What are the best practices for validation in Python?
Some best practices include using built-in validation libraries, writing custom validators, and ensuring clear error messages.
Can you give me an example of using a validation library?
Sure! You can use the pydantic
library to validate data models easily. For example:
from pydantic import BaseModel, ValidationError
class User(BaseModel):
name: str
age: int
try:
user = User(name='Alice', age='twenty') # This will raise a validation error
except ValidationError as e:
print(e)
What about custom validation functions?
You can create custom validation functions by defining a function that checks your conditions and raises exceptions if they fail. For example:
def validate_age(age):
if age < 0:
raise ValueError('Age must be a positive integer')
How do I handle validation errors gracefully?
You can handle validation errors by using try-except blocks and providing user-friendly messages. Always log the errors for debugging.
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