bpo-41559: Documentation for PEP 612 (GH-24000)

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@ -4959,6 +4959,11 @@ All parameterized generics implement special read-only attributes.
(~T,)
.. note::
A ``GenericAlias`` object with :class:`typing.ParamSpec` parameters may not
have correct ``__parameters__`` after substitution because
:class:`typing.ParamSpec` is intended primarily for static type checking.
.. seealso::
* :pep:`585` -- "Type Hinting Generics In Standard Collections"

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@ -18,7 +18,8 @@
--------------
This module provides runtime support for type hints as specified by
:pep:`484`, :pep:`526`, :pep:`544`, :pep:`586`, :pep:`589`, :pep:`591`, and :pep:`613`.
:pep:`484`, :pep:`526`, :pep:`544`, :pep:`586`, :pep:`589`, :pep:`591`,
:pep:`612` and :pep:`613`.
The most fundamental support consists of the types :data:`Any`, :data:`Union`,
:data:`Tuple`, :data:`Callable`, :class:`TypeVar`, and
:class:`Generic`. For full specification please see :pep:`484`. For
@ -171,6 +172,22 @@ It is possible to declare the return type of a callable without specifying
the call signature by substituting a literal ellipsis
for the list of arguments in the type hint: ``Callable[..., ReturnType]``.
Callables which take other callables as arguments may indicate that their
parameter types are dependent on each other using :class:`ParamSpec`.
Additionally, if that callable adds or removes arguments from other
callables, the :data:`Concatenate` operator may be used. They
take the form ``Callable[ParamSpecVariable, ReturnType]`` and
``Callable[Concatenate[Arg1Type, Arg2Type, ..., ParamSpecVariable], ReturnType]``
respectively.
.. versionchanged:: 3.10
``Callable`` now supports :class:`ParamSpec` and :data:`Concatenate`.
See :pep:`612` for more information.
.. seealso::
The documentation for :class:`ParamSpec` and :class:`Concatenate` provide
examples of usage in ``Callable``.
.. _generics:
Generics
@ -316,6 +333,43 @@ User defined generic type aliases are also supported. Examples::
.. versionchanged:: 3.7
:class:`Generic` no longer has a custom metaclass.
User-defined generics for parameter expressions are also supported via parameter
specification variables in the form ``Generic[P]``. The behavior is consistent
with type variables' described above as parameter specification variables are
treated by the typing module as a specialized type variable. The one exception
to this is that a list of types can be used to substitute a :class:`ParamSpec`::
>>> from typing import Generic, ParamSpec, TypeVar
>>> T = TypeVar('T')
>>> P = ParamSpec('P')
>>> class Z(Generic[T, P]): ...
...
>>> Z[int, [dict, float]]
__main__.Z[int, (<class 'dict'>, <class 'float'>)]
Furthermore, a generic with only one parameter specification variable will accept
parameter lists in the forms ``X[[Type1, Type2, ...]]`` and also
``X[Type1, Type2, ...]`` for aesthetic reasons. Internally, the latter is converted
to the former and are thus equivalent::
>>> class X(Generic[P]): ...
...
>>> X[int, str]
__main__.X[(<class 'int'>, <class 'str'>)]
>>> X[[int, str]]
__main__.X[(<class 'int'>, <class 'str'>)]
Do note that generics with :class:`ParamSpec` may not have correct
``__parameters__`` after substitution in some cases because they
are intended primarily for static type checking.
.. versionchanged:: 3.10
:class:`Generic` can now be parameterized over parameter expressions.
See :class:`ParamSpec` and :pep:`612` for more details.
A user-defined generic class can have ABCs as base classes without a metaclass
conflict. Generic metaclasses are not supported. The outcome of parameterizing
generics is cached, and most types in the typing module are hashable and
@ -602,10 +656,80 @@ These can be used as types in annotations using ``[]``, each having a unique syn
``Callable[..., Any]``, and in turn to
:class:`collections.abc.Callable`.
Callables which take other callables as arguments may indicate that their
parameter types are dependent on each other using :class:`ParamSpec`.
Additionally, if that callable adds or removes arguments from other
callables, the :data:`Concatenate` operator may be used. They
take the form ``Callable[ParamSpecVariable, ReturnType]`` and
``Callable[Concatenate[Arg1Type, Arg2Type, ..., ParamSpecVariable], ReturnType]``
respectively.
.. deprecated:: 3.9
:class:`collections.abc.Callable` now supports ``[]``. See :pep:`585` and
:ref:`types-genericalias`.
.. versionchanged:: 3.10
``Callable`` now supports :class:`ParamSpec` and :data:`Concatenate`.
See :pep:`612` for more information.
.. seealso::
The documentation for :class:`ParamSpec` and :class:`Concatenate` provide
examples of usage with ``Callable``.
.. data:: Concatenate
Used with :data:`Callable` and :class:`ParamSpec` to type annotate a higher
order callable which adds, removes, or transforms parameters of another
callable. Usage is in the form
``Concatenate[Arg1Type, Arg2Type, ..., ParamSpecVariable]``. ``Concatenate``
is currently only valid when used as the first argument to a :data:`Callable`.
The last parameter to ``Concatenate`` must be a :class:`ParamSpec`.
For example, to annotate a decorator ``with_lock`` which provides a
:class:`threading.Lock` to the decorated function, ``Concatenate`` can be
used to indicate that ``with_lock`` expects a callable which takes in a
``Lock`` as the first argument, and returns a callable with a different type
signature. In this case, the :class:`ParamSpec` indicates that the returned
callable's parameter types are dependent on the parameter types of the
callable being passed in::
from collections.abc import Callable
from threading import Lock
from typing import Any, Concatenate, ParamSpec
P = ParamSpec('P')
R = ParamSpec('R')
# Use this lock to ensure that only one thread is executing a function
# at any time.
my_lock = Lock()
def with_lock(f: Callable[Concatenate[Lock, P], R]) -> Callable[P, R]:
'''A type-safe decorator which provides a lock.'''
global my_lock
def inner(*args: P.args, **kwargs: P.kwargs) -> T:
# Provide the lock as the first argument.
return f(my_lock, *args, **kwargs)
return inner
@with_lock
def sum_threadsafe(lock: Lock, numbers: list[float]) -> float:
'''Add a list of numbers together in a thread-safe manner.'''
with lock:
return sum(numbers)
# We don't need to pass in the lock ourselves thanks to the decorator.
sum_threadsafe([1.1, 2.2, 3.3])
.. versionadded:: 3.10
.. seealso::
* :pep:`612` -- Parameter Specification Variables (the PEP which introduced
``ParamSpec`` and ``Concatenate``).
* :class:`ParamSpec` and :class:`Callable`.
.. class:: Type(Generic[CT_co])
A variable annotated with ``C`` may accept a value of type ``C``. In
@ -876,6 +1000,84 @@ These are not used in annotations. They are building blocks for creating generic
for the type variable must be a subclass of the boundary type,
see :pep:`484`.
.. class:: ParamSpec(name, *, bound=None, covariant=False, contravariant=False)
Parameter specification variable. A specialized version of
:class:`type variables <TypeVar>`.
Usage::
P = ParamSpec('P')
Parameter specification variables exist primarily for the benefit of static
type checkers. They are used to forward the parameter types of one
callable to another callable -- a pattern commonly found in higher order
functions and decorators. They are only valid when used in ``Concatenate``,
or as the first argument to ``Callable``, or as parameters for user-defined
Generics. See :class:`Generic` for more information on generic types.
For example, to add basic logging to a function, one can create a decorator
``add_logging`` to log function calls. The parameter specification variable
tells the type checker that the callable passed into the decorator and the
new callable returned by it have inter-dependent type parameters::
from collections.abc import Callable
from typing import TypeVar, ParamSpec
import logging
T = TypeVar('T')
P = ParamSpec('P')
def add_logging(f: Callable[P, T]) -> Callable[P, T]:
'''A type-safe decorator to add logging to a function.'''
def inner(*args: P.args, **kwargs: P.kwargs) -> T:
logging.info(f'{f.__name__} was called')
return f(*args, **kwargs)
return inner
@add_logging
def add_two(x: float, y: float) -> float:
'''Add two numbers together.'''
return x + y
Without ``ParamSpec``, the simplest way to annotate this previously was to
use a :class:`TypeVar` with bound ``Callable[..., Any]``. However this
causes two problems:
1. The type checker can't type check the ``inner`` function because
``*args`` and ``**kwargs`` have to be typed :data:`Any`.
2. :func:`~cast` may be required in the body of the ``add_logging``
decorator when returning the ``inner`` function, or the static type
checker must be told to ignore the ``return inner``.
.. attribute:: args
.. attribute:: kwargs
Since ``ParamSpec`` captures both positional and keyword parameters,
``P.args`` and ``P.kwargs`` can be used to split a ``ParamSpec`` into its
components. ``P.args`` represents the tuple of positional parameters in a
given call and should only be used to annotate ``*args``. ``P.kwargs``
represents the mapping of keyword parameters to their values in a given call,
and should be only be used to annotate ``**kwargs`` or ``**kwds``. Both
attributes require the annotated parameter to be in scope.
Parameter specification variables created with ``covariant=True`` or
``contravariant=True`` can be used to declare covariant or contravariant
generic types. The ``bound`` argument is also accepted, similar to
:class:`TypeVar`. However the actual semantics of these keywords are yet to
be decided.
.. versionadded:: 3.10
.. note::
Only parameter specification variables defined in global scope can
be pickled.
.. seealso::
* :pep:`612` -- Parameter Specification Variables (the PEP which introduced
``ParamSpec`` and ``Concatenate``).
* :class:`Callable` and :class:`Concatenate`.
.. data:: AnyStr
``AnyStr`` is a type variable defined as

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@ -144,6 +144,28 @@ See :pep:`604` for more details.
(Contributed by Maggie Moss and Philippe Prados in :issue:`41428`.)
PEP 612: Parameter Specification Variables
------------------------------------------
Two new options to improve the information provided to static type checkers for
:pep:`484`\ 's ``Callable`` have been added to the :mod:`typing` module.
The first is the parameter specification variable. They are used to forward the
parameter types of one callable to another callable -- a pattern commonly
found in higher order functions and decorators. Examples of usage can be found
in :class:`typing.ParamSpec`. Previously, there was no easy way to type annotate
dependency of parameter types in such a precise manner.
The second option is the new ``Concatenate`` operator. It's used in conjunction
with parameter specification variables to type annotate a higher order callable
which adds or removes parameters of another callable. Examples of usage can
be found in :class:`typing.Concatenate`.
See :class:`typing.Callable`, :class:`typing.ParamSpec`,
:class:`typing.Concatenate` and :pep:`612` for more details.
(Contributed by Ken Jin in :issue:`41559`.)
Other Language Changes
======================

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@ -544,8 +544,9 @@ def TypeAlias(self, parameters):
@_SpecialForm
def Concatenate(self, parameters):
"""Used in conjunction with ParamSpec and Callable to represent a higher
order function which adds, removes or transforms parameters of a Callable.
"""Used in conjunction with ``ParamSpec`` and ``Callable`` to represent a
higher order function which adds, removes or transforms parameters of a
callable.
For example::
@ -735,11 +736,11 @@ class ParamSpec(_Final, _Immutable, _TypeVarLike, _root=True):
Parameter specification variables exist primarily for the benefit of static
type checkers. They are used to forward the parameter types of one
Callable to another Callable, a pattern commonly found in higher order
functions and decorators. They are only valid when used in Concatenate, or
as the first argument to Callable, or as parameters for user-defined Generics.
See class Generic for more information on generic types. An example for
annotating a decorator::
callable to another callable, a pattern commonly found in higher order
functions and decorators. They are only valid when used in ``Concatenate``,
or s the first argument to ``Callable``, or as parameters for user-defined
Generics. See class Generic for more information on generic types. An
example for annotating a decorator::
T = TypeVar('T')
P = ParamSpec('P')