I'm using FastAPI and currently I return a csv which I read from SQL server with pandas. (pd.read_sql()) However the csv is quite big for the browser and I want to return it with a File response: https://fastapi.tiangolo.com/advanced/custom-response/ (end of the page). I cannot seem to do this without first writing it to a csv file which seems slow and will clutter the filesystem with csv's on every request.
So my questions way, is there way to return a FileResponse from a sql database or pandas dataframe.
And if not, is there a way to delete the generated csv files, after it has all been read by the client?
Thanks for your help!
Kind regards,
Stephan
To return a response with HTML directly from FastAPI, use HTMLResponse . Import HTMLResponse . Pass HTMLResponse as the parameter response_class of your path operation decorator.
When you create a FastAPI path operation you can normally return any data from it: a dict , a list , a Pydantic model, a database model, etc. By default, FastAPI would automatically convert that return value to JSON using the jsonable_encoder explained in JSON Compatible Encoder.
Based HEAVILY off this https://github.com/tiangolo/fastapi/issues/1277
from fastapi.responses import StreamingResponse
import io
@app.get("/get_csv")
async def get_csv():
df = pandas.DataFrame(dict(col1 = 1, col2 = 2))
stream = io.StringIO()
df.to_csv(stream, index = False)
response = StreamingResponse(iter([stream.getvalue()]),
media_type="text/csv"
)
response.headers["Content-Disposition"] = "attachment; filename=export.csv"
return response
I was beating my head against the wall on this one as well. My use case is slightly different as I am storing images, pdfs, etc. as blobs in my maria database. I found that the trick was to pass the blob contents to BytesIO and the rest was simple.
from fastapi.responses import StreamingResponse
from io import BytesIO
@router.get('/attachment/{id}')
async def get_attachment(id: int):
mdb = messages(s.MARIADB)
attachment = mdb.getAttachment(id)
memfile = BytesIO(attachment['content'])
response = StreamingResponse(memfile, media_type=attachment['contentType'])
response.headers["Content-Disposition"] = f"inline; filename={attachment['name']}"
return response
Adding to the code that was previously mentioned, I found it useful to place another response header, in order for the client to be able to see the "Content-Disposition". This is due to the fact, that only CORS-safelisted response headers can be seen by default by the client. "Content-Disposition" is not part of this list, so it must be added explicitly https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers/Access-Control-Expose-Headers.
I don't know if there is another way to specify this, for the client or server in a more general way so that it applies to all the necessary endpoints, but this is the way I applied it.
@router.post("/files", response_class = StreamingResponse)
async def anonymization(file: bytes = File(...), config: str = Form(...)):
# file as str
inputFileAsStr = StringIO(str(file,'utf-8'))
# dataframe
df = pd.read_csv(inputFileAsStr)
# send to function to handle anonymization
results_df = anonymize(df, config)
# output file
outFileAsStr = StringIO()
results_df.to_csv(outFileAsStr, index = False)
response = StreamingResponse(
iter([outFileAsStr.getvalue()]),
media_type='text/csv',
headers={
'Content-Disposition': 'attachment;filename=dataset.csv',
'Access-Control-Expose-Headers': 'Content-Disposition'
}
)
# return
return response
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