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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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Communicating with a MongoDB database using Motor

As we mentioned at the beginning of this chapter, working with a document-oriented database, such as MongoDB, is quite different from a relational database. First and foremost, you don't need to configure a schema upfront: it follows the structure of the data that you insert into it. In the case of FastAPI, it makes our life slightly easier since we'll only have to work with Pydantic models. However, there are some subtleties around the document identifiers that we need to take into account. We'll review this next.

To begin, we'll install Motor, which is a library that is used to communicate asynchronously with MongoDB and is officially supported by the MongoDB organization. You can run the following command:

$ pip install motor

Once this is done, we can start working!

Creating models compatible with MongoDB ID

As we mentioned in the introduction to this section, there are some difficulties with the...

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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