diff --git a/API.md b/API.md index e55e2e5..cb6caf0 100644 --- a/API.md +++ b/API.md @@ -98,7 +98,7 @@ x-api-key: plx_xxxxx | ------------ | ------ | -------- | ---------------------------------------------- | | `metric` | string | Yes | Metric name (e.g., `temperature`, `motor.rpm`) | | `value` | any | Yes | See supported value types below | -| `timestamp` | float | No | Unix timestamp (seconds). Defaults to now | +| `timestamp` | float | No | Unix timestamp in seconds (or ms if ≥ 1e12). Omit to use device time. Over WebSocket, the Python SDK applies a server-synced clock correction when omitted — see [Clock correction](#clock-correction). | | `source_id` | string | Yes | Your source identifier | | `tags` | object | No | Key-value labels | | `session_id` | string | No | Group data into sessions | @@ -168,18 +168,22 @@ Devices authenticate using an API key. The `source_id` in the request is the dev // Server → Device { "type": "authenticated", - "source_id": "drone-01" + "source_id": "drone-01", + "server_time_ms": 1746100800000 } // Server → Device (collision case) { "type": "authenticated", - "source_id": "drone-01_2" + "source_id": "drone-01_2", + "server_time_ms": 1746100800000 } ``` The SDK **adopts** whatever `source_id` the server returns and uses it for all subsequent frames, heartbeats, and reconnects. It also persists the assigned name locally so reconnects go straight to the claimed slot. +`server_time_ms` is the gateway's current Unix time in milliseconds. The Python SDK uses it to compute a clock offset (`server_time - device_time`) that is applied to every SDK-generated timestamp for the lifetime of the connection. This corrects for devices that boot without NTP or have an unreliable RTC — a common condition on embedded Linux. See [Clock correction](#clock-correction) for details and limitations. + `install_id` is a stable per-installation UUID, generated on the device's first run and saved to `~/.plexus/config.json`. It lets the server distinguish a rebooting device from a new device trying to claim an existing name. Legacy SDKs that omit `install_id` continue to work as before (the server passes the declared `source_id` through unchanged). ### Message Types (Dashboard → Device) @@ -354,6 +358,9 @@ func main() { #include #include +// Call configTime(0, 0, "pool.ntp.org") in setup() before sending. +// time(nullptr) returns 0 until NTP sync completes — omit the timestamp +// field entirely if you cannot guarantee NTP sync at send time. void sendToPlexus(const char* metric, float value) { HTTPClient http; http.begin("https://plexus-gateway.fly.dev/ingest"); @@ -363,7 +370,7 @@ void sendToPlexus(const char* metric, float value) { String payload = "{\"points\":[{"; payload += "\"metric\":\"" + String(metric) + "\","; payload += "\"value\":" + String(value) + ","; - payload += "\"timestamp\":" + String(millis() / 1000.0) + ","; + payload += "\"timestamp\":" + String(time(nullptr)) + ","; payload += "\"source_id\":\"esp32-001\""; payload += "}]}"; @@ -469,10 +476,39 @@ class MySensor(BaseSensor): | 404 | Resource not found | | 410 | Resource expired | +## Clock correction + +Embedded devices commonly boot with a wrong system clock — no hardware RTC, NTP unreachable on first boot, or a fresh OS image whose filesystem timestamp is months in the past. Without correction, all telemetry lands at the wrong place on the timeline. + +The Python SDK corrects for this automatically over WebSocket. On every connection the gateway returns `server_time_ms` in the `authenticated` frame. The SDK computes `offset = server_time - device_time` and adds it to every timestamp it generates. Data lands at the right time on the dashboard regardless of what the device clock says. + +**When the correction applies:** + +The offset is applied when `timestamp` is omitted (the SDK generates the time). If you pass an explicit `timestamp`, it is used as-is — the SDK cannot tell whether your value is a wall-clock time or a hardware-relative counter, so it leaves it alone. + +```python +px.send("temperature", 72.5) # SDK picks time → correction applied +px.send("temperature", 72.5, timestamp=t) # your timestamp → used as-is, no correction +``` + +**When to pass an explicit timestamp:** +- You have a reliable wall-clock source (GPS, trusted hardware RTC, host NTP) +- You are replaying or backfilling historical data +- Your sensor provides its own wall-clock timestamp + +**When to omit timestamp:** +- The device may have booted without NTP (Raspberry Pi, Jetson, field robots without network on first boot) +- You have no reliable external time source + +**Known limitations:** +- The clock offset refreshes only on WebSocket reconnect. A device with a drifting RTC that stays connected for many days will accumulate uncorrected drift between reconnects proportional to the drift rate. +- HTTP transport (`transport="http"`) does not receive clock sync — timestamps default to the device clock uncorrected. +- `send_batch()` takes one shared `timestamp` for the whole batch, not per-point. For per-point timestamps, call `send()` in a loop. + ## Best Practices - **Batch points** - Send up to 100 points per request for HTTP -- **Use timestamps** - Always include accurate timestamps +- **Omit timestamp when unsure** - The Python SDK applies server-synced clock correction when `timestamp` is omitted over WebSocket; only pass an explicit timestamp when you have a reliable wall-clock source - **Consistent source_id** - Use the same ID for each physical device/source - **Use tags** - Label data for filtering (e.g., `{"location": "lab"}`) - **Use sessions** - Group related data for easier analysis diff --git a/README.md b/README.md index 1288169..3f83f20 100644 --- a/README.md +++ b/README.md @@ -102,6 +102,24 @@ px.buffer_size() px.flush_buffer() ``` +## Timestamps and clock correction + +By default — `px.send("temp", 72.5)` with no `timestamp` argument — the SDK picks the time itself. Over WebSocket, it synchronizes with the gateway clock on every connection, so data lands at the right place on the timeline even if the device's system clock is wrong (no NTP on first boot, stale RTC, fresh OS image). + +```python +px.send("temperature", 72.5) # SDK picks time; gateway-synced over WS +px.send("temperature", 72.5, timestamp=t) # your timestamp, used as-is, no correction +``` + +**Pass an explicit timestamp when** you have a reliable external time source (GPS, trusted RTC, host NTP) or are replaying historical data with known timestamps. + +**Omit timestamp when** the device may have booted without NTP — which is the default on Raspberry Pi, Jetson, and most embedded Linux boards without a network connection at first boot. + +**Known limits:** +- Clock sync refreshes on WebSocket (re)connect. A device with a drifting RTC that stays connected for many days accumulates uncorrected drift between reconnects. +- HTTP-only transport (`transport="http"`) does not receive clock sync — timestamps default to the uncorrected device clock. +- `send_batch()` shares one timestamp across the whole batch. For per-point timestamps, call `send()` in a loop. + ## Transport By default the SDK connects over a **WebSocket** to `/ws/device` on the gateway — same wire protocol as the C SDK. This gives you: diff --git a/plexus/client.py b/plexus/client.py index e9feb39..7ae6abf 100644 --- a/plexus/client.py +++ b/plexus/client.py @@ -140,6 +140,7 @@ def __init__( self.transport = transport self._ws_url = (ws_url or get_gateway_ws_url()) self._ws = None # lazily constructed in _ensure_ws() + self._clock_offset_ms: int = 0 # Pluggable buffer backend for failed sends if persistent_buffer: @@ -175,17 +176,16 @@ def _get_session(self) -> requests.Session: self._session.headers["User-Agent"] = f"plexus-python/{__version__}" return self._session - @staticmethod - def _normalize_ts_ms(timestamp: Optional[float] = None) -> int: + def _normalize_ts_ms(self, timestamp: Optional[float] = None) -> int: """Normalize a timestamp to milliseconds. Accepts: - - None: returns current time in ms - - float seconds (e.g. time.time()): converts to ms - - int/float ms: returned as-is + - None: returns current time in ms, corrected by server clock offset + - float seconds (e.g. time.time()): converts to ms (no offset applied) + - int/float ms: returned as-is (no offset applied) """ if timestamp is None: - return int(time.time() * 1000) + return int(time.time() * 1000) + self._clock_offset_ms # Heuristic: values < 1e12 are seconds if timestamp > 0 and timestamp < 1e12: return int(timestamp * 1000) @@ -258,6 +258,30 @@ def send( point = self._make_point(metric, value, timestamp, tags, data_class) return self._send_points([point]) + def event( + self, + name: str, + data: FlexValue, + timestamp: Optional[float] = None, + tags: Optional[Dict[str, str]] = None, + ) -> bool: + """ + Send a named event with text or structured data. + + Args: + name: Event type (e.g., "fault", "state_change", "log") + data: Text or JSON-serializable value (string, dict, list, bool, number) + timestamp: Unix timestamp. If not provided, uses current time. + tags: Optional key-value tags + + Example: + px.event("fault", "E-stop triggered") + px.event("state_change", {"from": "IDLE", "to": "RUNNING"}) + px.event("sensor_error", {"sensor": "imu", "code": 42}, tags={"motor": "A"}) + """ + point = self._make_point(name, data, timestamp, tags, data_class="event") + return self._send_points([point]) + def send_batch( self, points: List[Tuple[str, FlexValue]], @@ -283,8 +307,8 @@ def send_batch( ("position", {"x": 1.0, "y": 2.0}), ]) """ - ts = timestamp if timestamp is not None else time.time() - data_points = [self._make_point(m, v, ts, tags) for m, v in points] + ts_ms = self._normalize_ts_ms(timestamp) + data_points = [self._make_point(m, v, ts_ms, tags) for m, v in points] return self._send_points(data_points) def _ensure_ws(self): @@ -300,10 +324,14 @@ def _ensure_ws(self): install_id=get_install_id(), agent_version=__version__, on_source_id_assigned=self._on_source_id_assigned, + on_clock_synced=self._on_clock_synced, ) self._ws.start() return self._ws + def _on_clock_synced(self, offset_ms: int) -> None: + self._clock_offset_ms = offset_ms + def _on_source_id_assigned(self, assigned: str) -> None: """Callback from WebSocketTransport when the gateway returns an auto-suffixed source_id. Persists it so subsequent runs (and the HTTP @@ -555,7 +583,7 @@ def run(self, run_id: str, tags: Optional[Dict[str, str]] = None, store_frames: "source_id": self.source_id, "status": "started", "tags": tags, - "timestamp": time.time(), + "timestamp": (int(time.time() * 1000) + self._clock_offset_ms) / 1000, }, timeout=self.timeout, ) @@ -573,7 +601,7 @@ def run(self, run_id: str, tags: Optional[Dict[str, str]] = None, store_frames: "run_id": run_id, "source_id": self.source_id, "status": "ended", - "timestamp": time.time(), + "timestamp": (int(time.time() * 1000) + self._clock_offset_ms) / 1000, }, timeout=self.timeout, ) diff --git a/plexus/ws.py b/plexus/ws.py index 3cb4a8f..1c0bb23 100644 --- a/plexus/ws.py +++ b/plexus/ws.py @@ -25,6 +25,7 @@ from __future__ import annotations +import atexit import json import logging import os @@ -108,6 +109,7 @@ def __init__( platform: str = "python-sdk", auto_reconnect: bool = True, on_source_id_assigned: Optional[Callable[[str], None]] = None, + on_clock_synced: Optional[Callable[[int], None]] = None, ): if not api_key: raise ValueError("api_key required") @@ -122,6 +124,7 @@ def __init__( self.platform = platform self.auto_reconnect = auto_reconnect self._on_source_id_assigned = on_source_id_assigned + self._on_clock_synced = on_clock_synced self._commands: Dict[str, _RegisteredCommand] = {} self._ws: Optional[websocket.WebSocket] = None @@ -130,6 +133,7 @@ def __init__( self._stop = threading.Event() self._thread: Optional[threading.Thread] = None self._backoff_attempt = 0 + self._clock_offset_ms: int = 0 # ------------------------------------------------------------------ public @@ -155,6 +159,7 @@ def start(self) -> None: target=self._run, name="plexus-ws", daemon=True ) self._thread.start() + atexit.register(self.stop) def stop(self, timeout: float = 2.0) -> None: self._stop.set() @@ -175,6 +180,10 @@ def wait_authenticated(self, timeout: float = AUTH_TIMEOUT_S) -> bool: def is_authenticated(self) -> bool: return self._authenticated.is_set() + @property + def clock_offset_ms(self) -> int: + return self._clock_offset_ms + def send_points(self, points: List[Dict[str, Any]]) -> bool: """Send a telemetry frame. Returns False if the socket is not authenticated — caller is expected to fall back to HTTP.""" @@ -250,6 +259,15 @@ def _connect_and_serve(self) -> None: if msg.get("type") != "authenticated": raise RuntimeError(f"auth failed: {msg}") + server_ts = msg.get("server_time_ms") + if isinstance(server_ts, (int, float)) and server_ts > 0: + self._clock_offset_ms = int(server_ts) - int(time.time() * 1000) + if self._on_clock_synced is not None: + try: + self._on_clock_synced(self._clock_offset_ms) + except Exception as e: + logger.debug("on_clock_synced callback raised: %s", e) + # The gateway may return a different source_id if the desired name # was already claimed by another install — adopt the assigned value # so all subsequent frames (heartbeats, future reconnects) use it. diff --git a/tests/test_basic.py b/tests/test_basic.py index cfea8e4..bf675b4 100644 --- a/tests/test_basic.py +++ b/tests/test_basic.py @@ -1,5 +1,7 @@ """Basic tests for plexus-python.""" +import time + from plexus import __version__ from plexus.client import Plexus from plexus.config import DEFAULT_CONFIG @@ -41,3 +43,19 @@ def test_make_point_with_tags(): point = px._make_point("temperature", 72.5, tags={"sensor": "A1"}) assert point["tags"] == {"sensor": "A1"} + + +def test_normalize_ts_ms_applies_clock_offset(): + px = Plexus(api_key="test", endpoint="http://localhost") + px._clock_offset_ms = 5000 + before = int(time.time() * 1000) + ts = px._normalize_ts_ms(None) + after = int(time.time() * 1000) + assert before + 5000 <= ts <= after + 5000 + + +def test_normalize_ts_ms_ignores_offset_for_supplied_timestamp(): + px = Plexus(api_key="test", endpoint="http://localhost") + px._clock_offset_ms = 5000 + ts = px._normalize_ts_ms(1_700_000_000.0) + assert ts == 1_700_000_000_000 diff --git a/tests/test_ws.py b/tests/test_ws.py index 8bb8386..4a93583 100644 --- a/tests/test_ws.py +++ b/tests/test_ws.py @@ -61,6 +61,7 @@ async def _handler(self, ws, path="/ws/device"): await ws.send(json.dumps({ "type": "authenticated", "source_id": returned_source_id, + "server_time_ms": int(time.time() * 1000), })) try: async for raw in ws: @@ -332,3 +333,48 @@ def test_ensure_device_path(): assert _ensure_device_path("wss://foo") == "wss://foo/ws/device" assert _ensure_device_path("wss://foo/") == "wss://foo/ws/device" assert _ensure_device_path("wss://foo/ws/device") == "wss://foo/ws/device" + + +def test_clock_offset_computed_from_authenticated_frame(): + # Stub sends a server_time_ms that is 30 seconds ahead of real time. + # The transport's clock_offset_ms should be close to +30_000. + fake_offset_ms = 30_000 + + class _OffsetStubGateway(_StubGateway): + async def _handler(self, ws, path="/ws/device"): + self._ws = ws + raw = await ws.recv() + msg = json.loads(raw) + self.auth_frame = msg + returned_source_id = self.assigned_source_id or msg.get("source_id") + await ws.send(json.dumps({ + "type": "authenticated", + "source_id": returned_source_id, + "server_time_ms": int(time.time() * 1000) + fake_offset_ms, + })) + try: + async for raw in ws: + self.received.append(json.loads(raw)) + except websockets.ConnectionClosed: + return + + g = _OffsetStubGateway() + g.start() + try: + seen: List[int] = [] + t = WebSocketTransport( + api_key="plx_test_abc", + source_id="drone-001", + ws_url=_url(g.port), + on_clock_synced=lambda offset: seen.append(offset), + ) + t.start() + try: + assert t.wait_authenticated(timeout=3) + assert abs(t.clock_offset_ms - fake_offset_ms) < 500 + assert len(seen) == 1 + assert abs(seen[0] - fake_offset_ms) < 500 + finally: + t.stop() + finally: + g.stop() diff --git a/uv.lock b/uv.lock new file mode 100644 index 0000000..eeb229b --- /dev/null +++ b/uv.lock @@ -0,0 +1,1167 @@ +version = 1 +revision = 2 +requires-python = ">=3.8" +resolution-markers = [ + "python_full_version >= '3.10'", + "python_full_version == '3.9.*'", + "python_full_version < '3.9'", +] + +[[package]] +name = "certifi" +version = "2026.4.22" +source = { registry = 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