metrics.py 3.3 KB

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  1. """OpenTelemetry metrics bootstrap for Open WebUI.
  2. This module initialises a MeterProvider that sends metrics to an OTLP
  3. collector. The collector is responsible for exposing a Prometheus
  4. `/metrics` endpoint – WebUI does **not** expose it directly.
  5. Metrics collected:
  6. * http.server.requests (counter)
  7. * http.server.duration (histogram, milliseconds)
  8. Attributes used: http.method, http.route, http.status_code
  9. If you wish to add more attributes (e.g. user-agent) you can, but beware of
  10. high-cardinality label sets.
  11. """
  12. from __future__ import annotations
  13. import time
  14. from typing import Dict, List, Sequence, Any
  15. from fastapi import FastAPI, Request
  16. from opentelemetry import metrics
  17. from opentelemetry.exporter.otlp.proto.grpc.metric_exporter import (
  18. OTLPMetricExporter,
  19. )
  20. from opentelemetry.sdk.metrics import MeterProvider
  21. from opentelemetry.sdk.metrics.view import View
  22. from opentelemetry.sdk.metrics.export import (
  23. PeriodicExportingMetricReader,
  24. )
  25. from opentelemetry.sdk.resources import SERVICE_NAME, Resource
  26. from open_webui.env import OTEL_SERVICE_NAME, OTEL_EXPORTER_OTLP_ENDPOINT
  27. _EXPORT_INTERVAL_MILLIS = 10_000 # 10 seconds
  28. def _build_meter_provider() -> MeterProvider:
  29. """Return a configured MeterProvider."""
  30. # Periodic reader pushes metrics over OTLP/gRPC to collector
  31. readers: List[PeriodicExportingMetricReader] = [
  32. PeriodicExportingMetricReader(
  33. OTLPMetricExporter(endpoint=OTEL_EXPORTER_OTLP_ENDPOINT),
  34. export_interval_millis=_EXPORT_INTERVAL_MILLIS,
  35. )
  36. ]
  37. # Optional view to limit cardinality: drop user-agent etc.
  38. views: List[View] = [
  39. View(
  40. instrument_name="http.server.duration",
  41. attribute_keys=["http.method", "http.route", "http.status_code"],
  42. ),
  43. View(
  44. instrument_name="http.server.requests",
  45. attribute_keys=["http.method", "http.route", "http.status_code"],
  46. ),
  47. ]
  48. provider = MeterProvider(
  49. resource=Resource.create({SERVICE_NAME: OTEL_SERVICE_NAME}),
  50. metric_readers=list(readers),
  51. views=views,
  52. )
  53. return provider
  54. def setup_metrics(app: FastAPI) -> None:
  55. """Attach OTel metrics middleware to *app* and initialise provider."""
  56. metrics.set_meter_provider(_build_meter_provider())
  57. meter = metrics.get_meter(__name__)
  58. # Instruments
  59. request_counter = meter.create_counter(
  60. name="http.server.requests",
  61. description="Total HTTP requests",
  62. unit="1",
  63. )
  64. duration_histogram = meter.create_histogram(
  65. name="http.server.duration",
  66. description="HTTP request duration",
  67. unit="ms",
  68. )
  69. # FastAPI middleware
  70. @app.middleware("http")
  71. async def _metrics_middleware(request: Request, call_next):
  72. start_time = time.perf_counter()
  73. response = await call_next(request)
  74. elapsed_ms = (time.perf_counter() - start_time) * 1000.0
  75. # Route template e.g. "/items/{item_id}" instead of real path.
  76. route = request.scope.get("route")
  77. route_path = getattr(route, "path", request.url.path)
  78. attrs: Dict[str, str | int] = {
  79. "http.method": request.method,
  80. "http.route": route_path,
  81. "http.status_code": response.status_code,
  82. }
  83. request_counter.add(1, attrs)
  84. duration_histogram.record(elapsed_ms, attrs)
  85. return response