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How Do Python Descriptors\' `__get__` and `__set__` Methods Control Attribute Access?

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Release: 2024-11-26 10:31:09
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How Do Python Descriptors' `__get__` and `__set__` Methods Control Attribute Access?

Understanding __get__, __set__, and Python Descriptors

Descriptors are a fundamental concept in Python for creating custom data attributes and properties. To better comprehend their utility, let's examine a specific code example:

class Celsius(object):
    def __init__(self, value=0.0):
        self.value = float(value)
    def __get__(self, instance, owner):
        return self.value
    def __set__(self, instance, value):
        self.value = float(value)

class Temperature(object):
    celsius = Celsius()
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1. Purpose of the Descriptor Class

Descriptors enable the implementation of custom data properties that can be accessed like regular class attributes. In this example, the Celsius descriptor defines a data attribute for a Temperature instance.

2. get and set Parameter Meaning

  • instance: The instance of the Temperature class, which is None when accessed from the class itself.
  • owner: The class that owns the descriptor, in this case Temperature.

3. Usage

To utilize the Celsius descriptor:

  • Assign it to a class attribute, such as celsius in the example.
  • Accessing the descriptor attribute (e.g., temp.celsius) triggers the appropriate descriptor method:

    • get is called for getting the value.
    • set is called for setting the value.

Benefits of Descriptors

  • Encapsulation: Descriptors enable encapsulating data access and manipulation logic in a separate class.
  • Extensibility: Descriptors are flexible and can be easily extended to provide custom behaviors.
  • Performance Optimization: By caching data in the descriptor class, repeated attribute access can be optimized.

For further insights, refer to the official Python documentation on descriptors, which provides a comprehensive guide with detailed examples.

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