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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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Generating images from text prompts with Stable Diffusion

Recently, a new generation of AI tools has emerged and fascinated the whole world: image-generation models, such as DALL-E or Midjourney. Those models are trained on huge amounts of image data and are able to generate completely new images from a simple text prompt. These AI models are very good use cases for background workers: they take seconds or even minutes to process, and they need lots of resources in the CPU, RAM, and even the GPU.

To build our system, we’ll rely on Stable Diffusion, a very popular image-generation model that was released in 2022. This model is available publicly and can be run on a modern gaming computer. As we did in the previous chapter, we’ll rely on Hugging Face tools for both downloading the model and running it.

Let’s first install the required tools:

(venv) $ pip install accelerate diffusers

We’re now ready to use diffuser models thanks to Hugging Face.

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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