How do you deploy a Hugging Face model using the transformers and fastapi libraries

Question

Can you tell me how you deploy a Hugging Face model using the transformer and fast API libraries?

Answer 1

You can deploy a Hugging Face model using the transformers and fast API libraries by referring to below:

In the above code, we are using Model Loading, which uses a pipeline to load a pre-trained Hugging Face model for tasks like text generation or classification; FastAPI Endpoint, which defines a POST route to receive input and return the generated text; and Run Server that starts the FastAPI server using unicorn.

Hence, this approach makes it easy to deploy and access your model via an API.