2014-01-17 01:58:01 +08:00
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.. currentmodule:: asyncio
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2014-02-20 06:15:02 +08:00
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.. _asyncio-dev:
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2018-09-15 07:57:11 +08:00
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=======================
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Developing with asyncio
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=======================
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2014-01-17 01:58:01 +08:00
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2018-09-18 07:16:44 +08:00
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Asynchronous programming is different from classic "sequential"
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2018-09-15 07:57:11 +08:00
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programming.
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This page lists common mistakes and traps and explains how
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to avoid them.
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2014-01-17 01:58:01 +08:00
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2014-06-23 06:36:11 +08:00
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.. _asyncio-debug-mode:
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2018-09-15 07:57:11 +08:00
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Debug Mode
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==========
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2014-06-23 06:36:11 +08:00
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2018-09-15 07:57:11 +08:00
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By default asyncio runs in production mode. In order to ease
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the development asyncio has a *debug mode*.
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2017-11-20 23:14:07 +08:00
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2018-09-18 07:16:44 +08:00
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There are several ways to enable asyncio debug mode:
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2017-11-20 23:14:07 +08:00
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2018-09-18 07:16:44 +08:00
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* Setting the :envvar:`PYTHONASYNCIODEBUG` environment variable to ``1``.
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2014-06-23 06:36:11 +08:00
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2020-01-24 17:22:18 +08:00
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* Using the :ref:`Python Development Mode <devmode>`.
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2014-06-23 06:36:11 +08:00
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2018-09-18 07:16:44 +08:00
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* Passing ``debug=True`` to :func:`asyncio.run`.
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2014-06-23 06:36:11 +08:00
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2018-09-18 07:16:44 +08:00
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* Calling :meth:`loop.set_debug`.
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In addition to enabling the debug mode, consider also:
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2015-01-30 07:55:58 +08:00
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2018-09-15 07:57:11 +08:00
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* setting the log level of the :ref:`asyncio logger <asyncio-logger>` to
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:py:data:`logging.DEBUG`, for example the following snippet of code
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can be run at startup of the application::
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2015-01-30 07:55:58 +08:00
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2018-09-15 07:57:11 +08:00
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logging.basicConfig(level=logging.DEBUG)
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2015-01-30 07:55:58 +08:00
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2018-09-15 07:57:11 +08:00
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* configuring the :mod:`warnings` module to display
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:exc:`ResourceWarning` warnings. One way of doing that is by
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2018-09-18 07:16:44 +08:00
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using the :option:`-W` ``default`` command line option.
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2015-01-30 07:55:58 +08:00
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2018-09-18 07:16:44 +08:00
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When the debug mode is enabled:
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2015-01-30 07:55:58 +08:00
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2018-09-18 07:16:44 +08:00
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* asyncio checks for :ref:`coroutines that were not awaited
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<asyncio-coroutine-not-scheduled>` and logs them; this mitigates
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the "forgotten await" pitfall.
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2015-01-30 07:55:58 +08:00
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2018-10-27 01:14:04 +08:00
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* Many non-threadsafe asyncio APIs (such as :meth:`loop.call_soon` and
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2018-09-15 07:57:11 +08:00
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:meth:`loop.call_at` methods) raise an exception if they are called
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from a wrong thread.
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2018-09-18 07:16:44 +08:00
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* The execution time of the I/O selector is logged if it takes too long to
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perform an I/O operation.
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2018-09-15 07:57:11 +08:00
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2018-09-18 07:16:44 +08:00
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* Callbacks taking longer than 100ms are logged. The
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:attr:`loop.slow_callback_duration` attribute can be used to set the
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minimum execution duration in seconds that is considered "slow".
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2015-01-30 07:55:58 +08:00
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2014-02-01 10:18:58 +08:00
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.. _asyncio-multithreading:
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2018-09-15 07:57:11 +08:00
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Concurrency and Multithreading
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==============================
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2014-02-01 10:18:58 +08:00
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2018-09-12 00:54:40 +08:00
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An event loop runs in a thread (typically the main thread) and executes
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all callbacks and Tasks in its thread. While a Task is running in the
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event loop, no other Tasks can run in the same thread. When a Task
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executes an ``await`` expression, the running Task gets suspended, and
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the event loop executes the next Task.
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2020-06-23 10:16:00 +08:00
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To schedule a :term:`callback` from another OS thread, the
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2018-09-12 00:54:40 +08:00
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:meth:`loop.call_soon_threadsafe` method should be used. Example::
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2014-02-05 01:18:27 +08:00
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2015-10-06 07:20:00 +08:00
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loop.call_soon_threadsafe(callback, *args)
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2014-02-01 10:18:58 +08:00
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2018-09-15 07:57:11 +08:00
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Almost all asyncio objects are not thread safe, which is typically
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not a problem unless there is code that works with them from outside
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of a Task or a callback. If there's a need for such code to call a
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low-level asyncio API, the :meth:`loop.call_soon_threadsafe` method
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should be used, e.g.::
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2014-02-08 02:03:05 +08:00
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loop.call_soon_threadsafe(fut.cancel)
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2018-09-15 07:57:11 +08:00
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To schedule a coroutine object from a different OS thread, the
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2015-10-06 07:20:00 +08:00
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:func:`run_coroutine_threadsafe` function should be used. It returns a
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:class:`concurrent.futures.Future` to access the result::
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2018-09-15 07:57:11 +08:00
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async def coro_func():
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return await asyncio.sleep(1, 42)
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2014-02-01 10:18:58 +08:00
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2018-09-15 07:57:11 +08:00
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# Later in another OS thread:
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2014-02-01 10:18:58 +08:00
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2018-09-15 07:57:11 +08:00
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future = asyncio.run_coroutine_threadsafe(coro_func(), loop)
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# Wait for the result:
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result = future.result()
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2015-01-09 08:32:02 +08:00
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2018-09-15 07:57:11 +08:00
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To handle signals and to execute subprocesses, the event loop must be
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run in the main thread.
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2015-01-09 08:32:02 +08:00
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2018-09-15 07:57:11 +08:00
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The :meth:`loop.run_in_executor` method can be used with a
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:class:`concurrent.futures.ThreadPoolExecutor` to execute
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blocking code in a different OS thread without blocking the OS thread
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that the event loop runs in.
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2015-01-09 08:32:02 +08:00
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2020-08-30 07:47:38 +08:00
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There is currently no way to schedule coroutines or callbacks directly
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from a different process (such as one started with
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:mod:`multiprocessing`). The :ref:`Event Loop Methods <asyncio-event-loop>`
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section lists APIs that can read from pipes and watch file descriptors
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without blocking the event loop. In addition, asyncio's
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:ref:`Subprocess <asyncio-subprocess>` APIs provide a way to start a
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process and communicate with it from the event loop. Lastly, the
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aforementioned :meth:`loop.run_in_executor` method can also be used
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with a :class:`concurrent.futures.ProcessPoolExecutor` to execute
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code in a different process.
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2014-02-01 10:18:58 +08:00
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2014-02-01 09:36:43 +08:00
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.. _asyncio-handle-blocking:
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2018-09-15 07:57:11 +08:00
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Running Blocking Code
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=====================
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2014-01-17 01:58:01 +08:00
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2018-09-15 07:57:11 +08:00
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Blocking (CPU-bound) code should not be called directly. For example,
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if a function performs a CPU-intensive calculation for 1 second,
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all concurrent asyncio Tasks and IO operations would be delayed
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by 1 second.
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2014-01-17 01:58:01 +08:00
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2018-09-15 07:57:11 +08:00
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An executor can be used to run a task in a different thread or even in
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2019-09-04 14:04:09 +08:00
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a different process to avoid blocking the OS thread with the
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event loop. See the :meth:`loop.run_in_executor` method for more
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details.
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2014-01-17 01:58:01 +08:00
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2014-02-01 09:36:43 +08:00
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.. _asyncio-logger:
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Logging
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=======
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2014-01-17 01:58:01 +08:00
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2018-09-15 07:57:11 +08:00
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asyncio uses the :mod:`logging` module and all logging is performed
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via the ``"asyncio"`` logger.
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2016-10-14 04:56:40 +08:00
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2018-09-18 07:16:44 +08:00
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The default log level is :py:data:`logging.INFO`, which can be easily
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adjusted::
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2016-10-14 04:56:40 +08:00
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2018-09-15 07:57:11 +08:00
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logging.getLogger("asyncio").setLevel(logging.WARNING)
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2016-10-14 04:56:40 +08:00
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2014-01-17 01:58:01 +08:00
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.. _asyncio-coroutine-not-scheduled:
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2018-09-18 07:16:44 +08:00
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Detect never-awaited coroutines
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===============================
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2014-01-17 01:58:01 +08:00
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2018-09-18 07:16:44 +08:00
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When a coroutine function is called, but not awaited
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(e.g. ``coro()`` instead of ``await coro()``)
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or the coroutine is not scheduled with :meth:`asyncio.create_task`, asyncio
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will emit a :exc:`RuntimeWarning`::
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2014-01-17 01:58:01 +08:00
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import asyncio
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2017-12-11 23:35:49 +08:00
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async def test():
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print("never scheduled")
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async def main():
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test()
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asyncio.run(main())
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Output::
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test.py:7: RuntimeWarning: coroutine 'test' was never awaited
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test()
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Output in debug mode::
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2018-09-15 07:57:11 +08:00
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test.py:7: RuntimeWarning: coroutine 'test' was never awaited
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Coroutine created at (most recent call last)
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File "../t.py", line 9, in <module>
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asyncio.run(main(), debug=True)
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< .. >
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2014-01-17 01:58:01 +08:00
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File "../t.py", line 7, in main
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test()
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test()
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2018-09-15 07:57:11 +08:00
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The usual fix is to either await the coroutine or call the
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:meth:`asyncio.create_task` function::
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2014-07-08 18:39:10 +08:00
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2018-09-15 07:57:11 +08:00
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async def main():
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await test()
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2014-01-17 01:58:01 +08:00
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2014-07-08 18:39:10 +08:00
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2018-09-18 07:16:44 +08:00
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Detect never-retrieved exceptions
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=================================
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2014-01-17 01:58:01 +08:00
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2018-09-15 07:57:11 +08:00
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If a :meth:`Future.set_exception` is called but the Future object is
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never awaited on, the exception would never be propagated to the
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user code. In this case, asyncio would emit a log message when the
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Future object is garbage collected.
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2014-01-17 01:58:01 +08:00
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2018-09-15 07:57:11 +08:00
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Example of an unhandled exception::
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import asyncio
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2018-09-15 07:57:11 +08:00
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async def bug():
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raise Exception("not consumed")
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2018-09-15 07:57:11 +08:00
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async def main():
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asyncio.create_task(bug())
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asyncio.run(main())
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2014-01-17 01:58:01 +08:00
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Output::
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2014-07-08 18:39:10 +08:00
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Task exception was never retrieved
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future: <Task finished coro=<bug() done, defined at test.py:3>
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exception=Exception('not consumed')>
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2014-10-13 03:37:16 +08:00
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2014-01-17 01:58:01 +08:00
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Traceback (most recent call last):
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File "test.py", line 4, in bug
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raise Exception("not consumed")
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Exception: not consumed
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2018-09-15 07:57:11 +08:00
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:ref:`Enable the debug mode <asyncio-debug-mode>` to get the
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traceback where the task was created::
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2018-09-15 07:57:11 +08:00
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asyncio.run(main(), debug=True)
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2018-09-15 07:57:11 +08:00
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Output in debug mode::
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2016-07-26 17:18:21 +08:00
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2018-09-15 07:57:11 +08:00
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Task exception was never retrieved
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future: <Task finished coro=<bug() done, defined at test.py:3>
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exception=Exception('not consumed') created at asyncio/tasks.py:321>
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2014-10-13 03:37:16 +08:00
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2014-07-08 18:39:10 +08:00
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source_traceback: Object created at (most recent call last):
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File "../t.py", line 9, in <module>
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asyncio.run(main(), debug=True)
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2014-07-08 18:39:10 +08:00
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2018-09-15 07:57:11 +08:00
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< .. >
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2015-01-30 08:35:14 +08:00
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2018-09-15 07:57:11 +08:00
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Traceback (most recent call last):
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File "../t.py", line 4, in bug
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raise Exception("not consumed")
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Exception: not consumed
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