Using the python module fastAPI, I can't figure out how to return an image. In flask I would do something like this:
@app.route("/vector_image", methods=["POST"])
def image_endpoint():
# img = ... # Create the image here
return Response(img, mimetype="image/png")
what's the corresponding call in this module?
Return a fastapi.responses.Response with your custom content and media_type.
You'll also need to muck with the endpoint decorator to get FastAPI to put the correct media type in the OpenAPI specification.
@app.get(
"/image",
# Set what the media type will be in the autogenerated OpenAPI specification.
# fastapi.tiangolo.com/advanced/additional-responses/#additional-media-types-for-the-main-response
responses = {
200: {
"content": {"image/png": {}}
}
},
# Prevent FastAPI from adding "application/json" as an additional
# response media type in the autogenerated OpenAPI specification.
# https://github.com/tiangolo/fastapi/issues/3258
response_class=Response
)
def get_image()
image_bytes: bytes = generate_cat_picture()
# media_type here sets the media type of the actual response sent to the client.
return Response(content=image_bytes, media_type="image/png")
See the Response documentation.
Return a fastapi.responses.FileResponse.
See the FileResponse documentation.
StreamingResponseOther answers suggest StreamingResponse. StreamingResponse is harder to use correctly, so I don't recommend it unless you're sure you can't use Response or FileResponse.
In particular, code like this is pointless. It will not "stream" the image in any useful way.
@app.get("/image")
def get_image()
image_bytes: bytes = generate_cat_picture()
# ❌ Don't do this.
image_stream = io.BytesIO(image_bytes)
return StreamingResponse(content=image_stream, media_type="image/png")
First of all, StreamingResponse(content=my_iterable) streams by iterating over the chunks provided by my_iterable. But when that iterable is a BytesIO, the chunks will be \n-terminated lines, which won't make sense for a binary image.
And even if the chunk divisions made sense, chunking is pointless here because we had the whole image_bytes bytes object available from the start. We may as well have just passed the whole thing into a Response from the beginning. We don't gain anything by holding data back from FastAPI.
Second, StreamingResponse corresponds to HTTP chunked transfer encoding. (This might depend on your ASGI server, but it's the case for Uvicorn, at least.) And this isn't a good use case for chunked transfer encoding.
Chunked transfer encoding makes sense when you don't know the size of your output ahead of time, and you don't want to wait to collect it all to find out before you start sending it to the client. That can apply to stuff like serving the results of slow database queries, but it doesn't generally apply to serving images.
Unnecessary chunked transfer encoding can be harmful. For example, it means clients can't show progress bars when they're downloading the file. See:
I had a similar issue but with a cv2 image. This may be useful for others. Uses the StreamingResponse.
import io
from starlette.responses import StreamingResponse
app = FastAPI()
@app.post("/vector_image")
def image_endpoint(*, vector):
# Returns a cv2 image array from the document vector
cv2img = my_function(vector)
res, im_png = cv2.imencode(".png", cv2img)
return StreamingResponse(io.BytesIO(im_png.tobytes()), media_type="image/png")
All the other answer(s) is on point, but now it's so easy to return an image
from fastapi.responses import FileResponse
@app.get("/")
async def main():
return FileResponse("your_image.jpeg")
It's not properly documented yet, but you can use anything from Starlette.
So, you can use a FileResponse if it's a file in disk with a path: https://www.starlette.io/responses/#fileresponse
If it's a file-like object created in your path operation, in the next stable release of Starlette (used internally by FastAPI) you will also be able to return it in a StreamingResponse.
Thanks to @biophetik's answer, with an important reminder that caused me confusion: If you're using BytesIO especially with PIL/skimage, make sure to also do img.seek(0) before returning!
@app.get("/generate")
def generate(data: str):
img = generate_image(data)
print('img=%s' % (img.shape,))
buf = BytesIO()
imsave(buf, img, format='JPEG', quality=100)
buf.seek(0) # important here!
return StreamingResponse(buf, media_type="image/jpeg",
headers={'Content-Disposition': 'inline; filename="%s.jpg"' %(data,)})
The answer from @SebastiánRamírez pointed me in the right direction, but for those looking to solve the problem, I needed a few lines of code to make it work. I needed to import FileResponse from starlette (not fastAPI?), add CORS support, and return from a temporary file. Perhaps there is a better way, but I couldn't get streaming to work:
from starlette.responses import FileResponse
from starlette.middleware.cors import CORSMiddleware
import tempfile
app = FastAPI()
app.add_middleware(
CORSMiddleware, allow_origins=["*"], allow_methods=["*"], allow_headers=["*"]
)
@app.post("/vector_image")
def image_endpoint(*, vector):
# Returns a raw PNG from the document vector (define here)
img = my_function(vector)
with tempfile.NamedTemporaryFile(mode="w+b", suffix=".png", delete=False) as FOUT:
FOUT.write(img)
return FileResponse(FOUT.name, media_type="image/png")
My needs weren't quite met from the above because my image was built with PIL. My fastapi endpoint takes an image file name, reads it as a PIL image, and generates a thumbnail jpeg in memory that can be used in HTML like:
<img src="http://localhost:8000/images/thumbnail/bigimage.jpg">
import io
from PIL import Image
from fastapi.responses import StreamingResponse
@app.get('/images/thumbnail/{filename}',
response_description="Returns a thumbnail image from a larger image",
response_class="StreamingResponse",
responses= {200: {"description": "an image", "content": {"image/jpeg": {}}}})
def thumbnail_image (filename: str):
# read the high-res image file
image = Image.open(filename)
# create a thumbnail image
image.thumbnail((100, 100))
imgio = io.BytesIO()
image.save(imgio, 'JPEG')
imgio.seek(0)
return StreamingResponse(content=imgio, media_type="image/jpeg")
You can use a FileResponse if it's a file in disk with a path:
import os
from fastapi import FastAPI
from fastapi.responses import FileResponse
app = FastAPI()
path = "/path/to/files"
@app.get("/")
def index():
return {"Hello": "World"}
@app.get("/vector_image", responses={200: {"description": "A picture of a vector image.", "content" : {"image/jpeg" : {"example" : "No example available. Just imagine a picture of a vector image."}}}})
def image_endpoint():
file_path = os.path.join(path, "files/vector_image.jpg")
if os.path.exists(file_path):
return FileResponse(file_path, media_type="image/jpeg", filename="vector_image_for_you.jpg")
return {"error" : "File not found!"}
If when following the top answer and you are attempting to return a BytesIO object like this in your Response
buffer = BytesIO(my_data)
# Return file
return Response(content=buffer, media_type="image/jpg")
You may receive an error that looks like this (as described in this comment)
AttributeError: '_io.BytesIO' object has no attribute 'encode'
This is caused by the render function in Response which explicitly checks for a bytes type here. Since BytesIO != bytes it attempts to encode the value and fails.
The solution is to get the bytes value from the BytesIO object with getvalue()
buffer = BytesIO(my_data)
# Return file
return Response(content=buffer.getvalue(), media_type="image/jpg")
You can do something very similar in FastAPI
from fastapi import FastAPI, Response
app = FastAPI()
@app.post("/vector_image/")
async def image_endpoint():
# img = ... # Create the image here
return Response(content=img, media_type="image/png")
