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You're reading from  Building Data Science Applications with FastAPI

Product typeBook
Published inOct 2021
Reading LevelBeginner
PublisherPackt
ISBN-139781801079211
Edition1st 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 proper type hint to enforce their type.

In this section, we'll focus on model definition and see all the possibilities we have to define 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 sample:

chapter4_standard_field_types_01...

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Building Data Science Applications with FastAPI
Published in: Oct 2021Publisher: PacktISBN-13: 9781801079211

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