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Structure your FastAPI API error responses with consistent and machine readable format using the RFC 9457 "Problem Details for HTTP APIs" standard

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fastapi-problem-details

This FastAPI plugin allow you to automatically format any errors as Problem details described in RFC 9457. This allow rich error responses and consistent errors formatting within a single or multiple APIs.

Getting Started

Install the plugin

pip install fastapi-problem-details

Register the plugin against your FastAPI app

from fastapi import FastAPI
import fastapi_problem_details as problem


app = FastAPI()

problem.init_app(app)

And you're done! (mostly)

At this point any unhandled errors Exception, validation errors fastapi.exceptions.RequestValidationError and HTTP errors starlette.exceptions.HTTPException will be automatically handled and returned as Problem Details objects, for example, an unhandled error will be catched and returned as following JSON:

{
  "type": "about:blank",
  "title": "Internal Server Error",
  "status": 500,
  "detail": "Server got itself in trouble"
}

The plugin actaully add custom error handlers for all mentionned kind of errors in order to return proper Problem Details responses. Note however that you can override any of those "default" handlers after initializing the plugin.

Now, let's dig a bit more on what the plugin is actually doing.

Validation errors handling

Plugin will automatically handle any FastAPI RequestValidationError and returns a Problem Details response.

from typing import Any

from fastapi import FastAPI
from pydantic import BaseModel

import fastapi_problem_details as problem

app = FastAPI()

problem.init_app(app)


class User(BaseModel):
    id: str
    name: str


@app.post("/users/")
def create_user(_user: User) -> Any:  # noqa: ANN401
    pass

Trying to create an user using invalid payload will result in a validation error formatted as a Problem Details response. In particular, it will put the validation errors into an errors property in returned object.

curl -X POST http://localhost:8000/users/ -d '{}' -H "Content-Type: application/json"
{
  "type": "about:blank",
  "title": "Unprocessable Entity",
  "status": 422,
  "detail": "Request validation failed",
  "errors": [
    {
      "type": "missing",
      "loc": [
        "body",
        "id"
      ],
      "msg": "Field required",
      "input": {}
    },
    {
      "type": "missing",
      "loc": [
        "body",
        "name"
      ],
      "msg": "Field required",
      "input": {}
    }
  ]
}

Changing default validation error status code and/or detail

By default, validation errors will returns a 422 status code (FastAPI default) with a "Request validation failed" detail message. However, you can override both of those if you want.

from fastapi import FastAPI, status
import fastapi_problem_details as problem


app = FastAPI()

problem.init_app(app, validation_error_code=status.HTTP_400_BAD_REQUEST, validation_error_detail="Invalid payload!")

HTTP errors handling

Any FastAPI or starlette HTTPException raised during a request will be automatically catched and formatted as a Problem details response.

from typing import Any

from fastapi import FastAPI, HTTPException, status

import fastapi_problem_details as problem

app = FastAPI()

problem.init_app(app)


@app.get("/")
def raise_error() -> Any:  # noqa: ANN401
    raise HTTPException(status_code=status.HTTP_401_UNAUTHORIZED)

Requesting this endpoint will get you the following response

curl http://localhost:8000/
{
  "type":"about:blank",
  "title":"Unauthorized",
  "status":401,
  "detail":"No permission -- see authorization schemes",
}

The title property is the official phrase corresponding to the HTTP status code. The detail property is filled with the one passed to the raised HTTPException and defaults to the description of the HTTP status code http.HTTPStatus(status).description if not provided.

Note that headers passed to the HTTPException will be returned as well.

Unexisting routes error handling

Requests against non existing routes of your API also raise 404 HTTPException. The key difference is in the detail property message. This is pretty handy for clients to distinguish between a resource not found (e.g: trying to get an user which does not exist) and a route not existing

curl -X POST http://localhost:8000/not-exist
{
  "type": "about:blank",
  "title": "Not Found",
  "status": 404,
  "detail": "Nothing matches the given URI",
}

Unexpected errors handling

Any unexpected errors raised during processing of a request will be automatically handled by the plugin which will returns an internal server error formatted as a Problem Details.

Also note that the exception will be logged as well using logger named fastapi_problem_details.error_handlers

from typing import Any

from fastapi import FastAPI

import fastapi_problem_details as problem

app = FastAPI()

problem.init_app(app)


class CustomError(Exception):
    pass


@app.get("/")
def raise_error() -> Any:  # noqa: ANN401
    raise CustomError("Something went wrong...")
$ curl http://localhost:8000
{
  "type": "about:blank",
  "title": "Internal Server Error",
  "status": 500,
  "detail": "Server got itself in trouble",
}

Including exceptions type and stack traces

During development, it can sometimes be useful to include in your HTTP responses the type and stack trace of unhandled errors for easier debugging.

problem.init_app(app, include_exc_info_in_response=True)

Doing so will enrich Problem Details response with exception type exc_type (str) and stack trace exc_stack (list[str])

$ curl http://localhost:8000
{
  "type": "about:blank",
  "title": "Internal Server Error",
  "status": 500,
  "detail": "Server got itself in trouble",
  "exc_type": "snippet.CustomError",
  "exc_stack": [
    "Traceback (most recent call last):\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/middleware/errors.py\", line 164, in __call__\n    await self.app(scope, receive, _send)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/middleware/exceptions.py\", line 65, in __call__\n    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/_exception_handler.py\", line 64, in wrapped_app\n    raise exc\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/_exception_handler.py\", line 53, in wrapped_app\n    await app(scope, receive, sender)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/routing.py\", line 756, in __call__\n    await self.middleware_stack(scope, receive, send)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/routing.py\", line 776, in app\n    await route.handle(scope, receive, send)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/routing.py\", line 297, in handle\n    await self.app(scope, receive, send)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/routing.py\", line 77, in app\n    await wrap_app_handling_exceptions(app, request)(scope, receive, send)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/_exception_handler.py\", line 64, in wrapped_app\n    raise exc\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/_exception_handler.py\", line 53, in wrapped_app\n    await app(scope, receive, sender)\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/routing.py\", line 72, in app\n    response = await func(request)\n               ^^^^^^^^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/fastapi/routing.py\", line 278, in app\n    raw_response = await run_endpoint_function(\n                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/fastapi/routing.py\", line 193, in run_endpoint_function\n    return await run_in_threadpool(dependant.call, **values)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/starlette/concurrency.py\", line 42, in run_in_threadpool\n    return await anyio.to_thread.run_sync(func, *args)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/anyio/to_thread.py\", line 56, in run_sync\n    return await get_async_backend().run_sync_in_worker_thread(\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/anyio/_backends/_asyncio.py\", line 2177, in run_sync_in_worker_thread\n    return await future\n           ^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/.venv/lib/python3.11/site-packages/anyio/_backends/_asyncio.py\", line 859, in run\n    result = context.run(func, *args)\n             ^^^^^^^^^^^^^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/snippet.py\", line 22, in raise_error\n    return raise_some_error()\n           ^^^^^^^^^^^^^^^^^^\n",
    "  File \"/Users/gody/Development/OpenSource/fastapi-problem-details/snippet.py\", line 17, in raise_some_error\n    raise CustomError\n",
    "snippet.CustomError\n"
  ]
}

⚠️ This feature is expected to be used only for development purposes. You should not enable this on production because it can leak sensitive internal information. Use it at your own risk.

Custom errors handling

To handle specific errors in your API you can simply register custom error handlers (see FastAPI documentation) and returns ProblemResponse object.

from typing import Any

from fastapi import FastAPI, Request, status

import fastapi_problem_details as problem
from fastapi_problem_details import ProblemResponse

app = FastAPI()
problem.init_app(app)


class UserNotFoundError(Exception):
    def __init__(self, user_id: str) -> None:
        super().__init__(f"There is no user with id {user_id!r}")
        self.user_id = user_id


@app.exception_handler(UserNotFoundError)
async def handle_user_not_found_error(
    _: Request, exc: UserNotFoundError
) -> ProblemResponse:
    return ProblemResponse(
        status=status.HTTP_404_NOT_FOUND,
        type="/problems/user-not-found",
        title="User Not Found",
        detail=str(exc),
        user_id=exc.user_id,
    )


@app.get("/users/{user_id}")
def get_user(user_id: str) -> Any:  # noqa: ANN401
    raise UserNotFoundError(user_id)

Requesting an user will get you following problem details

$ curl http://localhost:8000/users/1234
{
  "type":"/problems/user-not-found",
  "title":"User Not Found",
  "status":404,
  "detail":"There is no user with id '1234'",
  "user_id":"1234"
}

Note that in this example I've provided a custom type property but this might not be necessary for this use case. Basically, you should only use specific type and title when your error goes beyond the original meaning of the HTTP status code. See the RFC for more details.

Likewise, truly generic problems -- i.e., conditions that might apply to any resource on the Web -- are usually better expressed as plain status codes. For example, a "write access disallowed" problem is probably unnecessary, since a 403 Forbidden status code in response to a PUT request is self-explanatory.

Also note that you can include additional properties to the ProblemResponse object like headers or instance. Any extra properties will be added as-is in the returned Problem Details object (like the user_id in this example).

Last but not least, any null values are stripped from returned Problem Details object.

Returning HTTP errors as Problem Details

As shown in previous sections, any HTTPException raised during a request cause the API to respond with a well formatted Problem Details object. However, what if we want to raise a HTTPException but with extra properties or Problem Details specific properties?

In that case you can instead raise a ProblemException exception.

from typing import Any

from fastapi import FastAPI, status

import fastapi_problem_details as problem
from fastapi_problem_details import ProblemException

app = FastAPI()

problem.init_app(app)


@app.get("/")
def raise_error() -> Any:  # noqa: ANN401
    raise ProblemException(
        status=status.HTTP_503_SERVICE_UNAVAILABLE,
        detail="One or several internal services are not working properly",
        service_1="down",
        service_2="up",
        headers={"Retry-After": "30"},
    )
curl http://localhost:8000 -v
*   Trying [::1]:8000...
* connect to ::1 port 8000 failed: Connection refused
*   Trying 127.0.0.1:8000...
* Connected to localhost (127.0.0.1) port 8000
> GET / HTTP/1.1
> Host: localhost:8000
> User-Agent: curl/8.4.0
> Accept: */*
>
< HTTP/1.1 503 Service Unavailable
< date: Tue, 30 Jul 2024 14:10:02 GMT
< server: uvicorn
< retry-after: 30
< content-length: 186
< content-type: application/problem+json
<
* Connection #0 to host localhost left intact
{
  "type":"about:blank",
  "title":"Service Unavailable",
  "status":503,
  "detail":"One or several internal services are not working properly",
  "service_1":"down",
  "service_2":"up"
}

The ProblemException exception takes almost same arguments as a ProblemResponse.

Keeping the code DRY

If you start having to raise almost the same ProblemException in several places of your code (for example when you validate a requester permissions) you have two ways to avoid copy-pasting the same object in many places of your code

1. Inheritance

Simply create your own subclass of ProblemException

from fastapi import status

from fastapi_problem_details.models import ProblemException


class UserPermissionError(ProblemException):
    def __init__(
        self,
        user_id: str,
        headers: dict[str, str] | None = None,
    ) -> None:
        super().__init__(
            status=status.HTTP_403_FORBIDDEN,
            detail=f"User {user_id} is not allowed to perform this operation",
            headers=headers,
            user_id=user_id,
        )


def do_something_meaningful(user_id: str):
    raise UserPermissionError(user_id)

The advantage of this solution is that its rather simple and straightforward. You do not have anything else to do to properly returns Problem Details responses.

The main issue of this is that it can cause your code to cross boundaries. If you start to use ProblemException into your domain logic, you couple your core code with your HTTP API. If you decide to build a CLI and/or and event based application using the same core logic, you'll end up with uncomfortable problem exception and status code which has no meaning here.

2. Custom error handlers

The other approach is to only use custom exceptions in your code and add custom error handlers in your FastAPI app to properly map your core errors with Problem Details.

from typing import Any

from fastapi import FastAPI, Request, status

import fastapi_problem_details as problem
from fastapi_problem_details import ProblemResponse

app = FastAPI()
problem.init_app(app)


class UserNotFoundError(Exception):
    def __init__(self, user_id: str) -> None:
        super().__init__(f"There is no user with id {user_id!r}")
        self.user_id = user_id


@app.exception_handler(UserNotFoundError)
async def handle_user_not_found_error(
    _: Request, exc: UserNotFoundError
) -> ProblemResponse:
    return ProblemResponse(
        status=status.HTTP_404_NOT_FOUND,
        type="/problems/user-not-found",
        title="User Not Found",
        detail=str(exc),
        user_id=exc.user_id,
    )


@app.get("/users/{user_id}")
def get_user(user_id: str) -> Any:  # noqa: ANN401
    raise get_user_by_id(user_id)


# somewhere else, in a repository.py file for example or dao.py
db: dict[str, dict[str, Any]] = {}

def get_user_by_id(user_id: str):
  if user_id not in db:
    raise UserNotFoundError(user_id)

The biggest advantage of this solution is that you decouple your core code from your FastAPI app. You can define regular Python exceptions whatever you want and just do the conversion for your API in your custom error handler(s).

The disadvantage obviously is that it requires you to write more code. Its a question of balance.

Wrapping up

Considering the two previous mechanisms, the way which worked best for me is to do the following:

  • When I raise errors in my core (domain code, business logic) I use dedicated exceptions, unrelated to HTTP nor APIs, and I add a custom error handler to my FastAPI app to handle and returns a ProblemResponse`.
  • When I want to raise an error directly in one of my API controller (i.e: a FastAPI route) I simply raise a ProblemException. If I'm raising same problem exception in several places I create a subclass of problem exception and put in my defaults and raise that error instead.

Documenting your custom problems details

When registering problem details against your FastAPI app, it adds a default openapi response to all routes with the Problem Details schema. This might be enough in most cases but if you want to explicit additional problem details responses for specific status code or document additional properties you can register your Problem Details.

from typing import Any, Literal

from fastapi import FastAPI, Request, status

import fastapi_problem_details as problem
from fastapi_problem_details import ProblemResponse

app = FastAPI()
problem.init_app(app)


class UserNotFoundProblem(problem.Problem):
    status: Literal[404]
    user_id: str


class UserNotFoundError(Exception):
    def __init__(self, user_id: str) -> None:
        super().__init__(f"There is no user with id {user_id!r}")
        self.user_id = user_id


@app.exception_handler(UserNotFoundError)
async def handle_user_not_found_error(
    _: Request, exc: UserNotFoundError
) -> ProblemResponse:
    return ProblemResponse.from_exception(
        exc,
        status=status.HTTP_404_NOT_FOUND,
        detail=f"User {exc.user_id} not found",
        user_id=exc.user_id,
    )


@app.get("/users/{user_id}", responses={404: {"model": UserNotFoundProblem}})
def get_user(user_id: str) -> Any:  # noqa: ANN401
  raise UserNotFoundError(user_id)

Note that this has limitation. Indeed, the UserNotFoundProblem class just act as a model schema for openapi documentation. You actually not instantiate this class and no validation is performed when returning the problem response. It means that the error handler can returns something which does not match a UserNotFoundProblem.

This is because of the way FastAPI manages errors. At the moment, there is no way to register error handler and its response schema in the same place and there is no mechanism to ensure both are synced.

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Structure your FastAPI API error responses with consistent and machine readable format using the RFC 9457 "Problem Details for HTTP APIs" standard

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