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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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Defining models and their field types with Pydantic

Pydantic is a powerful library for defining data models using Python classes and type hints. This approach makes those classes completely compatible with static type checking. Besides, since there are regular Python classes, we can use inheritance and also define our very own methods to add custom logic.

In Chapter 3, Developing a RESTful API with FastAPI, you learned the basics of defining a data model with Pydantic: you have to define a class inheriting from BaseModel and list all the fields as class properties, each one with a type hint to enforce their type.

In this section, we’ll focus on model definition and see all the possibilities we have for defining the fields.

Standard field types

We’ll begin by defining fields with standard types, which only involve simple type hints. Let’s review a simple model representing information about a person. You can see this in the following code snippet:

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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