2011-02-21 20:41:50 -04:00
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:mod:`collections.abc` --- Abstract Base Classes for Containers
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===============================================================
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.. module:: collections.abc
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:synopsis: Abstract base classes for containers
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2011-02-21 20:41:50 -04:00
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.. moduleauthor:: Raymond Hettinger <python at rcn.com>
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.. sectionauthor:: Raymond Hettinger <python at rcn.com>
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2011-08-16 14:10:24 -03:00
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.. versionadded:: 3.3
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Formerly, this module was part of the :mod:`collections` module.
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2016-06-11 16:02:54 -03:00
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**Source code:** :source:`Lib/_collections_abc.py`
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2011-02-21 20:41:50 -04:00
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.. testsetup:: *
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from collections.abc import *
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import itertools
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__name__ = '<doctest>'
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--------------
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This module provides :term:`abstract base classes <abstract base class>` that
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can be used to test whether a class provides a particular interface; for
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example, whether it is :term:`hashable` or whether it is a :term:`mapping`.
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2011-02-21 20:41:50 -04:00
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2021-09-09 23:51:07 -03:00
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An :func:`issubclass` or :func:`isinstance` test for an interface works in one
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of three ways.
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1) A newly written class can inherit directly from one of the
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abstract base classes. The class must supply the required abstract
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methods. The remaining mixin methods come from inheritance and can be
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overridden if desired. Other methods may be added as needed:
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.. testcode::
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class C(Sequence): # Direct inheritance
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def __init__(self): ... # Extra method not required by the ABC
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def __getitem__(self, index): ... # Required abstract method
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def __len__(self): ... # Required abstract method
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def count(self, value): ... # Optionally override a mixin method
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.. doctest::
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>>> issubclass(C, Sequence)
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True
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>>> isinstance(C(), Sequence)
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True
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2) Existing classes and built-in classes can be registered as "virtual
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subclasses" of the ABCs. Those classes should define the full API
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including all of the abstract methods and all of the mixin methods.
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This lets users rely on :func:`issubclass` or :func:`isinstance` tests
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to determine whether the full interface is supported. The exception to
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this rule is for methods that are automatically inferred from the rest
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of the API:
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.. testcode::
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class D: # No inheritance
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def __init__(self): ... # Extra method not required by the ABC
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def __getitem__(self, index): ... # Abstract method
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def __len__(self): ... # Abstract method
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def count(self, value): ... # Mixin method
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def index(self, value): ... # Mixin method
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Sequence.register(D) # Register instead of inherit
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.. doctest::
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>>> issubclass(D, Sequence)
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True
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>>> isinstance(D(), Sequence)
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True
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In this example, class :class:`!D` does not need to define
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``__contains__``, ``__iter__``, and ``__reversed__`` because the
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:ref:`in-operator <comparisons>`, the :term:`iteration <iterable>`
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logic, and the :func:`reversed` function automatically fall back to
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using ``__getitem__`` and ``__len__``.
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3) Some simple interfaces are directly recognizable by the presence of
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the required methods (unless those methods have been set to
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:const:`None`):
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.. testcode::
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class E:
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def __iter__(self): ...
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def __next__(self): ...
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.. doctest::
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>>> issubclass(E, Iterable)
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True
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>>> isinstance(E(), Iterable)
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True
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Complex interfaces do not support this last technique because an
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interface is more than just the presence of method names. Interfaces
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specify semantics and relationships between methods that cannot be
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inferred solely from the presence of specific method names. For
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example, knowing that a class supplies ``__getitem__``, ``__len__``, and
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``__iter__`` is insufficient for distinguishing a :class:`Sequence` from
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a :class:`Mapping`.
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2021-10-19 15:18:50 -03:00
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.. versionadded:: 3.9
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These abstract classes now support ``[]``. See :ref:`types-genericalias`
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and :pep:`585`.
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2011-02-21 20:41:50 -04:00
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2011-06-03 14:18:41 -03:00
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.. _collections-abstract-base-classes:
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Collections Abstract Base Classes
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---------------------------------
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2011-03-28 13:27:09 -03:00
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The collections module offers the following :term:`ABCs <abstract base class>`:
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2013-03-28 09:28:44 -03:00
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.. tabularcolumns:: |l|L|L|L|
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============================== ====================== ======================= ====================================================
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ABC Inherits from Abstract Methods Mixin Methods
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============================== ====================== ======================= ====================================================
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:class:`Container` [1]_ ``__contains__``
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:class:`Hashable` [1]_ ``__hash__``
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:class:`Iterable` [1]_ [2]_ ``__iter__``
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:class:`Iterator` [1]_ :class:`Iterable` ``__next__`` ``__iter__``
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:class:`Reversible` [1]_ :class:`Iterable` ``__reversed__``
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:class:`Generator` [1]_ :class:`Iterator` ``send``, ``throw`` ``close``, ``__iter__``, ``__next__``
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:class:`Sized` [1]_ ``__len__``
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:class:`Callable` [1]_ ``__call__``
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:class:`Collection` [1]_ :class:`Sized`, ``__contains__``,
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:class:`Iterable`, ``__iter__``,
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:class:`Container` ``__len__``
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:class:`Sequence` :class:`Reversible`, ``__getitem__``, ``__contains__``, ``__iter__``, ``__reversed__``,
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:class:`Collection` ``__len__`` ``index``, and ``count``
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:class:`MutableSequence` :class:`Sequence` ``__getitem__``, Inherited :class:`Sequence` methods and
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``__setitem__``, ``append``, ``clear``, ``reverse``, ``extend``,
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``__delitem__``, ``pop``, ``remove``, and ``__iadd__``
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``__len__``,
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``insert``
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:class:`ByteString` :class:`Sequence` ``__getitem__``, Inherited :class:`Sequence` methods
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``__len__``
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:class:`Set` :class:`Collection` ``__contains__``, ``__le__``, ``__lt__``, ``__eq__``, ``__ne__``,
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``__iter__``, ``__gt__``, ``__ge__``, ``__and__``, ``__or__``,
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``__len__`` ``__sub__``, ``__xor__``, and ``isdisjoint``
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:class:`MutableSet` :class:`Set` ``__contains__``, Inherited :class:`Set` methods and
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``__iter__``, ``clear``, ``pop``, ``remove``, ``__ior__``,
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``__len__``, ``__iand__``, ``__ixor__``, and ``__isub__``
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``add``,
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``discard``
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:class:`Mapping` :class:`Collection` ``__getitem__``, ``__contains__``, ``keys``, ``items``, ``values``,
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``__iter__``, ``get``, ``__eq__``, and ``__ne__``
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``__len__``
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:class:`MutableMapping` :class:`Mapping` ``__getitem__``, Inherited :class:`Mapping` methods and
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``__setitem__``, ``pop``, ``popitem``, ``clear``, ``update``,
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``__delitem__``, and ``setdefault``
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``__iter__``,
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``__len__``
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:class:`MappingView` :class:`Sized` ``__len__``
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:class:`ItemsView` :class:`MappingView`, ``__contains__``,
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:class:`Set` ``__iter__``
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:class:`KeysView` :class:`MappingView`, ``__contains__``,
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:class:`Set` ``__iter__``
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:class:`ValuesView` :class:`MappingView`, ``__contains__``, ``__iter__``
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:class:`Collection`
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:class:`Awaitable` [1]_ ``__await__``
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:class:`Coroutine` [1]_ :class:`Awaitable` ``send``, ``throw`` ``close``
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:class:`AsyncIterable` [1]_ ``__aiter__``
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:class:`AsyncIterator` [1]_ :class:`AsyncIterable` ``__anext__`` ``__aiter__``
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:class:`AsyncGenerator` [1]_ :class:`AsyncIterator` ``asend``, ``athrow`` ``aclose``, ``__aiter__``, ``__anext__``
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:class:`Buffer` [1]_ ``__buffer__``
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============================== ====================== ======================= ====================================================
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.. rubric:: Footnotes
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.. [1] These ABCs override :meth:`~abc.ABCMeta.__subclasshook__` to support
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testing an interface by verifying the required methods are present
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and have not been set to :const:`None`. This only works for simple
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interfaces. More complex interfaces require registration or direct
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subclassing.
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.. [2] Checking ``isinstance(obj, Iterable)`` detects classes that are
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registered as :class:`Iterable` or that have an :meth:`~container.__iter__`
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method, but it does not detect classes that iterate with the
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:meth:`~object.__getitem__` method. The only reliable way to determine
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whether an object is :term:`iterable` is to call ``iter(obj)``.
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Collections Abstract Base Classes -- Detailed Descriptions
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----------------------------------------------------------
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2011-03-28 13:27:09 -03:00
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.. class:: Container
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ABC for classes that provide the :meth:`~object.__contains__` method.
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2020-08-20 07:30:21 -03:00
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.. class:: Hashable
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ABC for classes that provide the :meth:`~object.__hash__` method.
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2020-08-20 07:30:21 -03:00
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.. class:: Sized
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ABC for classes that provide the :meth:`~object.__len__` method.
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.. class:: Callable
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ABC for classes that provide the :meth:`~object.__call__` method.
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.. class:: Iterable
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ABC for classes that provide the :meth:`~container.__iter__` method.
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2017-09-25 04:52:06 -03:00
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Checking ``isinstance(obj, Iterable)`` detects classes that are registered
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as :class:`Iterable` or that have an :meth:`~container.__iter__` method,
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but it does
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not detect classes that iterate with the :meth:`~object.__getitem__` method.
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The only reliable way to determine whether an object is :term:`iterable`
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is to call ``iter(obj)``.
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2016-08-23 14:47:07 -03:00
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.. class:: Collection
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ABC for sized iterable container classes.
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.. versionadded:: 3.6
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2011-03-28 13:27:09 -03:00
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.. class:: Iterator
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2013-10-13 17:09:14 -03:00
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ABC for classes that provide the :meth:`~iterator.__iter__` and
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:meth:`~iterator.__next__` methods. See also the definition of
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:term:`iterator`.
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2016-04-04 14:59:29 -03:00
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.. class:: Reversible
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ABC for iterable classes that also provide the :meth:`~object.__reversed__`
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method.
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2016-04-18 02:25:54 -03:00
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.. versionadded:: 3.6
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2015-05-09 02:07:23 -03:00
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.. class:: Generator
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ABC for :term:`generator` classes that implement the protocol defined in
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:pep:`342` that extends :term:`iterators <iterator>` with the
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:meth:`~generator.send`,
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:meth:`~generator.throw` and :meth:`~generator.close` methods.
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.. versionadded:: 3.5
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2011-03-28 13:27:09 -03:00
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.. class:: Sequence
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MutableSequence
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ByteString
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ABCs for read-only and mutable :term:`sequences <sequence>`.
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2015-05-22 23:29:22 -03:00
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Implementation note: Some of the mixin methods, such as
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:meth:`~container.__iter__`, :meth:`~object.__reversed__` and :meth:`index`, make
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repeated calls to the underlying :meth:`~object.__getitem__` method.
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Consequently, if :meth:`~object.__getitem__` is implemented with constant
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access speed, the mixin methods will have linear performance;
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however, if the underlying method is linear (as it would be with a
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linked list), the mixins will have quadratic performance and will
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likely need to be overridden.
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.. versionchanged:: 3.5
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The index() method added support for *stop* and *start*
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arguments.
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.. deprecated-removed:: 3.12 3.14
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The :class:`ByteString` ABC has been deprecated.
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For use in typing, prefer a union, like ``bytes | bytearray``, or
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:class:`collections.abc.Buffer`.
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For use as an ABC, prefer :class:`Sequence` or :class:`collections.abc.Buffer`.
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2011-03-28 13:27:09 -03:00
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.. class:: Set
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MutableSet
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ABCs for read-only and mutable :ref:`sets <types-set>`.
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.. class:: Mapping
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MutableMapping
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ABCs for read-only and mutable :term:`mappings <mapping>`.
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.. class:: MappingView
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ItemsView
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KeysView
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ValuesView
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2015-10-07 06:56:46 -03:00
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ABCs for mapping, items, keys, and values :term:`views <dictionary view>`.
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2015-05-21 12:50:30 -03:00
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.. class:: Awaitable
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2015-06-24 12:04:15 -03:00
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ABC for :term:`awaitable` objects, which can be used in :keyword:`await`
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expressions. Custom implementations must provide the
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:meth:`~object.__await__` method.
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2020-08-14 07:20:05 -03:00
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:term:`Coroutine <coroutine>` objects and instances of the
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:class:`~collections.abc.Coroutine` ABC are all instances of this ABC.
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.. note::
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In CPython, generator-based coroutines (:term:`generators <generator>`
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decorated with :func:`@types.coroutine <types.coroutine>`) are
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*awaitables*, even though they do not have an :meth:`~object.__await__` method.
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Using ``isinstance(gencoro, Awaitable)`` for them will return ``False``.
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Use :func:`inspect.isawaitable` to detect them.
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.. versionadded:: 3.5
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.. class:: Coroutine
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ABC for :term:`coroutine` compatible classes. These implement the
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following methods, defined in :ref:`coroutine-objects`:
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:meth:`~coroutine.send`, :meth:`~coroutine.throw`, and
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:meth:`~coroutine.close`. Custom implementations must also implement
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:meth:`~object.__await__`. All :class:`Coroutine` instances are also
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instances of :class:`Awaitable`.
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2015-07-01 13:49:00 -03:00
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.. note::
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In CPython, generator-based coroutines (:term:`generators <generator>`
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decorated with :func:`@types.coroutine <types.coroutine>`) are
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*awaitables*, even though they do not have an :meth:`~object.__await__` method.
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2015-07-03 14:11:35 -03:00
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Using ``isinstance(gencoro, Coroutine)`` for them will return ``False``.
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Use :func:`inspect.isawaitable` to detect them.
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2015-05-21 12:50:30 -03:00
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.. versionadded:: 3.5
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.. class:: AsyncIterable
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ABC for classes that provide an ``__aiter__`` method. See also the
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definition of :term:`asynchronous iterable`.
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.. versionadded:: 3.5
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.. class:: AsyncIterator
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ABC for classes that provide ``__aiter__`` and ``__anext__``
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methods. See also the definition of :term:`asynchronous iterator`.
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.. versionadded:: 3.5
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.. class:: AsyncGenerator
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ABC for :term:`asynchronous generator` classes that implement the protocol
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defined in :pep:`525` and :pep:`492`.
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.. versionadded:: 3.6
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.. class:: Buffer
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ABC for classes that provide the :meth:`~object.__buffer__` method,
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implementing the :ref:`buffer protocol <bufferobjects>`. See :pep:`688`.
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.. versionadded:: 3.12
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Examples and Recipes
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--------------------
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ABCs allow us to ask classes or instances if they provide
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particular functionality, for example::
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size = None
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if isinstance(myvar, collections.abc.Sized):
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size = len(myvar)
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Several of the ABCs are also useful as mixins that make it easier to develop
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classes supporting container APIs. For example, to write a class supporting
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the full :class:`Set` API, it is only necessary to supply the three underlying
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abstract methods: :meth:`~object.__contains__`, :meth:`~container.__iter__`, and
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:meth:`~object.__len__`. The ABC supplies the remaining methods such as
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:meth:`!__and__` and :meth:`~frozenset.isdisjoint`::
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2013-04-14 05:50:05 -03:00
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class ListBasedSet(collections.abc.Set):
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''' Alternate set implementation favoring space over speed
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and not requiring the set elements to be hashable. '''
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def __init__(self, iterable):
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self.elements = lst = []
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for value in iterable:
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if value not in lst:
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lst.append(value)
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def __iter__(self):
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return iter(self.elements)
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def __contains__(self, value):
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return value in self.elements
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def __len__(self):
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return len(self.elements)
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s1 = ListBasedSet('abcdef')
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s2 = ListBasedSet('defghi')
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overlap = s1 & s2 # The __and__() method is supported automatically
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Notes on using :class:`Set` and :class:`MutableSet` as a mixin:
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(1)
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Since some set operations create new sets, the default mixin methods need
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a way to create new instances from an :term:`iterable`. The class constructor is
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2011-02-21 20:41:50 -04:00
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assumed to have a signature in the form ``ClassName(iterable)``.
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That assumption is factored-out to an internal :class:`classmethod` called
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:meth:`!_from_iterable` which calls ``cls(iterable)`` to produce a new set.
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2011-02-21 20:41:50 -04:00
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If the :class:`Set` mixin is being used in a class with a different
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2023-12-14 15:25:55 -04:00
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constructor signature, you will need to override :meth:`!_from_iterable`
|
2020-11-21 15:56:24 -04:00
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with a classmethod or regular method that can construct new instances from
|
2011-02-21 20:41:50 -04:00
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an iterable argument.
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(2)
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To override the comparisons (presumably for speed, as the
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2023-12-14 15:25:55 -04:00
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semantics are fixed), redefine :meth:`~object.__le__` and
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:meth:`~object.__ge__`,
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2011-02-21 20:41:50 -04:00
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then the other operations will automatically follow suit.
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(3)
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2023-12-14 15:25:55 -04:00
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The :class:`Set` mixin provides a :meth:`!_hash` method to compute a hash value
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for the set; however, :meth:`~object.__hash__` is not defined because not all sets
|
2023-02-14 06:20:11 -04:00
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are :term:`hashable` or immutable. To add set hashability using mixins,
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2011-02-21 20:41:50 -04:00
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inherit from both :meth:`Set` and :meth:`Hashable`, then define
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``__hash__ = Set._hash``.
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.. seealso::
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2020-09-26 21:47:25 -03:00
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* `OrderedSet recipe <https://code.activestate.com/recipes/576694/>`_ for an
|
2011-06-04 16:16:42 -03:00
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example built on :class:`MutableSet`.
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2011-02-21 20:41:50 -04:00
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2011-06-04 16:16:42 -03:00
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* For more about ABCs, see the :mod:`abc` module and :pep:`3119`.
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