diff --git a/requirements/build.txt b/requirements/build.txt
index 880130beb12..5012276fa01 100644
--- a/requirements/build.txt
+++ b/requirements/build.txt
@@ -4,6 +4,6 @@ ninja
 packaging>=24.2
 setuptools>=77.0.3,<81.0.0
 setuptools_scm>=8
-torch==2.7.0 # Corresponds to the version used by vLLM main branch
+torch==2.12.0 # Corresponds to the version used by vLLM main branch
 wheel
 xxhash==3.5.0
diff --git a/requirements/common.txt b/requirements/common.txt
index 34e30c28d07..042d016a534 100644
--- a/requirements/common.txt
+++ b/requirements/common.txt
@@ -15,6 +15,6 @@ safetensors
 setuptools>=77.0.3,<81.0.0
 setuptools_scm>=8
 sortedcontainers
-torch==2.7.0  # Should correspond to the version used by vLLM main branch
+torch==2.12.0  # Should correspond to the version used by vLLM main branch
 transformers >= 4.51.1
 xxhash==3.5.0
diff --git a/requirements/cuda.txt b/requirements/cuda.txt
index 719261d725f..f762945eda9 100644
--- a/requirements/cuda.txt
+++ b/requirements/cuda.txt
@@ -6,6 +6,6 @@ ray >= 2.9
 nvidia-ml-py # for pynvml package
 
 # These must be updated alongside torch to correspond to vLLM versions
-torch == 2.7.0
+torch == 2.12.0
 torchvision == 0.22.0   # Required for phi3v processor. See https://github.com/pytorch/vision?tab=readme-ov-file#installation for corresponding version
 xformers == 0.0.30; platform_system == 'Linux' and platform_machine == 'x86_64'  # Requires PyTorch 2.7.0