1459 lines
48 KiB
Plaintext
1459 lines
48 KiB
Plaintext
PEP: 492
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Title: Coroutines with async and await syntax
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Version: $Revision$
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Last-Modified: $Date$
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Author: Yury Selivanov <yselivanov@sprymix.com>
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Discussions-To: <python-dev@python.org>
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Status: Final
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Type: Standards Track
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Content-Type: text/x-rst
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Created: 09-Apr-2015
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Python-Version: 3.5
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Post-History: 17-Apr-2015, 21-Apr-2015, 27-Apr-2015, 29-Apr-2015, 05-May-2015
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Abstract
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========
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The growth of Internet and general connectivity has triggered the
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proportionate need for responsive and scalable code. This proposal
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aims to answer that need by making writing explicitly asynchronous,
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concurrent Python code easier and more Pythonic.
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It is proposed to make *coroutines* a proper standalone concept in
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Python, and introduce new supporting syntax. The ultimate goal
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is to help establish a common, easily approachable, mental
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model of asynchronous programming in Python and make it as close to
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synchronous programming as possible.
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This PEP assumes that the asynchronous tasks are scheduled and
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coordinated by an Event Loop similar to that of stdlib module
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``asyncio.events.AbstractEventLoop``. While the PEP is not tied to any
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specific Event Loop implementation, it is relevant only to the kind of
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coroutine that uses "yield" as a signal to the scheduler, indicating
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that the coroutine will be waiting until an event (such as IO) is
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completed.
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We believe that the changes proposed here will help keep Python
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relevant and competitive in a quickly growing area of asynchronous
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programming, as many other languages have adopted, or are planning to
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adopt, similar features: [2]_, [5]_, [6]_, [7]_, [8]_, [10]_.
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Rationale and Goals
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===================
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Current Python supports implementing coroutines via generators (PEP
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342), further enhanced by the ``yield from`` syntax introduced in PEP
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380. This approach has a number of shortcomings:
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* It is easy to confuse coroutines with regular generators, since they
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share the same syntax; this is especially true for new developers.
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* Whether or not a function is a coroutine is determined by a presence
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of ``yield`` or ``yield from`` statements in its *body*, which can
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lead to unobvious errors when such statements appear in or disappear
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from function body during refactoring.
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* Support for asynchronous calls is limited to expressions where
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``yield`` is allowed syntactically, limiting the usefulness of
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syntactic features, such as ``with`` and ``for`` statements.
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This proposal makes coroutines a native Python language feature, and
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clearly separates them from generators. This removes
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generator/coroutine ambiguity, and makes it possible to reliably define
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coroutines without reliance on a specific library. This also enables
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linters and IDEs to improve static code analysis and refactoring.
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Native coroutines and the associated new syntax features make it
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possible to define context manager and iteration protocols in
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asynchronous terms. As shown later in this proposal, the new ``async
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with`` statement lets Python programs perform asynchronous calls when
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entering and exiting a runtime context, and the new ``async for``
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statement makes it possible to perform asynchronous calls in iterators.
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Specification
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=============
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This proposal introduces new syntax and semantics to enhance coroutine
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support in Python.
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This specification presumes knowledge of the implementation of
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coroutines in Python (PEP 342 and PEP 380). Motivation for the syntax
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changes proposed here comes from the asyncio framework (PEP 3156) and
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the "Cofunctions" proposal (PEP 3152, now rejected in favor of this
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specification).
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From this point in this document we use the word *native coroutine* to
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refer to functions declared using the new syntax. *generator-based
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coroutine* is used where necessary to refer to coroutines that are
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based on generator syntax. *coroutine* is used in contexts where both
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definitions are applicable.
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New Coroutine Declaration Syntax
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--------------------------------
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The following new syntax is used to declare a *native coroutine*::
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async def read_data(db):
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pass
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Key properties of *coroutines*:
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* ``async def`` functions are always coroutines, even if they do not
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contain ``await`` expressions.
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* It is a ``SyntaxError`` to have ``yield`` or ``yield from``
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expressions in an ``async`` function.
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* Internally, two new code object flags were introduced:
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- ``CO_COROUTINE`` is used to mark *native coroutines*
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(defined with new syntax.)
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- ``CO_ITERABLE_COROUTINE`` is used to make *generator-based
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coroutines* compatible with *native coroutines* (set by
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`types.coroutine()`_ function).
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All coroutines have ``CO_GENERATOR`` flag set.
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* Regular generators, when called, return a *generator object*;
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similarly, coroutines return a *coroutine* object.
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* ``StopIteration`` exceptions are not propagated out of coroutines,
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and are replaced with a ``RuntimeError``. For regular generators
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such behavior requires a future import (see PEP 479).
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* When a *coroutine* is garbage collected, a ``RuntimeWarning`` is
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raised if it was never awaited on (see also `Debugging Features`_.)
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* See also `Coroutine objects`_ section.
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types.coroutine()
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-----------------
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A new function ``coroutine(gen)`` is added to the ``types`` module. It
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allows interoperability between existing *generator-based coroutines*
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in asyncio and *native coroutines* introduced by this PEP.
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The function applies ``CO_ITERABLE_COROUTINE`` flag to generator-
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function's code object, making it return a *coroutine* object.
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The function can be used as a decorator, since it modifies generator-
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functions in-place and returns them.
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Note, that the ``CO_COROUTINE`` flag is not applied by
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``types.coroutine()`` to make it possible to separate *native
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coroutines* defined with new syntax, from *generator-based coroutines*.
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Await Expression
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----------------
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The following new ``await`` expression is used to obtain a result of
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coroutine execution::
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async def read_data(db):
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data = await db.fetch('SELECT ...')
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...
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``await``, similarly to ``yield from``, suspends execution of
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``read_data`` coroutine until ``db.fetch`` *awaitable* completes and
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returns the result data.
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It uses the ``yield from`` implementation with an extra step of
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validating its argument. ``await`` only accepts an *awaitable*, which
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can be one of:
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* A *native coroutine* object returned from a *native coroutine
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function*.
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* A *generator-based coroutine* object returned from a *generator
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function* decorated with ``types.coroutine()``.
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* An object with an ``__await__`` method returning an iterator.
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Any ``yield from`` chain of calls ends with a ``yield``. This is a
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fundamental mechanism of how *Futures* are implemented. Since,
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internally, coroutines are a special kind of generators, every
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``await`` is suspended by a ``yield`` somewhere down the chain of
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``await`` calls (please refer to PEP 3156 for a detailed
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explanation.)
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To enable this behavior for coroutines, a new magic method called
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``__await__`` is added. In asyncio, for instance, to enable *Future*
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objects in ``await`` statements, the only change is to add
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``__await__ = __iter__`` line to ``asyncio.Future`` class.
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Objects with ``__await__`` method are called *Future-like* objects in
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the rest of this PEP.
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Also, please note that ``__aiter__`` method (see its definition
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below) cannot be used for this purpose. It is a different protocol,
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and would be like using ``__iter__`` instead of ``__call__`` for
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regular callables.
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It is a ``TypeError`` if ``__await__`` returns anything but an
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iterator.
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* Objects defined with CPython C API with a ``tp_as_async->am_await``
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function, returning an *iterator* (similar to ``__await__`` method).
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It is a ``SyntaxError`` to use ``await`` outside of an ``async def``
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function (like it is a ``SyntaxError`` to use ``yield`` outside of
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``def`` function.)
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It is a ``TypeError`` to pass anything other than an *awaitable* object
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to an ``await`` expression.
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Updated operator precedence table
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'''''''''''''''''''''''''''''''''
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``await`` keyword is defined as follows::
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power ::= await ["**" u_expr]
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await ::= ["await"] primary
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where "primary" represents the most tightly bound operations of the
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language. Its syntax is::
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primary ::= atom | attributeref | subscription | slicing | call
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See Python Documentation [12]_ and `Grammar Updates`_ section of this
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proposal for details.
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The key ``await`` difference from ``yield`` and ``yield from``
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operators is that *await expressions* do not require parentheses around
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them most of the times.
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Also, ``yield from`` allows any expression as its argument, including
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expressions like ``yield from a() + b()``, that would be parsed as
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``yield from (a() + b())``, which is almost always a bug. In general,
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the result of any arithmetic operation is not an *awaitable* object.
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To avoid this kind of mistakes, it was decided to make ``await``
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precedence lower than ``[]``, ``()``, and ``.``, but higher than ``**``
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operators.
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+------------------------------+-----------------------------------+
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| Operator | Description |
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+==============================+===================================+
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| ``yield`` ``x``, | Yield expression |
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| ``yield from`` ``x`` | |
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+------------------------------+-----------------------------------+
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| ``lambda`` | Lambda expression |
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+------------------------------+-----------------------------------+
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| ``if`` -- ``else`` | Conditional expression |
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+------------------------------+-----------------------------------+
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| ``or`` | Boolean OR |
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+------------------------------+-----------------------------------+
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| ``and`` | Boolean AND |
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+------------------------------+-----------------------------------+
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| ``not`` ``x`` | Boolean NOT |
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+------------------------------+-----------------------------------+
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| ``in``, ``not in``, | Comparisons, including membership |
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| ``is``, ``is not``, ``<``, | tests and identity tests |
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| ``<=``, ``>``, ``>=``, | |
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| ``!=``, ``==`` | |
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+------------------------------+-----------------------------------+
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| ``|`` | Bitwise OR |
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+------------------------------+-----------------------------------+
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| ``^`` | Bitwise XOR |
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+------------------------------+-----------------------------------+
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| ``&`` | Bitwise AND |
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+------------------------------+-----------------------------------+
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| ``<<``, ``>>`` | Shifts |
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+------------------------------+-----------------------------------+
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| ``+``, ``-`` | Addition and subtraction |
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+------------------------------+-----------------------------------+
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| ``*``, ``@``, ``/``, ``//``, | Multiplication, matrix |
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| ``%`` | multiplication, division, |
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| | remainder |
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+------------------------------+-----------------------------------+
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| ``+x``, ``-x``, ``~x`` | Positive, negative, bitwise NOT |
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+------------------------------+-----------------------------------+
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| ``**`` | Exponentiation |
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+------------------------------+-----------------------------------+
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| ``await`` ``x`` | Await expression |
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+------------------------------+-----------------------------------+
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| ``x[index]``, | Subscription, slicing, |
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| ``x[index:index]``, | call, attribute reference |
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| ``x(arguments...)``, | |
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| ``x.attribute`` | |
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+------------------------------+-----------------------------------+
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| ``(expressions...)``, | Binding or tuple display, |
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| ``[expressions...]``, | list display, |
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| ``{key: value...}``, | dictionary display, |
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| ``{expressions...}`` | set display |
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+------------------------------+-----------------------------------+
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Examples of "await" expressions
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'''''''''''''''''''''''''''''''
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Valid syntax examples:
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================================== ==================================
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Expression Will be parsed as
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================================== ==================================
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``if await fut: pass`` ``if (await fut): pass``
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``if await fut + 1: pass`` ``if (await fut) + 1: pass``
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``pair = await fut, 'spam'`` ``pair = (await fut), 'spam'``
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``with await fut, open(): pass`` ``with (await fut), open(): pass``
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``await foo()['spam'].baz()()`` ``await ( foo()['spam'].baz()() )``
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``return await coro()`` ``return ( await coro() )``
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``res = await coro() ** 2`` ``res = (await coro()) ** 2``
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``func(a1=await coro(), a2=0)`` ``func(a1=(await coro()), a2=0)``
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``await foo() + await bar()`` ``(await foo()) + (await bar())``
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``-await foo()`` ``-(await foo())``
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================================== ==================================
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Invalid syntax examples:
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================================== ==================================
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Expression Should be written as
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================================== ==================================
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``await await coro()`` ``await (await coro())``
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``await -coro()`` ``await (-coro())``
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================================== ==================================
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Asynchronous Context Managers and "async with"
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----------------------------------------------
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An *asynchronous context manager* is a context manager that is able to
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suspend execution in its *enter* and *exit* methods.
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To make this possible, a new protocol for asynchronous context managers
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is proposed. Two new magic methods are added: ``__aenter__`` and
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``__aexit__``. Both must return an *awaitable*.
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An example of an asynchronous context manager::
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class AsyncContextManager:
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async def __aenter__(self):
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await log('entering context')
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async def __aexit__(self, exc_type, exc, tb):
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await log('exiting context')
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New Syntax
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''''''''''
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A new statement for asynchronous context managers is proposed::
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async with EXPR as VAR:
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BLOCK
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which is semantically equivalent to::
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mgr = (EXPR)
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aexit = type(mgr).__aexit__
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aenter = type(mgr).__aenter__(mgr)
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exc = True
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VAR = await aenter
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try:
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BLOCK
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except:
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if not await aexit(mgr, *sys.exc_info()):
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raise
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else:
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await aexit(mgr, None, None, None)
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As with regular ``with`` statements, it is possible to specify multiple
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context managers in a single ``async with`` statement.
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It is an error to pass a regular context manager without ``__aenter__``
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and ``__aexit__`` methods to ``async with``. It is a ``SyntaxError``
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to use ``async with`` outside of an ``async def`` function.
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Example
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'''''''
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With *asynchronous context managers* it is easy to implement proper
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database transaction managers for coroutines::
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async def commit(session, data):
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...
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async with session.transaction():
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...
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await session.update(data)
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...
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Code that needs locking also looks lighter::
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async with lock:
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...
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instead of::
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with (yield from lock):
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...
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Asynchronous Iterators and "async for"
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--------------------------------------
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An *asynchronous iterable* is able to call asynchronous code in its
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*iter* implementation, and *asynchronous iterator* can call
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asynchronous code in its *next* method. To support asynchronous
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iteration:
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1. An object must implement an ``__aiter__`` method returning an
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*awaitable* resulting in an *asynchronous iterator object*.
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2. An *asynchronous iterator object* must implement an ``__anext__``
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method returning an *awaitable*.
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3. To stop iteration ``__anext__`` must raise a ``StopAsyncIteration``
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exception.
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An example of asynchronous iterable::
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class AsyncIterable:
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async def __aiter__(self):
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return self
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async def __anext__(self):
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data = await self.fetch_data()
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if data:
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return data
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else:
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raise StopAsyncIteration
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async def fetch_data(self):
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...
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New Syntax
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''''''''''
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A new statement for iterating through asynchronous iterators is
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proposed::
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async for TARGET in ITER:
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BLOCK
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else:
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BLOCK2
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which is semantically equivalent to::
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iter = (ITER)
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iter = await type(iter).__aiter__(iter)
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running = True
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while running:
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try:
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TARGET = await type(iter).__anext__(iter)
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except StopAsyncIteration:
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running = False
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else:
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BLOCK
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else:
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BLOCK2
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It is a ``TypeError`` to pass a regular iterable without ``__aiter__``
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method to ``async for``. It is a ``SyntaxError`` to use ``async for``
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outside of an ``async def`` function.
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As for with regular ``for`` statement, ``async for`` has an optional
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``else`` clause.
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Example 1
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'''''''''
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With asynchronous iteration protocol it is possible to asynchronously
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buffer data during iteration::
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async for data in cursor:
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...
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Where ``cursor`` is an asynchronous iterator that prefetches ``N`` rows
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of data from a database after every ``N`` iterations.
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The following code illustrates new asynchronous iteration protocol::
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class Cursor:
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def __init__(self):
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self.buffer = collections.deque()
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def _prefetch(self):
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...
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async def __aiter__(self):
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return self
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async def __anext__(self):
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if not self.buffer:
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self.buffer = await self._prefetch()
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if not self.buffer:
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raise StopAsyncIteration
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return self.buffer.popleft()
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then the ``Cursor`` class can be used as follows::
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async for row in Cursor():
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print(row)
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which would be equivalent to the following code::
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i = await Cursor().__aiter__()
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while True:
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try:
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row = await i.__anext__()
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except StopAsyncIteration:
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break
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else:
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print(row)
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Example 2
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'''''''''
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The following is a utility class that transforms a regular iterable to
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an asynchronous one. While this is not a very useful thing to do, the
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code illustrates the relationship between regular and asynchronous
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iterators.
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::
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class AsyncIteratorWrapper:
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def __init__(self, obj):
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self._it = iter(obj)
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async def __aiter__(self):
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return self
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async def __anext__(self):
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try:
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value = next(self._it)
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except StopIteration:
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raise StopAsyncIteration
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return value
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async for letter in AsyncIteratorWrapper("abc"):
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print(letter)
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Why StopAsyncIteration?
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'''''''''''''''''''''''
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Coroutines are still based on generators internally. So, before PEP
|
|
479, there was no fundamental difference between
|
|
|
|
::
|
|
|
|
def g1():
|
|
yield from fut
|
|
return 'spam'
|
|
|
|
and
|
|
|
|
::
|
|
|
|
def g2():
|
|
yield from fut
|
|
raise StopIteration('spam')
|
|
|
|
And since PEP 479 is accepted and enabled by default for coroutines,
|
|
the following example will have its ``StopIteration`` wrapped into a
|
|
``RuntimeError``
|
|
|
|
::
|
|
|
|
async def a1():
|
|
await fut
|
|
raise StopIteration('spam')
|
|
|
|
The only way to tell the outside code that the iteration has ended is
|
|
to raise something other than ``StopIteration``. Therefore, a new
|
|
built-in exception class ``StopAsyncIteration`` was added.
|
|
|
|
Moreover, with semantics from PEP 479, all ``StopIteration`` exceptions
|
|
raised in coroutines are wrapped in ``RuntimeError``.
|
|
|
|
|
|
Coroutine objects
|
|
-----------------
|
|
|
|
Differences from generators
|
|
'''''''''''''''''''''''''''
|
|
|
|
This section applies only to *native coroutines* with ``CO_COROUTINE``
|
|
flag, i.e. defined with the new ``async def`` syntax.
|
|
|
|
**The behavior of existing *generator-based coroutines* in asyncio
|
|
remains unchanged.**
|
|
|
|
Great effort has been made to make sure that coroutines and
|
|
generators are treated as distinct concepts:
|
|
|
|
1. *Native coroutine* objects do not implement ``__iter__`` and
|
|
``__next__`` methods. Therefore, they cannot be iterated over or
|
|
passed to ``iter()``, ``list()``, ``tuple()`` and other built-ins.
|
|
They also cannot be used in a ``for..in`` loop.
|
|
|
|
An attempt to use ``__iter__`` or ``__next__`` on a *native
|
|
coroutine* object will result in a ``TypeError``.
|
|
|
|
2. *Plain generators* cannot ``yield from`` *native coroutines*:
|
|
doing so will result in a ``TypeError``.
|
|
|
|
3. *generator-based coroutines* (for asyncio code must be decorated
|
|
with ``@asyncio.coroutine``) can ``yield from`` *native coroutine
|
|
objects*.
|
|
|
|
4. ``inspect.isgenerator()`` and ``inspect.isgeneratorfunction()``
|
|
return ``False`` for *native coroutine* objects and *native
|
|
coroutine functions*.
|
|
|
|
|
|
Coroutine object methods
|
|
''''''''''''''''''''''''
|
|
|
|
Coroutines are based on generators internally, thus they share the
|
|
implementation. Similarly to generator objects, *coroutines* have
|
|
``throw()``, ``send()`` and ``close()`` methods. ``StopIteration`` and
|
|
``GeneratorExit`` play the same role for coroutines (although
|
|
PEP 479 is enabled by default for coroutines). See PEP 342, PEP 380,
|
|
and Python Documentation [11]_ for details.
|
|
|
|
``throw()``, ``send()`` methods for *coroutines* are used to push
|
|
values and raise errors into *Future-like* objects.
|
|
|
|
|
|
Debugging Features
|
|
------------------
|
|
|
|
A common beginner mistake is forgetting to use ``yield from`` on
|
|
coroutines::
|
|
|
|
@asyncio.coroutine
|
|
def useful():
|
|
asyncio.sleep(1) # this will do noting without 'yield from'
|
|
|
|
For debugging this kind of mistakes there is a special debug mode in
|
|
asyncio, in which ``@coroutine`` decorator wraps all functions with a
|
|
special object with a destructor logging a warning. Whenever a wrapped
|
|
generator gets garbage collected, a detailed logging message is
|
|
generated with information about where exactly the decorator function
|
|
was defined, stack trace of where it was collected, etc. Wrapper
|
|
object also provides a convenient ``__repr__`` function with detailed
|
|
information about the generator.
|
|
|
|
The only problem is how to enable these debug capabilities. Since
|
|
debug facilities should be a no-op in production mode, ``@coroutine``
|
|
decorator makes the decision of whether to wrap or not to wrap based on
|
|
an OS environment variable ``PYTHONASYNCIODEBUG``. This way it is
|
|
possible to run asyncio programs with asyncio's own functions
|
|
instrumented. ``EventLoop.set_debug``, a different debug facility, has
|
|
no impact on ``@coroutine`` decorator's behavior.
|
|
|
|
With this proposal, coroutines is a native, distinct from generators,
|
|
concept. *In addition* to a ``RuntimeWarning`` being raised on
|
|
coroutines that were never awaited, it is proposed to add two new
|
|
functions to the ``sys`` module: ``set_coroutine_wrapper`` and
|
|
``get_coroutine_wrapper``. This is to enable advanced debugging
|
|
facilities in asyncio and other frameworks (such as displaying where
|
|
exactly coroutine was created, and a more detailed stack trace of where
|
|
it was garbage collected).
|
|
|
|
|
|
New Standard Library Functions
|
|
------------------------------
|
|
|
|
* ``types.coroutine(gen)``. See `types.coroutine()`_ section for
|
|
details.
|
|
|
|
* ``inspect.iscoroutine(obj)`` returns ``True`` if ``obj`` is a
|
|
*coroutine* object.
|
|
|
|
* ``inspect.iscoroutinefunction(obj)`` returns ``True`` if ``obj`` is a
|
|
*coroutine function*.
|
|
|
|
* ``inspect.isawaitable(obj)`` returns ``True`` if ``obj`` can be used
|
|
in ``await`` expression. See `Await Expression`_ for details.
|
|
|
|
* ``sys.set_coroutine_wrapper(wrapper)`` allows to intercept creation
|
|
of *coroutine* objects. ``wrapper`` must be a callable that accepts
|
|
one argument: a *coroutine* object or ``None``. ``None`` resets the
|
|
wrapper. If called twice, the new wrapper replaces the previous one.
|
|
The function is thread-specific. See `Debugging Features`_ for more
|
|
details.
|
|
|
|
* ``sys.get_coroutine_wrapper()`` returns the current wrapper object.
|
|
Returns ``None`` if no wrapper was set. The function is
|
|
thread-specific. See `Debugging Features`_ for more details.
|
|
|
|
|
|
New Abstract Base Classes
|
|
-------------------------
|
|
|
|
In order to allow better integration with existing frameworks (such as
|
|
Tornado, see [13]_) and compilers (such as Cython, see [16]_), two new
|
|
Abstract Base Classes (ABC) are added:
|
|
|
|
* ``collections.abc.Awaitable`` ABC for *Future-like* classes, that
|
|
implement ``__await__`` method.
|
|
|
|
* ``collections.abc.Coroutine`` ABC for *coroutine* objects, that
|
|
implement ``send(value)``, ``throw(type, exc, tb)``, and ``close()``
|
|
methods.
|
|
|
|
To allow easy testing if objects support asynchronous iteration, two
|
|
more ABCs are added:
|
|
|
|
* ``collections.abc.AsyncIterable`` -- tests for ``__aiter__`` method.
|
|
|
|
* ``collections.abc.AsyncIterator`` -- tests for ``__aiter__`` and
|
|
``__anext__`` methods.
|
|
|
|
|
|
Glossary
|
|
========
|
|
|
|
:Native coroutine function:
|
|
A coroutine function is declared with ``async def``. It uses
|
|
``await`` and ``return value``; see `New Coroutine Declaration
|
|
Syntax`_ for details.
|
|
|
|
:Native coroutine:
|
|
Returned from a native coroutine function. See `Await Expression`_
|
|
for details.
|
|
|
|
:Generator-based coroutine function:
|
|
Coroutines based on generator syntax. Most common example are
|
|
functions decorated with ``@asyncio.coroutine``.
|
|
|
|
:Generator-based coroutine:
|
|
Returned from a generator-based coroutine function.
|
|
|
|
:Coroutine:
|
|
Either *native coroutine* or *generator-based coroutine*.
|
|
|
|
:Coroutine object:
|
|
Either *native coroutine* object or *generator-based coroutine*
|
|
object.
|
|
|
|
:Future-like object:
|
|
An object with an ``__await__`` method, or a C object with
|
|
``tp_as_async->am_await`` function, returning an *iterator*. Can be
|
|
consumed by an ``await`` expression in a coroutine. A coroutine
|
|
waiting for a Future-like object is suspended until the Future-like
|
|
object's ``__await__`` completes, and returns the result. See
|
|
`Await Expression`_ for details.
|
|
|
|
:Awaitable:
|
|
A *Future-like* object or a *coroutine* object. See `Await
|
|
Expression`_ for details.
|
|
|
|
:Asynchronous context manager:
|
|
An asynchronous context manager has ``__aenter__`` and ``__aexit__``
|
|
methods and can be used with ``async with``. See `Asynchronous
|
|
Context Managers and "async with"`_ for details.
|
|
|
|
:Asynchronous iterable:
|
|
An object with an ``__aiter__`` method, which must return an
|
|
*asynchronous iterator* object. Can be used with ``async for``.
|
|
See `Asynchronous Iterators and "async for"`_ for details.
|
|
|
|
:Asynchronous iterator:
|
|
An asynchronous iterator has an ``__anext__`` method. See
|
|
`Asynchronous Iterators and "async for"`_ for details.
|
|
|
|
|
|
List of functions and methods
|
|
=============================
|
|
|
|
================= =================================== =================
|
|
Method Can contain Can't contain
|
|
================= =================================== =================
|
|
async def func await, return value yield, yield from
|
|
async def __a*__ await, return value yield, yield from
|
|
def __a*__ return awaitable await
|
|
def __await__ yield, yield from, return iterable await
|
|
generator yield, yield from, return value await
|
|
================= =================================== =================
|
|
|
|
Where:
|
|
|
|
* "async def func": native coroutine;
|
|
|
|
* "async def __a*__": ``__aiter__``, ``__anext__``, ``__aenter__``,
|
|
``__aexit__`` defined with the ``async`` keyword;
|
|
|
|
* "def __a*__": ``__aiter__``, ``__anext__``, ``__aenter__``,
|
|
``__aexit__`` defined without the ``async`` keyword, must return an
|
|
*awaitable*;
|
|
|
|
* "def __await__": ``__await__`` method to implement *Future-like*
|
|
objects;
|
|
|
|
* generator: a "regular" generator, function defined with ``def`` and
|
|
which contains a least one ``yield`` or ``yield from`` expression.
|
|
|
|
|
|
Transition Plan
|
|
===============
|
|
|
|
To avoid backwards compatibility issues with ``async`` and ``await``
|
|
keywords, it was decided to modify ``tokenizer.c`` in such a way, that
|
|
it:
|
|
|
|
* recognizes ``async def`` ``NAME`` tokens combination;
|
|
|
|
* keeps track of regular ``def`` and ``async def`` indented blocks;
|
|
|
|
* while tokenizing ``async def`` block, it replaces ``'async'``
|
|
``NAME`` token with ``ASYNC``, and ``'await'`` ``NAME`` token with
|
|
``AWAIT``;
|
|
|
|
* while tokenizing ``def`` block, it yields ``'async'`` and ``'await'``
|
|
``NAME`` tokens as is.
|
|
|
|
This approach allows for seamless combination of new syntax features
|
|
(all of them available only in ``async`` functions) with any existing
|
|
code.
|
|
|
|
An example of having "async def" and "async" attribute in one piece of
|
|
code::
|
|
|
|
class Spam:
|
|
async = 42
|
|
|
|
async def ham():
|
|
print(getattr(Spam, 'async'))
|
|
|
|
# The coroutine can be executed and will print '42'
|
|
|
|
|
|
Backwards Compatibility
|
|
-----------------------
|
|
|
|
This proposal preserves 100% backwards compatibility.
|
|
|
|
|
|
asyncio
|
|
'''''''
|
|
|
|
``asyncio`` module was adapted and tested to work with coroutines and
|
|
new statements. Backwards compatibility is 100% preserved, i.e. all
|
|
existing code will work as-is.
|
|
|
|
The required changes are mainly:
|
|
|
|
1. Modify ``@asyncio.coroutine`` decorator to use new
|
|
``types.coroutine()`` function.
|
|
|
|
2. Add ``__await__ = __iter__`` line to ``asyncio.Future`` class.
|
|
|
|
3. Add ``ensure_future()`` as an alias for ``async()`` function.
|
|
Deprecate ``async()`` function.
|
|
|
|
|
|
asyncio migration strategy
|
|
''''''''''''''''''''''''''
|
|
|
|
Because *plain generators* cannot ``yield from`` *native coroutine
|
|
objects* (see `Differences from generators`_ section for more details),
|
|
it is advised to make sure that all generator-based coroutines are
|
|
decorated with ``@asyncio.coroutine`` *before* starting to use the new
|
|
syntax.
|
|
|
|
|
|
async/await in CPython code base
|
|
''''''''''''''''''''''''''''''''
|
|
|
|
There is no use of ``await`` names in CPython.
|
|
|
|
``async`` is mostly used by asyncio. We are addressing this by
|
|
renaming ``async()`` function to ``ensure_future()`` (see `asyncio`_
|
|
section for details.)
|
|
|
|
Another use of ``async`` keyword is in ``Lib/xml/dom/xmlbuilder.py``,
|
|
to define an ``async = False`` attribute for ``DocumentLS`` class.
|
|
There is no documentation or tests for it, it is not used anywhere else
|
|
in CPython. It is replaced with a getter, that raises a
|
|
``DeprecationWarning``, advising to use ``async_`` attribute instead.
|
|
'async' attribute is not documented and is not used in CPython code
|
|
base.
|
|
|
|
|
|
Grammar Updates
|
|
---------------
|
|
|
|
Grammar changes are fairly minimal::
|
|
|
|
decorated: decorators (classdef | funcdef | async_funcdef)
|
|
async_funcdef: ASYNC funcdef
|
|
|
|
compound_stmt: (if_stmt | while_stmt | for_stmt | try_stmt | with_stmt
|
|
| funcdef | classdef | decorated | async_stmt)
|
|
|
|
async_stmt: ASYNC (funcdef | with_stmt | for_stmt)
|
|
|
|
power: atom_expr ['**' factor]
|
|
atom_expr: [AWAIT] atom trailer*
|
|
|
|
|
|
Transition Period Shortcomings
|
|
------------------------------
|
|
|
|
There is just one.
|
|
|
|
Until ``async`` and ``await`` are not proper keywords, it is not
|
|
possible (or at least very hard) to fix ``tokenizer.c`` to recognize
|
|
them on the **same line** with ``def`` keyword::
|
|
|
|
# async and await will always be parsed as variables
|
|
|
|
async def outer(): # 1
|
|
def nested(a=(await fut)):
|
|
pass
|
|
|
|
async def foo(): return (await fut) # 2
|
|
|
|
Since ``await`` and ``async`` in such cases are parsed as ``NAME``
|
|
tokens, a ``SyntaxError`` will be raised.
|
|
|
|
To workaround these issues, the above examples can be easily rewritten
|
|
to a more readable form::
|
|
|
|
async def outer(): # 1
|
|
a_default = await fut
|
|
def nested(a=a_default):
|
|
pass
|
|
|
|
async def foo(): # 2
|
|
return (await fut)
|
|
|
|
This limitation will go away as soon as ``async`` and ``await`` are
|
|
proper keywords.
|
|
|
|
|
|
Deprecation Plans
|
|
-----------------
|
|
|
|
``async`` and ``await`` names will be softly deprecated in CPython 3.5
|
|
and 3.6. In 3.7 we will transform them to proper keywords. Making
|
|
``async`` and ``await`` proper keywords before 3.7 might make it harder
|
|
for people to port their code to Python 3.
|
|
|
|
|
|
Design Considerations
|
|
=====================
|
|
|
|
PEP 3152
|
|
--------
|
|
|
|
PEP 3152 by Gregory Ewing proposes a different mechanism for coroutines
|
|
(called "cofunctions"). Some key points:
|
|
|
|
1. A new keyword ``codef`` to declare a *cofunction*. *Cofunction* is
|
|
always a generator, even if there is no ``cocall`` expressions
|
|
inside it. Maps to ``async def`` in this proposal.
|
|
|
|
2. A new keyword ``cocall`` to call a *cofunction*. Can only be used
|
|
inside a *cofunction*. Maps to ``await`` in this proposal (with
|
|
some differences, see below.)
|
|
|
|
3. It is not possible to call a *cofunction* without a ``cocall``
|
|
keyword.
|
|
|
|
4. ``cocall`` grammatically requires parentheses after it::
|
|
|
|
atom: cocall | <existing alternatives for atom>
|
|
cocall: 'cocall' atom cotrailer* '(' [arglist] ')'
|
|
cotrailer: '[' subscriptlist ']' | '.' NAME
|
|
|
|
5. ``cocall f(*args, **kwds)`` is semantically equivalent to
|
|
``yield from f.__cocall__(*args, **kwds)``.
|
|
|
|
Differences from this proposal:
|
|
|
|
1. There is no equivalent of ``__cocall__`` in this PEP, which is
|
|
called and its result is passed to ``yield from`` in the ``cocall``
|
|
expression. ``await`` keyword expects an *awaitable* object,
|
|
validates the type, and executes ``yield from`` on it. Although,
|
|
``__await__`` method is similar to ``__cocall__``, but is only used
|
|
to define *Future-like* objects.
|
|
|
|
2. ``await`` is defined in almost the same way as ``yield from`` in the
|
|
grammar (it is later enforced that ``await`` can only be inside
|
|
``async def``). It is possible to simply write ``await future``,
|
|
whereas ``cocall`` always requires parentheses.
|
|
|
|
3. To make asyncio work with PEP 3152 it would be required to modify
|
|
``@asyncio.coroutine`` decorator to wrap all functions in an object
|
|
with a ``__cocall__`` method, or to implement ``__cocall__`` on
|
|
generators. To call *cofunctions* from existing generator-based
|
|
coroutines it would be required to use ``costart(cofunc, *args,
|
|
**kwargs)`` built-in.
|
|
|
|
4. Since it is impossible to call a *cofunction* without a ``cocall``
|
|
keyword, it automatically prevents the common mistake of forgetting
|
|
to use ``yield from`` on generator-based coroutines. This proposal
|
|
addresses this problem with a different approach, see `Debugging
|
|
Features`_.
|
|
|
|
5. A shortcoming of requiring a ``cocall`` keyword to call a coroutine
|
|
is that if is decided to implement coroutine-generators --
|
|
coroutines with ``yield`` or ``async yield`` expressions -- we
|
|
wouldn't need a ``cocall`` keyword to call them. So we'll end up
|
|
having ``__cocall__`` and no ``__call__`` for regular coroutines,
|
|
and having ``__call__`` and no ``__cocall__`` for coroutine-
|
|
generators.
|
|
|
|
6. Requiring parentheses grammatically also introduces a whole lot
|
|
of new problems.
|
|
|
|
The following code::
|
|
|
|
await fut
|
|
await function_returning_future()
|
|
await asyncio.gather(coro1(arg1, arg2), coro2(arg1, arg2))
|
|
|
|
would look like::
|
|
|
|
cocall fut() # or cocall costart(fut)
|
|
cocall (function_returning_future())()
|
|
cocall asyncio.gather(costart(coro1, arg1, arg2),
|
|
costart(coro2, arg1, arg2))
|
|
|
|
7. There are no equivalents of ``async for`` and ``async with`` in PEP
|
|
3152.
|
|
|
|
|
|
Coroutine-generators
|
|
--------------------
|
|
|
|
With ``async for`` keyword it is desirable to have a concept of a
|
|
*coroutine-generator* -- a coroutine with ``yield`` and ``yield from``
|
|
expressions. To avoid any ambiguity with regular generators, we would
|
|
likely require to have an ``async`` keyword before ``yield``, and
|
|
``async yield from`` would raise a ``StopAsyncIteration`` exception.
|
|
|
|
While it is possible to implement coroutine-generators, we believe that
|
|
they are out of scope of this proposal. It is an advanced concept that
|
|
should be carefully considered and balanced, with a non-trivial changes
|
|
in the implementation of current generator objects. This is a matter
|
|
for a separate PEP.
|
|
|
|
|
|
Why "async" and "await" keywords
|
|
--------------------------------
|
|
|
|
async/await is not a new concept in programming languages:
|
|
|
|
* C# has it since long time ago [5]_;
|
|
|
|
* proposal to add async/await in ECMAScript 7 [2]_;
|
|
see also Traceur project [9]_;
|
|
|
|
* Facebook's Hack/HHVM [6]_;
|
|
|
|
* Google's Dart language [7]_;
|
|
|
|
* Scala [8]_;
|
|
|
|
* proposal to add async/await to C++ [10]_;
|
|
|
|
* and many other less popular languages.
|
|
|
|
This is a huge benefit, as some users already have experience with
|
|
async/await, and because it makes working with many languages in one
|
|
project easier (Python with ECMAScript 7 for instance).
|
|
|
|
|
|
Why "__aiter__" returns awaitable
|
|
---------------------------------
|
|
|
|
In principle, ``__aiter__`` could be a regular function. There are
|
|
several good reasons to make it a coroutine:
|
|
|
|
* as most of the ``__anext__``, ``__aenter__``, and ``__aexit__``
|
|
methods are coroutines, users would often make a mistake defining it
|
|
as ``async`` anyways;
|
|
|
|
* there might be a need to run some asynchronous operations in
|
|
``__aiter__``, for instance to prepare DB queries or do some file
|
|
operation.
|
|
|
|
|
|
Importance of "async" keyword
|
|
-----------------------------
|
|
|
|
While it is possible to just implement ``await`` expression and treat
|
|
all functions with at least one ``await`` as coroutines, this approach
|
|
makes APIs design, code refactoring and its long time support harder.
|
|
|
|
Let's pretend that Python only has ``await`` keyword::
|
|
|
|
def useful():
|
|
...
|
|
await log(...)
|
|
...
|
|
|
|
def important():
|
|
await useful()
|
|
|
|
If ``useful()`` function is refactored and someone removes all
|
|
``await`` expressions from it, it would become a regular python
|
|
function, and all code that depends on it, including ``important()``
|
|
would be broken. To mitigate this issue a decorator similar to
|
|
``@asyncio.coroutine`` has to be introduced.
|
|
|
|
|
|
Why "async def"
|
|
---------------
|
|
|
|
For some people bare ``async name(): pass`` syntax might look more
|
|
appealing than ``async def name(): pass``. It is certainly easier to
|
|
type. But on the other hand, it breaks the symmetry between ``async
|
|
def``, ``async with`` and ``async for``, where ``async`` is a modifier,
|
|
stating that the statement is asynchronous. It is also more consistent
|
|
with the existing grammar.
|
|
|
|
|
|
Why not "await for" and "await with"
|
|
------------------------------------
|
|
|
|
``async`` is an adjective, and hence it is a better choice for a
|
|
*statement qualifier* keyword. ``await for/with`` would imply that
|
|
something is awaiting for a completion of a ``for`` or ``with``
|
|
statement.
|
|
|
|
|
|
Why "async def" and not "def async"
|
|
-----------------------------------
|
|
|
|
``async`` keyword is a *statement qualifier*. A good analogy to it are
|
|
"static", "public", "unsafe" keywords from other languages. "async
|
|
for" is an asynchronous "for" statement, "async with" is an
|
|
asynchronous "with" statement, "async def" is an asynchronous function.
|
|
|
|
Having "async" after the main statement keyword might introduce some
|
|
confusion, like "for async item in iterator" can be read as "for each
|
|
asynchronous item in iterator".
|
|
|
|
Having ``async`` keyword before ``def``, ``with`` and ``for`` also
|
|
makes the language grammar simpler. And "async def" better separates
|
|
coroutines from regular functions visually.
|
|
|
|
|
|
Why not a __future__ import
|
|
---------------------------
|
|
|
|
`Transition Plan`_ section explains how tokenizer is modified to treat
|
|
``async`` and ``await`` as keywords *only* in ``async def`` blocks.
|
|
Hence ``async def`` fills the role that a module level compiler
|
|
declaration like ``from __future__ import async_await`` would otherwise
|
|
fill.
|
|
|
|
|
|
Why magic methods start with "a"
|
|
--------------------------------
|
|
|
|
New asynchronous magic methods ``__aiter__``, ``__anext__``,
|
|
``__aenter__``, and ``__aexit__`` all start with the same prefix "a".
|
|
An alternative proposal is to use "async" prefix, so that ``__aiter__``
|
|
becomes ``__async_iter__``. However, to align new magic methods with
|
|
the existing ones, such as ``__radd__`` and ``__iadd__`` it was decided
|
|
to use a shorter version.
|
|
|
|
|
|
Why not reuse existing magic names
|
|
----------------------------------
|
|
|
|
An alternative idea about new asynchronous iterators and context
|
|
managers was to reuse existing magic methods, by adding an ``async``
|
|
keyword to their declarations::
|
|
|
|
class CM:
|
|
async def __enter__(self): # instead of __aenter__
|
|
...
|
|
|
|
This approach has the following downsides:
|
|
|
|
* it would not be possible to create an object that works in both
|
|
``with`` and ``async with`` statements;
|
|
|
|
* it would break backwards compatibility, as nothing prohibits from
|
|
returning a Future-like objects from ``__enter__`` and/or
|
|
``__exit__`` in Python <= 3.4;
|
|
|
|
* one of the main points of this proposal is to make native coroutines
|
|
as simple and foolproof as possible, hence the clear separation of
|
|
the protocols.
|
|
|
|
|
|
Why not reuse existing "for" and "with" statements
|
|
--------------------------------------------------
|
|
|
|
The vision behind existing generator-based coroutines and this proposal
|
|
is to make it easy for users to see where the code might be suspended.
|
|
Making existing "for" and "with" statements to recognize asynchronous
|
|
iterators and context managers will inevitably create implicit suspend
|
|
points, making it harder to reason about the code.
|
|
|
|
|
|
Comprehensions
|
|
--------------
|
|
|
|
Syntax for asynchronous comprehensions could be provided, but this
|
|
construct is outside of the scope of this PEP.
|
|
|
|
|
|
Async lambda functions
|
|
----------------------
|
|
|
|
Syntax for asynchronous lambda functions could be provided, but this
|
|
construct is outside of the scope of this PEP.
|
|
|
|
|
|
Performance
|
|
===========
|
|
|
|
Overall Impact
|
|
--------------
|
|
|
|
This proposal introduces no observable performance impact. Here is an
|
|
output of python's official set of benchmarks [4]_:
|
|
|
|
::
|
|
|
|
python perf.py -r -b default ../cpython/python.exe ../cpython-aw/python.exe
|
|
|
|
[skipped]
|
|
|
|
Report on Darwin ysmac 14.3.0 Darwin Kernel Version 14.3.0:
|
|
Mon Mar 23 11:59:05 PDT 2015; root:xnu-2782.20.48~5/RELEASE_X86_64
|
|
x86_64 i386
|
|
|
|
Total CPU cores: 8
|
|
|
|
### etree_iterparse ###
|
|
Min: 0.365359 -> 0.349168: 1.05x faster
|
|
Avg: 0.396924 -> 0.379735: 1.05x faster
|
|
Significant (t=9.71)
|
|
Stddev: 0.01225 -> 0.01277: 1.0423x larger
|
|
|
|
The following not significant results are hidden, use -v to show them:
|
|
django_v2, 2to3, etree_generate, etree_parse, etree_process, fastpickle,
|
|
fastunpickle, json_dump_v2, json_load, nbody, regex_v8, tornado_http.
|
|
|
|
|
|
Tokenizer modifications
|
|
-----------------------
|
|
|
|
There is no observable slowdown of parsing python files with the
|
|
modified tokenizer: parsing of one 12Mb file
|
|
(``Lib/test/test_binop.py`` repeated 1000 times) takes the same amount
|
|
of time.
|
|
|
|
|
|
async/await
|
|
-----------
|
|
|
|
The following micro-benchmark was used to determine performance
|
|
difference between "async" functions and generators::
|
|
|
|
import sys
|
|
import time
|
|
|
|
def binary(n):
|
|
if n <= 0:
|
|
return 1
|
|
l = yield from binary(n - 1)
|
|
r = yield from binary(n - 1)
|
|
return l + 1 + r
|
|
|
|
async def abinary(n):
|
|
if n <= 0:
|
|
return 1
|
|
l = await abinary(n - 1)
|
|
r = await abinary(n - 1)
|
|
return l + 1 + r
|
|
|
|
def timeit(gen, depth, repeat):
|
|
t0 = time.time()
|
|
for _ in range(repeat):
|
|
list(gen(depth))
|
|
t1 = time.time()
|
|
print('{}({}) * {}: total {:.3f}s'.format(
|
|
gen.__name__, depth, repeat, t1-t0))
|
|
|
|
The result is that there is no observable performance difference.
|
|
Minimum timing of 3 runs
|
|
|
|
::
|
|
|
|
abinary(19) * 30: total 12.985s
|
|
binary(19) * 30: total 12.953s
|
|
|
|
Note that depth of 19 means 1,048,575 calls.
|
|
|
|
|
|
Reference Implementation
|
|
========================
|
|
|
|
The reference implementation can be found here: [3]_.
|
|
|
|
List of high-level changes and new protocols
|
|
--------------------------------------------
|
|
|
|
1. New syntax for defining coroutines: ``async def`` and new ``await``
|
|
keyword.
|
|
|
|
2. New ``__await__`` method for Future-like objects, and new
|
|
``tp_as_async->am_await`` slot in ``PyTypeObject``.
|
|
|
|
3. New syntax for asynchronous context managers: ``async with``. And
|
|
associated protocol with ``__aenter__`` and ``__aexit__`` methods.
|
|
|
|
4. New syntax for asynchronous iteration: ``async for``. And
|
|
associated protocol with ``__aiter__``, ``__aexit__`` and new built-
|
|
in exception ``StopAsyncIteration``. New ``tp_as_async->am_aiter``
|
|
and ``tp_as_async->am_anext`` slots in ``PyTypeObject``.
|
|
|
|
5. New AST nodes: ``AsyncFunctionDef``, ``AsyncFor``, ``AsyncWith``,
|
|
``Await``.
|
|
|
|
6. New functions: ``sys.set_coroutine_wrapper(callback)``,
|
|
``sys.get_coroutine_wrapper()``, ``types.coroutine(gen)``,
|
|
``inspect.iscoroutinefunction(func)``, ``inspect.iscoroutine(obj)``,
|
|
and ``inspect.isawaitable(obj)``.
|
|
|
|
7. New ``CO_COROUTINE`` and ``CO_ITERABLE_COROUTINE`` bit flags for code
|
|
objects.
|
|
|
|
8. New ABCs: ``collections.abc.Awaitable``,
|
|
``collections.abc.Coroutine``, ``collections.abc.AsyncIterable``, and
|
|
``collections.abc.AsyncIterator``.
|
|
|
|
While the list of changes and new things is not short, it is important
|
|
to understand, that most users will not use these features directly.
|
|
It is intended to be used in frameworks and libraries to provide users
|
|
with convenient to use and unambiguous APIs with ``async def``,
|
|
``await``, ``async for`` and ``async with`` syntax.
|
|
|
|
|
|
Working example
|
|
---------------
|
|
|
|
All concepts proposed in this PEP are implemented [3]_ and can be
|
|
tested.
|
|
|
|
::
|
|
|
|
import asyncio
|
|
|
|
async def echo_server():
|
|
print('Serving on localhost:8000')
|
|
await asyncio.start_server(handle_connection,
|
|
'localhost', 8000)
|
|
|
|
async def handle_connection(reader, writer):
|
|
print('New connection...')
|
|
|
|
while True:
|
|
data = await reader.read(8192)
|
|
|
|
if not data:
|
|
break
|
|
|
|
print('Sending {:.10}... back'.format(repr(data)))
|
|
writer.write(data)
|
|
|
|
loop = asyncio.get_event_loop()
|
|
loop.run_until_complete(echo_server())
|
|
try:
|
|
loop.run_forever()
|
|
finally:
|
|
loop.close()
|
|
|
|
|
|
Acceptance
|
|
==========
|
|
|
|
PEP 492 was accepted by Guido, Tuesday, May 5, 2015 [14]_.
|
|
|
|
|
|
Implementation
|
|
==============
|
|
|
|
The implementation is tracked in issue 24017 [15]_. It was
|
|
committed on May 11, 2015.
|
|
|
|
|
|
References
|
|
==========
|
|
|
|
.. [1] https://docs.python.org/3/library/asyncio-task.html#asyncio.coroutine
|
|
|
|
.. [2] http://wiki.ecmascript.org/doku.php?id=strawman:async_functions
|
|
|
|
.. [3] https://github.com/1st1/cpython/tree/await
|
|
|
|
.. [4] https://hg.python.org/benchmarks
|
|
|
|
.. [5] https://msdn.microsoft.com/en-us/library/hh191443.aspx
|
|
|
|
.. [6] http://docs.hhvm.com/manual/en/hack.async.php
|
|
|
|
.. [7] https://www.dartlang.org/articles/await-async/
|
|
|
|
.. [8] http://docs.scala-lang.org/sips/pending/async.html
|
|
|
|
.. [9] https://github.com/google/traceur-compiler/wiki/LanguageFeatures#async-functions-experimental
|
|
|
|
.. [10] http://www.open-std.org/jtc1/sc22/wg21/docs/papers/2013/n3722.pdf (PDF)
|
|
|
|
.. [11] https://docs.python.org/3/reference/expressions.html#generator-iterator-methods
|
|
|
|
.. [12] https://docs.python.org/3/reference/expressions.html#primaries
|
|
|
|
.. [13] https://mail.python.org/pipermail/python-dev/2015-May/139851.html
|
|
|
|
.. [14] https://mail.python.org/pipermail/python-dev/2015-May/139844.html
|
|
|
|
.. [15] http://bugs.python.org/issue24017
|
|
|
|
.. [16] https://github.com/python/asyncio/issues/233
|
|
|
|
|
|
Acknowledgments
|
|
===============
|
|
|
|
I thank Guido van Rossum, Victor Stinner, Elvis Pranskevichus, Andrew
|
|
Svetlov, Łukasz Langa, Greg Ewing, Stephen J. Turnbull, Jim J. Jewett,
|
|
Brett Cannon, Nick Coghlan, Steven D'Aprano, Paul Moore, Nathaniel
|
|
Smith, Ethan Furman, Stefan Behnel, Paul Sokolovsky, Victor Petrovykh,
|
|
and many others for their feedback, ideas, edits, criticism, code
|
|
reviews, and discussions around this PEP.
|
|
|
|
|
|
Copyright
|
|
=========
|
|
|
|
This document has been placed in the public domain.
|
|
|
|
..
|
|
Local Variables:
|
|
mode: indented-text
|
|
indent-tabs-mode: nil
|
|
sentence-end-double-space: t
|
|
fill-column: 70
|
|
coding: utf-8
|
|
End:
|