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.. currentmodule :: asyncio
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.. _asyncio-dev:
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Develop with asyncio
====================
Asynchronous programming is different than classical "sequential" programming.
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This page lists common traps and explains how to avoid them.
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.. _asyncio-debug-mode:
Debug mode of asyncio
---------------------
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The implementation of :mod: `asyncio` has been written for performance.
In order to ease the development of asynchronous code, you may wish to
enable *debug mode* .
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To enable all debug checks for an application:
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* Enable the asyncio debug mode globally by setting the environment variable
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:envvar: `PYTHONASYNCIODEBUG` to `` 1 `` , using `` -X dev `` command line option
(see the :option: `-X` option), or by calling
:meth: `AbstractEventLoop.set_debug` .
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* Set the log level of the :ref: `asyncio logger <asyncio-logger>` to
:py:data: `logging.DEBUG` . For example, call
`` logging.basicConfig(level=logging.DEBUG) `` at startup.
* Configure the :mod: `warnings` module to display :exc: `ResourceWarning`
warnings. For example, use the `` -Wdefault `` command line option of Python to
display them.
Examples debug checks:
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* Log :ref:`coroutines defined but never "yielded from"
<asyncio-coroutine-not-scheduled>`
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* :meth: `~AbstractEventLoop.call_soon` and :meth: `~AbstractEventLoop.call_at` methods
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raise an exception if they are called from the wrong thread.
* Log the execution time of the selector
* Log callbacks taking more than 100 ms to be executed. The
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:attr: `AbstractEventLoop.slow_callback_duration` attribute is the minimum
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duration in seconds of "slow" callbacks.
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* :exc: `ResourceWarning` warnings are emitted when transports and event loops
are :ref: `not closed explicitly <asyncio-close-transports>` .
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.. versionchanged :: 3.7
The new `` -X dev `` command line option can now also be used to enable
the debug mode.
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.. seealso ::
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The :meth: `AbstractEventLoop.set_debug` method and the :ref:`asyncio logger
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<asyncio-logger>`.
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Cancellation
------------
Cancellation of tasks is not common in classic programming. In asynchronous
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programming, not only is it something common, but you have to prepare your
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code to handle it.
Futures and tasks can be cancelled explicitly with their :meth: `Future.cancel`
method. The :func: `wait_for` function cancels the waited task when the timeout
occurs. There are many other cases where a task can be cancelled indirectly.
Don't call :meth: `~Future.set_result` or :meth: `~Future.set_exception` method
of :class: `Future` if the future is cancelled: it would fail with an exception.
For example, write::
if not fut.cancelled():
fut.set_result('done')
Don't schedule directly a call to the :meth: `~Future.set_result` or the
:meth: `~Future.set_exception` method of a future with
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:meth:`AbstractEventLoop.call_soon`: the future can be cancelled before its method
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is called.
If you wait for a future, you should check early if the future was cancelled to
avoid useless operations. Example::
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async def slow_operation(fut):
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if fut.cancelled():
return
# ... slow computation ...
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await fut
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# ...
The :func: `shield` function can also be used to ignore cancellation.
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.. _asyncio-multithreading:
Concurrency and multithreading
------------------------------
An event loop runs in a thread and executes all callbacks and tasks in the same
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thread. While a task is running in the event loop, no other task is running in
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the same thread. But when the task uses `` await `` , the task is suspended
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and the event loop executes the next task.
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To schedule a callback from a different thread, the
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:meth: `AbstractEventLoop.call_soon_threadsafe` method should be used. Example::
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loop.call_soon_threadsafe(callback, *args)
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Most asyncio objects are not thread safe. You should only worry if you access
objects outside the event loop. For example, to cancel a future, don't call
directly its :meth: `Future.cancel` method, but::
loop.call_soon_threadsafe(fut.cancel)
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To handle signals and to execute subprocesses, the event loop must be run in
the main thread.
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To schedule a coroutine object from a different thread, the
:func: `run_coroutine_threadsafe` function should be used. It returns a
:class: `concurrent.futures.Future` to access the result::
future = asyncio.run_coroutine_threadsafe(coro_func(), loop)
result = future.result(timeout) # Wait for the result with a timeout
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The :meth: `AbstractEventLoop.run_in_executor` method can be used with a thread pool
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executor to execute a callback in different thread to not block the thread of
the event loop.
.. seealso ::
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The :ref: `Synchronization primitives <asyncio-sync>` section describes ways
to synchronize tasks.
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The :ref: `Subprocess and threads <asyncio-subprocess-threads>` section lists
asyncio limitations to run subprocesses from different threads.
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.. _asyncio-handle-blocking:
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Handle blocking functions correctly
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-----------------------------------
Blocking functions should not be called directly. For example, if a function
blocks for 1 second, other tasks are delayed by 1 second which can have an
important impact on reactivity.
For networking and subprocesses, the :mod: `asyncio` module provides high-level
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APIs like :ref: `protocols <asyncio-protocol>` .
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An executor can be used to run a task in a different thread or even in a
different process, to not block the thread of the event loop. See the
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:meth: `AbstractEventLoop.run_in_executor` method.
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.. seealso ::
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The :ref: `Delayed calls <asyncio-delayed-calls>` section details how the
event loop handles time.
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.. _asyncio-logger:
Logging
-------
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The :mod: `asyncio` module logs information with the :mod: `logging` module in
the logger `` 'asyncio' `` .
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The default log level for the :mod: `asyncio` module is :py:data: `logging.INFO` .
For those not wanting such verbosity from :mod: `asyncio` the log level can
be changed. For example, to change the level to :py:data: `logging.WARNING` :
.. code-block :: none
logging.getLogger('asyncio').setLevel(logging.WARNING)
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.. _asyncio-coroutine-not-scheduled:
Detect coroutine objects never scheduled
----------------------------------------
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When a coroutine function is called and its result is not passed to
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:func: `ensure_future` or to the :meth: `AbstractEventLoop.create_task` method,
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the execution of the coroutine object will never be scheduled which is
probably a bug. :ref: `Enable the debug mode of asyncio <asyncio-debug-mode>`
to :ref: `log a warning <asyncio-logger>` to detect it.
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Example with the bug::
import asyncio
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async def test():
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print("never scheduled")
test()
Output in debug mode::
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Coroutine test() at test.py:3 was never yielded from
Coroutine object created at (most recent call last):
File "test.py", line 7, in <module>
test()
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The fix is to call the :func: `ensure_future` function or the
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:meth: `AbstractEventLoop.create_task` method with the coroutine object.
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.. seealso ::
:ref: `Pending task destroyed <asyncio-pending-task-destroyed>` .
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Detect exceptions never consumed
--------------------------------
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Python usually calls :func: `sys.excepthook` on unhandled exceptions. If
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:meth: `Future.set_exception` is called, but the exception is never consumed,
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:func: `sys.excepthook` is not called. Instead, :ref:`a log is emitted
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<asyncio-logger> ` when the future is deleted by the garbage collector, with the
traceback where the exception was raised.
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Example of unhandled exception::
import asyncio
@asyncio.coroutine
def bug():
raise Exception("not consumed")
loop = asyncio.get_event_loop()
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asyncio.ensure_future(bug())
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loop.run_forever()
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loop.close()
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Output::
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Task exception was never retrieved
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future: <Task finished coro=<coro() done, defined at asyncio/coroutines.py:139> exception=Exception('not consumed',)>
Traceback (most recent call last):
File "asyncio/tasks.py", line 237, in _step
result = next(coro)
File "asyncio/coroutines.py", line 141, in coro
res = func(*args, * *kw)
File "test.py", line 5, in bug
raise Exception("not consumed")
Exception: not consumed
:ref: `Enable the debug mode of asyncio <asyncio-debug-mode>` to get the
traceback where the task was created. Output in debug mode::
Task exception was never retrieved
future: <Task finished coro=<bug() done, defined at test.py:3> exception=Exception('not consumed',) created at test.py:8>
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source_traceback: Object created at (most recent call last):
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File "test.py", line 8, in <module>
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asyncio.ensure_future(bug())
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Traceback (most recent call last):
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File "asyncio/tasks.py", line 237, in _step
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result = next(coro)
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File "asyncio/coroutines.py", line 79, in __next__
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return next(self.gen)
File "asyncio/coroutines.py", line 141, in coro
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res = func(*args, * *kw)
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File "test.py", line 5, in bug
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raise Exception("not consumed")
Exception: not consumed
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There are different options to fix this issue. The first option is to chain the
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coroutine in another coroutine and use classic try/except::
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async def handle_exception():
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try:
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await bug()
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except Exception:
print("exception consumed")
loop = asyncio.get_event_loop()
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asyncio.ensure_future(handle_exception())
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loop.run_forever()
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loop.close()
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Another option is to use the :meth: `AbstractEventLoop.run_until_complete`
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function::
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task = asyncio.ensure_future(bug())
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try:
loop.run_until_complete(task)
except Exception:
print("exception consumed")
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.. seealso ::
The :meth: `Future.exception` method.
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Chain coroutines correctly
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--------------------------
When a coroutine function calls other coroutine functions and tasks, they
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should be chained explicitly with `` await `` . Otherwise, the execution is
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not guaranteed to be sequential.
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Example with different bugs using :func: `asyncio.sleep` to simulate slow
operations::
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import asyncio
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async def create():
await asyncio.sleep(3.0)
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print("(1) create file")
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async def write():
await asyncio.sleep(1.0)
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print("(2) write into file")
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async def close():
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print("(3) close file")
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async def test():
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asyncio.ensure_future(create())
asyncio.ensure_future(write())
asyncio.ensure_future(close())
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await asyncio.sleep(2.0)
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loop.stop()
loop = asyncio.get_event_loop()
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asyncio.ensure_future(test())
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loop.run_forever()
print("Pending tasks at exit: %s" % asyncio.Task.all_tasks(loop))
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loop.close()
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Expected output:
.. code-block :: none
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(1) create file
(2) write into file
(3) close file
Pending tasks at exit: set()
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Actual output:
.. code-block :: none
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(3) close file
(2) write into file
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Pending tasks at exit: {<Task pending create() at test.py:7 wait_for=<Future pending cb=[Task._wakeup()]>>}
Task was destroyed but it is pending!
task: <Task pending create() done at test.py:5 wait_for=<Future pending cb=[Task._wakeup()]>>
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The loop stopped before the `` create() `` finished, `` close() `` has been called
before `` write() `` , whereas coroutine functions were called in this order:
`` create() `` , `` write() `` , `` close() `` .
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To fix the example, tasks must be marked with `` await `` ::
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async def test():
await asyncio.ensure_future(create())
await asyncio.ensure_future(write())
await asyncio.ensure_future(close())
await asyncio.sleep(2.0)
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loop.stop()
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Or without `` asyncio.ensure_future() `` ::
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async def test():
await create()
await write()
await close()
await asyncio.sleep(2.0)
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loop.stop()
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.. _asyncio-pending-task-destroyed:
Pending task destroyed
----------------------
If a pending task is destroyed, the execution of its wrapped :ref:`coroutine
<coroutine> ` did not complete. It is probably a bug and so a warning is logged.
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Example of log:
.. code-block :: none
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Task was destroyed but it is pending!
task: <Task pending coro=<kill_me() done, defined at test.py:5> wait_for=<Future pending cb=[Task._wakeup()]>>
:ref: `Enable the debug mode of asyncio <asyncio-debug-mode>` to get the
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traceback where the task was created. Example of log in debug mode:
.. code-block :: none
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Task was destroyed but it is pending!
source_traceback: Object created at (most recent call last):
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File "test.py", line 15, in <module>
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task = asyncio.ensure_future(coro, loop=loop)
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task: <Task pending coro=<kill_me() done, defined at test.py:5> wait_for=<Future pending cb=[Task._wakeup()] created at test.py:7> created at test.py:15>
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.. seealso ::
:ref: `Detect coroutine objects never scheduled <asyncio-coroutine-not-scheduled>` .
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.. _asyncio-close-transports:
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Close transports and event loops
--------------------------------
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When a transport is no more needed, call its `` close() `` method to release
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resources. Event loops must also be closed explicitly.
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If a transport or an event loop is not closed explicitly, a
:exc: `ResourceWarning` warning will be emitted in its destructor. By default,
:exc: `ResourceWarning` warnings are ignored. The :ref:`Debug mode of asyncio
<asyncio-debug-mode> ` section explains how to display them.