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I added some information to the `Concurrency and Multithreading` section of the `Developing with asyncio` guide. This is all information that would have helped me when I started using asyncio. I incorrectly assumed that `loop.call_soon_threadsafe()` and `run_coroutine_threadsafe()` could be called from a thread in a process separate from the one that the event loop is running in. Explicitly stating that this will not work will probably help some people starting out with asyncio in the future. I also added references to some other functions that can be used for inter-process communication without blocking the event loop. The section already mentions running blocking code in a ThreadPoolExecutor, but I think listing these other options in this section will also be helpful.
248 lines
7.2 KiB
ReStructuredText
248 lines
7.2 KiB
ReStructuredText
.. currentmodule:: asyncio
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.. _asyncio-dev:
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=======================
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Developing with asyncio
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=======================
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Asynchronous programming is different from classic "sequential"
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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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.. _asyncio-debug-mode:
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Debug Mode
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==========
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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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There are several ways to enable asyncio debug mode:
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* Setting the :envvar:`PYTHONASYNCIODEBUG` environment variable to ``1``.
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* Using the :ref:`Python Development Mode <devmode>`.
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* Passing ``debug=True`` to :func:`asyncio.run`.
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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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* 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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logging.basicConfig(level=logging.DEBUG)
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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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using the :option:`-W` ``default`` command line option.
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When the debug mode is enabled:
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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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* Many non-threadsafe asyncio APIs (such as :meth:`loop.call_soon` and
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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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* 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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* 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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.. _asyncio-multithreading:
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Concurrency and Multithreading
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==============================
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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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To schedule a :term:`callback` from another OS thread, the
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:meth:`loop.call_soon_threadsafe` method should be used. Example::
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loop.call_soon_threadsafe(callback, *args)
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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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loop.call_soon_threadsafe(fut.cancel)
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To schedule a coroutine object from a different OS thread, the
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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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async def coro_func():
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return await asyncio.sleep(1, 42)
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# Later in another OS thread:
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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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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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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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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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.. _asyncio-handle-blocking:
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Running Blocking Code
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=====================
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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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An executor can be used to run a task in a different thread or even in
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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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.. _asyncio-logger:
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Logging
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=======
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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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The default log level is :py:data:`logging.INFO`, which can be easily
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adjusted::
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logging.getLogger("asyncio").setLevel(logging.WARNING)
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.. _asyncio-coroutine-not-scheduled:
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Detect never-awaited coroutines
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===============================
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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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import asyncio
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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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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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File "../t.py", line 7, in main
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test()
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test()
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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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async def main():
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await test()
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Detect never-retrieved exceptions
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=================================
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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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Example of an unhandled exception::
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import asyncio
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async def bug():
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raise Exception("not consumed")
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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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Output::
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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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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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: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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asyncio.run(main(), debug=True)
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Output in debug mode::
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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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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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< .. >
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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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