I am using FastAPI to serve some ML models and I have a Streamlit basic UI using Python Requests module.
One of my service is getting an image through a POST request and it is working like a charm.
Server side
@app.post("/segformer")
async def segformer(file: Optional[UploadFile] = None):
curl given by {BASE_URI}/docs
curl -X 'POST' \
  'http://localhost:8080/segformer' \
  -H 'accept: application/json' \
  -H 'Content-Type: multipart/form-data' \
  -F 'file=@image1.jpg;type=image/jpeg'
Client side using Python Requests
response = requests.post(f"{BASE_URI}/segformer", files=files)
As soon as I want to add additional parameters, it gets creepy. For example:
Server side
@dataclass
class ModelInterface:
    model_name: str = "detr"
    tags: List[str] = Query(...)
@app.post("/detr")
async def detr(file: UploadFile = File(...), model: ModelInterface = Depends()):
curl -- given by {BASE_URI}/docs
curl -X 'POST' \
  'http://localhost:8080/detr?model_name=detr&tags=balloon&tags=dog' \
  -H 'accept: application/json' \
  -H 'Content-Type: multipart/form-data' \
  -F 'file=@image1.jpg;type=image/jpeg'
Until that point everything works fine. Once I want to convert that call using Python Requests, I have some issues, which always end up in /detr HTTP/1.1" 400 Bad Request error.
Here is what I've tried:
Client side using Python Requests
headers = {
    "Content-type": "multipart/form-data",
    "accept": "application/json"
}
payload = {
    "tags": ["balloon", "dog"]
}
response = requests.post(
    f"{BASE_URI}/detr",
    headers=headers,
    json=payload,  <- also *data*  
    files=files,
)
At the end it seems that the problem narrows on how to convert this:
curl -X 'POST' \
  'http://localhost:8080/detr?tags=balloon&tags=dog' \
  -H 'accept: application/json' \
  -H 'Content-Type: multipart/form-data' \
  -F 'file=@image1.jpg;type=image/jpeg'
to a valid Python Requests call!
I also faced the issue that the following FastAPI code:
@dataclass
class ModelInterface:
    model_name: str = "detr"
    tags: List[str] = None
@app.post("/detr2")
async def detr2(file: UploadFile = File(...), model: ModelInterface = Form(...)):
...
translates to this curl command:
curl -X 'POST' \
  'http://localhost:8080/detr2' \
  -H 'accept: application/json' \
  -H 'Content-Type: multipart/form-data' \
  -F 'file=@image1.jpg;type=image/jpeg' \
  -F 'model={
  "model_name": "detr",
  "tags": [
    "balloon", "dog"
  ]
}' 
which fails with a "POST /detr2 HTTP/1.1" 422 Unprocessable Entity error
 
    