How to render Streamable image on React coming from FastAPI server?

You could either encode the image data to Base64 format on server side and return the base64-encoded string, which can then be used to display the image in the HTML page as shown here (e.g., <img src=”data:image/png;base64, …), or send the raw bytes—it might be best not to use a StreamingResponse for sending the raw … Read more

How to upload File in FastAPI, then to Amazon S3 and finally process it?

As per FastAPI’s documentation, UploadFile uses Python’s SpooledTemporaryFile, a “file stored in memory up to a maximum size limit, and after passing this limit it will be stored in disk.”. It “operates exactly as TemporaryFile”, which “is destroyed as soon as it is closed (including an implicit close when the object is garbage collected)”. It … Read more

How to return a numpy array as an image using FastAPI?

You shouldn’t be using StreamingResponse, as suggested by some other answer. If the entire image bytes are loaded into memory from the beginning (e.g., into an in-memory bytes buffer), using StreamingResponse makes little sense. Please have a look at this answer for more details. You should instead use Response and pass the image bytes, after … Read more

Render NumPy array in FastAPI

Option 1 – Return image as bytes The below examples show how to convert an image loaded from disk, or an in-memory image (numpy array), into bytes (using either PIL or OpenCV libraries) and return them using a custom Response. For the purposes of this demo, the below code is used to create the in-memory … Read more

How to Upload File using FastAPI?

The below examples use the .file attribute of the UploadFile object to get the actual Python file (i.e., SpooledTemporaryFile), which allows you to call its methods, such as .read() and .close(), without having to await them. It is important, however, to define your endpoint with def in this case—otherwise, such operations would block the server … Read more

FastAPI runs api-calls in serial instead of parallel fashion

As per FastAPI’s documentation: When you declare a path operation function with normal def instead of async def, it is run in an external threadpool that is then awaited, instead of being called directly (as it would block the server). Thus, def (sync) routes run in a separate thread from a threadpool, or, in other … Read more

How to add both file and JSON body in a FastAPI POST request?

As per FastAPI documentation, You can declare multiple Form parameters in a path operation, but you can’t also declare Body fields that you expect to receive as JSON, as the request will have the body encoded using application/x-www-form-urlencoded instead of application/json (when the form includes files, it is encoded as multipart/form-data). This is not a … Read more

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