686 lines
27 KiB
ReStructuredText
686 lines
27 KiB
ReStructuredText
PEP: 563
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Title: Postponed Evaluation of Annotations
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Version: $Revision$
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Last-Modified: $Date$
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Author: Łukasz Langa <lukasz@python.org>
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Discussions-To: Python-Dev <python-dev@python.org>
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Status: Accepted
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Type: Standards Track
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Content-Type: text/x-rst
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Created: 08-Sep-2017
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Python-Version: 3.7
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Post-History: 1-Nov-2017, 21-Nov-2017
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Resolution: https://mail.python.org/pipermail/python-dev/2017-December/151042.html
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Abstract
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========
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PEP 3107 introduced syntax for function annotations, but the semantics
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were deliberately left undefined. PEP 484 introduced a standard meaning
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to annotations: type hints. PEP 526 defined variable annotations,
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explicitly tying them with the type hinting use case.
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This PEP proposes changing function annotations and variable annotations
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so that they are no longer evaluated at function definition time.
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Instead, they are preserved in ``__annotations__`` in string form.
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This change is going to be introduced gradually, starting with a new
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``__future__`` import in Python 3.7.
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Rationale and Goals
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===================
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PEP 3107 added support for arbitrary annotations on parts of a function
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definition. Just like default values, annotations are evaluated at
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function definition time. This creates a number of issues for the type
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hinting use case:
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* forward references: when a type hint contains names that have not been
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defined yet, that definition needs to be expressed as a string
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literal;
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* type hints are executed at module import time, which is not
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computationally free.
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Postponing the evaluation of annotations solves both problems.
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Non-goals
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---------
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Just like in PEP 484 and PEP 526, it should be emphasized that **Python
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will remain a dynamically typed language, and the authors have no desire
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to ever make type hints mandatory, even by convention.**
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This PEP is meant to solve the problem of forward references in type
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annotations. There are still cases outside of annotations where
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forward references will require usage of string literals. Those are
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listed in a later section of this document.
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Annotations without forced evaluation enable opportunities to improve
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the syntax of type hints. This idea will require its own separate PEP
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and is not discussed further in this document.
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Non-typing usage of annotations
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-------------------------------
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While annotations are still available for arbitrary use besides type
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checking, it is worth mentioning that the design of this PEP, as well
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as its precursors (PEP 484 and PEP 526), is predominantly motivated by
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the type hinting use case.
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In Python 3.8 PEP 484 will graduate from provisional status. Other
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enhancements to the Python programming language like PEP 544, PEP 557,
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or PEP 560, are already being built on this basis as they depend on
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type annotations and the ``typing`` module as defined by PEP 484.
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In fact, the reason PEP 484 is staying provisional in Python 3.7 is to
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enable rapid evolution for another release cycle that some of the
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aforementioned enhancements require.
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With this in mind, uses for annotations incompatible with the
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aforementioned PEPs should be considered deprecated.
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Implementation
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==============
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In Python 3.10, function and variable annotations will no longer be
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evaluated at definition time. Instead, a string form will be preserved
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in the respective ``__annotations__`` dictionary. Static type checkers
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will see no difference in behavior, whereas tools using annotations at
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runtime will have to perform postponed evaluation.
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The string form is obtained from the AST during the compilation step,
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which means that the string form might not preserve the exact formatting
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of the source. Note: if an annotation was a string literal already, it
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will still be wrapped in a string.
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Annotations need to be syntactically valid Python expressions, also when
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passed as literal strings (i.e. ``compile(literal, '', 'eval')``).
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Annotations can only use names present in the module scope as postponed
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evaluation using local names is not reliable (with the sole exception of
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class-level names resolved by ``typing.get_type_hints()``).
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Note that as per PEP 526, local variable annotations are not evaluated
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at all since they are not accessible outside of the function's closure.
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Enabling the future behavior in Python 3.7
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------------------------------------------
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The functionality described above can be enabled starting from Python
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3.7 using the following special import::
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from __future__ import annotations
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A reference implementation of this functionality is available
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`on GitHub <https://github.com/python/cpython/pull/4390>`_.
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Resolving Type Hints at Runtime
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===============================
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To resolve an annotation at runtime from its string form to the result
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of the enclosed expression, user code needs to evaluate the string.
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For code that uses type hints, the
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``typing.get_type_hints(obj, globalns=None, localns=None)`` function
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correctly evaluates expressions back from its string form. Note that
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all valid code currently using ``__annotations__`` should already be
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doing that since a type annotation can be expressed as a string literal.
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For code which uses annotations for other purposes, a regular
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``eval(ann, globals, locals)`` call is enough to resolve the
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annotation.
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In both cases it's important to consider how globals and locals affect
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the postponed evaluation. An annotation is no longer evaluated at the
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time of definition and, more importantly, *in the same scope* where it
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was defined. Consequently, using local state in annotations is no
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longer possible in general. As for globals, the module where the
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annotation was defined is the correct context for postponed evaluation.
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The ``get_type_hints()`` function automatically resolves the correct
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value of ``globalns`` for functions and classes. It also automatically
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provides the correct ``localns`` for classes.
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When running ``eval()``,
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the value of globals can be gathered in the following way:
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* function objects hold a reference to their respective globals in an
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attribute called ``__globals__``;
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* classes hold the name of the module they were defined in, this can be
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used to retrieve the respective globals::
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cls_globals = vars(sys.modules[SomeClass.__module__])
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Note that this needs to be repeated for base classes to evaluate all
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``__annotations__``.
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* modules should use their own ``__dict__``.
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The value of ``localns`` cannot be reliably retrieved for functions
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because in all likelihood the stack frame at the time of the call no
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longer exists.
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For classes, ``localns`` can be composed by chaining vars of the given
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class and its base classes (in the method resolution order). Since slots
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can only be filled after the class was defined, we don't need to consult
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them for this purpose.
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Runtime annotation resolution and class decorators
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--------------------------------------------------
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Metaclasses and class decorators that need to resolve annotations for
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the current class will fail for annotations that use the name of the
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current class. Example::
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def class_decorator(cls):
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annotations = get_type_hints(cls) # raises NameError on 'C'
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print(f'Annotations for {cls}: {annotations}')
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return cls
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@class_decorator
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class C:
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singleton: 'C' = None
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This was already true before this PEP. The class decorator acts on
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the class before it's assigned a name in the current definition scope.
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Runtime annotation resolution and ``TYPE_CHECKING``
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---------------------------------------------------
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Sometimes there's code that must be seen by a type checker but should
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not be executed. For such situations the ``typing`` module defines a
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constant, ``TYPE_CHECKING``, that is considered ``True`` during type
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checking but ``False`` at runtime. Example::
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import typing
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if typing.TYPE_CHECKING:
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import expensive_mod
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def a_func(arg: expensive_mod.SomeClass) -> None:
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a_var: expensive_mod.SomeClass = arg
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...
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This approach is also useful when handling import cycles.
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Trying to resolve annotations of ``a_func`` at runtime using
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``typing.get_type_hints()`` will fail since the name ``expensive_mod``
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is not defined (``TYPE_CHECKING`` variable being ``False`` at runtime).
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This was already true before this PEP.
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Backwards Compatibility
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=======================
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This is a backwards incompatible change. Applications depending on
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arbitrary objects to be directly present in annotations will break
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if they are not using ``typing.get_type_hints()`` or ``eval()``.
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Annotations that depend on locals at the time of the function
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definition will not be resolvable later. Example::
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def generate():
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A = Optional[int]
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class C:
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field: A = 1
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def method(self, arg: A) -> None: ...
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return C
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X = generate()
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Trying to resolve annotations of ``X`` later by using
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``get_type_hints(X)`` will fail because ``A`` and its enclosing scope no
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longer exists. Python will make no attempt to disallow such annotations
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since they can often still be successfully statically analyzed, which is
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the predominant use case for annotations.
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Annotations using nested classes and their respective state are still
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valid. They can use local names or the fully qualified name. Example::
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class C:
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field = 'c_field'
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def method(self) -> C.field: # this is OK
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...
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def method(self) -> field: # this is OK
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...
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def method(self) -> C.D: # this is OK
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...
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def method(self) -> D: # this is OK
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...
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class D:
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field2 = 'd_field'
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def method(self) -> C.D.field2: # this is OK
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...
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def method(self) -> D.field2: # this FAILS, class D is local to C
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... # and is therefore only available
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# as C.D. This was already true
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# before the PEP.
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def method(self) -> field2: # this is OK
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...
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def method(self) -> field: # this FAILS, field is local to C and
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# is therefore not visible to D unless
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# accessed as C.field. This was already
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# true before the PEP.
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In the presence of an annotation that isn't a syntactically valid
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expression, SyntaxError is raised at compile time. However, since names
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aren't resolved at that time, no attempt is made to validate whether
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used names are correct or not.
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Deprecation policy
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------------------
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Starting with Python 3.7, a ``__future__`` import is required to use the
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described functionality. No warnings are raised.
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In Python 3.10 this will become the default behavior. Use of annotations
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incompatible with this PEP is no longer supported.
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Forward References
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==================
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Deliberately using a name before it was defined in the module is called
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a forward reference. For the purpose of this section, we'll call
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any name imported or defined within a ``if TYPE_CHECKING:`` block
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a forward reference, too.
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This PEP addresses the issue of forward references in *type annotations*.
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The use of string literals will no longer be required in this case.
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However, there are APIs in the ``typing`` module that use other syntactic
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constructs of the language, and those will still require working around
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forward references with string literals. The list includes:
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* type definitions::
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T = TypeVar('T', bound='<type>')
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UserId = NewType('UserId', '<type>')
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Employee = NamedTuple('Employee', [('name', '<type>'), ('id', '<type>')])
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* aliases::
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Alias = Optional['<type>']
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AnotherAlias = Union['<type>', '<type>']
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YetAnotherAlias = '<type>'
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* casting::
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cast('<type>', value)
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* base classes::
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class C(Tuple['<type>', '<type>']): ...
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Depending on the specific case, some of the cases listed above might be
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worked around by placing the usage in a ``if TYPE_CHECKING:`` block.
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This will not work for any code that needs to be available at runtime,
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notably for base classes and casting. For named tuples, using the new
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class definition syntax introduced in Python 3.6 solves the issue.
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In general, fixing the issue for *all* forward references requires
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changing how module instantiation is performed in Python, from the
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current single-pass top-down model. This would be a major change in the
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language and is out of scope for this PEP.
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Rejected Ideas
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==============
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Keeping the ability to use function local state when defining annotations
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-------------------------------------------------------------------------
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With postponed evaluation, this would require keeping a reference to
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the frame in which an annotation got created. This could be achieved
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for example by storing all annotations as lambdas instead of strings.
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This would be prohibitively expensive for highly annotated code as the
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frames would keep all their objects alive. That includes predominantly
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objects that won't ever be accessed again.
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To be able to address class-level scope, the lambda approach would
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require a new kind of cell in the interpreter. This would proliferate
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the number of types that can appear in ``__annotations__``, as well as
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wouldn't be as introspectable as strings.
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Note that in the case of nested classes, the functionality to get the
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effective "globals" and "locals" at definition time is provided by
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``typing.get_type_hints()``.
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If a function generates a class or a function with annotations that
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have to use local variables, it can populate the given generated
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object's ``__annotations__`` dictionary directly, without relying on
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the compiler.
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Disallowing local state usage for classes, too
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----------------------------------------------
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This PEP originally proposed limiting names within annotations to only
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allow names from the model-level scope, including for classes. The
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author argued this makes name resolution unambiguous, including in cases
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of conflicts between local names and module-level names.
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This idea was ultimately rejected in case of classes. Instead,
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``typing.get_type_hints()`` got modified to populate the local namespace
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correctly if class-level annotations are needed.
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The reasons for rejecting the idea were that it goes against the
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intuition of how scoping works in Python, and would break enough
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existing type annotations to make the transition cumbersome. Finally,
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local scope access is required for class decorators to be able to
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evaluate type annotations. This is because class decorators are applied
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before the class receives its name in the outer scope.
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Introducing a new dictionary for the string literal form instead
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----------------------------------------------------------------
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Yury Selivanov shared the following idea:
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1. Add a new special attribute to functions: ``__annotations_text__``.
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2. Make ``__annotations__`` a lazy dynamic mapping, evaluating
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expressions from the corresponding key in ``__annotations_text__``
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just-in-time.
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This idea is supposed to solve the backwards compatibility issue,
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removing the need for a new ``__future__`` import. Sadly, this is not
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enough. Postponed evaluation changes which state the annotation has
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access to. While postponed evaluation fixes the forward reference
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problem, it also makes it impossible to access function-level locals
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anymore. This alone is a source of backwards incompatibility which
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justifies a deprecation period.
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A ``__future__`` import is an obvious and explicit indicator of opting
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in for the new functionality. It also makes it trivial for external
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tools to recognize the difference between a Python files using the old
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or the new approach. In the former case, that tool would recognize that
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local state access is allowed, whereas in the latter case it would
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recognize that forward references are allowed.
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Finally, just-in-time evaluation in ``__annotations__`` is an
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unnecessary step if ``get_type_hints()`` is used later.
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Dropping annotations with -O
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----------------------------
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There are two reasons this is not satisfying for the purpose of this
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PEP.
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First, this only addresses runtime cost, not forward references, those
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still cannot be safely used in source code. A library maintainer would
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never be able to use forward references since that would force the
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library users to use this new hypothetical -O switch.
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Second, this throws the baby out with the bath water. Now *no* runtime
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annotation use can be performed. PEP 557 is one example of a recent
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development where evaluating type annotations at runtime is useful.
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All that being said, a granular -O option to drop annotations is
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a possibility in the future, as it's conceptually compatible with
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existing -O behavior (dropping docstrings and assert statements). This
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PEP does not invalidate the idea.
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Passing string literals in annotations verbatim to ``__annotations__``
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----------------------------------------------------------------------
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This PEP originally suggested directly storing the contents of a string
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literal under its respective key in ``__annotations__``. This was
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meant to simplify support for runtime type checkers.
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Mark Shannon pointed out this idea was flawed since it wasn't handling
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situations where strings are only part of a type annotation.
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The inconsistency of it was always apparent but given that it doesn't
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fully prevent cases of double-wrapping strings anyway, it is not worth
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it.
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Making the name of the future import more verbose
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-------------------------------------------------
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Instead of requiring the following import::
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from __future__ import annotations
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the PEP could call the feature more explicitly, for example
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``string_annotations``, ``stringify_annotations``,
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``annotation_strings``, ``annotations_as_strings``, ``lazy_annotations``,
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``static_annotations``, etc.
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The problem with those names is that they are very verbose. Each of
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them besides ``lazy_annotations`` would constitute the longest future
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feature name in Python. They are long to type and harder to remember
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than the single-word form.
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There is precedence of a future import name that sounds overly generic
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but in practice was obvious to users as to what it does::
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from __future__ import division
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Prior discussion
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================
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In PEP 484
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----------
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The forward reference problem was discussed when PEP 484 was originally
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drafted, leading to the following statement in the document:
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A compromise is possible where a ``__future__`` import could enable
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turning *all* annotations in a given module into string literals, as
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follows::
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from __future__ import annotations
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class ImSet:
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def add(self, a: ImSet) -> List[ImSet]: ...
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assert ImSet.add.__annotations__ == {
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'a': 'ImSet', 'return': 'List[ImSet]'
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}
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Such a ``__future__`` import statement may be proposed in a separate
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PEP.
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python/typing#400
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-----------------
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The problem was discussed at length on the typing module's GitHub
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project, under `Issue 400 <https://github.com/python/typing/issues/400>`_.
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The problem statement there includes critique of generic types requiring
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imports from ``typing``. This tends to be confusing to
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beginners:
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Why this::
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from typing import List, Set
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def dir(o: object = ...) -> List[str]: ...
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def add_friends(friends: Set[Friend]) -> None: ...
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But not this::
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def dir(o: object = ...) -> list[str]: ...
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def add_friends(friends: set[Friend]) -> None ...
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Why this::
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up_to_ten = list(range(10))
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friends = set()
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But not this::
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from typing import List, Set
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up_to_ten = List[int](range(10))
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friends = Set[Friend]()
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While typing usability is an interesting problem, it is out of scope
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of this PEP. Specifically, any extensions of the typing syntax
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standardized in PEP 484 will require their own respective PEPs and
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approval.
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Issue 400 ultimately suggests postponing evaluation of annotations and
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keeping them as strings in ``__annotations__``, just like this PEP
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specifies. This idea was received well. Ivan Levkivskyi supported
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using the ``__future__`` import and suggested unparsing the AST in
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``compile.c``. Jukka Lehtosalo pointed out that there are some cases
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of forward references where types are used outside of annotations and
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postponed evaluation will not help those. For those cases using the
|
|
string literal notation would still be required. Those cases are
|
|
discussed briefly in the "Forward References" section of this PEP.
|
|
|
|
The biggest controversy on the issue was Guido van Rossum's concern
|
|
that untokenizing annotation expressions back to their string form has
|
|
no precedent in the Python programming language and feels like a hacky
|
|
workaround. He said:
|
|
|
|
One thing that comes to mind is that it's a very random change to
|
|
the language. It might be useful to have a more compact way to
|
|
indicate deferred execution of expressions (using less syntax than
|
|
``lambda:``). But why would the use case of type annotations be so
|
|
all-important to change the language to do it there first (rather
|
|
than proposing a more general solution), given that there's already
|
|
a solution for this particular use case that requires very minimal
|
|
syntax?
|
|
|
|
Eventually, Ethan Smith and schollii voiced that feedback gathered
|
|
during PyCon US suggests that the state of forward references needs
|
|
fixing. Guido van Rossum suggested coming back to the ``__future__``
|
|
idea, pointing out that to prevent abuse, it's important for the
|
|
annotations to be kept both syntactically valid and evaluating correctly
|
|
at runtime.
|
|
|
|
First draft discussion on python-ideas
|
|
--------------------------------------
|
|
|
|
Discussion happened largely in two threads, `the original announcement
|
|
<https://mail.python.org/pipermail/python-ideas/2017-September/thread.html#47031>`_
|
|
and a follow-up called `PEP 563 and expensive backwards compatibility
|
|
<https://mail.python.org/pipermail/python-ideas/2017-September/thread.html#47108>`_.
|
|
|
|
The PEP received rather warm feedback (4 strongly in favor,
|
|
2 in favor with concerns, 2 against). The biggest voice of concern on
|
|
the former thread being Steven D'Aprano's review stating that the
|
|
problem definition of the PEP doesn't justify breaking backwards
|
|
compatibility. In this response Steven seemed mostly concerned about
|
|
Python no longer supporting evaluation of annotations that depended on
|
|
local function/class state.
|
|
|
|
A few people voiced concerns that there are libraries using annotations
|
|
for non-typing purposes. However, none of the named libraries would be
|
|
invalidated by this PEP. They do require adapting to the new
|
|
requirement to call ``eval()`` on the annotation with the correct
|
|
``globals`` and ``locals`` set.
|
|
|
|
This detail about ``globals`` and ``locals`` having to be correct was
|
|
picked up by a number of commenters. Nick Coghlan benchmarked turning
|
|
annotations into lambdas instead of strings, sadly this proved to be
|
|
much slower at runtime than the current situation.
|
|
|
|
The latter thread was started by Jim J. Jewett who stressed that
|
|
the ability to properly evaluate annotations is an important requirement
|
|
and backwards compatibility in that regard is valuable. After some
|
|
discussion he admitted that side effects in annotations are a code smell
|
|
and modal support to either perform or not perform evaluation is
|
|
a messy solution. His biggest concern remained loss of functionality
|
|
stemming from the evaluation restrictions on global and local scope.
|
|
|
|
Nick Coghlan pointed out that some of those evaluation restrictions from
|
|
the PEP could be lifted by a clever implementation of an evaluation
|
|
helper, which could solve self-referencing classes even in the form of a
|
|
class decorator. He suggested the PEP should provide this helper
|
|
function in the standard library.
|
|
|
|
Second draft discussion on python-dev
|
|
-------------------------------------
|
|
|
|
Discussion happened mainly in the `announcement thread <https://mail.python.org/pipermail/python-dev/2017-November/150062.html>`_,
|
|
followed by a brief discussion under `Mark Shannon's post
|
|
<https://mail.python.org/pipermail/python-dev/2017-November/150637.html>`_.
|
|
|
|
Steven D'Aprano was concerned whether it's acceptable for typos to be
|
|
allowed in annotations after the change proposed by the PEP. Brett
|
|
Cannon responded that type checkers and other static analyzers (like
|
|
linters or programming text editors) will catch this type of error.
|
|
Jukka Lehtosalo added that this situation is analogous to how names in
|
|
function bodies are not resolved until the function is called.
|
|
|
|
A major topic of discussion was Nick Coghlan's suggestion to store
|
|
annotations in "thunk form", in other words as a specialized lambda
|
|
which would be able to access class-level scope (and allow for scope
|
|
customization at call time). He presented a possible design for it
|
|
(`indirect attribute cells
|
|
<https://mail.python.org/pipermail/python-dev/2017-November/150141.html>`_).
|
|
This was later seen as equivalent to "special forms" in Lisp. Guido van
|
|
Rossum expressed worry that this sort of feature cannot be safely
|
|
implemented in twelve weeks (i.e. in time before the Python 3.7 beta
|
|
freeze).
|
|
|
|
After a while it became clear that the point of division between
|
|
supporters of the string form vs. supporters of the thunk form is
|
|
actually about whether annotations should be perceived as a general
|
|
syntactic element vs. something tied to the type checking use case.
|
|
|
|
Finally, Guido van Rossum declared he's rejecting the thunk idea
|
|
based on the fact that it would require a new building block in the
|
|
interpreter. This block would be exposed in annotations, multiplying
|
|
possible types of values stored in ``__annotations__`` (arbitrary
|
|
objects, strings, and now thunks). Moreover, thunks aren't as
|
|
introspectable as strings. Most importantly, Guido van Rossum
|
|
explicitly stated interest in gradually restricting the use of
|
|
annotations to static typing (with an optional runtime component).
|
|
|
|
Nick Coghlan got convinced to PEP 563, too, promptly beginning
|
|
the mandatory bike shedding session on the name of the ``__future__``
|
|
import. Many debaters agreed that ``annotations`` seems like
|
|
an overly broad name for the feature name. Guido van Rossum briefly
|
|
decided to call it ``string_annotations`` but then changed his mind,
|
|
arguing that ``division`` is a precedent of a broad name with a clear
|
|
meaning.
|
|
|
|
The final improvement to the PEP suggested in the discussion by Mark
|
|
Shannon was the rejection of the temptation to pass string literals
|
|
through to ``__annotations__`` verbatim.
|
|
|
|
A side-thread of discussion started around the runtime penalty of
|
|
static typing, with topic like the import time of the ``typing``
|
|
module (which is comparable to ``re`` without dependencies, and
|
|
three times as heavy as ``re`` when counting dependencies).
|
|
|
|
|
|
Acknowledgements
|
|
================
|
|
|
|
This document could not be completed without valuable input,
|
|
encouragement and advice from Guido van Rossum, Jukka Lehtosalo, and
|
|
Ivan Levkivskyi.
|
|
|
|
The implementation was thoroughly reviewed by Serhiy Storchaka who
|
|
found all sorts of issues, including bugs, bad readability, and
|
|
performance problems.
|
|
|
|
|
|
Copyright
|
|
=========
|
|
|
|
This document has been placed in the public domain.
|
|
|
|
|
|
|
|
..
|
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Local Variables:
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mode: indented-text
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indent-tabs-mode: nil
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sentence-end-double-space: t
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fill-column: 70
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coding: utf-8
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End:
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