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How can I use Pydantic for data validation in Python?

An example of an AI chatbot conversation about using Pydantic for data validation in Python.

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You

How can I use Pydantic for data validation in Python?

MagicBuddy
MagicBuddy

Pydantic is a data validation library that uses Python type annotations. You can define data models and validate data easily.

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You

Can you show me a simple example of how to define a model?

MagicBuddy
MagicBuddy

Sure! Here's a basic example:

from pydantic import BaseModel

class User(BaseModel):
    id: int
    name: str
    email: str

This defines a User model with three fields.

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You

How do I validate data against this model?

MagicBuddy
MagicBuddy

You can create an instance of the model with the data you want to validate. If the data is invalid, Pydantic will raise a validation error:

user = User(id=1, name='John Doe', email='[email protected]')
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You

What happens if I provide invalid data?

MagicBuddy
MagicBuddy

If you provide invalid data, Pydantic will raise a ValidationError, detailing what went wrong.

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