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SetAttributeValueWhenValidating
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Using validator in Pydantic, how can I set the value of an attribute attB when validating the value of attA
In Pydantic, you can use the @validator
decorator to set the value of one attribute based on the value of another during validation. To achieve this, you can use the pre=True
parameter if you want to validate the attributes before any other validation rules are applied.
Here's an example of how to set the value of attB
when validating the value of attA
:
from pydantic import BaseModel, validator
class MyModel(BaseModel):
attA: int
attB: int = None # Default value can be None or some other value
@validator('attA', pre=True)
def set_attB_from_attA(cls, attA_value, values):
# Here, we can set attB based on attA
values['attB'] = attA_value * 2 # Example logic: attB is twice the value of attA
return attA_value
# Example usage
model = MyModel(attA=5)
print(model.attA) # Output: 5
print(model.attB) # Output: 10
Explanation:
- BaseModel:
MyModel
inherits fromBaseModel
, which is the base class for creating Pydantic models. - Attributes:
attA
is defined as an integer, andattB
is also an integer with a default value ofNone
. - Validator:
- The
@validator('attA', pre=True)
decorator is applied toset_attB_from_attA
. - This method takes
attA_value
(the value forattA
) andvalues
(a dictionary of attribute values, which may include other validated fields). - Inside the method,
attB
is set based on the value ofattA
. In this case,attB
is set to be double the value ofattA
.
- The
- Return Value: The validated value of
attA
is returned, which allows the validation process to continue.
When you create an instance of MyModel
, attB
will automatically be set based on the value of attA
during validation.
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