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Merge pull request #13732 from hhoppe/main Let %autoreload work on modules with frozen dataclasses

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autoawait.rst
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Asynchronous in REPL: Autoawait
===============================
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r24490 .. note::
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typos
r24546 This feature is experimental and behavior can change between python and
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r24490 IPython version without prior deprecation.
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r25836 Starting with IPython 7.0, and when using Python 3.6 and above, IPython offer the
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r24475 ability to run asynchronous code from the REPL. Constructs which are
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r24463 :exc:`SyntaxError` s in the Python REPL can be used seamlessly in IPython.
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r24572 The examples given here are for terminal IPython, running async code in a
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r24571 notebook interface or any other frontend using the Jupyter protocol needs
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r24572 IPykernel version 5.0 or above. The details of how async code runs in IPykernel
will differ between IPython, IPykernel and their versions.
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r24475
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r24490 When a supported library is used, IPython will automatically allow Futures and
Coroutines in the REPL to be ``await`` ed. This will happen if an :ref:`await
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r25836 <await>` (or any other async constructs like async-with, async-for) is used at
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r24490 top level scope, or if any structure valid only in `async def
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r24463 <https://docs.python.org/3/reference/compound_stmts.html#async-def>`_ function
context are present. For example, the following being a syntax error in the
Python REPL::
Python 3.6.0
[GCC 4.2.1]
Type "help", "copyright", "credits" or "license" for more information.
>>> import aiohttp
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r24999 >>> session = aiohttp.ClientSession()
>>> result = session.get('https://api.github.com')
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r24463 >>> response = await result
File "<stdin>", line 1
response = await result
^
SyntaxError: invalid syntax
Should behave as expected in the IPython REPL::
Python 3.6.0
Type 'copyright', 'credits' or 'license' for more information
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r24475 IPython 7.0.0 -- An enhanced Interactive Python. Type '?' for help.
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In [1]: import aiohttp
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r24999 ...: session = aiohttp.ClientSession()
...: result = session.get('https://api.github.com')
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In [2]: response = await result
<pause for a few 100s ms>
In [3]: await response.json()
Out[3]:
{'authorizations_url': 'https://api.github.com/authorizations',
'code_search_url': 'https://api.github.com/search/code?q={query}...',
...
}
You can use the ``c.InteractiveShell.autoawait`` configuration option and set it
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r24571 to :any:`False` to deactivate automatic wrapping of asynchronous code. You can
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r24581 also use the :magic:`%autoawait` magic to toggle the behavior at runtime::
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In [1]: %autoawait False
In [2]: %autoawait
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r24490 IPython autoawait is `Off`, and set to use `asyncio`
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By default IPython will assume integration with Python's provided
:mod:`asyncio`, but integration with other libraries is provided. In particular
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r24490 we provide experimental integration with the ``curio`` and ``trio`` library.
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r24463
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r25836 You can switch the current integration by using the
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r24463 ``c.InteractiveShell.loop_runner`` option or the ``autoawait <name
integration>`` magic.
For example::
In [1]: %autoawait trio
In [2]: import trio
In [3]: async def child(i):
...: print(" child %s goes to sleep"%i)
...: await trio.sleep(2)
...: print(" child %s wakes up"%i)
In [4]: print('parent start')
...: async with trio.open_nursery() as n:
...: for i in range(5):
...: n.spawn(child, i)
...: print('parent end')
parent start
child 2 goes to sleep
child 0 goes to sleep
child 3 goes to sleep
child 1 goes to sleep
child 4 goes to sleep
<about 2 seconds pause>
child 2 wakes up
child 1 wakes up
child 0 wakes up
child 3 wakes up
child 4 wakes up
parent end
In the above example, ``async with`` at top level scope is a syntax error in
Python.
Using this mode can have unexpected consequences if used in interaction with
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r24571 other features of IPython and various registered extensions. In particular if
you are a direct or indirect user of the AST transformers, these may not apply
to your code.
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r24463
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r24490 When using command line IPython, the default loop (or runner) does not process
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r24475 in the background, so top level asynchronous code must finish for the REPL to
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r25836 allow you to enter more code. As with usual Python semantics, the awaitables are
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no network request is done between ``In[1]`` and ``In[2]``.
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r24463
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r24480 Effects on IPython.embed()
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r24577 --------------------------
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r24480
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r24481 IPython core being asynchronous, the use of ``IPython.embed()`` will now require
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r24490 a loop to run. By default IPython will use a fake coroutine runner which should
allow ``IPython.embed()`` to be nested. Though this will prevent usage of the
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r24581 :magic:`%autoawait` feature when using IPython embed.
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r24480
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r25836 You can set a coroutine runner explicitly for ``embed()`` if you want to run
asynchronous code, though the exact behavior is undefined.
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r24480
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r24500 Effects on Magics
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r24577 -----------------
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A couple of magics (``%%timeit``, ``%timeit``, ``%%time``, ``%%prun``) have not
yet been updated to work with asynchronous code and will raise syntax errors
when trying to use top-level ``await``. We welcome any contribution to help fix
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r25836 those, and extra cases we haven't caught yet. We hope for better support in Core
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r24500 Python for top-level Async code.
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r24463 Internals
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r24577 ---------
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r24463
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r24475 As running asynchronous code is not supported in interactive REPL (as of Python
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r25836 3.7) we have to rely to a number of complex workarounds and heuristics to allow
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r24490 this to happen. It is interesting to understand how this works in order to
comprehend potential bugs, or provide a custom runner.
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Among the many approaches that are at our disposition, we find only one that
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and run it in global namespace after modifying it to not create a new
``locals()`` scope::
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async def inner_async():
locals().update(**global_namespace)
#
# here is user code
#
return last_user_statement
codeobj = modify(inner_async.__code__)
coroutine = eval(codeobj, user_ns)
display(loop_runner(coroutine))
The first thing you'll notice is that unlike classical ``exec``, there is only
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r24475 one namespace. Second, user code runs in a function scope, and not a module
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r24463 scope.
On top of the above there are significant modification to the AST of
``function``, and ``loop_runner`` can be arbitrary complex. So there is a
significant overhead to this kind of code.
By default the generated coroutine function will be consumed by Asyncio's
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r27664 ``loop_runner = asyncio.get_event_loop().run_until_complete()`` method if
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r24490 ``async`` mode is deemed necessary, otherwise the coroutine will just be
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r25836 exhausted in a simple runner. It is possible, though, to change the default
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r24490 runner.
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r24463
A loop runner is a *synchronous* function responsible from running a coroutine
object.
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r25836 The runner is responsible for ensuring that ``coroutine`` runs to completion,
and it should return the result of executing the coroutine. Let's write a
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r24463 runner for ``trio`` that print a message when used as an exercise, ``trio`` is
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r25836 special as it usually prefers to run a function object and make a coroutine by
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r24463 itself, we can get around this limitation by wrapping it in an async-def without
parameters and passing this value to ``trio``::
In [1]: import trio
...: from types import CoroutineType
...:
...: def trio_runner(coro:CoroutineType):
...: print('running asynchronous code')
...: async def corowrap(coro):
...: return await coro
...: return trio.run(corowrap, coro)
We can set it up by passing it to ``%autoawait``::
In [2]: %autoawait trio_runner
In [3]: async def async_hello(name):
...: await trio.sleep(1)
...: print(f'Hello {name} world !')
...: await trio.sleep(1)
In [4]: await async_hello('async')
running asynchronous code
Hello async world !
Asynchronous programming in python (and in particular in the REPL) is still a
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feel free to contribute improvements to this codebase and give us feedback.
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r24490
We invite you to thoroughly test this feature and report any unexpected behavior
as well as propose any improvement.
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Using Autoawait in a notebook (IPykernel)
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r24577 -----------------------------------------
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r24565
Update ipykernel to version 5.0 or greater::
pip install ipykernel ipython --upgrade
# or
conda install ipykernel ipython --upgrade
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r24579 This should automatically enable :magic:`autoawait` integration. Unlike
terminal IPython, all code runs on ``asyncio`` eventloop, so creating a loop by
hand will not work, including with magics like :magic:`%run` or other
frameworks that create the eventloop themselves. In cases like these you can
try to use projects like `nest_asyncio
<https://github.com/erdewit/nest_asyncio>`_ and follow `this discussion
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r24565 <https://github.com/jupyter/notebook/issues/3397#issuecomment-419386811>`_
Difference between terminal IPython and IPykernel
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r24577 -------------------------------------------------
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r24565
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r24571 The exact asynchronous code running behavior varies between Terminal IPython and
IPykernel. The root cause of this behavior is due to IPykernel having a
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r24579 *persistent* `asyncio` loop running, while Terminal IPython starts and stops a
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r25836 loop for each code block. This can lead to surprising behavior in some cases if
you are used to manipulating asyncio loop yourself, see for example
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r24565 :ghissue:`11303` for a longer discussion but here are some of the astonishing
cases.
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r24571 This behavior is an implementation detail, and should not be relied upon. It can
change without warnings in future versions of IPython.
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r24565
In terminal IPython a loop is started for each code blocks only if there is top
level async code::
$ ipython
In [1]: import asyncio
...: asyncio.get_event_loop()
Out[1]: <_UnixSelectorEventLoop running=False closed=False debug=False>
In [2]:
In [2]: import asyncio
...: await asyncio.sleep(0)
...: asyncio.get_event_loop()
Out[2]: <_UnixSelectorEventLoop running=True closed=False debug=False>
See that ``running`` is ``True`` only in the case were we ``await sleep()``
In a Notebook, with ipykernel the asyncio eventloop is always running::
$ jupyter notebook
In [1]: import asyncio
...: loop1 = asyncio.get_event_loop()
...: loop1
Out[1]: <_UnixSelectorEventLoop running=True closed=False debug=False>
In [2]: loop2 = asyncio.get_event_loop()
...: loop2
Out[2]: <_UnixSelectorEventLoop running=True closed=False debug=False>
In [3]: loop1 is loop2
Out[3]: True
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r24571 In Terminal IPython background tasks are only processed while the foreground
task is running, if and only if the foreground task is async::
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r24565
$ ipython
In [1]: import asyncio
...:
...: async def repeat(msg, n):
...: for i in range(n):
...: print(f"{msg} {i}")
...: await asyncio.sleep(1)
...: return f"{msg} done"
...:
...: asyncio.ensure_future(repeat("background", 10))
Out[1]: <Task pending coro=<repeat() running at <ipython-input-1-02d0ef250fe7>:3>>
In [2]: await asyncio.sleep(3)
background 0
background 1
background 2
background 3
In [3]: import time
...: time.sleep(5)
In [4]: await asyncio.sleep(3)
background 4
background 5
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r24574 background 6g
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r24565
In a Notebook, QtConsole, or any other frontend using IPykernel, background
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r24571 tasks should behave as expected.