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FastAPI

Logfire combines custom and third-party instrumentation for FastAPI with the logfire.instrument_fastapi() method.

Installation

Install logfire with the fastapi extra:

pip install 'logfire[fastapi]'
uv add 'logfire[fastapi]'
rye add logfire -E fastapi
poetry add 'logfire[fastapi]'

Usage

We have a minimal example below. Please install Uvicorn to run it:

pip install uvicorn

You can run it with python main.py:

main.py
import logfire
from fastapi import FastAPI

app = FastAPI()

logfire.configure()
logfire.instrument_fastapi(app)


@app.get("/hello")
async def hello(name: str):
    return {"message": f"hello {name}"}


if __name__ == "__main__":
    import uvicorn

    uvicorn.run(app)

Then visit http://localhost:8000/hello?name=world and check the logs.

OpenTelemetry FastAPI Instrumentation

The third-party OpenTelemetry FastAPI Instrumentation package adds spans to every request with detailed attributes about the HTTP request such as the full URL and the user agent. The start and end times let you see how long it takes to process each request.

logfire.instrument_fastapi() applies this instrumentation by default. You can disable it by passing use_opentelemetry_instrumentation=False.

logfire.instrument_fastapi() also accepts arbitrary additional keyword arguments and passes them to the OpenTelemetry FastAPIInstrumentor.instrument_app() method. See their documentation for more details.

Logfire instrumentation: logging endpoint arguments and validation errors

logfire.instrument_fastapi() will emit a span for each request called FastAPI arguments which shows how long it takes FastAPI to parse and validate the endpoint function arguments from the request and resolve any dependencies. By default the span will also contain the following attributes:

  • values: A dictionary mapping argument names of the endpoint function to parsed and validated values.
  • errors: A list of validation errors for any invalid inputs.

You can customize this by passing an request_attributes_mapper function to instrument_fastapi. This function will be called with the Request or WebSocket object and the default attributes dictionary. It should return a new dictionary of attributes, or None to set the span level to 'debug' so that it's hidden by default. For example:

import logfire

app = ...


def request_attributes_mapper(request, attributes):
    if attributes["errors"]:
        # Only log validation errors, not valid arguments
        return {
            "errors": attributes["errors"],
            "my_custom_attribute": ...,
        }
    else:
        # Don't log anything for valid requests
        return None


logfire.configure()
logfire.instrument_fastapi(app, request_attributes_mapper=request_attributes_mapper)

Note

The request_attributes_mapper function mustn't mutate the contents of values or errors, but it can safely replace them with new values.

Excluding URLs from instrumentation

To avoid tracing certain URLs, you can specify a string of comma-separated regexes which will be matched against the full request URL. This can be passed to:

  • instrument_fastapi as excluded_urls, e.g: logfire.instrument_fastapi(app, excluded_urls='/health')
  • The environment variable OTEL_PYTHON_FASTAPI_EXCLUDED_URLS.
  • The environment variable OTEL_PYTHON_EXCLUDED_URLS (which will also apply to other instrumentation).

Capturing request and response headers