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.. currentmodule:: asyncio
Tasks and coroutines
====================
.. _coroutine:
Coroutines
----------
Coroutines used with :mod:`asyncio` may be implemented using the
:keyword:`async def` statement, or by using :term:`generators <generator>`.
The :keyword:`async def` type of coroutine was added in Python 3.5, and
is recommended if there is no need to support older Python versions.
Generator-based coroutines should be decorated with :func:`@asyncio.coroutine
<asyncio.coroutine>`, although this is not strictly enforced.
The decorator enables compatibility with :keyword:`async def` coroutines,
and also serves as documentation. Generator-based
coroutines use the ``yield from`` syntax introduced in :pep:`380`,
instead of the original ``yield`` syntax.
The word "coroutine", like the word "generator", is used for two
different (though related) concepts:
- The function that defines a coroutine
(a function definition using :keyword:`async def` or
decorated with ``@asyncio.coroutine``). If disambiguation is needed
we will call this a *coroutine function* (:func:`iscoroutinefunction`
returns ``True``).
- The object obtained by calling a coroutine function. This object
represents a computation or an I/O operation (usually a combination)
that will complete eventually. If disambiguation is needed we will
call it a *coroutine object* (:func:`iscoroutine` returns ``True``).
Things a coroutine can do:
- ``result = await future`` or ``result = yield from future`` --
suspends the coroutine until the
future is done, then returns the future's result, or raises an
exception, which will be propagated. (If the future is cancelled,
it will raise a ``CancelledError`` exception.) Note that tasks are
futures, and everything said about futures also applies to tasks.
- ``result = await coroutine`` or ``result = yield from coroutine`` --
wait for another coroutine to
produce a result (or raise an exception, which will be propagated).
The ``coroutine`` expression must be a *call* to another coroutine.
- ``return expression`` -- produce a result to the coroutine that is
waiting for this one using :keyword:`await` or ``yield from``.
- ``raise exception`` -- raise an exception in the coroutine that is
waiting for this one using :keyword:`await` or ``yield from``.
Calling a coroutine does not start its code running --
the coroutine object returned by the call doesn't do anything until you
schedule its execution. There are two basic ways to start it running:
call ``await coroutine`` or ``yield from coroutine`` from another coroutine
(assuming the other coroutine is already running!), or schedule its execution
using the :func:`ensure_future` function or the :meth:`BaseEventLoop.create_task`
method.
Coroutines (and tasks) can only run when the event loop is running.
.. decorator:: coroutine
Decorator to mark generator-based coroutines. This enables
the generator use :keyword:`!yield from` to call :keyword:`async
def` coroutines, and also enables the generator to be called by
:keyword:`async def` coroutines, for instance using an
:keyword:`await` expression.
There is no need to decorate :keyword:`async def` coroutines themselves.
If the generator is not yielded from before it is destroyed, an error
message is logged. See :ref:`Detect coroutines never scheduled
<asyncio-coroutine-not-scheduled>`.
.. note::
In this documentation, some methods are documented as coroutines,
even if they are plain Python functions returning a :class:`Future`.
This is intentional to have a freedom of tweaking the implementation
of these functions in the future. If such a function is needed to be
used in a callback-style code, wrap its result with :func:`ensure_future`.
.. _asyncio-hello-world-coroutine:
Example: Hello World coroutine
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Example of coroutine displaying ``"Hello World"``::
import asyncio
async def hello_world():
print("Hello World!")
loop = asyncio.get_event_loop()
# Blocking call which returns when the hello_world() coroutine is done
loop.run_until_complete(hello_world())
loop.close()
.. seealso::
The :ref:`Hello World with call_soon() <asyncio-hello-world-callback>`
example uses the :meth:`BaseEventLoop.call_soon` method to schedule a
callback.
.. _asyncio-date-coroutine:
Example: Coroutine displaying the current date
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Example of coroutine displaying the current date every second during 5 seconds
using the :meth:`sleep` function::
import asyncio
import datetime
async def display_date(loop):
end_time = loop.time() + 5.0
while True:
print(datetime.datetime.now())
if (loop.time() + 1.0) >= end_time:
break
await asyncio.sleep(1)
loop = asyncio.get_event_loop()
# Blocking call which returns when the display_date() coroutine is done
loop.run_until_complete(display_date(loop))
loop.close()
The same coroutine implemented using a generator::
@asyncio.coroutine
def display_date(loop):
end_time = loop.time() + 5.0
while True:
print(datetime.datetime.now())
if (loop.time() + 1.0) >= end_time:
break
yield from asyncio.sleep(1)
.. seealso::
The :ref:`display the current date with call_later()
<asyncio-date-callback>` example uses a callback with the
:meth:`BaseEventLoop.call_later` method.
Example: Chain coroutines
^^^^^^^^^^^^^^^^^^^^^^^^^
Example chaining coroutines::
import asyncio
async def compute(x, y):
print("Compute %s + %s ..." % (x, y))
await asyncio.sleep(1.0)
return x + y
async def print_sum(x, y):
result = await compute(x, y)
print("%s + %s = %s" % (x, y, result))
loop = asyncio.get_event_loop()
loop.run_until_complete(print_sum(1, 2))
loop.close()
``compute()`` is chained to ``print_sum()``: ``print_sum()`` coroutine waits
until ``compute()`` is completed before returning its result.
Sequence diagram of the example:
.. image:: tulip_coro.png
:align: center
The "Task" is created by the :meth:`BaseEventLoop.run_until_complete` method
when it gets a coroutine object instead of a task.
The diagram shows the control flow, it does not describe exactly how things
work internally. For example, the sleep coroutine creates an internal future
which uses :meth:`BaseEventLoop.call_later` to wake up the task in 1 second.
InvalidStateError
-----------------
.. exception:: InvalidStateError
The operation is not allowed in this state.
TimeoutError
------------
.. exception:: TimeoutError
The operation exceeded the given deadline.
.. note::
This exception is different from the builtin :exc:`TimeoutError` exception!
Future
------
.. class:: Future(\*, loop=None)
This class is *almost* compatible with :class:`concurrent.futures.Future`.
Differences:
- :meth:`result` and :meth:`exception` do not take a timeout argument and
raise an exception when the future isn't done yet.
- Callbacks registered with :meth:`add_done_callback` are always called
via the event loop's :meth:`~BaseEventLoop.call_soon_threadsafe`.
- This class is not compatible with the :func:`~concurrent.futures.wait` and
:func:`~concurrent.futures.as_completed` functions in the
:mod:`concurrent.futures` package.
This class is :ref:`not thread safe <asyncio-multithreading>`.
.. method:: cancel()
Cancel the future and schedule callbacks.
If the future is already done or cancelled, return ``False``. Otherwise,
change the future's state to cancelled, schedule the callbacks and return
``True``.
.. method:: cancelled()
Return ``True`` if the future was cancelled.
.. method:: done()
Return True if the future is done.
Done means either that a result / exception are available, or that the
future was cancelled.
.. method:: result()
Return the result this future represents.
If the future has been cancelled, raises :exc:`CancelledError`. If the
future's result isn't yet available, raises :exc:`InvalidStateError`. If
the future is done and has an exception set, this exception is raised.
.. method:: exception()
Return the exception that was set on this future.
The exception (or ``None`` if no exception was set) is returned only if
the future is done. If the future has been cancelled, raises
:exc:`CancelledError`. If the future isn't done yet, raises
:exc:`InvalidStateError`.
.. method:: add_done_callback(fn)
Add a callback to be run when the future becomes done.
The callback is called with a single argument - the future object. If the
future is already done when this is called, the callback is scheduled
with :meth:`~BaseEventLoop.call_soon`.
:ref:`Use functools.partial to pass parameters to the callback
<asyncio-pass-keywords>`. For example,
``fut.add_done_callback(functools.partial(print, "Future:",
flush=True))`` will call ``print("Future:", fut, flush=True)``.
.. method:: remove_done_callback(fn)
Remove all instances of a callback from the "call when done" list.
Returns the number of callbacks removed.
.. method:: set_result(result)
Mark the future done and set its result.
If the future is already done when this method is called, raises
:exc:`InvalidStateError`.
.. method:: set_exception(exception)
Mark the future done and set an exception.
If the future is already done when this method is called, raises
:exc:`InvalidStateError`.
Example: Future with run_until_complete()
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Example combining a :class:`Future` and a :ref:`coroutine function
<coroutine>`::
import asyncio
@asyncio.coroutine
def slow_operation(future):
yield from asyncio.sleep(1)
future.set_result('Future is done!')
loop = asyncio.get_event_loop()
future = asyncio.Future()
asyncio.ensure_future(slow_operation(future))
loop.run_until_complete(future)
print(future.result())
loop.close()
The coroutine function is responsible for the computation (which takes 1 second)
and it stores the result into the future. The
:meth:`~BaseEventLoop.run_until_complete` method waits for the completion of
the future.
.. note::
The :meth:`~BaseEventLoop.run_until_complete` method uses internally the
:meth:`~Future.add_done_callback` method to be notified when the future is
done.
Example: Future with run_forever()
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The previous example can be written differently using the
:meth:`Future.add_done_callback` method to describe explicitly the control
flow::
import asyncio
@asyncio.coroutine
def slow_operation(future):
yield from asyncio.sleep(1)
future.set_result('Future is done!')
def got_result(future):
print(future.result())
loop.stop()
loop = asyncio.get_event_loop()
future = asyncio.Future()
asyncio.ensure_future(slow_operation(future))
future.add_done_callback(got_result)
try:
loop.run_forever()
finally:
loop.close()
In this example, the future is used to link ``slow_operation()`` to
``got_result()``: when ``slow_operation()`` is done, ``got_result()`` is called
with the result.
Task
----
.. class:: Task(coro, \*, loop=None)
Schedule the execution of a :ref:`coroutine <coroutine>`: wrap it in a
future. A task is a subclass of :class:`Future`.
A task is responsible for executing a coroutine object in an event loop. If
the wrapped coroutine yields from a future, the task suspends the execution
of the wrapped coroutine and waits for the completition of the future. When
the future is done, the execution of the wrapped coroutine restarts with the
result or the exception of the future.
Event loops use cooperative scheduling: an event loop only runs one task at
a time. Other tasks may run in parallel if other event loops are
running in different threads. While a task waits for the completion of a
future, the event loop executes a new task.
The cancellation of a task is different from the cancelation of a future. Calling
:meth:`cancel` will throw a :exc:`~concurrent.futures.CancelledError` to the
wrapped coroutine. :meth:`~Future.cancelled` only returns ``True`` if the
wrapped coroutine did not catch the
:exc:`~concurrent.futures.CancelledError` exception, or raised a
:exc:`~concurrent.futures.CancelledError` exception.
If a pending task is destroyed, the execution of its wrapped :ref:`coroutine
<coroutine>` did not complete. It is probably a bug and a warning is
logged: see :ref:`Pending task destroyed <asyncio-pending-task-destroyed>`.
Don't directly create :class:`Task` instances: use the :func:`ensure_future`
function or the :meth:`BaseEventLoop.create_task` method.
This class is :ref:`not thread safe <asyncio-multithreading>`.
.. classmethod:: all_tasks(loop=None)
Return a set of all tasks for an event loop.
By default all tasks for the current event loop are returned.
.. classmethod:: current_task(loop=None)
Return the currently running task in an event loop or ``None``.
By default the current task for the current event loop is returned.
``None`` is returned when called not in the context of a :class:`Task`.
.. method:: cancel()
Request that this task cancel itself.
This arranges for a :exc:`~concurrent.futures.CancelledError` to be
thrown into the wrapped coroutine on the next cycle through the event
loop. The coroutine then has a chance to clean up or even deny the
request using try/except/finally.
Unlike :meth:`Future.cancel`, this does not guarantee that the task
will be cancelled: the exception might be caught and acted upon, delaying
cancellation of the task or preventing cancellation completely. The task
may also return a value or raise a different exception.
Immediately after this method is called, :meth:`~Future.cancelled` will
not return ``True`` (unless the task was already cancelled). A task will
be marked as cancelled when the wrapped coroutine terminates with a
:exc:`~concurrent.futures.CancelledError` exception (even if
:meth:`cancel` was not called).
.. method:: get_stack(\*, limit=None)
Return the list of stack frames for this task's coroutine.
If the coroutine is not done, this returns the stack where it is suspended.
If the coroutine has completed successfully or was cancelled, this
returns an empty list. If the coroutine was terminated by an exception,
this returns the list of traceback frames.
The frames are always ordered from oldest to newest.
The optional limit gives the maximum number of frames to return; by
default all available frames are returned. Its meaning differs depending
on whether a stack or a traceback is returned: the newest frames of a
stack are returned, but the oldest frames of a traceback are returned.
(This matches the behavior of the traceback module.)
For reasons beyond our control, only one stack frame is returned for a
suspended coroutine.
.. method:: print_stack(\*, limit=None, file=None)
Print the stack or traceback for this task's coroutine.
This produces output similar to that of the traceback module, for the
frames retrieved by get_stack(). The limit argument is passed to
get_stack(). The file argument is an I/O stream to which the output
is written; by default output is written to sys.stderr.
Example: Parallel execution of tasks
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Example executing 3 tasks (A, B, C) in parallel::
import asyncio
@asyncio.coroutine
def factorial(name, number):
f = 1
for i in range(2, number+1):
print("Task %s: Compute factorial(%s)..." % (name, i))
yield from asyncio.sleep(1)
f *= i
print("Task %s: factorial(%s) = %s" % (name, number, f))
loop = asyncio.get_event_loop()
tasks = [
asyncio.ensure_future(factorial("A", 2)),
asyncio.ensure_future(factorial("B", 3)),
asyncio.ensure_future(factorial("C", 4))]
loop.run_until_complete(asyncio.wait(tasks))
loop.close()
Output::
Task A: Compute factorial(2)...
Task B: Compute factorial(2)...
Task C: Compute factorial(2)...
Task A: factorial(2) = 2
Task B: Compute factorial(3)...
Task C: Compute factorial(3)...
Task B: factorial(3) = 6
Task C: Compute factorial(4)...
Task C: factorial(4) = 24
A task is automatically scheduled for execution when it is created. The event
loop stops when all tasks are done.
Task functions
--------------
.. note::
In the functions below, the optional *loop* argument allows to explicitly set
the event loop object used by the underlying task or coroutine. If it's
not provided, the default event loop is used.
.. function:: as_completed(fs, \*, loop=None, timeout=None)
Return an iterator whose values, when waited for, are :class:`Future`
instances.
Raises :exc:`asyncio.TimeoutError` if the timeout occurs before all Futures
are done.
Example::
for f in as_completed(fs):
result = yield from f # The 'yield from' may raise
# Use result
.. note::
The futures ``f`` are not necessarily members of fs.
.. function:: ensure_future(coro_or_future, \*, loop=None)
Schedule the execution of a :ref:`coroutine object <coroutine>`: wrap it in
a future. Return a :class:`Task` object.
If the argument is a :class:`Future`, it is returned directly.
.. versionadded:: 3.4.4
.. seealso::
The :meth:`BaseEventLoop.create_task` method.
.. function:: async(coro_or_future, \*, loop=None)
A deprecated alias to :func:`ensure_future`.
.. deprecated:: 3.4.4
.. function:: gather(\*coros_or_futures, loop=None, return_exceptions=False)
Return a future aggregating results from the given coroutine objects or
futures.
All futures must share the same event loop. If all the tasks are done
successfully, the returned future's result is the list of results (in the
order of the original sequence, not necessarily the order of results
arrival). If *return_exceptions* is True, exceptions in the tasks are
treated the same as successful results, and gathered in the result list;
otherwise, the first raised exception will be immediately propagated to the
returned future.
Cancellation: if the outer Future is cancelled, all children (that have not
completed yet) are also cancelled. If any child is cancelled, this is
treated as if it raised :exc:`~concurrent.futures.CancelledError` -- the
outer Future is *not* cancelled in this case. (This is to prevent the
cancellation of one child to cause other children to be cancelled.)
.. function:: iscoroutine(obj)
Return ``True`` if *obj* is a :ref:`coroutine object <coroutine>`,
which may be based on a generator or an :keyword:`async def` coroutine.
.. function:: iscoroutinefunction(func)
Return ``True`` if *func* is determined to be a :ref:`coroutine function
<coroutine>`, which may be a decorated generator function or an
:keyword:`async def` function.
.. coroutinefunction:: sleep(delay, result=None, \*, loop=None)
Create a :ref:`coroutine <coroutine>` that completes after a given
time (in seconds). If *result* is provided, it is produced to the caller
when the coroutine completes.
The resolution of the sleep depends on the :ref:`granularity of the event
loop <asyncio-delayed-calls>`.
This function is a :ref:`coroutine <coroutine>`.
.. function:: shield(arg, \*, loop=None)
Wait for a future, shielding it from cancellation.
The statement::
res = yield from shield(something())
is exactly equivalent to the statement::
res = yield from something()
*except* that if the coroutine containing it is cancelled, the task running
in ``something()`` is not cancelled. From the point of view of
``something()``, the cancellation did not happen. But its caller is still
cancelled, so the yield-from expression still raises
:exc:`~concurrent.futures.CancelledError`. Note: If ``something()`` is
cancelled by other means this will still cancel ``shield()``.
If you want to completely ignore cancellation (not recommended) you can
combine ``shield()`` with a try/except clause, as follows::
try:
res = yield from shield(something())
except CancelledError:
res = None
.. coroutinefunction:: wait(futures, \*, loop=None, timeout=None, return_when=ALL_COMPLETED)
Wait for the Futures and coroutine objects given by the sequence *futures*
to complete. Coroutines will be wrapped in Tasks. Returns two sets of
:class:`Future`: (done, pending).
The sequence *futures* must not be empty.
*timeout* can be used to control the maximum number of seconds to wait before
returning. *timeout* can be an int or float. If *timeout* is not specified
or ``None``, there is no limit to the wait time.
*return_when* indicates when this function should return. It must be one of
the following constants of the :mod:`concurrent.futures` module:
.. tabularcolumns:: |l|L|
+-----------------------------+----------------------------------------+
| Constant | Description |
+=============================+========================================+
| :const:`FIRST_COMPLETED` | The function will return when any |
| | future finishes or is cancelled. |
+-----------------------------+----------------------------------------+
| :const:`FIRST_EXCEPTION` | The function will return when any |
| | future finishes by raising an |
| | exception. If no future raises an |
| | exception then it is equivalent to |
| | :const:`ALL_COMPLETED`. |
+-----------------------------+----------------------------------------+
| :const:`ALL_COMPLETED` | The function will return when all |
| | futures finish or are cancelled. |
+-----------------------------+----------------------------------------+
This function is a :ref:`coroutine <coroutine>`.
Usage::
done, pending = yield from asyncio.wait(fs)
.. note::
This does not raise :exc:`asyncio.TimeoutError`! Futures that aren't done
when the timeout occurs are returned in the second set.
.. coroutinefunction:: wait_for(fut, timeout, \*, loop=None)
Wait for the single :class:`Future` or :ref:`coroutine object <coroutine>`
to complete with timeout. If *timeout* is ``None``, block until the future
completes.
Coroutine will be wrapped in :class:`Task`.
Returns result of the Future or coroutine. When a timeout occurs, it
cancels the task and raises :exc:`asyncio.TimeoutError`. To avoid the task
cancellation, wrap it in :func:`shield`.
If the wait is cancelled, the future *fut* is also cancelled.
This function is a :ref:`coroutine <coroutine>`, usage::
result = yield from asyncio.wait_for(fut, 60.0)
.. versionchanged:: 3.4.3
If the wait is cancelled, the future *fut* is now also cancelled.