如何为涉及使用Annotated和Depends的Pydantic模型的FastAPI路由编写pytest测试?
我正在尝试使用pytest来测试一个用Python和FastApi创建的简单API。遇到了两个问题:
- 主要问题:如果函数的输入参数使用了
Annotated
和Depends
,我就无法用pytest
运行测试。这个路由返回了一个422 不可处理的实体状态码。 - 次要问题:在创建测试客户端时,我总是收到一个弃用警告:
> DeprecationWarning: The 'app' shortcut is now deprecated. Use the explicit style 'transport=ASGITransport(app=...)' instead.
请告诉我如何解决这两个问题。我读过关于依赖覆盖的内容,但我不确定这是否是必须的,或者我该如何通过改变输入来为我的应用创建多个测试案例(例如:测试不同的人,以便我的API能为每个人返回不同的输出)。
为了重现这个错误,我创建了一个简单的API,使用的是Python 3.10.13
。这个API有两个POST方法的路由,其中一个直接将输入参数声明为Person
类的Pydantic模型(我可以测试这个路由,但会有一个弃用警告),而另一个则使用Annotated[Person, Depends()]
(我不知道如何测试这个路由,测试失败):
这是我简单API的main.py文件:
# simple_api/main.py
from fastapi import FastAPI, Depends
from pydantic import BaseModel, Field
from typing import Annotated
# Define a simple Pydantic v2 model to validate the post request
class Person(BaseModel):
name: str
age: int = Field(..., ge=18, le = 130)
# Load app
app = FastAPI()
# I can test this route:
@app.post("/post_no_dependency")
def post_example_no_dependency(person: Person):
return {
"message": f"Hello {person.name}, your age is {person.age}",
"method": "no dependency"
}
# But I am not sure how to test this route:
@app.post("/post_with_dependency")
def post_example_with_dependency(
person: Annotated[Person, Depends()]
):
return {
"message": f"Hello {person.name}, your age is {person.age}",
"method":"with dependency"
}
这是我简单API的测试文件:
# /simple_api/test_simple_api.py
import pytest
from httpx import AsyncClient
from main import app
@pytest.fixture
async def async_client():
"""Fixture to create a FastAPI test client."""
async with AsyncClient(app=app, base_url="http://test") as async_test_client:
yield async_test_client
# This test works
@pytest.mark.anyio
async def test_post_example_no_dependency(async_client: AsyncClient):
data = {"name": "john doe",
"age": 32}
response = await async_client.post("/post_no_dependency",
json = data)
assert response.status_code == 200
assert response.json()["method"] == "no dependency"
# This test fails because the status code is 422, not 200.
@pytest.mark.anyio
async def test_post_example_with_dependency(async_client: AsyncClient):
data = {"name": "john doe",
"age": 32}
response = await async_client.post("/post_with_dependency",
json = data)
assert response.status_code == 200
assert response.json()["method"] == "with dependency"
这是我在bash终端运行pytest时发生的情况(我正在使用github codespace):
(simple_venv) @mikeliux ➜ /workspaces/simple_api $ pytest test_simple_api.py
==================================================================== test session starts ====================================================================
platform linux -- Python 3.10.13, pytest-8.1.1, pluggy-1.4.0
rootdir: /workspaces/simple_api
plugins: anyio-4.3.0
collected 4 items
test_simple_api.py .F.F [100%]
========================================================================= FAILURES ==========================================================================
________________________________________________________ test_post_example_with_dependency[asyncio] _________________________________________________________
async_client = <httpx.AsyncClient object at 0x7f0e0cd893f0>
@pytest.mark.anyio
async def test_post_example_with_dependency(async_client: AsyncClient):
data = {"name": "john doe",
"age": 32}
response = await async_client.post("/post_with_dependency",
json = data)
> assert response.status_code == 200
E assert 422 == 200
E + where 422 = <Response [422 Unprocessable Entity]>.status_code
test_simple_api.py:30: AssertionError
__________________________________________________________ test_post_example_with_dependency[trio] __________________________________________________________
async_client = <httpx.AsyncClient object at 0x7f0e0c436770>
@pytest.mark.anyio
async def test_post_example_with_dependency(async_client: AsyncClient):
data = {"name": "john doe",
"age": 32}
response = await async_client.post("/post_with_dependency",
json = data)
> assert response.status_code == 200
E assert 422 == 200
E + where 422 = <Response [422 Unprocessable Entity]>.status_code
test_simple_api.py:30: AssertionError
===================================================================== warnings summary ======================================================================
test_simple_api.py::test_post_example_no_dependency[asyncio]
test_simple_api.py::test_post_example_with_dependency[asyncio]
test_simple_api.py::test_post_example_no_dependency[trio]
test_simple_api.py::test_post_example_with_dependency[trio]
/workspaces/simple_api/simple_venv/lib/python3.10/site-packages/httpx/_client.py:1426: DeprecationWarning: The 'app' shortcut is now deprecated. Use the explicit style 'transport=ASGITransport(app=...)' instead.
warnings.warn(message, DeprecationWarning)
-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
================================================================== short test summary info ==================================================================
FAILED test_simple_api.py::test_post_example_with_dependency[asyncio] - assert 422 == 200
FAILED test_simple_api.py::test_post_example_with_dependency[trio] - assert 422 == 200
========================================================== 2 failed, 2 passed, 4 warnings in 0.77s ==========================================================
另外,你可以在这里查看已安装的包:
(simple_venv) @mikeliux ➜ /workspaces/simple_api $ pip freeze
annotated-types==0.6.0
anyio==4.3.0
attrs==23.2.0
certifi==2024.2.2
click==8.1.7
dnspython==2.6.1
email_validator==2.1.1
exceptiongroup==1.2.0
fastapi==0.110.0
h11==0.14.0
httpcore==1.0.5
httptools==0.6.1
httpx==0.27.0
idna==3.6
iniconfig==2.0.0
itsdangerous==2.1.2
Jinja2==3.1.3
MarkupSafe==2.1.5
orjson==3.10.0
outcome==1.3.0.post0
packaging==24.0
pluggy==1.4.0
pydantic==2.6.4
pydantic-extra-types==2.6.0
pydantic-settings==2.2.1
pydantic_core==2.16.3
pytest==8.1.1
python-dotenv==1.0.1
python-multipart==0.0.9
PyYAML==6.0.1
sniffio==1.3.1
sortedcontainers==2.4.0
starlette==0.36.3
tomli==2.0.1
trio==0.25.0
typing_extensions==4.10.0
ujson==5.9.0
uvicorn==0.29.0
uvloop==0.19.0
watchfiles==0.21.0
websockets==12.0
谢谢你提前的帮助
1 个回答
0
我通过在测试文件中做了一些修改,成功解决了副问题(DeprecationWarning
)。
# /simple_api/test_simple_api.py
import pytest
from httpx import AsyncClient, ASGITransport # additional import
from main import app
@pytest.fixture
async def async_client():
"""Fixture to create a FastAPI test client."""
# instead of app = app, use this to avoid the DeprecationWarning:
async with AsyncClient(transport=ASGITransport(app=app), base_url="http://test") as async_test_client:
yield async_test_client
不过,主要问题还是没有解决。以下是更新后的结果:
(simple_venv) @mikeliux ➜ /workspaces/simple_api $ pytest test_simple_api.py
==================================================================== test session starts ====================================================================
platform linux -- Python 3.10.13, pytest-8.1.1, pluggy-1.4.0
rootdir: /workspaces/simple_api
plugins: anyio-4.3.0
collected 4 items
test_simple_api.py .F.F [100%]
========================================================================= FAILURES ==========================================================================
________________________________________________________ test_post_example_with_dependency[asyncio] _________________________________________________________
async_client = <httpx.AsyncClient object at 0x7f837f36d330>
@pytest.mark.anyio
async def test_post_example_with_dependency(async_client: AsyncClient):
data = {"name": "john doe",
"age": 32}
response = await async_client.post("/post_with_dependency",
json = data)
> assert response.status_code == 200
E assert 422 == 200
E + where 422 = <Response [422 Unprocessable Entity]>.status_code
test_simple_api.py:31: AssertionError
__________________________________________________________ test_post_example_with_dependency[trio] __________________________________________________________
async_client = <httpx.AsyncClient object at 0x7f837f3e6500>
@pytest.mark.anyio
async def test_post_example_with_dependency(async_client: AsyncClient):
data = {"name": "john doe",
"age": 32}
response = await async_client.post("/post_with_dependency",
json = data)
> assert response.status_code == 200
E assert 422 == 200
E + where 422 = <Response [422 Unprocessable Entity]>.status_code
test_simple_api.py:31: AssertionError
================================================================== short test summary info ==================================================================
FAILED test_simple_api.py::test_post_example_with_dependency[asyncio] - assert 422 == 200
FAILED test_simple_api.py::test_post_example_with_dependency[trio] - assert 422 == 200
================================================================ 2 failed, 2 passed in 0.78s ================================================================