如何测试使用图像的 FastAPI api 端点？

Question

我正在使用 pytest 测试 FastAPI 端点，该端点以二进制格式输入图像，如

@app.post("/analyse")
async def analyse(file: bytes = File(...)):

    image = Image.open(io.BytesIO(file)).convert("RGB")
    stats = process_image(image)
    return stats

启动服务器后，我可以通过运行调用 requests

手动测试端点成功

import requests
from requests_toolbelt.multipart.encoder import MultipartEncoder

url = "http://127.0.0.1:8000/analyse"

filename = "./example.jpg"
m = MultipartEncoder(
        fields={'file': ('filename', open(filename, 'rb'), 'image/jpeg')}
    )
r = requests.post(url, data=m, headers={'Content-Type': m.content_type}, timeout = 8000)
assert r.status_code == 200

但是，在以下形式的函数中设置测试：

from fastapi.testclient import TestClient
from requests_toolbelt.multipart.encoder import MultipartEncoder
from app.server import app

client = TestClient(app)

def test_image_analysis():

    filename = "example.jpg"

    m = MultipartEncoder(
        fields={'file': ('filename', open(filename, 'rb'), 'image/jpeg')}
        )

    response = client.post("/analyse",
                           data=m,
                           headers={"Content-Type": "multipart/form-data"}
                           )

    assert response.status_code == 200

当运行使用 python -m pytest 进行测试时，返回

>       assert response.status_code == 200
E       assert 400 == 200
E        +  where 400 = <Response [400]>.status_code

tests\test_server.py:22: AssertionError
-------------------------------------------------------- Captured log call --------------------------------------------------------- 
ERROR    fastapi:routing.py:133 Error getting request body: can't concat NoneType to bytes
===================================================== short test summary info ====================================================== 
FAILED tests/test_server.py::test_image_analysis - assert 400 == 200

我做错了什么？
使用图像文件编写测试函数 test_image_analysis() 的正确方法是什么？

Answer 1

您会看到不同的行为，因为 requests 和 TestClient 在每个方面都不完全相同，因为 TestClient 包装 requests。要深入挖掘，请参阅源代码：（FastAPI 使用来自 starlette 库的 TestClient，仅供参考）

https://github.com/encode/starlette/blob/master/starlette/testclient.py

要解决，你可以去掉MultipartEncoder因为requests可以接受文件字节并用form-data格式编码，比如

# change it
r = requests.post(url, data=m, headers={'Content-Type': m.content_type}, timeout = 8000)

# to 
r = requests.post(url, files={"file": ("filename", open(filename, "rb"), "image/jpeg")})

并修改FastAPI测试代码：

# change
response = client.post("/analyse",
                       data=m,
                       headers={"Content-Type": "multipart/form-data"}
                       )
# to
response = client.post(
    "/analyse", files={"file": ("filename", open(filename, "rb"), "image/jpeg")}
)

如何测试使用图像的 FastAPI api 端点？

How to test a FastAPI api endpoint that consumes images?

python

multipart

pytest

starlette

fastapi