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You're reading from  Building Data Science Applications with FastAPI - Second Edition

Product typeBook
Published inJul 2023
Reading LevelIntermediate
PublisherPackt
ISBN-139781837632749
Edition2nd Edition
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François Voron
François Voron
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François Voron

François Voron graduated from the University of Saint-Étienne (France) and the University of Alicante (Spain) with a master's degree in machine learning and data mining. A full stack web developer and a data scientist, François has a proven track record working in the SaaS industry, with a special focus on Python backends and REST APIs. He is also the creator and maintainer of FastAPI Users, the #1 authentication library for FastAPI, and is one of the top experts in the FastAPI community.
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Storing results in a database and object storage

In the previous section, we showed how to implement a background worker to do the heavy computation and an API to schedule tasks on this worker. However, we are still missing two important aspects: the user doesn’t have any way to know the progress of the task nor to retrieve the final result. Let’s fix this!

Sharing data between the worker and the API

As we’ve seen, the worker is a program running in the background executing the computations the API has asked it to do. However, the worker doesn’t have any way to talk with the API server. That’s expected: since there could be any number of server processes, and since they could even run on different physical servers, processes cannot communicate directly. It’s always the same problem of having a central data source on which processes can write and read data.

Actually, the first approach to solve the lack of communication between the...

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Building Data Science Applications with FastAPI - Second Edition
Published in: Jul 2023Publisher: PacktISBN-13: 9781837632749

Author (1)

author image
François Voron

François Voron graduated from the University of Saint-Étienne (France) and the University of Alicante (Spain) with a master's degree in machine learning and data mining. A full stack web developer and a data scientist, François has a proven track record working in the SaaS industry, with a special focus on Python backends and REST APIs. He is also the creator and maintainer of FastAPI Users, the #1 authentication library for FastAPI, and is one of the top experts in the FastAPI community.
Read more about François Voron