway::pipe OPENAI_API_BASE_URL is not set in valves, trying environment variable." ) open_api_base_url = self.read_base_url() - logger.info( + logger.debug( f"LanguageModelGateway::pipe after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" ) assert open_api_base_url is not None, ( @@ -381,7 +422,7 @@ async def pipe( assert open_api_base_url is not None, ( "LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable." ) - logger.info(f"open_api_base_url: {open_api_base_url}") + logger.debug(f"open_api_base_url: {open_api_base_url}") # Extract model id from the model name model_id = body["model"][body["model"].find(".") + 1 :] @@ -394,71 +435,16 @@ async def pipe( operation_path = str(__request__.url).replace( "https://aiden.bwell.zone/api/", "" ) - logger.info(f"operation_path: {operation_path}") + logger.debug(f"operation_path: {operation_path}") url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path) response_text: str = "" - def log_httpx_request(request: httpx.Request) -> str: - """ - Convert an HTTPX request to a detailed string representation. - - Args: - request (httpx.Request): The HTTPX request to log - - Returns: - str: Formatted string representation of the request - """ - # Construct request details - request_log = f""" - HTTPX Request: - - Method: {request.method} - - URL: {request.url} - - Headers: {dict(request.headers)} - - Body: {request.content.decode("utf-8", errors="replace") if request.content else "No body"} - """.strip() - - return request_log - - def log_response_as_string(response1: httpx.Response) -> str: - """ - Convert an HTTPX response to a detailed, formatted string. - - Args: - response1 (httpx.Response): The HTTP response to log - - Returns: - str: Comprehensive response log string - """ - try: - # Attempt to parse JSON response - try: - response_body = json.dumps(response1.json(), indent=2) - except (ValueError, json.JSONDecodeError): - # Fallback to text if not JSON - response_body = response1.text[:1000] # Limit body size - except Exception: - response_body = "(Unable to decode response body)" - - response_log = f""" - HTTPX Response Log: - - Timestamp: {datetime.datetime.now().isoformat()} - - Status Code: {response.status_code} - - URL: {response.request.url} - - Method: {response.request.method} - - Response Headers: - {json.dumps(dict(response.headers), indent=2)} - - Response Body: - {response_body} - - Response Encoding: {response.encoding} - - Response Elapsed Time: {response.elapsed} - """.strip() - - return response_log - v = 11 + is_streaming: bool = body.get("stream", False) + try: - logger.info( + logger.debug( f"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {__request__.headers}" ) @@ -468,9 +454,11 @@ def log_response_as_string(response1: httpx.Response) -> str: "Content-Type": "application/json", "Authorization": f"Bearer {auth_token}", } - # remove stream from payload if it exists - if "stream" in payload: - del payload["stream"] + + if self.valves.debug_mode: + yield url + "\n" + yield f"{dict(__request__.headers)}" + "\n" + yield json.dumps(payload) + "\n" # Use httpx.post for a plain POST request async with httpx.AsyncClient() as client: @@ -487,26 +475,45 @@ def log_response_as_string(response1: httpx.Response) -> str: # # Handle streaming or regular response content_type = response.headers.get("content-type", "") if content_type.startswith("text/event-stream"): - yield json.dumps(payload) + "\n" # Stream mode: yield lines as they arrive async for line in response.aiter_lines(): if line: yield line + "\n" else: # Non-streaming mode: collect and return full JSON response - yield ( - "non-streaming: " - + json.dumps(payload) - + json.dumps(response.json()) - ) + yield response.json() + await self.emit_status(__event_emitter__, "info", "Stream Complete", True) except httpx.HTTPStatusError as e: - yield f"LanguageModelGateway::pipe HTTP Status Error [{v}]: {type(e)} {e}\n{log_httpx_request(e.request)}\n{log_response_as_string(e.response)}" + yield ( + f"LanguageModelGateway::pipe HTTP Status Error [{v}]:" + + f" {type(e)} {e}\n" + + f"{self.log_httpx_request(e.request)}\n" + + f"{self.log_response_as_string(e.response)}" + ) except Exception as e: # logger.error(f"Error in pipe: {e}") - # logger.info(f"Error details: {e.__traceback__}") + # logger.debug(f"Error details: {e.__traceback__}") httpx_version = httpx.__version__ - yield f"LanguageModelGateway::pipe Error [{v}]: {type(e)} {e} {httpx_version=} [{url=}] original=[{__request__.url}] {response_text=} {payload=} {headers=}\n" + if is_streaming: + error_chunk = { + "id": "chatcmpl-error", + "object": "chat.completion.chunk", + "created": int(time.time()), + "model": "error", + "choices": [ + { + "index": 0, + "delta": {"content": f"Error: {str(e)}"}, + "finish_reason": "stop", + } + ], + } + yield f"data: {json.dumps(error_chunk)}\n\n" + else: + yield f"LanguageModelGateway::pipe Error [{v}]: {type(e)} {e} {httpx_version=} [{url=}] original=[{__request__.url}] {response_text=} {payload=}\n" + + await self.emit_status(__event_emitter__, "error", str(e), True) async def get_models(self) -> list[dict[str, str]]: """ @@ -517,11 +524,11 @@ async def get_models(self) -> list[dict[str, str]]: """ open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL if open_api_base_url is None: - logger.info( + logger.debug( "LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable." ) open_api_base_url = self.read_base_url() - logger.info( + logger.debug( f"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}" ) if open_api_base_url is None: @@ -531,7 +538,7 @@ async def get_models(self) -> list[dict[str, str]]: ) model_url = self.pathlib_url_join(base_url=open_api_base_url, path="models") # call the models endpoint to get the list of available models - logger.info(f"Calling models endpoint: {model_url}") + logger.debug(f"Calling models endpoint: {model_url}") models: list[dict[str, str]] = [] async with httpx.AsyncClient() as client: # Perform the GET request with a timeout @@ -545,7 +552,7 @@ async def get_models(self) -> list[dict[str, str]]: # Parse JSON and extract 'data' key, defaulting to empty list models = response.json().get("data", []) - logger.info(f"Received models from {model_url}: {models}") + logger.debug(f"Received models from {model_url}: {models}") if self.valves.restrict_to_model_ids: # Filter models based on the restricted model IDs models = [ @@ -553,7 +560,7 @@ async def get_models(self) -> list[dict[str, str]]: for model in models if model["id"] in self.valves.restrict_to_model_ids ] - logger.info(f"Filtered models: {models}") + logger.debug(f"Filtered models: {models}") return [ { "id": model["id"], @@ -564,6 +571,6 @@ async def get_models(self) -> list[dict[str, str]]: async def pipes(self) -> list[dict[str, str]]: if self.pipelines is None: - logger.info("Fetching models for the first time.") + logger.debug("Fetching models for the first time.") self.pipelines = await self.get_models() return self.pipelines or [] From 683f96a31261acff36247f72712c75a270b01857 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 21:59:29 -0700 Subject: [PATCH 209/237] success: show status --- openwebui_functions/language_model_gateway_pipe.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index d9714dcb9..7e92e3db6 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -379,9 +379,7 @@ async def pipe( await self.emit_status( __event_emitter__, "info", - f"/initiating Chain: headers={__request__.headers if __request__ else None}" - f", cookies={__request__.cookies if __request__ else None}" - f" {__user__=} {body=}", + "Working...", False, ) logger.debug(f"pipe:{__name__}") @@ -483,7 +481,7 @@ async def pipe( # Non-streaming mode: collect and return full JSON response yield response.json() - await self.emit_status(__event_emitter__, "info", "Stream Complete", True) + await self.emit_status(__event_emitter__, "info", "Done", True) except httpx.HTTPStatusError as e: yield ( f"LanguageModelGateway::pipe HTTP Status Error [{v}]:" From db1a135614cf31e3c08c8731104bf26805f5ff39 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 22:07:53 -0700 Subject: [PATCH 210/237] success: pass on headers --- .../language_model_gateway_pipe.py | 24 ++++++++++++++++++- 1 file changed, 23 insertions(+), 1 deletion(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 7e92e3db6..c8e8be381 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -452,10 +452,32 @@ async def pipe( "Content-Type": "application/json", "Authorization": f"Bearer {auth_token}", } + # set User-Agent to the one from the request, if available + if "User-Agent" in __request__.headers: + headers["User-Agent"] = __request__.headers["User-Agent"] + # set Referrer to the one from the request, if available + if "Referrer" in __request__.headers: + headers["Referrer"] = __request__.headers["Referrer"] + # set Cookie to the one from the request, if available + if "Cookie" in __request__.headers: + headers["Cookie"] = __request__.headers["Cookie"] + # set traceparent to the one from the request, if available + if "traceparent" in __request__.headers: + headers["traceparent"] = __request__.headers["traceparent"] + if "origin" in __request__.headers: + headers["Origin"] = __request__.headers["origin"] + if "Accept-Encoding" in __request__.headers: + headers["Accept-Encoding"] = __request__.headers["Accept-Encoding"] + + # copy any headers that start with "x-" + for key, value in __request__.headers.items(): + if key.lower().startswith("x-"): + headers[key] = value if self.valves.debug_mode: yield url + "\n" - yield f"{dict(__request__.headers)}" + "\n" + yield f"Original Headers: {dict(__request__.headers)}" + "\n" + yield f"New Headers: {dict(headers)}" + "\n" yield json.dumps(payload) + "\n" # Use httpx.post for a plain POST request From a8cbf341a0e20ca0b845f5e66ed11c4445428e42 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 22:28:30 -0700 Subject: [PATCH 211/237] success: add user headers --- .../language_model_gateway_pipe.py | 38 ++++++++++++++++++- 1 file changed, 37 insertions(+), 1 deletion(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index c8e8be381..717d853b4 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -402,9 +402,21 @@ async def pipe( else: logger.debug("No Authorization header found.") + if self.valves.debug_mode: + yield f"User:\n{__user__}" + "\n" + yield f"Original Headers:\n{dict(__request__.headers)}" + "\n" + auth_token: str | None = __request__.cookies.get("oauth_id_token") logger.debug(f"auth_token: {auth_token}") + if auth_token is None: + yield ( + "LanguageModelGateway::pipe No oauth_id_token found in cookies. " + "Please ensure you are authenticated." + ) + await self.emit_status(__event_emitter__, "error", "Error", True) + return + open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL if open_api_base_url is None: logger.debug( @@ -427,6 +439,8 @@ async def pipe( # Update the model id in the body payload = {**body, "model": model_id} + if self.valves.debug_mode: + yield json.dumps(payload) + "\n" # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly # include any query parameters in the URL @@ -469,6 +483,29 @@ async def pipe( if "Accept-Encoding" in __request__.headers: headers["Accept-Encoding"] = __request__.headers["Accept-Encoding"] + # Add custom headers for OpenWebUI user information + if __user__ is not None: + user = __user__ + # check that each value is not None before adding to headers + if user.get("name") is not None: + headers["X-OpenWebUI-User-Name"] = user["name"] + if user.get("id") is not None: + headers["X-OpenWebUI-User-Id"] = user["id"] + if user.get("email") is not None: + headers["X-OpenWebUI-User-Email"] = user["email"] + if user.get("role") is not None: + headers["X-OpenWebUI-User-Role"] = user["role"] + if ( + user.get("info") is not None + and isinstance(user["info"], dict) + and user["info"].get("location") is not None + and isinstance(user["info"]["location"], str) + ): + location = user["info"]["location"] + if self.valves.debug_mode: + yield "Location: " + type(location).__name__ + f"{location}\n" + headers["X-OpenWebUI-User-Location"] = user["info"]["location"] + # copy any headers that start with "x-" for key, value in __request__.headers.items(): if key.lower().startswith("x-"): @@ -476,7 +513,6 @@ async def pipe( if self.valves.debug_mode: yield url + "\n" - yield f"Original Headers: {dict(__request__.headers)}" + "\n" yield f"New Headers: {dict(headers)}" + "\n" yield json.dumps(payload) + "\n" From cb6575563b219c3b313c1c518fc53982080dbac3 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 22:37:39 -0700 Subject: [PATCH 212/237] success: add user headers --- openwebui_functions/language_model_gateway_pipe.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 717d853b4..61e6d3796 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -411,8 +411,8 @@ async def pipe( if auth_token is None: yield ( - "LanguageModelGateway::pipe No oauth_id_token found in cookies. " - "Please ensure you are authenticated." + "No oauth_id_token found in cookies or it may have expired. " + "Please sign out and sign back in." ) await self.emit_status(__event_emitter__, "error", "Error", True) return From 3ec8027a464d104587b24ee414a7c240cc93c24f Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 22:47:43 -0700 Subject: [PATCH 213/237] initialize mcp tool cache if it expires --- .../multiserver_mcp_client_with_caching.py | 8 +++++++- .../utilities/cache/config_expiring_cache.py | 16 +++++++++++++++- .../gateway/utilities/cache/expiring_cache.py | 4 ++++ .../utilities/cache/mcp_tools_expiring_cache.py | 16 +++++++++++++++- 4 files changed, 41 insertions(+), 3 deletions(-) diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index 6c5e3b865..bb2b5d0d6 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -71,7 +71,11 @@ async def load_tools_metadata_cache( """ async with self._lock: cache: Dict[str, List[Tool]] | None = await self._cache.get() - assert cache is not None + if cache is None: + cache = await self._cache.create() + assert cache is not None, ( + "Cache must be initialized before getting tools" + ) if server_name is not None: if server_name not in self.connections: @@ -132,6 +136,8 @@ async def load_tools_metadata_cache( logger.debug( f"Tools for connection {connection['url']} are already cached" ) + # set the cache with the loaded tools + await self._cache.set(cache) @override async def get_tools(self, *, server_name: str | None = None) -> list[BaseTool]: diff --git a/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py index 5ad3a0da7..9719fd628 100644 --- a/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py @@ -1,7 +1,7 @@ import asyncio import logging import time -from typing import Optional, List +from typing import Optional, List, override from uuid import uuid4, UUID from language_model_gateway.configs.config_schema import ChatModelConfig @@ -24,6 +24,7 @@ def __init__( self._cache = init_value self._cache_timestamp = time.time() + @override def is_valid(self) -> bool: if self._cache is None or self._cache_timestamp is None: return False @@ -35,11 +36,13 @@ def is_valid(self) -> bool: ) return cache_is_valid + @override async def get(self) -> Optional[List[ChatModelConfig]]: if self.is_valid(): return self._cache return None + @override async def set(self, value: List[ChatModelConfig]) -> None: async with self._lock: self._cache = value @@ -48,8 +51,19 @@ async def set(self, value: List[ChatModelConfig]) -> None: f"ExpiringCache with id: {self._identifier} set cache with timestamp: {self._cache_timestamp}" ) + @override async def clear(self) -> None: async with self._lock: self._cache = None self._cache_timestamp = None logger.info(f"ExpiringCache with id: {self._identifier} cleared cache") + + @override + async def create( + self, *, init_value: Optional[List[ChatModelConfig]] = None + ) -> Optional[List[ChatModelConfig]]: + async with self._lock: + self._cache = init_value if init_value is not None else None + self._cache_timestamp = time.time() + logger.info(f"ExpiringCache with id: {self._identifier} created cache") + return self._cache diff --git a/language_model_gateway/gateway/utilities/cache/expiring_cache.py b/language_model_gateway/gateway/utilities/cache/expiring_cache.py index a5e9bc0ef..a1b8037f4 100644 --- a/language_model_gateway/gateway/utilities/cache/expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/expiring_cache.py @@ -18,3 +18,7 @@ async def set(self, value: T) -> None: @abstractmethod async def clear(self) -> None: pass + + @abstractmethod + async def create(self, *, init_value: Optional[T] = None) -> Optional[T]: + pass diff --git a/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py index acc43a9a7..61e839445 100644 --- a/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py @@ -1,7 +1,7 @@ import asyncio import logging import time -from typing import Optional, Dict, List +from typing import Optional, Dict, List, override from uuid import uuid4, UUID from mcp import Tool @@ -25,6 +25,7 @@ def __init__( self._cache = init_value self._cache_timestamp = time.time() + @override def is_valid(self) -> bool: if self._cache is None or self._cache_timestamp is None: return False @@ -36,11 +37,13 @@ def is_valid(self) -> bool: ) return cache_is_valid + @override async def get(self) -> Optional[Dict[str, List[Tool]]]: if self.is_valid(): return self._cache return None + @override async def set(self, value: Dict[str, List[Tool]]) -> None: async with self._lock: self._cache = value @@ -49,6 +52,17 @@ async def set(self, value: Dict[str, List[Tool]]) -> None: f"ExpiringCache with id: {self._identifier} set cache with timestamp: {self._cache_timestamp}" ) + @override + async def create( + self, *, init_value: Optional[Dict[str, List[Tool]]] = None + ) -> Dict[str, List[Tool]] | None: + async with self._lock: + self._cache = init_value if init_value is not None else {} + self._cache_timestamp = time.time() + logger.info(f"ExpiringCache with id: {self._identifier} created cache") + return self._cache + + @override async def clear(self) -> None: async with self._lock: self._cache = None From 9c6f9d48d41e873827a9117355c489752bdbca51 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Thu, 31 Jul 2025 22:53:04 -0700 Subject: [PATCH 214/237] create url --- .../gateway/routers/chat_completion_router.py | 10 ++++++++++ openwebui_functions/language_model_gateway_pipe.py | 8 +------- 2 files changed, 11 insertions(+), 7 deletions(-) diff --git a/language_model_gateway/gateway/routers/chat_completion_router.py b/language_model_gateway/gateway/routers/chat_completion_router.py index 26e2b0df5..ee6e5d0c4 100644 --- a/language_model_gateway/gateway/routers/chat_completion_router.py +++ b/language_model_gateway/gateway/routers/chat_completion_router.py @@ -58,6 +58,16 @@ def _register_routes(self) -> None: response_description="Chat completions", status_code=200, ) + self.router.add_api_route( + "/chat/completion", + self.chat_completions, + methods=["POST"], + response_model=None, + summary="Complete a chat prompt", + description="Completes a chat prompt using the specified model", + response_description="Chat completions", + status_code=200, + ) # noinspection PyMethodMayBeStatic async def chat_completions( diff --git a/openwebui_functions/language_model_gateway_pipe.py b/openwebui_functions/language_model_gateway_pipe.py index 61e6d3796..fd1af6a36 100644 --- a/openwebui_functions/language_model_gateway_pipe.py +++ b/openwebui_functions/language_model_gateway_pipe.py @@ -442,13 +442,7 @@ async def pipe( if self.valves.debug_mode: yield json.dumps(payload) + "\n" - # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly - # include any query parameters in the URL - operation_path = str(__request__.url).replace( - "https://aiden.bwell.zone/api/", "" - ) - logger.debug(f"operation_path: {operation_path}") - url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path) + url = self.pathlib_url_join(base_url=open_api_base_url, path="chat/completions") response_text: str = "" v = 11 From 0498bddb090aacf4d29dd787360c10adbef22522 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 3 Aug 2025 19:03:19 -0700 Subject: [PATCH 215/237] add comments --- .../langgraph_to_openai_converter.py | 2 +- .../utilities/cache/config_expiring_cache.py | 45 ++++++++++++++++ .../gateway/utilities/cache/expiring_cache.py | 34 ++++++++++++ .../cache/mcp_tools_expiring_cache.py | 53 +++++++++++++++++++ .../language_model_gateway_pipe.json | 2 +- 5 files changed, 134 insertions(+), 2 deletions(-) diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index 05a042505..ea54fe104 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -145,7 +145,7 @@ async def _stream_resp_async_generator( os.environ.get("LOG_INPUT_AND_OUTPUT", "0") == "1" and content_text ): - logger.info(f"Returning content: {content_text}") + logger.debug(f"Returning content: {content_text}") if content_text: chat_model_stream_response: ChatCompletionChunk = ( diff --git a/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py index 9719fd628..1c4f7acbf 100644 --- a/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/config_expiring_cache.py @@ -11,13 +11,32 @@ class ConfigExpiringCache(ExpiringCache[List[ChatModelConfig]]): + """ + Expiring cache for model configurations. + This cache stores a list of ChatModelConfig objects and expires after a specified time-to-live (TTL) period. + It is designed to be used in asynchronous environments and supports thread-safe operations. + The cache can be initialized with an optional initial value and will automatically + expire after the specified TTL in seconds. + """ + _cache: Optional[List[ChatModelConfig]] = None + """ Cache for model configurations, stored as a list of ChatModelConfig objects. """ _cache_timestamp: Optional[float] = None + """ Timestamp when the cache was last updated, used to determine cache validity. """ _lock: asyncio.Lock = asyncio.Lock() + """ Asynchronous lock to ensure thread-safe access to the cache. """ def __init__( self, *, ttl_seconds: float, init_value: Optional[List[ChatModelConfig]] = None ) -> None: + """ + Initialize the expiring cache for model configurations. + Args: + ttl_seconds (float): Time-to-live for the cache in seconds. After this period, + the cache will be considered invalid. + init_value (Optional[List[ChatModelConfig]]): Optional initial value to populate the cache. + If not provided, the cache starts empty. + """ self._ttl: float = ttl_seconds self._identifier: UUID = uuid4() if init_value is not None: @@ -26,6 +45,11 @@ def __init__( @override def is_valid(self) -> bool: + """ + Check if the cache is still valid based on the TTL. + Returns: + bool: True if the cache is valid (i.e., not expired), False otherwise. + """ if self._cache is None or self._cache_timestamp is None: return False current_time: float = time.time() @@ -38,12 +62,22 @@ def is_valid(self) -> bool: @override async def get(self) -> Optional[List[ChatModelConfig]]: + """ + Retrieve the current cache value if it is valid. + Returns: + Optional[List[ChatModelConfig]]: The cached value if valid, None otherwise. + """ if self.is_valid(): return self._cache return None @override async def set(self, value: List[ChatModelConfig]) -> None: + """ + Set the cache to a new value and update the cache timestamp. + Args: + value (List[ChatModelConfig]): The new value to store in the cache. + """ async with self._lock: self._cache = value self._cache_timestamp = time.time() @@ -53,6 +87,9 @@ async def set(self, value: List[ChatModelConfig]) -> None: @override async def clear(self) -> None: + """ + Clear the cache, removing any stored value and resetting the timestamp. + """ async with self._lock: self._cache = None self._cache_timestamp = None @@ -62,6 +99,14 @@ async def clear(self) -> None: async def create( self, *, init_value: Optional[List[ChatModelConfig]] = None ) -> Optional[List[ChatModelConfig]]: + """ + Create a new cache with an optional initial value. + Args: + init_value (Optional[List[ChatModelConfig]]): An optional initial value to set in the cache. + If not provided, the cache starts empty. + Returns: + Optional[List[ChatModelConfig]]: The initial value if provided, None otherwise. + """ async with self._lock: self._cache = init_value if init_value is not None else None self._cache_timestamp = time.time() diff --git a/language_model_gateway/gateway/utilities/cache/expiring_cache.py b/language_model_gateway/gateway/utilities/cache/expiring_cache.py index a1b8037f4..2adc9258c 100644 --- a/language_model_gateway/gateway/utilities/cache/expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/expiring_cache.py @@ -3,22 +3,56 @@ class ExpiringCache[T](ABC): + """ + Abstract base class for an expiring cache. + This class defines the interface for an expiring cache that can store and manage + values of type T with an expiration mechanism. + It provides methods to check validity, get, set, clear, and create cache entries. + Attributes: + T (type): The type of value stored in the cache. + """ + @abstractmethod def is_valid(self) -> bool: + """ + Check if the cache is valid based on its expiration criteria. + Returns: + bool: True if the cache is valid (i.e., not expired), False otherwise. + """ pass @abstractmethod async def get(self) -> Optional[T]: + """ + Retrieve the current cache value if it is valid. + Returns: + Optional[T]: The cached value if valid, None otherwise. + """ pass @abstractmethod async def set(self, value: T) -> None: + """ + Set the cache to a new value and update the cache timestamp. + Args: + value (T): The new value to store in the cache. + """ pass @abstractmethod async def clear(self) -> None: + """ + Clear the cache, removing any stored value and resetting the timestamp. + """ pass @abstractmethod async def create(self, *, init_value: Optional[T] = None) -> Optional[T]: + """ + Create a new cache with an optional initial value. + Args: + init_value (Optional[T]): An optional initial value to set in the cache. + Returns: + Optional[T]: The initial value if provided, None otherwise. + """ pass diff --git a/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py index 61e839445..5cc6b0184 100644 --- a/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py +++ b/language_model_gateway/gateway/utilities/cache/mcp_tools_expiring_cache.py @@ -12,13 +12,35 @@ class McpToolsMetadataExpiringCache(ExpiringCache[Dict[str, List[Tool]]]): + """ + Expiring cache for MCP tools metadata. + + This cache stores metadata about tools used in MCP (Model Configuration Protocol) + and expires after a specified time-to-live (TTL) period. + It is designed to be used in asynchronous environments and supports thread-safe operations. + The cache can be initialized with an optional initial value and will automatically + expire after the specified TTL in seconds. + """ + _cache: Optional[Dict[str, List[Tool]]] = None + """ Cache for MCP tools metadata, stored as a dictionary mapping tool names to lists of Tool objects. """ _cache_timestamp: Optional[float] = None + """ Timestamp when the cache was last updated, used to determine cache validity. """ _lock: asyncio.Lock = asyncio.Lock() + """ Asynchronous lock to ensure thread-safe access to the cache. """ def __init__( self, *, ttl_seconds: float, init_value: Optional[Dict[str, List[Tool]]] = None ) -> None: + """ + Initialize the expiring cache for MCP tools metadata. + Args: + ttl_seconds (float): Time-to-live for the cache in seconds. After this period, + the cache will be considered invalid. + init_value (Optional[Dict[str, List[Tool]]]): Optional initial value to populate the cache. + If not provided, the cache starts empty. + + """ self._ttl: float = ttl_seconds self._identifier: UUID = uuid4() if init_value is not None: @@ -27,6 +49,11 @@ def __init__( @override def is_valid(self) -> bool: + """ + Check if the cache is still valid based on the TTL. + Returns: + bool: True if the cache is valid (i.e., not expired), False otherwise. + """ if self._cache is None or self._cache_timestamp is None: return False current_time: float = time.time() @@ -39,12 +66,24 @@ def is_valid(self) -> bool: @override async def get(self) -> Optional[Dict[str, List[Tool]]]: + """ + Retrieve the current cache value if it is valid. + Returns: + Optional[Dict[str, List[Tool]]]: The cached metadata if valid, None otherwise. + """ if self.is_valid(): return self._cache return None @override async def set(self, value: Dict[str, List[Tool]]) -> None: + """ + Set the cache to a new value and update the cache timestamp. + + Args: + value (Dict[str, List[Tool]]): The new metadata to store in the cache + + """ async with self._lock: self._cache = value self._cache_timestamp = time.time() @@ -56,6 +95,15 @@ async def set(self, value: Dict[str, List[Tool]]) -> None: async def create( self, *, init_value: Optional[Dict[str, List[Tool]]] = None ) -> Dict[str, List[Tool]] | None: + """ + Create a new cache with an optional initial value. + + Args: + init_value (Optional[Dict[str, List[Tool]]]): Optional initial value to populate + the cache. If not provided, the cache starts empty. + Returns: + Optional[Dict[str, List[Tool]]]: The newly created cache, which may be empty if no initial value is provided. + """ async with self._lock: self._cache = init_value if init_value is not None else {} self._cache_timestamp = time.time() @@ -64,6 +112,11 @@ async def create( @override async def clear(self) -> None: + """ + Clear the cache by setting it to None and resetting the timestamp. + This method is thread-safe and ensures that the cache is emptied. + + """ async with self._lock: self._cache = None self._cache_timestamp = None diff --git a/openwebui_functions/language_model_gateway_pipe.json b/openwebui_functions/language_model_gateway_pipe.json index f8c99d7ab..5b3ea0f7f 100644 --- a/openwebui_functions/language_model_gateway_pipe.json +++ b/openwebui_functions/language_model_gateway_pipe.json @@ -4,7 +4,7 @@ "user_id": "6c03bf27-dbbf-44c1-b980-2c6a4608f712", "name": "language_model_gateway", "type": "pipe", - "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator, List\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nimport httpx\n\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.datastructures import MutableHeaders\nfrom starlette.requests import Request\nfrom urllib.parse import urlparse, urlunparse\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines: List[Dict[str, Any]] | None = None\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n # This is where you can add your custom pipelines like RAG.\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway::pipe OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway::pipe after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n headers: MutableHeaders = __request__.headers.mutablecopy()\n # remove Content-Length header if it exists so we calculate it correctly\n del headers[\"Content-Length\"]\n\n # if auth token is available in the cookies, add it to the Authorization header\n if auth_token:\n headers[\"Authorization\"] = f\"Bearer {auth_token}\"\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n\n try:\n # replace host with the OpenAI API base URL. use proper urljoin to handle paths correctly\n # include any query parameters in the URL\n operation_path = str(__request__.url).replace(\n \"https://open-webui.localhost/api/\", \"\"\n )\n logger.debug(f\"operation_path: {operation_path}\")\n url = self.pathlib_url_join(base_url=open_api_base_url, path=operation_path)\n\n logger.debug(\n f\"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {headers}\"\n )\n\n # now run the __request__ with the OpenAI API\n # Use httpx.stream for more efficient streaming\n async with httpx.AsyncClient() as client:\n async with client.stream(\n method=\"POST\", url=url, json=payload, headers=headers, timeout=30.0\n ) as response:\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Handle streaming or regular response\n if body.get(\"stream\", False):\n # Stream mode: yield lines as they arrive\n async for line in response.aiter_lines():\n yield line\n else:\n # Non-streaming mode: collect and return full JSON response\n yield await response.json()\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n yield f\"LanguageModelGateway::pipe Error: {e}\"\n\n async def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n\n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n models: list[dict[str, str]] = []\n async with httpx.AsyncClient() as client:\n # Perform the GET request with a timeout\n response = await client.get(\n url=model_url,\n timeout=30.0, # 30 seconds timeout\n )\n\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Parse JSON and extract 'data' key, defaulting to empty list\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model\n for model in models\n if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n async def pipes(self) -> list[dict[str, str]]:\n if self.pipelines is None:\n logger.debug(\"Fetching models for the first time.\")\n self.pipelines = await self.get_models()\n return self.pipelines or []\n", + "content": "\"\"\"title: LangChain Pipe Function (Streaming Version)\nauthor: Imran Qureshi @ b.well Connected Health (mailto:imran.qureshi@bwell.com)\nauthor_url: https://github.com/imranq2\nversion: 0.2.0\nThis module defines a Pipe class that reads the oauth_id_token from the request cookies and uses it in Authorization header\nto make requests to the OpenAI API. It supports both streaming and non-streaming responses.\n\"\"\"\n\nimport asyncio\nimport datetime\nimport json\nimport logging\nimport os\nimport time\nfrom pathlib import PurePosixPath\nfrom typing import AsyncGenerator, List\nfrom typing import Optional, Callable, Awaitable, Any, Dict\nfrom urllib.parse import urlparse, urlunparse\n\nimport httpx\nfrom pydantic import BaseModel\nfrom pydantic import Field\nfrom starlette.requests import Request\n\nlogger = logging.getLogger(__name__)\n\n\nclass Pipe:\n class Valves(BaseModel):\n emit_interval: float = Field(\n default=2.0, description=\"Interval in seconds between status emissions\"\n )\n enable_status_indicator: bool = Field(\n default=True, description=\"Enable or disable status indicator emissions\"\n )\n OPENAI_API_BASE_URL: str | None = Field(\n default=None,\n description=\"Base URL for OpenAI API, e.g., https://api.openai.com/v1\",\n )\n model_name_prefix: str = Field(\n default=\"MCP: \",\n description=\"Prefix for model names in the dropdown\",\n )\n restrict_to_admins: bool = Field(\n default=False,\n description=\"Restrict access to this pipe to admin users only\",\n )\n restrict_to_model_ids: list[str] = Field(\n default_factory=list,\n description=\"List of model IDs to restrict access to. If empty, no restriction is applied.\",\n )\n debug_mode: bool = Field(\n default=False,\n description=\"Enable debug mode for additional logging and debugging information\",\n )\n\n def __init__(self) -> None:\n self.type: str = \"pipe\"\n self.id: str = \"language_model_gateway\"\n openai_api_base_url_ = self.read_base_url()\n self.valves = self.Valves(OPENAI_API_BASE_URL=openai_api_base_url_)\n self.name: str = self.valves.model_name_prefix\n self.last_emit_time: float = 0\n self.pipelines: List[Dict[str, Any]] | None = None\n\n # noinspection PyMethodMayBeStatic\n def read_base_url(self) -> Optional[str]:\n \"\"\"\n Reads the OpenAI API base URL from environment variables.\n Returns:\n The OpenAI API base URL if set, otherwise None.\n \"\"\"\n return os.getenv(\"LANGUAGE_MODEL_GATEWAY_API_BASE_URL\") or os.getenv(\n \"OPENAI_API_BASE_URL\"\n )\n\n # noinspection PyMethodMayBeStatic\n async def on_startup(self) -> None:\n # This function is called when the server is started.\n logger.debug(f\"on_startup:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n # noinspection PyMethodMayBeStatic\n async def on_shutdown(self) -> None:\n # This function is called when the server is stopped.\n logger.debug(f\"on_shutdown:{__name__}\")\n pass\n\n async def on_valves_updated(self) -> None:\n # This function is called when the valves are updated.\n logger.debug(f\"on_valves_updated:{__name__}\")\n self.pipelines = await self.get_models()\n pass\n\n async def emit_status(\n self,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]],\n level: str,\n message: str,\n done: bool,\n ) -> None:\n current_time = time.time()\n if (\n __event_emitter__\n and self.valves.enable_status_indicator\n and (\n current_time - self.last_emit_time >= self.valves.emit_interval or done\n )\n ):\n await __event_emitter__(\n {\n \"type\": \"status\",\n \"data\": {\n \"status\": \"complete\" if done else \"in_progress\",\n \"level\": level,\n \"description\": message,\n \"done\": done,\n },\n }\n )\n self.last_emit_time = current_time\n\n async def stream_hardcoded_response(\n self,\n *,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Callable[[Dict[str, Any]], Awaitable[None]] | None = None,\n __event_call__: Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n | None = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Async generator to stream response chunks\n \"\"\"\n try:\n await self.emit_status(\n __event_emitter__,\n \"info\",\n f\"/initiating Chain: headers={__request__.headers if __request__ else None}\"\n f\", cookies={__request__.cookies if __request__ else None}\"\n f\" {__user__=} {body=}\",\n False,\n )\n\n if __request__ is None or __user__ is None:\n raise ValueError(\"Request and user information must be provided.\")\n\n # Simulate streaming response\n # Generate chunks in OpenAI streaming format\n chunks = [\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"role\": \"assistant\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \"Here\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" is\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\"index\": 0, \"delta\": {\"content\": \" a\"}, \"finish_reason\": None}\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": \" streamed\"},\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nheaders=\\n{__request__.headers}\\ncookies=\\n{__request__.cookies}\\n{__user__=}\\n{body=}\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\n \"content\": f\"\\nOAuth_id_token:\\n{__request__.cookies.get('oauth_id_token')}\\n\",\n },\n \"finish_reason\": None,\n }\n ],\n },\n {\n \"id\": \"chatcmpl-123\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"gpt-3.5-turbo\",\n \"choices\": [{\"index\": 0, \"delta\": {}, \"finish_reason\": \"stop\"}],\n },\n ]\n\n for chunk in chunks:\n # Yield each chunk as a JSON-encoded string with a data: prefix\n yield f\"data: {json.dumps(chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"info\", \"Streaming...\", False)\n await asyncio.sleep(0.5) # Simulate streaming delay\n\n await self.emit_status(__event_emitter__, \"info\", \"Stream Complete\", True)\n\n except Exception as e:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n @classmethod\n def pathlib_url_join(cls, base_url: str, path: str) -> str:\n \"\"\"\n Join URLs using pathlib for path manipulation.\n\n Args:\n base_url: The base URL\n path: Path to append\n\n Returns:\n Fully constructed URL\n \"\"\"\n # Parse the base URL\n parsed_base = urlparse(base_url)\n\n # Use PurePosixPath to handle path joining\n full_path = str(PurePosixPath(parsed_base.path) / path.lstrip(\"/\"))\n\n # Reconstruct the URL\n reconstructed_url = urlunparse(\n (\n parsed_base.scheme,\n parsed_base.netloc,\n full_path,\n parsed_base.params,\n parsed_base.query,\n parsed_base.fragment,\n )\n )\n\n return reconstructed_url\n\n @staticmethod\n def log_httpx_request(request: httpx.Request) -> str:\n \"\"\"\n Convert an HTTPX request to a detailed string representation.\n\n Args:\n request (httpx.Request): The HTTPX request to log\n\n Returns:\n str: Formatted string representation of the request\n \"\"\"\n # Construct request details\n request_log = f\"\"\"\n HTTPX Request:\n - Method: {request.method}\n - URL: {request.url}\n - Headers: {dict(request.headers)}\n - Body: {request.content.decode(\"utf-8\", errors=\"replace\") if request.content else \"No body\"}\n \"\"\".strip()\n\n return request_log\n\n @staticmethod\n def log_response_as_string(response1: httpx.Response) -> str:\n \"\"\"\n Convert an HTTPX response to a detailed, formatted string.\n\n Args:\n response1 (httpx.Response): The HTTP response to log\n\n Returns:\n str: Comprehensive response log string\n \"\"\"\n try:\n # Attempt to parse JSON response\n try:\n response_body = json.dumps(response1.json(), indent=2)\n except (ValueError, json.JSONDecodeError):\n # Fallback to text if not JSON\n response_body = response1.text[:1000] # Limit body size\n except Exception:\n response_body = \"(Unable to decode response body)\"\n\n response_log = f\"\"\"\n HTTPX Response Log:\n - Timestamp: {datetime.datetime.now().isoformat()}\n - Status Code: {response1.status_code}\n - URL: {response1.request.url}\n - Method: {response1.request.method}\n - Response Headers:\n {json.dumps(dict(response1.headers), indent=2)}\n - Response Body:\n {response_body}\n - Response Encoding: {response1.encoding}\n - Response Elapsed Time: {response1.elapsed}\n \"\"\".strip()\n\n return response_log\n\n # noinspection PyMethodMayBeStatic\n async def pipe(\n self,\n body: Dict[str, Any],\n __request__: Optional[Request] = None,\n __user__: Optional[Dict[str, Any]] = None,\n __event_emitter__: Optional[Callable[[Dict[str, Any]], Awaitable[None]]] = None,\n __event_call__: Optional[\n Callable[[Dict[str, Any]], Awaitable[Dict[str, Any]]]\n ] = None,\n ) -> AsyncGenerator[str, None]:\n \"\"\"\n Main pipe method supporting both streaming and non-streaming responses\n \"\"\"\n await self.emit_status(\n __event_emitter__,\n \"info\",\n \"Working...\",\n False,\n )\n logger.debug(f\"pipe:{__name__}\")\n\n logger.debug(\"=== body ===\")\n logger.debug(body)\n logger.debug(\"==== End of body ===\")\n logger.debug(f\"__request__: {__request__}\")\n logger.debug(f\"__user__: {__user__}\")\n logger.debug(\"==== Request Url ====\")\n logger.debug(__request__.url if __request__ else \"No request URL provided\")\n logger.debug(\"==== End of Request Url ====\")\n\n assert __request__ is not None, \"Request object must be provided.\"\n\n # logger.debug the Authorization header if available\n auth_header = __request__.headers.get(\"Authorization\")\n if auth_header:\n logger.debug(f\"Authorization header: {auth_header}\")\n else:\n logger.debug(\"No Authorization header found.\")\n\n if self.valves.debug_mode:\n yield f\"User:\\n{__user__}\" + \"\\n\"\n yield f\"Original Headers:\\n{dict(__request__.headers)}\" + \"\\n\"\n\n auth_token: str | None = __request__.cookies.get(\"oauth_id_token\")\n logger.debug(f\"auth_token: {auth_token}\")\n\n if auth_token is None:\n yield (\n \"No oauth_id_token found in cookies or it may have expired. \"\n \"Please sign out and sign back in.\"\n )\n await self.emit_status(__event_emitter__, \"error\", \"Error\", True)\n return\n\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway::pipe OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway::pipe after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n assert open_api_base_url is not None, (\n \"LanguageModelGateway::pipe OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n logger.debug(f\"open_api_base_url: {open_api_base_url}\")\n\n # Extract model id from the model name\n model_id = body[\"model\"][body[\"model\"].find(\".\") + 1 :]\n\n # Update the model id in the body\n payload = {**body, \"model\": model_id}\n if self.valves.debug_mode:\n yield json.dumps(payload) + \"\\n\"\n\n url = self.pathlib_url_join(base_url=open_api_base_url, path=\"chat/completions\")\n response_text: str = \"\"\n\n v = 11\n\n is_streaming: bool = body.get(\"stream\", False)\n\n try:\n logger.debug(\n f\"LanguageModelGateway::pipe Calling chat completion url: {url} with payload: {payload} and headers: {__request__.headers}\"\n )\n\n # now run the __request__ with the OpenAI API\n # Headers\n headers = {\n \"Content-Type\": \"application/json\",\n \"Authorization\": f\"Bearer {auth_token}\",\n }\n # set User-Agent to the one from the request, if available\n if \"User-Agent\" in __request__.headers:\n headers[\"User-Agent\"] = __request__.headers[\"User-Agent\"]\n # set Referrer to the one from the request, if available\n if \"Referrer\" in __request__.headers:\n headers[\"Referrer\"] = __request__.headers[\"Referrer\"]\n # set Cookie to the one from the request, if available\n if \"Cookie\" in __request__.headers:\n headers[\"Cookie\"] = __request__.headers[\"Cookie\"]\n # set traceparent to the one from the request, if available\n if \"traceparent\" in __request__.headers:\n headers[\"traceparent\"] = __request__.headers[\"traceparent\"]\n if \"origin\" in __request__.headers:\n headers[\"Origin\"] = __request__.headers[\"origin\"]\n if \"Accept-Encoding\" in __request__.headers:\n headers[\"Accept-Encoding\"] = __request__.headers[\"Accept-Encoding\"]\n\n # Add custom headers for OpenWebUI user information\n if __user__ is not None:\n user = __user__\n # check that each value is not None before adding to headers\n if user.get(\"name\") is not None:\n headers[\"X-OpenWebUI-User-Name\"] = user[\"name\"]\n if user.get(\"id\") is not None:\n headers[\"X-OpenWebUI-User-Id\"] = user[\"id\"]\n if user.get(\"email\") is not None:\n headers[\"X-OpenWebUI-User-Email\"] = user[\"email\"]\n if user.get(\"role\") is not None:\n headers[\"X-OpenWebUI-User-Role\"] = user[\"role\"]\n if (\n user.get(\"info\") is not None\n and isinstance(user[\"info\"], dict)\n and user[\"info\"].get(\"location\") is not None\n and isinstance(user[\"info\"][\"location\"], str)\n ):\n location = user[\"info\"][\"location\"]\n if self.valves.debug_mode:\n yield \"Location: \" + type(location).__name__ + f\"{location}\\n\"\n headers[\"X-OpenWebUI-User-Location\"] = user[\"info\"][\"location\"]\n\n # copy any headers that start with \"x-\"\n for key, value in __request__.headers.items():\n if key.lower().startswith(\"x-\"):\n headers[key] = value\n\n if self.valves.debug_mode:\n yield url + \"\\n\"\n yield f\"New Headers: {dict(headers)}\" + \"\\n\"\n yield json.dumps(payload) + \"\\n\"\n\n # Use httpx.post for a plain POST request\n async with httpx.AsyncClient() as client:\n response = await client.post(\n url=url,\n json=payload,\n headers=headers,\n timeout=30.0,\n follow_redirects=True,\n )\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # # Handle streaming or regular response\n content_type = response.headers.get(\"content-type\", \"\")\n if content_type.startswith(\"text/event-stream\"):\n # Stream mode: yield lines as they arrive\n async for line in response.aiter_lines():\n if line:\n yield line + \"\\n\"\n else:\n # Non-streaming mode: collect and return full JSON response\n yield response.json()\n\n await self.emit_status(__event_emitter__, \"info\", \"Done\", True)\n except httpx.HTTPStatusError as e:\n yield (\n f\"LanguageModelGateway::pipe HTTP Status Error [{v}]:\"\n + f\" {type(e)} {e}\\n\"\n + f\"{self.log_httpx_request(e.request)}\\n\"\n + f\"{self.log_response_as_string(e.response)}\"\n )\n except Exception as e:\n # logger.error(f\"Error in pipe: {e}\")\n # logger.debug(f\"Error details: {e.__traceback__}\")\n httpx_version = httpx.__version__\n if is_streaming:\n error_chunk = {\n \"id\": \"chatcmpl-error\",\n \"object\": \"chat.completion.chunk\",\n \"created\": int(time.time()),\n \"model\": \"error\",\n \"choices\": [\n {\n \"index\": 0,\n \"delta\": {\"content\": f\"Error: {str(e)}\"},\n \"finish_reason\": \"stop\",\n }\n ],\n }\n yield f\"data: {json.dumps(error_chunk)}\\n\\n\"\n else:\n yield f\"LanguageModelGateway::pipe Error [{v}]: {type(e)} {e} {httpx_version=} [{url=}] original=[{__request__.url}] {response_text=} {payload=}\\n\"\n\n await self.emit_status(__event_emitter__, \"error\", str(e), True)\n\n async def get_models(self) -> list[dict[str, str]]:\n \"\"\"\n Fetches the list of available models from the OpenAI API.\n Returns:\n A list of dictionaries containing model IDs and names.\n\n \"\"\"\n open_api_base_url: str | None = self.valves.OPENAI_API_BASE_URL\n if open_api_base_url is None:\n logger.debug(\n \"LanguageModelGateway:Pipes OPENAI_API_BASE_URL is not set in valves, trying environment variable.\"\n )\n open_api_base_url = self.read_base_url()\n logger.debug(\n f\"LanguageModelGateway:Pipes after trying environment variable OpenAI API_BASE_URL: {open_api_base_url}\"\n )\n if open_api_base_url is None:\n return []\n assert open_api_base_url is not None, (\n \"LanguageModelGateway:Pipes OpenAI_API_BASE_URL must be set as an environment variable.\"\n )\n model_url = self.pathlib_url_join(base_url=open_api_base_url, path=\"models\")\n # call the models endpoint to get the list of available models\n logger.debug(f\"Calling models endpoint: {model_url}\")\n models: list[dict[str, str]] = []\n async with httpx.AsyncClient() as client:\n # Perform the GET request with a timeout\n response = await client.get(\n url=model_url,\n timeout=30.0, # 30 seconds timeout\n )\n\n # Raise an exception for HTTP errors\n response.raise_for_status()\n\n # Parse JSON and extract 'data' key, defaulting to empty list\n models = response.json().get(\"data\", [])\n logger.debug(f\"Received models from {model_url}: {models}\")\n if self.valves.restrict_to_model_ids:\n # Filter models based on the restricted model IDs\n models = [\n model\n for model in models\n if model[\"id\"] in self.valves.restrict_to_model_ids\n ]\n logger.debug(f\"Filtered models: {models}\")\n return [\n {\n \"id\": model[\"id\"],\n \"name\": model[\"id\"],\n }\n for model in models\n ]\n\n async def pipes(self) -> list[dict[str, str]]:\n if self.pipelines is None:\n logger.debug(\"Fetching models for the first time.\")\n self.pipelines = await self.get_models()\n return self.pipelines or []\n", "meta": { "description": "Talks to Language Model Gateway and passes the OAuth ID token in the request cookies as Bearer Authorization header.", "manifest": { From 67b1c5dcb07527ac6158e8a3d375709f722c1079 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 3 Aug 2025 20:48:31 -0700 Subject: [PATCH 216/237] improve reading of header --- .../gateway/tools/mcp_tool_provider.py | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index f1e218491..20f80c154 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -63,12 +63,23 @@ async def get_tools_by_url_async( } # pass Authorization header if provided - if headers and "authorization" in headers: + if headers: + auth_header: str | None = next( + ( + headers.get(key) + for key in headers + if key.lower() == "authorization" + ), + None, + ) # add the Authorization header to the mcp_tool_config headers mcp_tool_config["headers"] = { **mcp_tool_config.get("headers", {}), - "Authorization": headers["authorization"], + "Authorization": auth_header, } + logger.debug( + f"Loading MCP tools with Authorization header: {auth_header}" + ) tool_names: List[str] | None = tool.tools.split(",") if tool.tools else None client: MultiServerMCPClientWithCaching = MultiServerMCPClientWithCaching( From 2a4b7fe3b0072945a64e7f97e18f2cf7c93ff27d Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Sun, 3 Aug 2025 21:44:08 -0700 Subject: [PATCH 217/237] improve reading of header --- .../configs/chat_completions/official/google_drive.json | 2 +- .../langchain_overrides/multiserver_mcp_client_with_caching.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json index d0b2ee33d..b77a40296 100644 --- a/language_model_gateway/configs/chat_completions/official/google_drive.json +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -38,7 +38,7 @@ }, { "name": "google_drive", - "url": "http://mcp_server_gateway:5000/google_drive" + "url": "http://mcp_server_gateway:5000/google_drive/" } ], "example_prompts": [ diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index bb2b5d0d6..8a9424669 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -199,7 +199,7 @@ async def load_metadata_for_mcp_tools( msg = "Either a session or a connection config must be provided" raise ValueError(msg) - tools: List[Tool] + tools: List[Tool] = [] try: if session is None: # If a session is not provided, we will create one on the fly From fa87dc5ab7044fae125599bc2bd7af5e8d4be1a9 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 14:02:03 -0700 Subject: [PATCH 218/237] improve reading of header --- docker-compose.yml | 1 + .../gateway/tools/mcp_tool_provider.py | 15 +++++++-------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index d27ca9202..4447017ea 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -41,6 +41,7 @@ services: # JIRA_USERNAME: "imran.qureshi@icanbwell.com" JIRA_MAXIMUM_PROJECTS: "100" JIRA_MAXIMUM_ISSUES_PER_PROJECT: "100" + MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS: 30 env_file: docker.env ports: - '5050:5000' diff --git a/language_model_gateway/gateway/tools/mcp_tool_provider.py b/language_model_gateway/gateway/tools/mcp_tool_provider.py index 20f80c154..8631257a4 100644 --- a/language_model_gateway/gateway/tools/mcp_tool_provider.py +++ b/language_model_gateway/gateway/tools/mcp_tool_provider.py @@ -72,14 +72,13 @@ async def get_tools_by_url_async( ), None, ) - # add the Authorization header to the mcp_tool_config headers - mcp_tool_config["headers"] = { - **mcp_tool_config.get("headers", {}), - "Authorization": auth_header, - } - logger.debug( - f"Loading MCP tools with Authorization header: {auth_header}" - ) + if auth_header: + # add the Authorization header to the mcp_tool_config headers + mcp_tool_config["headers"] = { + **mcp_tool_config.get("headers", {}), + "Authorization": auth_header, + } + logger.debug("Loading MCP tools with Authorization header") tool_names: List[str] | None = tool.tools.split(",") if tool.tools else None client: MultiServerMCPClientWithCaching = MultiServerMCPClientWithCaching( From 02f7328f45688103745efa6bb6acff2d8443a70e Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 16:04:44 -0700 Subject: [PATCH 219/237] improve reading of error --- .../multiserver_mcp_client_with_caching.py | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py index 8a9424669..03031de6b 100644 --- a/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py +++ b/language_model_gateway/gateway/langchain_overrides/multiserver_mcp_client_with_caching.py @@ -217,13 +217,24 @@ async def load_metadata_for_mcp_tools( exc.exceptions[0], HTTPStatusError ): http_status_exception: HTTPStatusError = exc.exceptions[0] - if http_status_exception.response.status_code == 401: logger.error( f"load_metadata_for_mcp_tools Unauthorized access to MCP tools: {http_status_exception}" ) + # Read response text before the stream is closed + if not http_status_exception.response.is_closed: + response_bytes = await http_status_exception.response.aread() + response_text = ( + response_bytes.decode() + if isinstance(response_bytes, bytes) + else str(response_bytes) + ) + else: + response_text = http_status_exception.response.reason_phrase raise ValueError( - f"Not allowed to access MCP tool at {http_status_exception.request.url}. Perhaps your login token has expired. Please reload to login again." + f"Not allowed to access MCP tool at {http_status_exception.request.url}." + + " Perhaps your login token has expired. Please reload to login again." + + f" Response: {response_text}" ) from exc logger.error( f"load_metadata_for_mcp_tools Failed to load MCP tools: {type(exc)}" From 7e43dd9f2b901e2d0e2e84bd4cc179d64b98c6cc Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 17:17:09 -0700 Subject: [PATCH 220/237] add test for verifying token --- .../official/google_drive.json | 3 +- .../configs/config_schema.json | 30 ++++++++- .../configs/config_schema.py | 5 +- .../gateway/utilities/auth/__init__.py | 0 .../gateway/utilities/auth/token_verifier.py | 65 +++++++++++++++++++ tests/gateway/test_token_verifier.py | 63 ++++++++++++++++++ 6 files changed, 161 insertions(+), 5 deletions(-) create mode 100644 language_model_gateway/gateway/utilities/auth/__init__.py create mode 100644 language_model_gateway/gateway/utilities/auth/token_verifier.py create mode 100644 tests/gateway/test_token_verifier.py diff --git a/language_model_gateway/configs/chat_completions/official/google_drive.json b/language_model_gateway/configs/chat_completions/official/google_drive.json index b77a40296..385713a9f 100644 --- a/language_model_gateway/configs/chat_completions/official/google_drive.json +++ b/language_model_gateway/configs/chat_completions/official/google_drive.json @@ -38,7 +38,8 @@ }, { "name": "google_drive", - "url": "http://mcp_server_gateway:5000/google_drive/" + "url": "http://mcp_server_gateway:5000/google_drive/", + "auth": "jwt_token" } ], "example_prompts": [ diff --git a/language_model_gateway/configs/config_schema.json b/language_model_gateway/configs/config_schema.json index 32b562140..03903ad0a 100644 --- a/language_model_gateway/configs/config_schema.json +++ b/language_model_gateway/configs/config_schema.json @@ -229,8 +229,8 @@ ] }, "parameters": { - "type": "array", - "description": "Parameters for the tool.", + "type": ["array", "null"], + "description": "The parameters for the tool", "items": { "type": "object", "required": [ @@ -247,7 +247,31 @@ "description": "Parameter value." } } - } + }, + "default": null + }, + "url": { + "type": ["string", "null"], + "description": "The MCP (Model Context Protocol) URL to access the tool", + "default": null + }, + "headers": { + "type": ["object", "null"], + "description": "The headers to pass to the MCP tool", + "additionalProperties": { + "type": "string" + }, + "default": null + }, + "auth": { + "type": ["string", "null"], + "description": "The authentication method to use when calling the tool", + "enum": [ + "None", + "jwt_token", + "oauth" + ], + "default": null } } } diff --git a/language_model_gateway/configs/config_schema.py b/language_model_gateway/configs/config_schema.py index 3338f191d..2118c484a 100644 --- a/language_model_gateway/configs/config_schema.py +++ b/language_model_gateway/configs/config_schema.py @@ -1,4 +1,4 @@ -from typing import List, Optional, Dict +from typing import List, Optional, Dict, Literal from pydantic import BaseModel @@ -77,6 +77,9 @@ class AgentConfig(BaseModel): tools: str | None = None """The names of the tool to use in the MCP call. If none is provided then all tools at the URL will be used. Separate multiple tool names with commas.""" + auth: Literal["None", "jwt_token", "oauth"] | None = None + """The authentication method to use when calling the tool""" + class ModelConfig(BaseModel): """Model configuration""" diff --git a/language_model_gateway/gateway/utilities/auth/__init__.py b/language_model_gateway/gateway/utilities/auth/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py new file mode 100644 index 000000000..34c31d85e --- /dev/null +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -0,0 +1,65 @@ +import json +from typing import Optional, Any, Dict, List + +import httpx +from joserfc import jwt +from joserfc.jwk import KeySet, ECKey, OctKey, RSAKey, OKPKey + + +class TokenVerifier: + def __init__(self, jwks_uri: str, algorithms: Optional[list[str]] = None): + self.jwks_uri: str = jwks_uri + self.algorithms: List[str] = algorithms or ["RS256"] + self.jwks: KeySet | None = None # Will be set by async fetch + + async def fetch_jwks_async(self) -> None: + async with httpx.AsyncClient() as client: + response = await client.get(self.jwks_uri) + response.raise_for_status() + jwks_data = response.json() + # Store all keys in a dict for fast lookup by kid + self.jwks = KeySet.import_key_set(jwks_data) + + def _get_key(self, kid: str) -> OctKey | RSAKey | ECKey | OKPKey: + assert self.jwks, "JWKS must be fetched before getting keys" + assert isinstance(self.jwks, KeySet) + return self.jwks.get_by_kid(kid) + + @staticmethod + def extract_token(authorization_header: str | None) -> Optional[str]: + if not authorization_header: + return None + parts = authorization_header.split() + if len(parts) == 2 and parts[0].lower() == "bearer": + return parts[1] + return None + + async def verify_token_async(self, token: str) -> Dict[str, Any]: + try: + await self.fetch_jwks_async() + # Extract header manually + parts = token.split(".") + if len(parts) != 3: + raise ValueError("Invalid token format") + + # Decode header from base64url encoded first part + import base64 + + header_json = base64.urlsafe_b64decode(parts[0] + "==").decode("utf-8") + header = json.loads(header_json) + + # Find the matching public key + kid = header.get("kid") + public_key: OctKey | RSAKey | ECKey | OKPKey = self._get_key(kid) + + # Validate the token + verified = jwt.decode(token, public_key, algorithms=self.algorithms) + + # Create claims registry + claims_requests = jwt.JWTClaimsRegistry() + claims_requests.validate(verified.claims) + + return verified.claims + + except Exception as e: + raise ValueError(f"Token validation failed: {str(e)}") diff --git a/tests/gateway/test_token_verifier.py b/tests/gateway/test_token_verifier.py new file mode 100644 index 000000000..295a1acb2 --- /dev/null +++ b/tests/gateway/test_token_verifier.py @@ -0,0 +1,63 @@ +from typing import Any, Generator + +import pytest +import base64 + +from joserfc import jwk + +from language_model_gateway.gateway.utilities.auth.token_verifier import TokenVerifier +from joserfc import jwt +import time + +# Sample JWKS and token generation for testing +SECRET = base64.urlsafe_b64encode(b"secret").rstrip(b"=").decode("utf-8") +JWKS: dict[str, list[dict[str, str | list[str]]]] = { + "keys": [{"kty": "oct", "kid": "testkey", "k": SECRET}] +} + +KID = "testkey" +ALGORITHM = "HS256" + + +@pytest.fixture +def mock_jwks(httpx_mock: Any) -> Generator[None, Any, None]: + httpx_mock.add_response(json=JWKS) + yield + + +def create_jwt_token(exp_offset: int = 60) -> str: + header = {"kid": KID, "alg": ALGORITHM} + payload = { + "sub": "1234567890", + "name": "John Doe", + "exp": int(time.time()) + exp_offset, + } + # joserfc requires key as dict for oct (symmetric) keys + key = jwk.import_key(JWKS["keys"][0]) + return jwt.encode(header=header, claims=payload, key=key) + + +def test_extract_token() -> None: + verifier = TokenVerifier("https://fake-jwks-uri") + header = "Bearer sometoken" + assert verifier.extract_token(header) == "sometoken" + assert verifier.extract_token(None) is None + assert verifier.extract_token("") is None + assert verifier.extract_token("Basic sometoken") is None + + +async def test_verify_token_valid(mock_jwks: Any) -> None: + verifier = TokenVerifier("https://fake-jwks-uri", algorithms=[ALGORITHM]) + token = create_jwt_token() + claims = await verifier.verify_token_async(token) + assert claims["sub"] == "1234567890" + assert claims["name"] == "John Doe" + + +async def test_verify_token_expired(mock_jwks: Any) -> None: + verifier = TokenVerifier("https://fake-jwks-uri", algorithms=[ALGORITHM]) + token = create_jwt_token(exp_offset=-60) + with pytest.raises( + ValueError, match="Token validation failed: expired_token: The token is expired" + ): + await verifier.verify_token_async(token) From 58ffd79056b75bc3a6a724607abc31dbd94a1dcf Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 17:29:29 -0700 Subject: [PATCH 221/237] use jwks --- .../gateway/utilities/auth/token_verifier.py | 50 +++++++------------ tests/gateway/test_token_verifier.py | 9 ++-- 2 files changed, 22 insertions(+), 37 deletions(-) diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index 34c31d85e..40d29b910 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -1,9 +1,8 @@ -import json from typing import Optional, Any, Dict, List import httpx from joserfc import jwt -from joserfc.jwk import KeySet, ECKey, OctKey, RSAKey, OKPKey +from joserfc.jwk import KeySet class TokenVerifier: @@ -20,11 +19,6 @@ async def fetch_jwks_async(self) -> None: # Store all keys in a dict for fast lookup by kid self.jwks = KeySet.import_key_set(jwks_data) - def _get_key(self, kid: str) -> OctKey | RSAKey | ECKey | OKPKey: - assert self.jwks, "JWKS must be fetched before getting keys" - assert isinstance(self.jwks, KeySet) - return self.jwks.get_by_kid(kid) - @staticmethod def extract_token(authorization_header: str | None) -> Optional[str]: if not authorization_header: @@ -34,32 +28,24 @@ def extract_token(authorization_header: str | None) -> Optional[str]: return parts[1] return None - async def verify_token_async(self, token: str) -> Dict[str, Any]: - try: - await self.fetch_jwks_async() - # Extract header manually - parts = token.split(".") - if len(parts) != 3: - raise ValueError("Invalid token format") - - # Decode header from base64url encoded first part - import base64 - - header_json = base64.urlsafe_b64decode(parts[0] + "==").decode("utf-8") - header = json.loads(header_json) - - # Find the matching public key - kid = header.get("kid") - public_key: OctKey | RSAKey | ECKey | OKPKey = self._get_key(kid) + async def verify_token_async(self, *, token: str) -> Dict[str, Any]: + """ + Verify a JWT token asynchronously using the JWKS from the provided URI. - # Validate the token - verified = jwt.decode(token, public_key, algorithms=self.algorithms) + Args: + token: The JWT token string to validate. + Returns: + The decoded claims if the token is valid. + """ + assert token, "Token must not be empty" + await self.fetch_jwks_async() + assert self.jwks, "JWKS must be fetched before verifying tokens" - # Create claims registry - claims_requests = jwt.JWTClaimsRegistry() - claims_requests.validate(verified.claims) + # Validate the token + verified = jwt.decode(token, self.jwks, algorithms=self.algorithms) - return verified.claims + # Create claims registry + claims_requests = jwt.JWTClaimsRegistry() + claims_requests.validate(verified.claims) - except Exception as e: - raise ValueError(f"Token validation failed: {str(e)}") + return verified.claims diff --git a/tests/gateway/test_token_verifier.py b/tests/gateway/test_token_verifier.py index 295a1acb2..4a081625a 100644 --- a/tests/gateway/test_token_verifier.py +++ b/tests/gateway/test_token_verifier.py @@ -4,6 +4,7 @@ import base64 from joserfc import jwk +from joserfc.errors import ExpiredTokenError from language_model_gateway.gateway.utilities.auth.token_verifier import TokenVerifier from joserfc import jwt @@ -49,7 +50,7 @@ def test_extract_token() -> None: async def test_verify_token_valid(mock_jwks: Any) -> None: verifier = TokenVerifier("https://fake-jwks-uri", algorithms=[ALGORITHM]) token = create_jwt_token() - claims = await verifier.verify_token_async(token) + claims = await verifier.verify_token_async(token=token) assert claims["sub"] == "1234567890" assert claims["name"] == "John Doe" @@ -57,7 +58,5 @@ async def test_verify_token_valid(mock_jwks: Any) -> None: async def test_verify_token_expired(mock_jwks: Any) -> None: verifier = TokenVerifier("https://fake-jwks-uri", algorithms=[ALGORITHM]) token = create_jwt_token(exp_offset=-60) - with pytest.raises( - ValueError, match="Token validation failed: expired_token: The token is expired" - ): - await verifier.verify_token_async(token) + with pytest.raises(ExpiredTokenError): + await verifier.verify_token_async(token=token) From e39b05c6190891c808f60c4d6ea417e4db2660e6 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 18:28:03 -0700 Subject: [PATCH 222/237] use aiocache --- Pipfile | 2 + Pipfile.lock | 1125 +++++++++-------- .../langgraph_to_openai_converter.py | 1 - .../gateway/utilities/auth/token_verifier.py | 2 + 4 files changed, 616 insertions(+), 514 deletions(-) diff --git a/Pipfile b/Pipfile index cf4e76f36..2cc52f859 100644 --- a/Pipfile +++ b/Pipfile @@ -94,6 +94,8 @@ langchain_mcp_adapters = ">=0.1.9" authlib = ">=1.6.1" # joserfc is a Python library for working with JOSE (JSON Object Signing and Encryption) joserfc = ">=1.2.2" +# aiocache is a Python library for caching with asyncio support +aiocache = ">=0.12.3" [dev-packages] # pre-commit is a Python library for running pre-commit checks diff --git a/Pipfile.lock b/Pipfile.lock index f08973908..65ff2a6a9 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "e3fc8bd2ef88bfac94d3ead02bed8d870f694e79bca53addb343f00160549cee" + "sha256": "ab1837b2a33136746806393d8b7362e00d9c88b385cd1cb2a75cf1773dbb4ffe" }, "pipfile-spec": 6, "requires": { @@ -21,6 +21,14 @@ ] }, "default": { + "aiocache": { + "hashes": [ + "sha256:889086fc24710f431937b87ad3720a289f7fc31c4fd8b68e9f918b9bacd8270d", + "sha256:f528b27bf4d436b497a1d0d1a8f59a542c153ab1e37c3621713cb376d44c4713" + ], + "index": "pypi", + "version": "==0.12.3" + }, "aiohappyeyeballs": { "hashes": [ "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", @@ -31,95 +39,95 @@ }, "aiohttp": { "hashes": [ - "sha256:02fcd3f69051467bbaa7f84d7ec3267478c7df18d68b2e28279116e29d18d4f3", - "sha256:0400f0ca9bb3e0b02f6466421f253797f6384e9845820c8b05e976398ac1d81a", - 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"sha256:47e0c0d2ef1801fce721708ccdf2a28b9403fa2307c3268aebd03225976f61d2" ], "markers": "python_version >= '3.8'", - "version": "==20.32.0" + "version": "==20.33.0" }, "werkzeug": { "hashes": [ - "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e", - "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746" + "sha256:8cd39dfbdfc1e051965f156163e2974e52c210f130810e9ad36858f0fd3edad4", + "sha256:a71124d1ef06008baafa3d266c02f56e1836a5984afd6dd6c9230669d60d9fb5" ], "markers": "python_version >= '3.9'", - "version": "==3.1.3" + "version": "==3.1.1" }, "xmltodict": { "hashes": [ diff --git a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py index ea54fe104..a14f3fa08 100644 --- a/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py +++ b/language_model_gateway/gateway/converters/langgraph_to_openai_converter.py @@ -863,7 +863,6 @@ def create_state( auth_token=LangGraphToOpenAIConverter.get_auth_token_from_headers( headers=headers ), - is_last_step=False, usage_metadata=None, remaining_steps=0, ) diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index 40d29b910..c132ec1d5 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -2,6 +2,7 @@ import httpx from joserfc import jwt +from aiocache import cached from joserfc.jwk import KeySet @@ -11,6 +12,7 @@ def __init__(self, jwks_uri: str, algorithms: Optional[list[str]] = None): self.algorithms: List[str] = algorithms or ["RS256"] self.jwks: KeySet | None = None # Will be set by async fetch + @cached(ttl=60 * 60) async def fetch_jwks_async(self) -> None: async with httpx.AsyncClient() as client: response = await client.get(self.jwks_uri) From 1792949bdcd578e53a93b73dd6b49ad7beb4e400 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 18:40:50 -0700 Subject: [PATCH 223/237] use TokenVerifier --- docker-compose.yml | 4 ++ .../container/container_factory.py | 9 +++++ .../langchain_chat_completions_provider.py | 38 ++++++++++++++++++- .../utilities/environment_variables.py | 4 ++ .../mock_langchain_completions_provider.py | 3 ++ 5 files changed, 57 insertions(+), 1 deletion(-) diff --git a/docker-compose.yml b/docker-compose.yml index 4447017ea..0292ca6ea 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -42,6 +42,10 @@ services: JIRA_MAXIMUM_PROJECTS: "100" JIRA_MAXIMUM_ISSUES_PER_PROJECT: "100" MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS: 30 + # These define the connection to the identity provider for JWT validation + JWKS_URI: "https://my-identity-provider.com/.well-known/jwks.json" + AUDIENCE: "my-mcp-server" + ISSUER: "https://my-identity-provider.com/" env_file: docker.env ports: - '5050:5000' diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 6f42e55c0..0635c3d8a 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -34,6 +34,7 @@ ) from language_model_gateway.gateway.tools.mcp_tool_provider import MCPToolProvider from language_model_gateway.gateway.tools.tool_provider import ToolProvider +from language_model_gateway.gateway.utilities.auth.token_verifier import TokenVerifier from language_model_gateway.gateway.utilities.cache.config_expiring_cache import ( ConfigExpiringCache, ) @@ -91,6 +92,13 @@ async def create_container_async(self) -> SimpleContainer: ), ) + container.singleton( + TokenVerifier, + lambda c: TokenVerifier( + jwks_uri=c.resolve(EnvironmentVariables).jwks_uri, + ), + ) + container.register(HttpClientFactory, lambda c: HttpClientFactory()) container.register( @@ -198,6 +206,7 @@ async def create_container_async(self) -> SimpleContainer: lang_graph_to_open_ai_converter=c.resolve(LangGraphToOpenAIConverter), tool_provider=c.resolve(ToolProvider), mcp_tool_provider=c.resolve(MCPToolProvider), + token_verifier=c.resolve(TokenVerifier), ), ) diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index bce8ce634..87c377f1b 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -1,6 +1,6 @@ import datetime import random -from typing import Dict, Any, Sequence +from typing import Dict, Any, Sequence, List from langchain_core.language_models import BaseChatModel from langchain_core.tools import BaseTool @@ -19,6 +19,7 @@ from language_model_gateway.gateway.schema.openai.completions import ChatRequest from language_model_gateway.gateway.tools.mcp_tool_provider import MCPToolProvider from language_model_gateway.gateway.tools.tool_provider import ToolProvider +from language_model_gateway.gateway.utilities.auth.token_verifier import TokenVerifier class LangChainCompletionsProvider(BaseChatCompletionsProvider): @@ -29,6 +30,7 @@ def __init__( lang_graph_to_open_ai_converter: LangGraphToOpenAIConverter, tool_provider: ToolProvider, mcp_tool_provider: MCPToolProvider, + token_verifier: TokenVerifier, ) -> None: self.model_factory: ModelFactory = model_factory assert self.model_factory is not None @@ -48,6 +50,10 @@ def __init__( assert self.mcp_tool_provider is not None assert isinstance(self.mcp_tool_provider, MCPToolProvider) + self.token_verifier: TokenVerifier = token_verifier + assert self.token_verifier is not None + assert isinstance(self.token_verifier, TokenVerifier) + async def chat_completions( self, *, @@ -77,6 +83,36 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: # Load MCP tools if they are enabled await self.mcp_tool_provider.load_async() + # check if any of the MCP tools require authentication + tools_using_authentication: List[str] = [ + a.name for a in model_config.get_agents() if a.auth == "jwt_token" + ] + if any(tools_using_authentication): + # check that we have a valid Authorization header + auth_header: str | None = next( + (headers.get(key) for key in headers if key.lower() == "authorization"), + None, + ) + if not auth_header: + raise ValueError( + "Authorization header is required for MCP tools with JWT authentication." + + f"Following tools require authentication: {tools_using_authentication}" + ) + else: + token = self.token_verifier.extract_token(auth_header) + if not token: + raise ValueError( + "Invalid Authorization header format. Expected 'Bearer '" + + f"Following tools require authentication: {tools_using_authentication}" + ) + # verify the token + access_token = await self.token_verifier.verify_token_async(token=token) + if not access_token: + raise ValueError( + "Invalid or expired token provided in Authorization header" + + f"Following tools require authentication: {tools_using_authentication}" + ) + # add MCP tools tools = [t for t in tools] + await self.mcp_tool_provider.get_tools_async( tools=[t for t in model_config.get_agents()], diff --git a/language_model_gateway/gateway/utilities/environment_variables.py b/language_model_gateway/gateway/utilities/environment_variables.py index 094f6f858..580939bae 100644 --- a/language_model_gateway/gateway/utilities/environment_variables.py +++ b/language_model_gateway/gateway/utilities/environment_variables.py @@ -22,3 +22,7 @@ def jira_token(self) -> Optional[str]: @property def jira_username(self) -> Optional[str]: return os.environ.get("JIRA_USERNAME") + + @property + def jwks_uri(self) -> Optional[str]: + return os.environ.get("JWKS_URI") diff --git a/tests/gateway/mocks/mock_langchain_completions_provider.py b/tests/gateway/mocks/mock_langchain_completions_provider.py index 668733fd8..6d084359b 100644 --- a/tests/gateway/mocks/mock_langchain_completions_provider.py +++ b/tests/gateway/mocks/mock_langchain_completions_provider.py @@ -13,6 +13,7 @@ from language_model_gateway.gateway.schema.openai.completions import ChatRequest from language_model_gateway.gateway.tools.mcp_tool_provider import MCPToolProvider from language_model_gateway.gateway.tools.tool_provider import ToolProvider +from language_model_gateway.gateway.utilities.auth.token_verifier import TokenVerifier from tests.gateway.mocks.mock_chat_response import MockChatResponseProtocol @@ -24,6 +25,7 @@ def __init__( lang_graph_to_open_ai_converter: LangGraphToOpenAIConverter, tool_provider: ToolProvider, mcp_tool_provider: MCPToolProvider, + token_verifier: TokenVerifier, fn_get_response: MockChatResponseProtocol, ) -> None: super().__init__( @@ -31,6 +33,7 @@ def __init__( lang_graph_to_open_ai_converter=lang_graph_to_open_ai_converter, tool_provider=tool_provider, mcp_tool_provider=mcp_tool_provider, + token_verifier=token_verifier, ) self.fn_get_response: MockChatResponseProtocol = fn_get_response From 07ad7d3489f3a56122db2216f854a936063a7c32 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 19:41:43 -0700 Subject: [PATCH 224/237] allow lambda for singletons --- Pipfile | 1 + .../container/container_factory.py | 4 ++-- .../container/simple_container.py | 6 ++++-- .../gateway/utilities/auth/token_verifier.py | 4 +++- tests/end_to_end/test_google_drive_agent.py | 18 +++++++++--------- 5 files changed, 19 insertions(+), 14 deletions(-) diff --git a/Pipfile b/Pipfile index 2cc52f859..8f6cfbf4f 100644 --- a/Pipfile +++ b/Pipfile @@ -129,6 +129,7 @@ ruff = ">=0.11.5" pytest-cov = ">=6.1.1" # for creating the MCP client to test fastmcp = ">=2.10.5" +boto3-stubs = { version = ">=1.40.2", extras = ["boto3"] } [requires] python_version = "3.12" diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 0635c3d8a..319b5a5d9 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -72,7 +72,7 @@ async def create_container_async(self) -> SimpleContainer: # we want only one instance of the cache so we use singleton container.singleton( ConfigExpiringCache, - ConfigExpiringCache( + lambda c: ConfigExpiringCache( ttl_seconds=( int(os.environ["CONFIG_CACHE_TIMEOUT_SECONDS"]) if os.environ.get("CONFIG_CACHE_TIMEOUT_SECONDS") @@ -82,7 +82,7 @@ async def create_container_async(self) -> SimpleContainer: ) container.singleton( McpToolsMetadataExpiringCache, - McpToolsMetadataExpiringCache( + lambda c: McpToolsMetadataExpiringCache( ttl_seconds=( int(os.environ["MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS"]) if os.environ.get("MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS") diff --git a/language_model_gateway/container/simple_container.py b/language_model_gateway/container/simple_container.py index e54097f49..fbb8cb676 100644 --- a/language_model_gateway/container/simple_container.py +++ b/language_model_gateway/container/simple_container.py @@ -79,9 +79,11 @@ def resolve(self, service_type: type[T]) -> T: return service - def singleton(self, service_type: type[T], instance: T) -> "SimpleContainer": + def singleton( + self, service_type: type[T], factory: ServiceFactory[T] + ) -> "SimpleContainer": """Register a singleton instance""" - self._singletons[service_type] = instance + self._factories[service_type] = factory self._singleton_types.add(service_type) return self diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index c132ec1d5..3fdcbd612 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -7,7 +7,9 @@ class TokenVerifier: - def __init__(self, jwks_uri: str, algorithms: Optional[list[str]] = None): + def __init__(self, jwks_uri: Optional[str], algorithms: Optional[list[str]] = None): + assert jwks_uri, "JWKS URI must be provided" + assert isinstance(jwks_uri, str), "JWKS URI must be a string" self.jwks_uri: str = jwks_uri self.algorithms: List[str] = algorithms or ["RS256"] self.jwks: KeySet | None = None # Will be set by async fetch diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index a825421a3..1d87395fd 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -65,23 +65,23 @@ def get_access_token(username: str, password: str) -> Dict[str, Any]: Returns: dict: The token response. """ - OAUTH_CLIENT_ID = "bwell-client-id" - # OAUTH_CLIENT_SECRET = os.getenv("OAUTH_CLIENT_SECRET", "bwell-secret") - OAUTH_CLIENT_SECRET = "bwell-secret" - OPENID_PROVIDER_URL = os.getenv( - "OPENID_PROVIDER_URL", + oauth_client_id = "bwell-client-id" + # oauth_client_secret = os.getenv("oauth_client_secret", "bwell-secret") + oauth_client_secret = "bwell-secret" + openid_provider_url = os.getenv( + "openid_provider_url", "http://keycloak:8080/realms/bwell-realm/.well-known/openid-configuration", ) - resp = requests.get(OPENID_PROVIDER_URL, timeout=5) + resp = requests.get(openid_provider_url, timeout=5) resp.raise_for_status() openid_config = resp.json() token_endpoint = openid_config["token_endpoint"] # https://docs.authlib.org/en/latest/client/oauth2.html client = OAuth2Session( - client_id=OAUTH_CLIENT_ID, - client_secret=OAUTH_CLIENT_SECRET, + client_id=oauth_client_id, + client_secret=oauth_client_secret, # scope="openid email offline_access", ) @@ -119,7 +119,7 @@ async def test_google_drive_mcp_agent_directly() -> None: access_token_result: Dict[str, str] = get_access_token( username="tester", password="password" ) - url: str = "http://mcp_server_gateway:5000/google_drive" + url: str = "http://mcp_server_gateway:5000/google_drive/" access_token = access_token_result["access_token"] transport: StreamableHttpTransport = StreamableHttpTransport( url=url, auth=access_token From 0ebcaf9d5aff7c0a5801ee7a41bb67dfd5ee51ab Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 20:15:41 -0700 Subject: [PATCH 225/237] log url when failure --- docker-compose-mcp-server-gateway.yml | 2 +- docker-compose.yml | 2 +- .../gateway/utilities/auth/token_verifier.py | 20 ++++++++++++++----- 3 files changed, 17 insertions(+), 7 deletions(-) diff --git a/docker-compose-mcp-server-gateway.yml b/docker-compose-mcp-server-gateway.yml index bfba9465c..387c7b4ff 100644 --- a/docker-compose-mcp-server-gateway.yml +++ b/docker-compose-mcp-server-gateway.yml @@ -13,7 +13,7 @@ services: # AUDIENCE: "my-mcp-server" # ISSUER: "https://keycloak:8080/realms/bwell-realm" env_file: docker.env - command: ["uvicorn", "mcp_server_gateway.api:app", "--host", "0.0.0.0", "--port", "5000", "--workers", "1", "--log-level", "debug"] + command: ["uvicorn", "mcp_server_gateway.api:app", "--host", "0.0.0.0", "--port", "5000", "--reload", "--log-level", "debug"] ports: - '5051:5000' healthcheck: diff --git a/docker-compose.yml b/docker-compose.yml index 0292ca6ea..a59b09f16 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -43,7 +43,7 @@ services: JIRA_MAXIMUM_ISSUES_PER_PROJECT: "100" MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS: 30 # These define the connection to the identity provider for JWT validation - JWKS_URI: "https://my-identity-provider.com/.well-known/jwks.json" + JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" AUDIENCE: "my-mcp-server" ISSUER: "https://my-identity-provider.com/" env_file: docker.env diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index 3fdcbd612..71c50f341 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -1,6 +1,7 @@ from typing import Optional, Any, Dict, List import httpx +from httpx import ConnectError from joserfc import jwt from aiocache import cached from joserfc.jwk import KeySet @@ -17,11 +18,20 @@ def __init__(self, jwks_uri: Optional[str], algorithms: Optional[list[str]] = No @cached(ttl=60 * 60) async def fetch_jwks_async(self) -> None: async with httpx.AsyncClient() as client: - response = await client.get(self.jwks_uri) - response.raise_for_status() - jwks_data = response.json() - # Store all keys in a dict for fast lookup by kid - self.jwks = KeySet.import_key_set(jwks_data) + try: + response = await client.get(self.jwks_uri) + response.raise_for_status() + jwks_data = response.json() + # Store all keys in a dict for fast lookup by kid + self.jwks = KeySet.import_key_set(jwks_data) + except httpx.HTTPStatusError as e: + raise ValueError( + f"Failed to fetch JWKS from {self.jwks_uri} with status {e.response.status_code} : {e}" + ) + except ConnectError as e: + raise ConnectionError( + f"Failed to connect to JWKS URI: {self.jwks_uri}: {e}" + ) @staticmethod def extract_token(authorization_header: str | None) -> Optional[str]: From b01a4cdcf69af79937a1da8fe6a3aa7a80362003 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 20:17:40 -0700 Subject: [PATCH 226/237] log url when failure --- .../gateway/utilities/auth/token_verifier.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index 71c50f341..1c5ceac3b 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -1,3 +1,4 @@ +import logging from typing import Optional, Any, Dict, List import httpx @@ -6,6 +7,8 @@ from aiocache import cached from joserfc.jwk import KeySet +logger = logging.getLogger(__name__) + class TokenVerifier: def __init__(self, jwks_uri: Optional[str], algorithms: Optional[list[str]] = None): @@ -19,6 +22,7 @@ def __init__(self, jwks_uri: Optional[str], algorithms: Optional[list[str]] = No async def fetch_jwks_async(self) -> None: async with httpx.AsyncClient() as client: try: + logger.debug(f"Fetching JWKS from {self.jwks_uri}") response = await client.get(self.jwks_uri) response.raise_for_status() jwks_data = response.json() @@ -62,4 +66,6 @@ async def verify_token_async(self, *, token: str) -> Dict[str, Any]: claims_requests = jwt.JWTClaimsRegistry() claims_requests.validate(verified.claims) + logger.debug(f"Successfully verified token: {token}") + return verified.claims From 359b123727a524665c57ad30de4111c28719e0f7 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 20:49:40 -0700 Subject: [PATCH 227/237] separate out exception_logger.py --- .../managers/chat_completion_manager.py | 76 +-------- .../langchain_chat_completions_provider.py | 18 +- .../gateway/utilities/auth/token_verifier.py | 41 ++++- .../gateway/utilities/exception_logger.py | 159 ++++++++++++++++++ 4 files changed, 211 insertions(+), 83 deletions(-) create mode 100644 language_model_gateway/gateway/utilities/exception_logger.py diff --git a/language_model_gateway/gateway/managers/chat_completion_manager.py b/language_model_gateway/gateway/managers/chat_completion_manager.py index d9b853b59..f6d5d3c47 100644 --- a/language_model_gateway/gateway/managers/chat_completion_manager.py +++ b/language_model_gateway/gateway/managers/chat_completion_manager.py @@ -2,7 +2,6 @@ import logging import os import time -import traceback from typing import Dict, List, cast, AsyncGenerator, Optional from fastapi import HTTPException @@ -32,6 +31,8 @@ from language_model_gateway.gateway.schema.openai.completions import ChatRequest from openai.types.chat.chat_completion_chunk import ChoiceDelta, Choice as ChunkChoice +from language_model_gateway.gateway.utilities.exception_logger import ExceptionLogger + logger = logging.getLogger(__name__) @@ -253,7 +254,7 @@ def write_response( ) if should_stream_response: - async def foo( + async def stream_response( response_messages1: List[ChatCompletionMessage], ) -> AsyncGenerator[str, None]: for response_message in response_messages1: @@ -282,7 +283,7 @@ async def foo( yield "data: [DONE]\n\n" return StreamingResponse( - content=foo(response_messages1=response_messages), + content=stream_response(response_messages1=response_messages), media_type="text/event-stream", ) else: @@ -307,73 +308,6 @@ async def foo( return JSONResponse(content=chat_response.model_dump()) - @staticmethod - def extract_error_details(error: Exception | ExceptionGroup) -> str: - """ - Extract comprehensive error details from an Exception or ExceptionGroup. - - Args: - error (Union[Exception, ExceptionGroup]): The exception to extract details from - - Returns: - str: A formatted string containing error details - """ - - def format_single_exception(exc: Exception) -> str: - """ - Format details for a single exception. - - Args: - exc (Exception): The exception to format - - Returns: - str: Formatted exception details - """ - # Extract full traceback - tb_details = traceback.extract_tb(exc.__traceback__) - - # Construct error message with type, value, and traceback - error_lines = [ - f"Type: {type(exc).__name__}", - f"Message: {str(exc)}", - "Traceback:", - ] - - # Add traceback details - for frame in tb_details: - error_lines.append( - f" File {frame.filename}, line {frame.lineno}, in {frame.name}" - ) - if frame.line: - error_lines.append(f" {frame.line.strip()}") - - return "\n".join(error_lines) - - # Handle single Exception - if isinstance(error, Exception) and not isinstance(error, ExceptionGroup): - return format_single_exception(error) - - # Handle ExceptionGroup - if isinstance(error, ExceptionGroup): - error_details: List[str] = [] - - # Recursively extract details from nested exceptions - def extract_nested_exceptions(exc_group: ExceptionGroup) -> None: - for exc in exc_group.exceptions: - if isinstance(exc, ExceptionGroup): - extract_nested_exceptions(exc) - else: - error_details.append(format_single_exception(exc)) - - # Start extraction - error_details.append(f"Exception Group: {error.message}") - extract_nested_exceptions(error) - - return "\n\n".join(error_details) - - # Fallback for unexpected input - return f"Unsupported error type: {type(error)}" - async def handle_exception( self, *, chat_request: ChatRequest, e: Exception ) -> StreamingResponse | JSONResponse: @@ -381,7 +315,7 @@ async def handle_exception( f"Error in chat completion: {e} {type(e)} {e.__dict__.keys()}", exc_info=True, ) - content = self.extract_error_details(e) + content = ExceptionLogger.extract_error_details(e) return self.write_response( chat_request=chat_request, response_messages=[ diff --git a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py index 87c377f1b..71b463557 100644 --- a/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py +++ b/language_model_gateway/gateway/providers/langchain_chat_completions_provider.py @@ -106,12 +106,20 @@ def get_current_time(*args: Any, **kwargs: Any) -> str: + f"Following tools require authentication: {tools_using_authentication}" ) # verify the token - access_token = await self.token_verifier.verify_token_async(token=token) - if not access_token: - raise ValueError( - "Invalid or expired token provided in Authorization header" - + f"Following tools require authentication: {tools_using_authentication}" + try: + access_token = await self.token_verifier.verify_token_async( + token=token ) + if not access_token: + raise ValueError( + "Invalid or expired token provided in Authorization header" + + f"Following tools require authentication: {tools_using_authentication}" + ) + except Exception as e: + raise ValueError( + "Invalid or expired token provided in Authorization header." + + f" Following tools require authentication: {tools_using_authentication}" + ) from e # add MCP tools tools = [t for t in tools] + await self.mcp_tool_provider.get_tools_async( diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index 1c5ceac3b..ffaf7a06c 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -1,10 +1,12 @@ import logging +import time from typing import Optional, Any, Dict, List import httpx from httpx import ConnectError from joserfc import jwt from aiocache import cached +from joserfc.errors import ExpiredTokenError from joserfc.jwk import KeySet logger = logging.getLogger(__name__) @@ -59,13 +61,38 @@ async def verify_token_async(self, *, token: str) -> Dict[str, Any]: await self.fetch_jwks_async() assert self.jwks, "JWKS must be fetched before verifying tokens" - # Validate the token - verified = jwt.decode(token, self.jwks, algorithms=self.algorithms) + exp_str: str = "None" + now_str: str = "None" + try: + # Validate the token + verified = jwt.decode(token, self.jwks, algorithms=self.algorithms) - # Create claims registry - claims_requests = jwt.JWTClaimsRegistry() - claims_requests.validate(verified.claims) + exp = verified.claims.get("exp") + now = time.time() + # convert exp to string for logging + exp_str = ( + time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(exp)) + if exp + else "None" + ) + now_str = ( + time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(now)) + if exp + else "None" + ) + # Create claims registry + claims_requests = jwt.JWTClaimsRegistry() + claims_requests.validate(verified.claims) - logger.debug(f"Successfully verified token: {token}") + logger.debug(f"Successfully verified token: {token}") - return verified.claims + return verified.claims + except ExpiredTokenError as e: + logger.warning(f"Token has expired: {token}") + raise ValueError( + f"This OAuth Token has expired. Exp: {exp_str}, Now: {now_str}. Please logout and login to get a fresh OAuth token." + ) from e + except Exception as e: + raise ValueError( + f"Invalid token provided. Exp: {exp_str}, Now: {now_str}. Please check the token." + ) from e diff --git a/language_model_gateway/gateway/utilities/exception_logger.py b/language_model_gateway/gateway/utilities/exception_logger.py new file mode 100644 index 000000000..e573d7464 --- /dev/null +++ b/language_model_gateway/gateway/utilities/exception_logger.py @@ -0,0 +1,159 @@ +import logging +import os +import traceback +from typing import List, Optional + +import sys + +logger = logging.getLogger(__name__) + + +class ExceptionLogger: + @staticmethod + def extract_error_details(error: Exception | ExceptionGroup) -> str: + """ + Extract comprehensive error details from an Exception or ExceptionGroup. + + Args: + error (Union[Exception, ExceptionGroup]): The exception to extract details from + + Returns: + str: A formatted string containing error details + """ + + def get_short_traceback( + exception: Optional[BaseException] = None, max_depth: int = 3 + ) -> List[str]: + """ + Generate a short, readable stack trace. + + :param exception: Exception to trace (uses current exception if None) + :param max_depth: Maximum number of stack frames to include + :return: List of simplified stack trace entries + """ + # If no exception provided, get the current exception + if exception is None: + exception = sys.exc_info()[1] + + if exception is None: + return [] + + # Get the traceback + tb = exception.__traceback__ + + # Collect stack frames + stack_frames = [] + current_frame = tb + depth = 0 + + while current_frame and depth < max_depth: + # Get filename and line number + filename: str = os.path.basename( + current_frame.tb_frame.f_code.co_filename + ) + lineno: int | None = current_frame.tb_lineno + func_name: str = current_frame.tb_frame.f_code.co_name + + # Create a readable stack frame entry + stack_entry = f"{filename}:{lineno} in {func_name}" + stack_frames.append(stack_entry) + + # Move to next frame + current_frame = current_frame.tb_next + depth += 1 + + # If the exception has a __cause__ or __context__, include their tracebacks as well + cause = getattr(exception, "__cause__", None) + context = getattr(exception, "__context__", None) + if (cause or context) and depth < max_depth: + related = cause or context + stack_frames.append("Caused by:") + stack_frames.extend( + get_short_traceback( + related, max_depth=max_depth - len(stack_frames) + ) + ) + + return stack_frames + + def extract_exception_messages( + exception: Exception | BaseException, + ) -> List[str]: + """ + Extract messages from a nested exception chain. + + :param exception: The root exception + :return: List of exception messages from the exception chain + """ + messages = [] + current_exception: Optional[BaseException] = exception + + while current_exception is not None: + # Extract message or str representation + message = str(current_exception) + messages.append(message) + + # Move to the cause/context of the exception + current_exception = ( + current_exception.__cause__ or current_exception.__context__ + ) + + return messages + + def format_single_exception(exc: Exception) -> str: + """ + Format details for a single exception. + + Args: + exc (Exception): The exception to format + + Returns: + str: Formatted exception details + """ + # Extract full traceback + tb_details = traceback.extract_tb(exc.__traceback__) + + # Construct error message with type, value, and traceback + messages = extract_exception_messages(exc) + # error_lines = [ + # f"Type: {type(exc).__name__}", + # f"Message:", + # ] + error_lines: List[str] = [] + error_lines.extend(messages) + # error_lines.append("Stack trace:") + # short_trace_lines: List[str] = get_short_traceback(exc) + # error_lines.extend(short_trace_lines) + if logger.isEnabledFor(logging.DEBUG): + error_lines.append("Traceback:") + # # Add traceback details + for frame in tb_details: + error_lines.append( + f" File {frame.filename}, line {frame.lineno}, in {frame.name}" + ) + if frame.line: + error_lines.append(f" {frame.line.strip()}") + + return "\n".join(error_lines) + + # Handle single Exception + if isinstance(error, Exception) and not isinstance(error, ExceptionGroup): + return format_single_exception(error) + + # Handle ExceptionGroup + if isinstance(error, ExceptionGroup): + error_details: List[str] = [] + + # Recursively extract details from nested exceptions + def extract_nested_exceptions(exc_group: ExceptionGroup) -> None: + for exc in exc_group.exceptions: + if isinstance(exc, ExceptionGroup): + extract_nested_exceptions(exc) + else: + error_details.append(format_single_exception(exc)) + + # Start extraction + error_details.append(f"Exception Group: {error.message}") + extract_nested_exceptions(error) + + return "\n\n".join(error_details) From 7b75ea053d479ed5a08c1171e635d84912cc055e Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 20:55:10 -0700 Subject: [PATCH 228/237] show time in AM/PM --- .../gateway/utilities/auth/token_verifier.py | 39 +++++++++++++------ 1 file changed, 27 insertions(+), 12 deletions(-) diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index ffaf7a06c..9b77e1347 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -1,3 +1,4 @@ +import datetime import logging import time from typing import Optional, Any, Dict, List @@ -9,6 +10,8 @@ from joserfc.errors import ExpiredTokenError from joserfc.jwk import KeySet +from zoneinfo import ZoneInfo + logger = logging.getLogger(__name__) @@ -69,17 +72,29 @@ async def verify_token_async(self, *, token: str) -> Dict[str, Any]: exp = verified.claims.get("exp") now = time.time() - # convert exp to string for logging - exp_str = ( - time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(exp)) - if exp - else "None" - ) - now_str = ( - time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(now)) - if exp - else "None" - ) + # convert exp and now to ET (America/New_York) for logging + tz = None + try: + tz = ZoneInfo("America/New_York") + except Exception: + tz = None # fallback to localtime if zoneinfo fails + + def to_eastern_time(ts: Optional[float]) -> str: + """Convert a timestamp to a formatted string in Eastern Time (ET).""" + if not ts: + return "None" + try: + dt = ( + datetime.datetime.fromtimestamp(ts, tz) + if tz + else datetime.datetime.fromtimestamp(ts) + ) + return dt.strftime("%Y-%m-%d %I:%M:%S %p %Z") # AM/PM format + except Exception: + return str(ts) + + exp_str = to_eastern_time(exp) + now_str = to_eastern_time(now) # Create claims registry claims_requests = jwt.JWTClaimsRegistry() claims_requests.validate(verified.claims) @@ -90,7 +105,7 @@ async def verify_token_async(self, *, token: str) -> Dict[str, Any]: except ExpiredTokenError as e: logger.warning(f"Token has expired: {token}") raise ValueError( - f"This OAuth Token has expired. Exp: {exp_str}, Now: {now_str}. Please logout and login to get a fresh OAuth token." + f"This OAuth Token has expired. Exp: {exp_str}, Now: {now_str}.\nPlease Sign Out and Sign In to get a fresh OAuth token." ) from e except Exception as e: raise ValueError( From aa8fde6038759f935b0f2f966b33c9a8691de1d3 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 21:12:32 -0700 Subject: [PATCH 229/237] support well-known-configuration --- docker-compose.yml | 8 ++- .../container/container_factory.py | 6 +- .../gateway/utilities/auth/token_verifier.py | 72 +++++++++++++++++-- .../utilities/environment_variables.py | 21 +++++- tests/gateway/test_token_verifier.py | 6 +- 5 files changed, 98 insertions(+), 15 deletions(-) diff --git a/docker-compose.yml b/docker-compose.yml index a59b09f16..8d96a6dff 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -43,9 +43,11 @@ services: JIRA_MAXIMUM_ISSUES_PER_PROJECT: "100" MCP_TOOLS_METADATA_CACHE_TIMEOUT_SECONDS: 30 # These define the connection to the identity provider for JWT validation - JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" - AUDIENCE: "my-mcp-server" - ISSUER: "https://my-identity-provider.com/" + AUTH_WELL_KNOWN_URI: "http://keycloak:8080/realms/bwell-realm/.well-known/openid-configuration" + # if well-known URI is defined then JWKS_URI, AUTH_AUDIENCE and AUTH_ISSUER are not needed +# AUTH_JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" +# AUTH_AUDIENCE: "my-mcp-server" +# AUTH_ISSUER: "https://my-identity-provider.com/" env_file: docker.env ports: - '5050:5000' diff --git a/language_model_gateway/container/container_factory.py b/language_model_gateway/container/container_factory.py index 319b5a5d9..85f554060 100644 --- a/language_model_gateway/container/container_factory.py +++ b/language_model_gateway/container/container_factory.py @@ -95,7 +95,11 @@ async def create_container_async(self) -> SimpleContainer: container.singleton( TokenVerifier, lambda c: TokenVerifier( - jwks_uri=c.resolve(EnvironmentVariables).jwks_uri, + jwks_uri=c.resolve(EnvironmentVariables).auth_jwks_uri, + issuer=c.resolve(EnvironmentVariables).auth_issuer, + audience=c.resolve(EnvironmentVariables).auth_audience, + algorithms=c.resolve(EnvironmentVariables).auth_algorithms, + well_known_uri=c.resolve(EnvironmentVariables).auth_well_known_uri, ), ) diff --git a/language_model_gateway/gateway/utilities/auth/token_verifier.py b/language_model_gateway/gateway/utilities/auth/token_verifier.py index 9b77e1347..92de0e667 100644 --- a/language_model_gateway/gateway/utilities/auth/token_verifier.py +++ b/language_model_gateway/gateway/utilities/auth/token_verifier.py @@ -1,7 +1,7 @@ import datetime import logging import time -from typing import Optional, Any, Dict, List +from typing import Optional, Any, Dict, List, cast import httpx from httpx import ConnectError @@ -16,18 +16,36 @@ class TokenVerifier: - def __init__(self, jwks_uri: Optional[str], algorithms: Optional[list[str]] = None): - assert jwks_uri, "JWKS URI must be provided" - assert isinstance(jwks_uri, str), "JWKS URI must be a string" - self.jwks_uri: str = jwks_uri + def __init__( + self, + *, + jwks_uri: Optional[str] = None, + well_known_uri: Optional[str] = None, + issuer: Optional[str] = None, + audience: Optional[str] = None, + algorithms: Optional[list[str]] = None, + ): + assert jwks_uri or well_known_uri, ( + "Either JWKS URI or Well-Known URI must be provided" + ) + self.jwks_uri: Optional[str] = jwks_uri + self.well_known_uri: Optional[str] = well_known_uri self.algorithms: List[str] = algorithms or ["RS256"] self.jwks: KeySet | None = None # Will be set by async fetch + self.issuer: Optional[str] = issuer + self.audience: Optional[str] = audience @cached(ttl=60 * 60) async def fetch_jwks_async(self) -> None: + # if we don't have a JWKS URI, try to fetch it from the well-known configuration + if not self.jwks_uri: + if not self.well_known_uri: + raise ValueError("Neither JWKS URI nor Well-Known URI is set") + self.jwks_uri, self.issuer = await self.get_jwks_uri_and_issuer_async() + async with httpx.AsyncClient() as client: try: - logger.debug(f"Fetching JWKS from {self.jwks_uri}") + logger.info(f"Fetching JWKS from {self.jwks_uri}") response = await client.get(self.jwks_uri) response.raise_for_status() jwks_data = response.json() @@ -111,3 +129,45 @@ def to_eastern_time(ts: Optional[float]) -> str: raise ValueError( f"Invalid token provided. Exp: {exp_str}, Now: {now_str}. Please check the token." ) from e + + async def fetch_well_known_config_async(self) -> Dict[str, Any]: + """ + Fetches the OpenID Connect discovery document and returns its contents as a dict. + Returns: + dict: The parsed discovery document. + Raises: + ValueError: If the document cannot be fetched or parsed. + """ + if not self.well_known_uri: + raise ValueError("well_known_uri is not set") + async with httpx.AsyncClient() as client: + try: + logger.info( + f"Fetching OIDC discovery document from {self.well_known_uri}" + ) + response = await client.get(self.well_known_uri) + response.raise_for_status() + return cast(Dict[str, Any], response.json()) + except httpx.HTTPStatusError as e: + raise ValueError( + f"Failed to fetch OIDC discovery document from {self.well_known_uri} with status {e.response.status_code} : {e}" + ) + except ConnectError as e: + raise ConnectionError( + f"Failed to connect to OIDC discovery document: {self.well_known_uri}: {e}" + ) + + async def get_jwks_uri_and_issuer_async(self) -> tuple[str, str]: + """ + Retrieves the JWKS URI and issuer from the well-known OpenID Connect configuration. + Returns: + tuple: (jwks_uri, issuer) + Raises: + ValueError: If required fields are missing. + """ + config = await self.fetch_well_known_config_async() + jwks_uri = config.get("jwks_uri") + issuer = config.get("issuer") + if not jwks_uri or not issuer: + raise ValueError("jwks_uri or issuer not found in well-known configuration") + return jwks_uri, issuer diff --git a/language_model_gateway/gateway/utilities/environment_variables.py b/language_model_gateway/gateway/utilities/environment_variables.py index 580939bae..d137daff6 100644 --- a/language_model_gateway/gateway/utilities/environment_variables.py +++ b/language_model_gateway/gateway/utilities/environment_variables.py @@ -24,5 +24,22 @@ def jira_username(self) -> Optional[str]: return os.environ.get("JIRA_USERNAME") @property - def jwks_uri(self) -> Optional[str]: - return os.environ.get("JWKS_URI") + def auth_jwks_uri(self) -> Optional[str]: + return os.environ.get("AUTH_JWKS_URI") + + @property + def auth_audience(self) -> Optional[str]: + return os.environ.get("AUTH_AUDIENCE") + + @property + def auth_issuer(self) -> Optional[str]: + return os.environ.get("AUTH_ISSUER") + + @property + def auth_algorithms(self) -> Optional[list[str]]: + auth_algorithms: str | None = os.environ.get("AUTH_ALGORITHMS") + return auth_algorithms.split(",") if auth_algorithms else None + + @property + def auth_well_known_uri(self) -> Optional[str]: + return os.environ.get("AUTH_WELL_KNOWN_URI") diff --git a/tests/gateway/test_token_verifier.py b/tests/gateway/test_token_verifier.py index 4a081625a..3b6e86f4d 100644 --- a/tests/gateway/test_token_verifier.py +++ b/tests/gateway/test_token_verifier.py @@ -39,7 +39,7 @@ def create_jwt_token(exp_offset: int = 60) -> str: def test_extract_token() -> None: - verifier = TokenVerifier("https://fake-jwks-uri") + verifier = TokenVerifier(jwks_uri="https://fake-jwks-uri") header = "Bearer sometoken" assert verifier.extract_token(header) == "sometoken" assert verifier.extract_token(None) is None @@ -48,7 +48,7 @@ def test_extract_token() -> None: async def test_verify_token_valid(mock_jwks: Any) -> None: - verifier = TokenVerifier("https://fake-jwks-uri", algorithms=[ALGORITHM]) + verifier = TokenVerifier(jwks_uri="https://fake-jwks-uri", algorithms=[ALGORITHM]) token = create_jwt_token() claims = await verifier.verify_token_async(token=token) assert claims["sub"] == "1234567890" @@ -56,7 +56,7 @@ async def test_verify_token_valid(mock_jwks: Any) -> None: async def test_verify_token_expired(mock_jwks: Any) -> None: - verifier = TokenVerifier("https://fake-jwks-uri", algorithms=[ALGORITHM]) + verifier = TokenVerifier(jwks_uri="https://fake-jwks-uri", algorithms=[ALGORITHM]) token = create_jwt_token(exp_offset=-60) with pytest.raises(ExpiredTokenError): await verifier.verify_token_async(token=token) From 7d0d5b714981e6222dd2a70e539c1e56bcc5d858 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 21:43:36 -0700 Subject: [PATCH 230/237] support well-known-configuration --- Makefile | 2 +- docker-compose-mcp-server-gateway.yml | 4 +--- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/Makefile b/Makefile index d4862fb13..95326e81e 100644 --- a/Makefile +++ b/Makefile @@ -92,7 +92,7 @@ up-open-webui-auth: clean_database create-certs ## starts docker containers @echo OpenWebUI: http://localhost:3050 https://open-webui.localhost @echo Click 'Continue with Keycloak' to login @echo Use the following credentials: - @echo Admin User: admin/password. After login, run 'make set-admin-user-role' to set admin role. + @echo Admin User: admin/password. After login, run [make set-admin-user-role] to set admin role. @echo Normal User: tester/password @echo Keycloak: http://keycloak:8080 admin/password @echo OIDC debugger: http://localhost:8085 diff --git a/docker-compose-mcp-server-gateway.yml b/docker-compose-mcp-server-gateway.yml index 387c7b4ff..f5f22dd79 100644 --- a/docker-compose-mcp-server-gateway.yml +++ b/docker-compose-mcp-server-gateway.yml @@ -9,9 +9,7 @@ services: DD_TRACE_ENABLED: "false" LOG_LEVEL: DEBUG # These define the connection to the identity provider for JWT validation - JWKS_URI: "http://keycloak:8080/realms/bwell-realm/protocol/openid-connect/certs" -# AUDIENCE: "my-mcp-server" -# ISSUER: "https://keycloak:8080/realms/bwell-realm" + AUTH_WELL_KNOWN_URI: "http://keycloak:8080/realms/bwell-realm/.well-known/openid-configuration" env_file: docker.env command: ["uvicorn", "mcp_server_gateway.api:app", "--host", "0.0.0.0", "--port", "5000", "--reload", "--log-level", "debug"] ports: From 36c8cf2a276329e1af9ec6e62ad200c6a9125b0e Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Mon, 4 Aug 2025 22:44:54 -0700 Subject: [PATCH 231/237] wait for mcp_server_gateway --- Makefile | 5 +++++ docker-compose-mcp-server-gateway.yml | 2 ++ 2 files changed, 7 insertions(+) diff --git a/Makefile b/Makefile index 95326e81e..c7754f3c0 100644 --- a/Makefile +++ b/Makefile @@ -88,6 +88,11 @@ up-open-webui-auth: clean_database create-certs ## starts docker containers printf "========== ERROR: language-model-gateway-open-webui-1 did not start. Run docker logs language-model-gateway-open-webui-1 =========\n" && \ exit 1; \ fi + echo "waiting for mcp-server-gateway to become healthy" && \ + while [ "`docker inspect --format {{.State.Health.Status}} mcp-server-gateway`" != "healthy" ]; do printf "." && sleep 2; done && \ + while [ "`docker inspect --format {{.State.Health.Status}} mcp-server-gateway`" != "healthy" ] && [ "`docker inspect --format {{.State.Health.Status}} mcp-server-gateway`" != "unhealthy" ] && [ "`docker inspect --format {{.State.Status}} mcp-server-gateway`" != "restarting" ]; do printf "." && sleep 2; done && \ + if [ "`docker inspect --format {{.State.Health.Status}} mcp-server-gateway`" != "healthy" ]; then docker ps && docker logs mcp-server-gateway && printf "========== ERROR: mcp-server-gateway did not start. Run docker logs mcp-server-gateway =========\n" && exit 1; fi + make insert-admin-user @echo OpenWebUI: http://localhost:3050 https://open-webui.localhost @echo Click 'Continue with Keycloak' to login diff --git a/docker-compose-mcp-server-gateway.yml b/docker-compose-mcp-server-gateway.yml index f5f22dd79..fb993604b 100644 --- a/docker-compose-mcp-server-gateway.yml +++ b/docker-compose-mcp-server-gateway.yml @@ -1,5 +1,7 @@ services: mcp_server_gateway: + depends_on: + - keycloak build: dockerfile: Dockerfile context: ../mcp-server-gateway From 515f02211a5ff9ee8d6d8e95c7ac9c3e82f6d07e Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 5 Aug 2025 08:38:50 -0700 Subject: [PATCH 232/237] use boto3 types --- Pipfile | 7 +- Pipfile.lock | 75 ++++++++++++++++++- .../gateway/aws/aws_client_factory.py | 37 ++++++++- .../file_managers/aws_s3_file_manager.py | 9 +-- .../image_generation/aws_image_generator.py | 13 ++-- .../gateway/ocr/aws_ocr_extractor.py | 10 +-- tests/end_to_end/test_google_drive_agent.py | 2 +- .../file_managers/test_aws_file_manager.py | 25 +++++-- .../gateway/mocks/mock_aws_client_factory.py | 16 ++-- .../tools/test_chat_aws_image_model.py | 7 +- 10 files changed, 162 insertions(+), 39 deletions(-) diff --git a/Pipfile b/Pipfile index 8f6cfbf4f..1fe7c9d8d 100644 --- a/Pipfile +++ b/Pipfile @@ -129,7 +129,12 @@ ruff = ">=0.11.5" pytest-cov = ">=6.1.1" # for creating the MCP client to test fastmcp = ">=2.10.5" -boto3-stubs = { version = ">=1.40.2", extras = ["boto3"] } +# types-boto3 provides type hints for boto3 +types-boto3 = { version = ">=1.40.0", extras = ["bedrock", "s3", "textract"] } +types-boto3-bedrock = ">=1.40.0" +types-boto3-s3 = ">=1.40.0" +types-boto3-textract = ">=1.40.0" +types-boto3-bedrock-runtime = ">=1.40.0" [requires] python_version = "3.12" diff --git a/Pipfile.lock b/Pipfile.lock index 65ff2a6a9..2749117c6 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "ab1837b2a33136746806393d8b7362e00d9c88b385cd1cb2a75cf1773dbb4ffe" + "sha256": "90321bc19c2d6a3dec556b8ac60c6c03b3e5f12a5a78c374685159aad55e4594" }, "pipfile-spec": 6, "requires": { @@ -3201,6 +3201,14 @@ "markers": "python_version >= '3.9'", "version": "==1.40.2" }, + "botocore-stubs": { + "hashes": [ + "sha256:a04e69766ab8bae338911c1897492f88d05cd489cd75f06e6eb4f135f9da8c7b", + "sha256:cc21d9a7dd994bdd90872db4664d817c4719b51cda8004fd507a4bf65b085a75" + ], + "markers": "python_version >= '3.9'", + "version": "==1.38.46" + }, "certifi": { "hashes": [ "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407", @@ -4579,6 +4587,14 @@ "markers": "python_version >= '3.9'", "version": "==5.4.1" }, + "types-awscrt": { + "hashes": [ + "sha256:8eefe50d1709520663b77d3643a772c35ace3d8acfcb296f857627622c84cb4c", + "sha256:99ee40e787dfb92ae93a5c956251a03b847de3ac532552f7e06dd5eb6e0fd02f" + ], + "markers": "python_version >= '3.8'", + "version": "==0.27.5" + }, "types-beautifulsoup4": { "hashes": [ "sha256:5923399d4a1ba9cc8f0096fe334cc732e130269541d66261bb42ab039c0376ee", @@ -4588,6 +4604,55 @@ "markers": "python_version >= '3.9'", "version": "==4.12.0.20250516" }, + "types-boto3": { + "extras": [ + "bedrock", + "s3", + "textract" + ], + "hashes": [ + "sha256:4d222ca72fb70afb5d4205616dedacdafed00b416d434fbb8a57a387d582aa9a", + "sha256:578a3a47dda8d85457e23e766592f6a6d40df88f7f9cd93527d98ba2e5d46546" + ], + "markers": "python_version >= '3.8'", + "version": "==1.40.2" + }, + "types-boto3-bedrock": { + "hashes": [ + "sha256:804cc040ed4830a58c06c50fa055216c1c87456c0f69947174f4bca56043b6a0", + "sha256:c032b0939bd939c73c91c2016edcc1396ad527d755330a8f9c991e316d7d37bc" + ], + "index": "pypi", + "markers": "python_version >= '3.8'", + "version": "==1.40.0" + }, + "types-boto3-bedrock-runtime": { + "hashes": [ + "sha256:2d2cd0c90bbc537f0b02d7855df9d49591bf4bea321d70711b8a19a761f3c1e9", + "sha256:cc393692a9b7cb9b779c4d9980adfa41a5ef68ae5c7f896890b14d7cac62eb6e" + ], + "index": "pypi", + "markers": "python_version >= '3.8'", + "version": "==1.40.0" + }, + "types-boto3-s3": { + "hashes": [ + "sha256:c84cf5ee7168076dd4427f8f64a903fc3f1ca907887c41ca620e9fcc16758e2d", + "sha256:efc08aff95eca9b05bbc94fdb0fc1727c1259fab5ddfe68cdfa83fd43c698732" + ], + "index": "pypi", + "markers": "python_version >= '3.8'", + "version": "==1.40.0" + }, + "types-boto3-textract": { + "hashes": [ + "sha256:74f5e7da604dad945aaaa2a7bf782b385cfbffcc3b6ffa6b369e9c2534f8fd2a", + "sha256:ab43a80f679f7335ce0721a1b2060b32d1f62ddc2c66c497f13cd7b5811444d8" + ], + "index": "pypi", + "markers": "python_version >= '3.8'", + "version": "==1.40.0" + }, "types-cachetools": { "hashes": [ "sha256:4acc8e25de9f5f84dd176ea81dcffa7cb24393869bb2e59e692dfd0139a1e66f", @@ -4613,6 +4678,14 @@ "markers": "python_version >= '3.9'", "version": "==2.32.4.20250611" }, + "types-s3transfer": { + "hashes": [ + "sha256:203dadcb9865c2f68fb44bc0440e1dc05b79197ba4a641c0976c26c9af75ef52", + "sha256:79c8375cbf48a64bff7654c02df1ec4b20d74f8c5672fc13e382f593ca5565b3" + ], + "markers": "python_version >= '3.8'", + "version": "==0.13.0" + }, "typing-extensions": { "hashes": [ "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36", diff --git a/language_model_gateway/gateway/aws/aws_client_factory.py b/language_model_gateway/gateway/aws/aws_client_factory.py index daaa3e20a..d6803bf71 100644 --- a/language_model_gateway/gateway/aws/aws_client_factory.py +++ b/language_model_gateway/gateway/aws/aws_client_factory.py @@ -1,15 +1,44 @@ import os import boto3 +from boto3 import Session + +from types_boto3_bedrock_runtime.client import BedrockRuntimeClient +from types_boto3_s3.client import S3Client +from types_boto3_textract.client import TextractClient class AwsClientFactory: # noinspection PyMethodMayBeStatic - def create_client(self, *, service_name: str) -> boto3.client: + def create_bedrock_client(self) -> BedrockRuntimeClient: """Create and return a Bedrock client""" - session = boto3.Session(profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE")) - bedrock_client = session.client( - service_name=service_name, + session: Session = boto3.Session( + profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE") + ) + bedrock_client: BedrockRuntimeClient = session.client( + service_name="bedrock-runtime", region_name="us-east-1", ) return bedrock_client + + # noinspection PyMethodMayBeStatic + def create_s3_client(self) -> S3Client: + session: Session = boto3.Session( + profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE") + ) + s3_client: S3Client = session.client( + service_name="s3", + region_name="us-east-1", + ) + return s3_client + + # noinspection PyMethodMayBeStatic + def create_textract_client(self) -> TextractClient: + session: Session = boto3.Session( + profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE") + ) + textract_client: TextractClient = session.client( + service_name="textract", + region_name="us-east-1", + ) + return textract_client diff --git a/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py b/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py index 1a08b0aa5..8fe645456 100644 --- a/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py +++ b/language_model_gateway/gateway/file_managers/aws_s3_file_manager.py @@ -1,9 +1,9 @@ import logging from typing import Optional, Generator, override -import boto3 from botocore.exceptions import ClientError from starlette.responses import Response, StreamingResponse +from types_boto3_s3.client import S3Client from language_model_gateway.gateway.aws.aws_client_factory import AwsClientFactory from language_model_gateway.gateway.file_managers.file_manager import FileManager @@ -46,7 +46,8 @@ async def save_file_async( s3_full_path: str = s3_url.url - s3_client = self.aws_client_factory.create_client(service_name="s3") + s3_client: S3Client = self.aws_client_factory.create_s3_client() + if not file_data: logger.error("No file to save") return None @@ -90,9 +91,7 @@ def get_bucket(self, *, filename: str, folder: str) -> S3Url: async def read_file_async( self, *, folder: str, file_path: str ) -> StreamingResponse | Response: - s3_client: boto3.client = self.aws_client_factory.create_client( - service_name="s3" - ) + s3_client: S3Client = self.aws_client_factory.create_s3_client() assert "s3://" not in folder, ( "folder should not contain s3://. It should be the bucket name" diff --git a/language_model_gateway/gateway/image_generation/aws_image_generator.py b/language_model_gateway/gateway/image_generation/aws_image_generator.py index efbd28bbd..a1e18b7d2 100644 --- a/language_model_gateway/gateway/image_generation/aws_image_generator.py +++ b/language_model_gateway/gateway/image_generation/aws_image_generator.py @@ -6,7 +6,8 @@ from concurrent.futures.thread import ThreadPoolExecutor from typing import override, Dict, Any, Literal -import boto3 +from types_boto3_bedrock_runtime.client import BedrockRuntimeClient +from types_boto3_bedrock_runtime.type_defs import InvokeModelResponseTypeDef from language_model_gateway.gateway.aws.aws_client_factory import AwsClientFactory from language_model_gateway.gateway.image_generation.image_generator import ( @@ -23,13 +24,11 @@ def __init__(self, *, aws_client_factory: AwsClientFactory) -> None: assert self.aws_client_factory is not None assert isinstance(self.aws_client_factory, AwsClientFactory) - def _invoke_model(self, request_body: Dict[str, Any]) -> Dict[str, Any]: + def _invoke_model(self, request_body: Dict[str, Any]) -> InvokeModelResponseTypeDef: """Synchronous model invocation""" - client: boto3.client = self.aws_client_factory.create_client( - service_name="bedrock-runtime" - ) - response: Dict[str, Any] = client.invoke_model( + client: BedrockRuntimeClient = self.aws_client_factory.create_bedrock_client() + response: InvokeModelResponseTypeDef = client.invoke_model( modelId="amazon.titan-image-generator-v2:0", body=json.dumps(request_body), ) @@ -67,7 +66,7 @@ async def generate_image_async( loop = asyncio.get_running_loop() # Run model invocation in executor - response = await loop.run_in_executor( + response: InvokeModelResponseTypeDef = await loop.run_in_executor( self.executor, self._invoke_model, request_body ) diff --git a/language_model_gateway/gateway/ocr/aws_ocr_extractor.py b/language_model_gateway/gateway/ocr/aws_ocr_extractor.py index c8cb23052..4b5fef97c 100644 --- a/language_model_gateway/gateway/ocr/aws_ocr_extractor.py +++ b/language_model_gateway/gateway/ocr/aws_ocr_extractor.py @@ -4,8 +4,8 @@ from typing import Optional, List from uuid import uuid4 -import boto3 from pypdf import PdfReader, PdfWriter +from types_boto3_textract.client import TextractClient from language_model_gateway.gateway.aws.aws_client_factory import AwsClientFactory from language_model_gateway.gateway.file_managers.file_manager import FileManager @@ -41,8 +41,8 @@ async def extract_text_with_textract_async(self, pdf_bytes: bytes) -> str: """ try: # Create Textract client - textract_client: boto3.client = self.aws_client_factory.create_client( - service_name="textract" + textract_client: TextractClient = ( + self.aws_client_factory.create_textract_client() ) # Open PDF from memory @@ -125,8 +125,8 @@ async def extract_text_with_textract_save_to_s3_async( assert file_path is not None # Call Textract API - textract_client: boto3.client = self.aws_client_factory.create_client( - service_name="textract" + textract_client: TextractClient = ( + self.aws_client_factory.create_textract_client() ) s3_bucket, s3_object_key = UrlParser.parse_s3_uri(file_path) diff --git a/tests/end_to_end/test_google_drive_agent.py b/tests/end_to_end/test_google_drive_agent.py index 1d87395fd..cf01e304e 100644 --- a/tests/end_to_end/test_google_drive_agent.py +++ b/tests/end_to_end/test_google_drive_agent.py @@ -262,7 +262,7 @@ def verify_aws_boto3_authentication() -> None: if region_name: session_kwargs["region_name"] = region_name try: - session = boto3.Session(**session_kwargs) + session = boto3.Session(**session_kwargs) # type: ignore[arg-type] sts = session.client("sts") identity = sts.get_caller_identity() print(f"AWS authentication successful: {identity}") diff --git a/tests/gateway/file_managers/test_aws_file_manager.py b/tests/gateway/file_managers/test_aws_file_manager.py index ed9634598..d9ed330e0 100644 --- a/tests/gateway/file_managers/test_aws_file_manager.py +++ b/tests/gateway/file_managers/test_aws_file_manager.py @@ -1,9 +1,12 @@ -from typing import Dict, List, Any +import os +from typing import Dict, List, Any, Generator import boto3 import pytest +from botocore.client import BaseClient from moto import mock_aws from starlette.responses import Response, StreamingResponse +from boto3 import Session from language_model_gateway.gateway.aws.aws_client_factory import AwsClientFactory from language_model_gateway.gateway.file_managers.aws_s3_file_manager import ( @@ -11,17 +14,25 @@ ) from language_model_gateway.gateway.utilities.s3_url import S3Url from tests.gateway.mocks.mock_aws_client_factory import MockAwsClientFactory +from types_boto3_s3.client import S3Client @pytest.fixture -def mock_s3() -> boto3.client: +def mock_s3() -> Generator[S3Client, Any, None]: """Create a mock S3 client using moto.""" with mock_aws(): - yield boto3.client("s3", region_name="us-east-1") + session: Session = boto3.Session( + profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE") + ) + s3_client: S3Client = session.client( + service_name="s3", + region_name="us-east-1", + ) + yield s3_client @pytest.fixture -def aws_client_factory(mock_s3: boto3.client) -> AwsClientFactory: +def aws_client_factory(mock_s3: BaseClient) -> AwsClientFactory: """Create a mock AWS client factory.""" return MockAwsClientFactory(aws_client=mock_s3) @@ -94,7 +105,7 @@ def test_get_bucket(aws_s3_file_manager: AwsS3FileManager) -> None: @pytest.mark.asyncio async def test_save_file_async_success( - aws_s3_file_manager: AwsS3FileManager, mock_s3: boto3.client + aws_s3_file_manager: AwsS3FileManager, mock_s3: S3Client ) -> None: """ Comprehensive test for save_file_async method. @@ -182,7 +193,7 @@ async def test_save_file_async_edge_cases( @pytest.mark.asyncio async def test_read_file_async_success( - aws_s3_file_manager: AwsS3FileManager, mock_s3: boto3.client + aws_s3_file_manager: AwsS3FileManager, mock_s3: S3Client ) -> None: """ Comprehensive test for read_file_async method. @@ -240,7 +251,7 @@ async def test_read_file_async_success( @pytest.mark.asyncio async def test_read_file_async_error_cases( - aws_s3_file_manager: AwsS3FileManager, mock_s3: boto3.client + aws_s3_file_manager: AwsS3FileManager, mock_s3: S3Client ) -> None: """ Test error cases for read_file_async. diff --git a/tests/gateway/mocks/mock_aws_client_factory.py b/tests/gateway/mocks/mock_aws_client_factory.py index 3f6b435d5..5aff7767e 100644 --- a/tests/gateway/mocks/mock_aws_client_factory.py +++ b/tests/gateway/mocks/mock_aws_client_factory.py @@ -1,15 +1,21 @@ -from typing import override +from typing import override, cast -import boto3 +from botocore.client import BaseClient from language_model_gateway.gateway.aws.aws_client_factory import AwsClientFactory +from types_boto3_bedrock_runtime.client import BedrockRuntimeClient +from types_boto3_s3.client import S3Client class MockAwsClientFactory(AwsClientFactory): - def __init__(self, *, aws_client: boto3.client) -> None: + def __init__(self, *, aws_client: BaseClient) -> None: self.aws_client = aws_client assert self.aws_client is not None @override - def create_client(self, *, service_name: str) -> boto3.client: - return self.aws_client + def create_bedrock_client(self) -> BedrockRuntimeClient: + return cast(BedrockRuntimeClient, self.aws_client) + + @override + def create_s3_client(self) -> S3Client: + return cast(S3Client, self.aws_client) diff --git a/tests/gateway/tools/test_chat_aws_image_model.py b/tests/gateway/tools/test_chat_aws_image_model.py index 9718b3a8a..4ed3d05f9 100644 --- a/tests/gateway/tools/test_chat_aws_image_model.py +++ b/tests/gateway/tools/test_chat_aws_image_model.py @@ -7,12 +7,13 @@ import boto3 import pytest +from types_boto3_bedrock_runtime.client import BedrockRuntimeClient -def create_bedrock_client() -> boto3.client: +def create_bedrock_client() -> BedrockRuntimeClient: """Create and return a Bedrock client""" session1 = boto3.Session(profile_name=os.environ.get("AWS_CREDENTIALS_PROFILE")) - bedrock_client = session1.client( + bedrock_client: BedrockRuntimeClient = session1.client( service_name="bedrock-runtime", region_name="us-east-1", # Replace with your preferred region # Add credentials if not using default AWS configuration: @@ -28,7 +29,7 @@ def generate_image( """Generate an image using Titan Image Generator""" # Create Bedrock client - client = create_bedrock_client() + client: BedrockRuntimeClient = create_bedrock_client() # Prepare the request parameters request_body = { From 092a3617383c4e0057d4919c8e8d63c53a8bf075 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 5 Aug 2025 09:38:49 -0700 Subject: [PATCH 233/237] fix test --- setup.cfg | 4 ---- tests/gateway/test_token_verifier.py | 3 +-- 2 files changed, 1 insertion(+), 6 deletions(-) diff --git a/setup.cfg b/setup.cfg index 4e18c82ad..6da038080 100644 --- a/setup.cfg +++ b/setup.cfg @@ -9,10 +9,6 @@ warn_return_any = True warn_unused_configs = True [mypy-deepdiff.*] ignore_missing_imports = True -[mypy-boto3.*] -ignore_missing_imports = True -[mypy-botocore.*] -ignore_missing_imports = True [mypy-langchain_google_community.*] ignore_missing_imports = True [mypy-graphviz.*] diff --git a/tests/gateway/test_token_verifier.py b/tests/gateway/test_token_verifier.py index 3b6e86f4d..7a6fd04b7 100644 --- a/tests/gateway/test_token_verifier.py +++ b/tests/gateway/test_token_verifier.py @@ -4,7 +4,6 @@ import base64 from joserfc import jwk -from joserfc.errors import ExpiredTokenError from language_model_gateway.gateway.utilities.auth.token_verifier import TokenVerifier from joserfc import jwt @@ -58,5 +57,5 @@ async def test_verify_token_valid(mock_jwks: Any) -> None: async def test_verify_token_expired(mock_jwks: Any) -> None: verifier = TokenVerifier(jwks_uri="https://fake-jwks-uri", algorithms=[ALGORITHM]) token = create_jwt_token(exp_offset=-60) - with pytest.raises(ExpiredTokenError): + with pytest.raises(ValueError, match="This OAuth Token has expired"): await verifier.verify_token_async(token=token) From 0f474a1d7f9e96e8c311a28f694b46d0910ba924 Mon Sep 17 00:00:00 2001 From: Imran Qureshi Date: Tue, 5 Aug 2025 10:04:07 -0700 Subject: [PATCH 234/237] update docker-publish.yml to limit to platforms --- .github/workflows/docker-publish.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/docker-publish.yml b/.github/workflows/docker-publish.yml index ab5c8d5a6..e8977ba9e 100644 --- a/.github/workflows/docker-publish.yml +++ b/.github/workflows/docker-publish.yml @@ -36,6 +36,8 @@ jobs: - name: Install QEMU uses: docker/setup-qemu-action@v3 + with: + platforms: linux/amd64,linux/arm64 - name: Create builder run: | From 195ab207fa2dd0ab38a73b6bb4d0203df6d681d6 Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Wed, 27 Aug 2025 11:23:49 -0500 Subject: [PATCH 235/237] updated two readmes --- README.md | 6 ++++-- openwebui_functions/readme.md | 3 ++- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index bc5920a86..fd4046bcc 100644 --- a/README.md +++ b/README.md @@ -105,9 +105,9 @@ make down; make up; make up-open-webui ``` ## Running with OAuth -Since the OpenWebUI uses Keycloak on both server side and browser side, you need to create a host mapping for `keycloak`. +Since the OpenWebUI uses Keycloak on both server side and browser side, you **MUST** to create a host mapping for `keycloak`. -On Macs, this can be done by adding an entry to `/etc/hosts`: +On Macs, this is done by adding an entry to `/etc/hosts`. This is likely a `sudo` operation so you may need to run `sudo nano /etc/hosts` or `sudo vi /etc/hosts` (depending on your preferred editor) and add the following line: ```sh 127.0.0.1 keycloak @@ -118,6 +118,8 @@ Then run: make down; make up; make up-open-webui-auth ``` +For more details and getting the models list up and running, refer to the [openwebui_functions/readme.md](openwebui_functions/readme.md). + ## Contributing We welcome contributions to the project! To contribute, follow these steps: diff --git a/openwebui_functions/readme.md b/openwebui_functions/readme.md index 0d9fac81d..f41eb0582 100644 --- a/openwebui_functions/readme.md +++ b/openwebui_functions/readme.md @@ -4,7 +4,8 @@ https://docs.openwebui.com/features/plugin/functions/pipe/ ## Instructions to add pipe to OpenWebUI on local machine -- Run `make down; make up-open-webui-auth` to start OpenWebUI with authenticatio +- Run `make down; make up-open-webui-auth` to start OpenWebUI with authentication + - Refer to base level README.md for instructions on setting up OAuth if you haven't already. Specifically, the keycloak host mapping in /etc/hosts. - Login with admin/password to openwebui - Now run `make set-admin-user-role` to set the admin role for this new user - Reload the OpenWebUI page in your browser From 37a15fcab0dd212c31deff0da7bd7cfb17dd22cd Mon Sep 17 00:00:00 2001 From: sean-can-bwell <72527375+sean-can-bwell@users.noreply.github.com> Date: Wed, 27 Aug 2025 11:38:39 -0500 Subject: [PATCH 236/237] Update README.md Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index fd4046bcc..4b6f47d35 100644 --- a/README.md +++ b/README.md @@ -105,7 +105,7 @@ make down; make up; make up-open-webui ``` ## Running with OAuth -Since the OpenWebUI uses Keycloak on both server side and browser side, you **MUST** to create a host mapping for `keycloak`. +Since the OpenWebUI uses Keycloak on both server side and browser side, you **MUST** create a host mapping for `keycloak`. On Macs, this is done by adding an entry to `/etc/hosts`. This is likely a `sudo` operation so you may need to run `sudo nano /etc/hosts` or `sudo vi /etc/hosts` (depending on your preferred editor) and add the following line: From dac3effe8878aedff0236ec889a915792187daff Mon Sep 17 00:00:00 2001 From: sean-can-bwell Date: Wed, 27 Aug 2025 11:41:12 -0500 Subject: [PATCH 237/237] added further guidance to get users to the correct parts of the README --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index fd4046bcc..06c083126 100644 --- a/README.md +++ b/README.md @@ -34,6 +34,8 @@ Update the keys for the functionality/providers you're planning on using. make down; make up ``` +5. Refer to the [Running without OAuth](#running-without-oauth) or [Running with OAuth](#running-with-oauth) sections below to start OpenWebUI. + ## Project Architecture The project is structured into several main components: