2019-03-04 04:53:46 -05:00
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PEP: 585
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2019-09-17 17:54:57 -04:00
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Title: Type Hinting Generics In Standard Collections
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Version: $Revision$
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Last-Modified: $Date$
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2019-04-16 10:50:15 -04:00
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Author: Łukasz Langa <lukasz@python.org>
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2022-02-27 17:46:36 -05:00
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Discussions-To: typing-sig@python.org
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2022-11-06 17:25:12 -05:00
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Status: Final
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Type: Standards Track
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Topic: Typing
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Content-Type: text/x-rst
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Created: 03-Mar-2019
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Python-Version: 3.9
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2020-04-15 07:32:17 -04:00
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Resolution: https://mail.python.org/archives/list/python-dev@python.org/thread/HW2NFOEMCVCTAFLBLC3V7MLM6ZNMKP42/
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2024-06-11 18:12:09 -04:00
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.. canonical-doc:: :ref:`python:types-genericalias`
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and the documentation for :meth:`~object.__class_getitem__`
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2019-03-04 04:53:46 -05:00
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Abstract
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========
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Static typing as defined by PEPs 484, 526, 544, 560, and 563 was built
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incrementally on top of the existing Python runtime and constrained by
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existing syntax and runtime behavior. This led to the existence of
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a duplicated collection hierarchy in the ``typing`` module due to
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generics (for example ``typing.List`` and the built-in ``list``).
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This PEP proposes to enable support for the generics syntax in all
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standard collections currently available in the ``typing`` module.
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Rationale and Goals
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===================
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This change removes the necessity for a parallel type hierarchy in the
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``typing`` module, making it easier for users to annotate their programs
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and easier for teachers to teach Python.
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Terminology
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===========
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Generic (n.) -- a type that can be parameterized, typically a container.
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Also known as a *parametric type* or a *generic type*. For example:
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``dict``.
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parameterized generic -- a specific instance of a generic with the
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expected types for container elements provided. Also known as
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a *parameterized type*. For example: ``dict[str, int]``.
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Backwards compatibility
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=======================
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Tooling, including type checkers and linters, will have to be adapted to
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recognize standard collections as generics.
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On the source level, the newly described functionality requires
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Python 3.9. For use cases restricted to type annotations, Python files
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with the "annotations" future-import (available since Python 3.7) can
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parameterize standard collections, including builtins. To reiterate,
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that depends on the external tools understanding that this is valid.
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Implementation
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==============
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Starting with Python 3.7, when ``from __future__ import annotations`` is
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used, function and variable annotations can parameterize standard
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collections directly. Example::
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from __future__ import annotations
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def find(haystack: dict[str, list[int]]) -> int:
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...
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Usefulness of this syntax before :pep:`585` is limited as external tooling
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like Mypy does not recognize standard collections as generic. Moreover,
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certain features of typing like type aliases or casting require putting
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types outside of annotations, in runtime context. While these are
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relatively less common than type annotations, it's important to allow
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using the same type syntax in all contexts. This is why starting with
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Python 3.9, the following collections become generic using
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``__class_getitem__()`` to parameterize contained types:
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* ``tuple`` # typing.Tuple
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* ``list`` # typing.List
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* ``dict`` # typing.Dict
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* ``set`` # typing.Set
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* ``frozenset`` # typing.FrozenSet
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* ``type`` # typing.Type
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* ``collections.deque``
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* ``collections.defaultdict``
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* ``collections.OrderedDict``
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* ``collections.Counter``
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* ``collections.ChainMap``
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* ``collections.abc.Awaitable``
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* ``collections.abc.Coroutine``
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* ``collections.abc.AsyncIterable``
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* ``collections.abc.AsyncIterator``
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* ``collections.abc.AsyncGenerator``
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* ``collections.abc.Iterable``
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* ``collections.abc.Iterator``
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* ``collections.abc.Generator``
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* ``collections.abc.Reversible``
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* ``collections.abc.Container``
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* ``collections.abc.Collection``
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* ``collections.abc.Callable``
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* ``collections.abc.Set`` # typing.AbstractSet
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* ``collections.abc.MutableSet``
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* ``collections.abc.Mapping``
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* ``collections.abc.MutableMapping``
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* ``collections.abc.Sequence``
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* ``collections.abc.MutableSequence``
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* ``collections.abc.ByteString``
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* ``collections.abc.MappingView``
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* ``collections.abc.KeysView``
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* ``collections.abc.ItemsView``
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* ``collections.abc.ValuesView``
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* ``contextlib.AbstractContextManager`` # typing.ContextManager
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* ``contextlib.AbstractAsyncContextManager`` # typing.AsyncContextManager
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* ``re.Pattern`` # typing.Pattern, typing.re.Pattern
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* ``re.Match`` # typing.Match, typing.re.Match
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Importing those from ``typing`` is deprecated. Due to :pep:`563` and the
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intention to minimize the runtime impact of typing, this deprecation
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will not generate DeprecationWarnings. Instead, type checkers may warn
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about such deprecated usage when the target version of the checked
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program is signalled to be Python 3.9 or newer. It's recommended to
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allow for those warnings to be silenced on a project-wide basis.
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2022-09-12 11:50:00 -04:00
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The deprecated functionality may eventually be removed from the ``typing``
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module. Removal will occur no sooner than Python 3.9's end of life,
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scheduled for October 2025.
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Parameters to generics are available at runtime
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-----------------------------------------------
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Preserving the generic type at runtime enables introspection of the type
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which can be used for API generation or runtime type checking. Such
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usage is already present in the wild.
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Just like with the ``typing`` module today, the parameterized generic
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types listed in the previous section all preserve their type parameters
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at runtime::
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>>> list[str]
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list[str]
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>>> tuple[int, ...]
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tuple[int, ...]
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>>> ChainMap[str, list[str]]
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collections.ChainMap[str, list[str]]
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This is implemented using a thin proxy type that forwards all method
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calls and attribute accesses to the bare origin type with the following
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exceptions:
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* the ``__repr__`` shows the parameterized type;
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* the ``__origin__`` attribute points at the non-parameterized
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generic class;
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* the ``__args__`` attribute is a tuple (possibly of length
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1) of generic types passed to the original ``__class_getitem__``;
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* the ``__parameters__`` attribute is a lazily computed tuple
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(possibly empty) of unique type variables found in ``__args__``;
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* the ``__getitem__`` raises an exception to disallow mistakes
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like ``dict[str][str]``. However it allows e.g. ``dict[str, T][int]``
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and in that case returns ``dict[str, int]``.
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This design means that it is possible to create instances of
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parameterized collections, like::
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>>> l = list[str]()
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[]
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>>> list is list[str]
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False
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>>> list == list[str]
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False
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>>> list[str] == list[str]
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True
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>>> list[str] == list[int]
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False
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>>> isinstance([1, 2, 3], list[str])
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TypeError: isinstance() arg 2 cannot be a parameterized generic
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>>> issubclass(list, list[str])
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TypeError: issubclass() arg 2 cannot be a parameterized generic
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>>> isinstance(list[str], types.GenericAlias)
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True
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Objects created with bare types and parameterized types are exactly the
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same. The generic parameters are not preserved in instances created
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with parameterized types, in other words generic types erase type
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parameters during object creation.
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One important consequence of this is that the interpreter does **not**
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attempt to type check operations on the collection created with
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a parameterized type. This provides symmetry between::
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l: list[str] = []
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and::
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l = list[str]()
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For accessing the proxy type from Python code, it will be exported
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from the ``types`` module as ``GenericAlias``.
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Pickling or (shallow- or deep-) copying a ``GenericAlias`` instance
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will preserve the type, origin, attributes and parameters.
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Forward compatibility
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---------------------
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Future standard collections must implement the same behavior.
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Reference implementation
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========================
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A proof-of-concept or prototype `implementation
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<https://bugs.python.org/issue39481>`__ exists.
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Rejected alternatives
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=====================
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Do nothing
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----------
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Keeping the status quo forces Python programmers to perform book-keeping
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of imports from the ``typing`` module for standard collections, making
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all but the simplest annotations cumbersome to maintain. The existence
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of parallel types is confusing to newcomers (why is there both ``list``
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and ``List``?).
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The above problems also don't exist in user-built generic classes which
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share runtime functionality and the ability to use them as generic type
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annotations. Making standard collections harder to use in type hinting
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from user classes hindered typing adoption and usability.
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Generics erasure
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----------------
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It would be easier to implement ``__class_getitem__`` on the listed
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standard collections in a way that doesn't preserve the generic type,
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in other words::
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>>> list[str]
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<class 'list'>
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>>> tuple[int, ...]
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<class 'tuple'>
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>>> collections.ChainMap[str, list[str]]
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<class 'collections.ChainMap'>
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This is problematic as it breaks backwards compatibility: current
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equivalents of those types in the ``typing`` module **do** preserve
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the generic type::
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>>> from typing import List, Tuple, ChainMap
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>>> List[str]
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typing.List[str]
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>>> Tuple[int, ...]
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typing.Tuple[int, ...]
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>>> ChainMap[str, List[str]]
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typing.ChainMap[str, typing.List[str]]
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As mentioned in the "Implementation" section, preserving the generic
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type at runtime enables runtime introspection of the type which can be
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used for API generation or runtime type checking. Such usage is already
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present in the wild.
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Additionally, implementing subscripts as identity functions would make
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Python less friendly to beginners. Say, if a user is mistakenly passing
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a list type instead of a list object to a function, and that function is
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indexing the received object, the code would no longer raise an error.
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Today::
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>>> l = list
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>>> l[-1]
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TypeError: 'type' object is not subscriptable
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With ``__class_getitem__`` as an identity function::
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>>> l = list
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>>> l[-1]
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list
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The indexing being successful here would likely end up raising an
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exception at a distance, confusing the user.
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Disallowing instantiation of parameterized types
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------------------------------------------------
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Given that the proxy type which preserves ``__origin__`` and
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``__args__`` is mostly useful for runtime introspection purposes,
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we might have disallowed instantiation of parameterized types.
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In fact, forbidding instantiation of parameterized types is what the
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``typing`` module does today for types which parallel builtin
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collections (instantiation of other parameterized types is allowed).
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The original reason for this decision was to discourage spurious
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parameterization which made object creation up to two orders of magnitude
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slower compared to the special syntax available for those builtin
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collections.
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This rationale is not strong enough to allow the exceptional treatment
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of builtins. All other parameterized types can be instantiated,
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including parallels of collections in the standard library. Moreover,
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Python allows for instantiation of lists using ``list()`` and some
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builtin collections don't provide special syntax for instantiation.
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2020-02-19 06:17:19 -05:00
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Making ``isinstance(obj, list[str])`` perform a check ignoring generics
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-----------------------------------------------------------------------
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2020-02-24 23:18:17 -05:00
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An earlier version of this PEP suggested treating parameterized generics
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like ``list[str]`` as equivalent to their non-parameterized variants
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like ``list`` for purposes of ``isinstance()`` and ``issubclass()``.
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This would be symmetrical to how ``list[str]()`` creates a regular list.
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This design was rejected because ``isinstance()`` and ``issubclass()``
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checks with parameterized generics would read like element-by-element
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runtime type checks. The result of those checks would be surprising,
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for example::
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>>> isinstance([1, 2, 3], list[str])
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True
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Note the object doesn't match the provided generic type but
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``isinstance()`` still returns ``True`` because it only checks whether
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the object is a list.
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If a library is faced with a parameterized generic and would like to
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perform an ``isinstance()`` check using the base type, that type can
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be retrieved using the ``__origin__`` attribute on the parameterized
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generic.
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2019-09-17 17:54:57 -04:00
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Making ``isinstance(obj, list[str])`` perform a runtime type check
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------------------------------------------------------------------
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2019-03-04 04:53:46 -05:00
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2019-09-17 17:54:57 -04:00
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This functionality requires iterating over the collection which is
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a destructive operation in some of them. This functionality would have
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been useful, however implementing the type checker within Python that
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would deal with complex types, nested type checking, type variables,
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string forward references, and so on is out of scope for this PEP.
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2019-03-04 04:53:46 -05:00
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2020-02-25 18:54:58 -05:00
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Naming the type ``GenericType`` instead of ``GenericAlias``
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-----------------------------------------------------------
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We considered a different name for this type, but decided
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``GenericAlias`` is better -- these aren't real types, they are
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aliases for the corresponding container type with some extra metadata
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attached.
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2019-03-04 04:53:46 -05:00
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2019-09-17 17:54:57 -04:00
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Note on the initial draft
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=========================
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2019-09-17 17:54:57 -04:00
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An early version of this PEP discussed matters beyond generics in
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standard collections. Those unrelated topics were removed for clarity.
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2020-04-19 06:39:56 -04:00
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Acknowledgments
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===============
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Thank you to Guido van Rossum for his work on Python, and the
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implementation of this PEP specifically.
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2019-09-17 17:54:57 -04:00
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Copyright
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=========
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2019-09-17 17:54:57 -04:00
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This document is placed in the public domain or under the
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CC0-1.0-Universal license, whichever is more permissive.
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