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gh-134939: Fill Out the concurrent.interpreters Docs #135902
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e146e84
Expand interpreters module doc introduction.
ericsnowcurrently c1acf93
Add docs for Queue and create_queue().
ericsnowcurrently d41d8c7
Drop references to object sharing.
ericsnowcurrently 9c6defc
Add info about object sharing.
ericsnowcurrently 8f5e90f
Elaborate about the main interpreter.
ericsnowcurrently d96ed19
Clarify about the ID.
ericsnowcurrently fe0ce84
Add an extra example.
ericsnowcurrently 543363b
Fix a ref.
ericsnowcurrently 7cbd933
Fix typos.
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@@ -13,17 +13,26 @@ | |||||
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-------------- | ||||||
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Introduction | ||||||
------------ | ||||||
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The :mod:`!concurrent.interpreters` module constructs higher-level | ||||||
interfaces on top of the lower level :mod:`!_interpreters` module. | ||||||
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.. XXX Add references to the upcoming HOWTO docs in the seealso block. | ||||||
The module is primarily meant to provide a basic API for managing | ||||||
interpreters (AKA "subinterpreters") and running things in them. | ||||||
Running mostly involves switching to an interpreter (in the current | ||||||
thread) and calling a function in that execution context. | ||||||
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For concurrency, interpreters themselves (and this module) don't | ||||||
provide much more than isolation, which on its own isn't useful. | ||||||
Actual concurrency is available separately through | ||||||
:mod:`threads <threading>` See `below <interp-concurrency_>`_ | ||||||
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.. seealso:: | ||||||
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:class:`~concurrent.futures.InterpreterPoolExecutor` | ||||||
combines threads with interpreters in a familiar interface. | ||||||
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.. XXX Add references to the upcoming HOWTO docs in the seealso block. | ||||||
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:ref:`isolating-extensions-howto` | ||||||
how to update an extension module to support multiple interpreters | ||||||
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@@ -41,18 +50,155 @@ interfaces on top of the lower level :mod:`!_interpreters` module. | |||||
Key details | ||||||
----------- | ||||||
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Before we dive into examples, there are a small number of details | ||||||
Before we dive in further, there are a small number of details | ||||||
to keep in mind about using multiple interpreters: | ||||||
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* isolated, by default | ||||||
* `isolated <interp-isolation_>`_, by default | ||||||
* no implicit threads | ||||||
* not all PyPI packages support use in multiple interpreters yet | ||||||
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.. XXX Are there other relevant details to list? | ||||||
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In the context of multiple interpreters, "isolated" means that | ||||||
different interpreters do not share any state. In practice, there is some | ||||||
process-global data they all share, but that is managed by the runtime. | ||||||
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.. _interpreters-intro: | ||||||
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Introduction | ||||||
------------ | ||||||
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An "interpreter" is effectively the execution context of the Python | ||||||
runtime. It contains all of the state the runtime needs to execute | ||||||
a program. This includes things like the import state and builtins. | ||||||
(Each thread, even if there's only the main thread, has some extra | ||||||
runtime state, in addition to the current interpreter, related to | ||||||
the current exception and the bytecode eval loop.) | ||||||
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The concept and functionality of the interpreter have been a part of | ||||||
Python since version 2.2, but the feature was only available through | ||||||
the C-API and not well known, and the `isolation <interp-isolation_>`_ | ||||||
was relatively incomplete until version 3.12. | ||||||
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.. _interp-isolation: | ||||||
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Multiple Interpreters and Isolation | ||||||
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | ||||||
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A Python implementation may support using multiple interpreters in the | ||||||
same process. CPython has this support. Each interpreter is | ||||||
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effectively isolated from the others (with a limited number of | ||||||
carefully managed process-global exceptions to the rule). | ||||||
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That isolation is primarily useful as a strong separation between | ||||||
distinct logical components of a program, where you want to have | ||||||
careful control of how those components interact. | ||||||
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.. note:: | ||||||
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Interpreters in the same process can technically never be strictly | ||||||
isolated from one another since there are few restrictions on memory | ||||||
access within the same process. The Python runtime makes a best | ||||||
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effort at isolation but extension modules may easily violate that. | ||||||
Therefore, do not use multiple interpreters in security-sensitive | ||||||
situations, where they shouldn't have access to each other's data. | ||||||
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Running in an Interpreter | ||||||
^^^^^^^^^^^^^^^^^^^^^^^^^ | ||||||
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Running in a different interpreter involves switching to it in the | ||||||
current thread and then calling some function. The runtime will | ||||||
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execute the function using the current interpreter's state. The | ||||||
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:mod:`!concurrent.interpreters` module provides a basic API for | ||||||
creating and managing interpreters, as well as the switch-and-call | ||||||
operation. | ||||||
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No other threads are automatically started for the operation. | ||||||
There is `a helper <interp-call-in-thread_>`_ for that though. | ||||||
There is another dedicated helper for calling the builtin | ||||||
:func:`exec` in an interpreter. | ||||||
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When :func:`exec` (or :func:`eval`) are called in an interpreter, | ||||||
they run using the interpreter's :mod:`!__main__` module as the | ||||||
"globals" namespace. The same is true for functions that aren't | ||||||
associated with any module. This is the same as how scripts invoked | ||||||
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from the command-line run in the :mod:`!__main__` module. | ||||||
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.. _interp-concurrency: | ||||||
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Concurrency and Parallelism | ||||||
^^^^^^^^^^^^^^^^^^^^^^^^^^^ | ||||||
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As noted earlier, interpreters do not provide any concurrency | ||||||
on their own. They strictly represent the isolated execution | ||||||
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context the runtime will use *in the current thread*. That isolation | ||||||
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makes them similar to processes, but they still enjoy in-process | ||||||
efficiency, like threads. | ||||||
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All that said, interpreters do naturally support certain flavors of | ||||||
concurrency, as a powerful side effect of that isolation. | ||||||
There's a powerful side effect of that isolation. It enables a | ||||||
different approach to concurrency than you can take with async or | ||||||
threads. It's a similar concurrency model to CSP or the actor model, | ||||||
a model which is relatively easy to reason about. | ||||||
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You can take advantage of that concurrency model in a single thread, | ||||||
switching back and forth between interpreters, Stackless-style. | ||||||
However, this model is more useful when you combine interpreters | ||||||
with multiple threads. This mostly involves starting a new thread, | ||||||
where you switch to another interpreter and run what you want there. | ||||||
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Each actual thread in Python, even if you're only running in the main | ||||||
thread, has its own *current* execution context. Multiple threads can | ||||||
use the same interpreter or different ones. | ||||||
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At a high level, you can think of the combination of threads and | ||||||
interpreters as threads with opt-in sharing. | ||||||
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As a significant bonus, interpreters are sufficiently isolated that | ||||||
they do not share the :term:`GIL`, which means combining threads with | ||||||
multiple interpreters enables full multi-core parallelism. | ||||||
(This has been the case since Python 3.12.) | ||||||
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Communication Between Interpreters | ||||||
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | ||||||
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In practice, multiple interpreters are useful only if we have a way | ||||||
to communicate between them. This usually involves some form of | ||||||
message passing, but can even mean sharing data in some carefully | ||||||
managed way. | ||||||
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With this in mind, the :mod:`!concurrent.interpreters` module provides | ||||||
a :class:`queue.Queue` implementation, available through | ||||||
:func:`create_queue`. | ||||||
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.. _interp-object-sharing: | ||||||
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"Sharing" Objects | ||||||
^^^^^^^^^^^^^^^^^ | ||||||
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Any data actually shared between interpreters loses the thread-safety | ||||||
provided by the :term:`GIL`. There are various options for dealing with | ||||||
this in extension modules. However, from Python code the lack of | ||||||
thread-safety means objects can't actually be shared, with a few | ||||||
exceptions. Instead, a copy must be created, which means mutable | ||||||
objects won't stay in sync. | ||||||
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By default, most objects are copied with :mod:`pickle` when they are | ||||||
passed to another interpreter. Nearly all of the immutable builtin | ||||||
objects are either directly shared or copied efficiently. For example: | ||||||
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* :const:`None` | ||||||
* :class:`bool` (:const:`True` and :const:`False`) | ||||||
* :class:`bytes` | ||||||
* :class:`str` | ||||||
* :class:`int` | ||||||
* :class:`float` | ||||||
* :class:`tuple` (of similarly supported objects) | ||||||
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There is a small number of Python types that actually share mutable | ||||||
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Suggested change
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. The subject of the verb is "a small number", which is singular. Otherwise, I'd agree that "There are Python types that..." would be correct. |
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data between interpreters: | ||||||
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* :class:`memoryview` | ||||||
* :class:`Queue` | ||||||
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Reference | ||||||
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@@ -73,12 +219,19 @@ This module defines the following functions: | |||||
.. function:: get_main() | ||||||
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Return an :class:`Interpreter` object for the main interpreter. | ||||||
This is the interpreter the runtime created to run the :term:`REPL` | ||||||
or the script given at the command-line. It is usually the only one. | ||||||
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.. function:: create() | ||||||
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Initialize a new (idle) Python interpreter | ||||||
and return a :class:`Interpreter` object for it. | ||||||
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.. function:: create_queue() | ||||||
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Initialize a new cross-interpreter queue and return a :class:`Queue` | ||||||
object for it. | ||||||
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Interpreter objects | ||||||
^^^^^^^^^^^^^^^^^^^ | ||||||
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@@ -94,7 +247,7 @@ Interpreter objects | |||||
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(read-only) | ||||||
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The interpreter's ID. | ||||||
The underlying interpreter's ID. | ||||||
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.. attribute:: whence | ||||||
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@@ -113,8 +266,10 @@ Interpreter objects | |||||
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.. method:: prepare_main(ns=None, **kwargs) | ||||||
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Bind "shareable" objects in the interpreter's | ||||||
:mod:`!__main__` module. | ||||||
Bind objects in the interpreter's :mod:`!__main__` module. | ||||||
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Some objects are actually shared and some are copied efficiently, | ||||||
but most are copied via :mod:`pickle`. See :ref:`interp-object-sharing`. | ||||||
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.. method:: exec(code, /, dedent=True) | ||||||
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@@ -125,6 +280,8 @@ Interpreter objects | |||||
Return the result of calling running the given function in the | ||||||
interpreter (in the current thread). | ||||||
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.. _interp-call-in-thread: | ||||||
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.. method:: call_in_thread(callable, /, *args, **kwargs) | ||||||
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Run the given function in the interpreter (in a new thread). | ||||||
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@@ -159,7 +316,36 @@ Exceptions | |||||
an object cannot be sent to another interpreter. | ||||||
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.. XXX Add functions for communicating between interpreters. | ||||||
Communicating Between Interpreters | ||||||
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | ||||||
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.. class:: Queue(id) | ||||||
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A wrapper around a low-level, cross-interpreter queue, which | ||||||
implements the :class:`queue.Queue` interface. The underlying queue | ||||||
can only be created through :func:`create_queue`. | ||||||
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Some objects are actually shared and some are copied efficiently, | ||||||
but most are copied via :mod:`pickle`. See :ref:`interp-object-sharing`. | ||||||
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.. attribute:: id | ||||||
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(read-only) | ||||||
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The queue's ID. | ||||||
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.. exception:: QueueEmptyError | ||||||
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This exception, a subclass of :exc:`queue.Empty`, is raised from | ||||||
:meth:`!Queue.get` and :meth:`!Queue.get_nowait` when the queue | ||||||
is empty. | ||||||
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.. exception:: QueueFullError | ||||||
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This exception, a subclass of :exc:`queue.Full`, is raised from | ||||||
:meth:`!Queue.put` and :meth:`!Queue.put_nowait` when the queue | ||||||
is full. | ||||||
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Basic usage | ||||||
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@@ -184,6 +370,12 @@ Creating an interpreter and running code in it:: | |||||
print('spam!') | ||||||
""")) | ||||||
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def run(arg): | ||||||
return arg | ||||||
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res = interp.call(run, 'spam!') | ||||||
print(res) | ||||||
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def run(): | ||||||
print('spam!') | ||||||
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@@ -193,6 +385,3 @@ Creating an interpreter and running code in it:: | |||||
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t = interp.call_in_thread(run) | ||||||
t.join() | ||||||
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.. XXX Explain about object "sharing". |
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I'd like a reference to the "Runtime Components" section after #135944 is landed, regarding the OS thread?
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Places like these are a large part of why I opened that issue. 😄