2017-09-07 12:27:39 -04:00
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PEP: 554
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Title: Multiple Interpreters in the Stdlib
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Author: Eric Snow <ericsnowcurrently@gmail.com>
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2019-04-17 16:58:40 -04:00
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BDFL-Delegate: Antoine Pitrou <antoine@python.org>
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2017-09-07 12:27:39 -04:00
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Status: Draft
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Type: Standards Track
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Content-Type: text/x-rst
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Created: 2017-09-05
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Python-Version: 3.9
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Post-History: 07-Sep-2017, 08-Sep-2017, 13-Sep-2017, 05-Dec-2017,
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09-May-2018, 20-Apr-2020, 01-May-2020
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2017-09-07 12:27:39 -04:00
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Abstract
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========
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2017-12-05 21:16:00 -05:00
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CPython has supported multiple interpreters in the same process (AKA
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"subinterpreters") since version 1.5 (1997). The feature has been
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2019-03-23 02:12:14 -04:00
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available via the C-API. [c-api]_ Subinterpreters operate in
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`relative isolation from one another <Interpreter Isolation_>`_, which
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2020-04-21 12:47:03 -04:00
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facilitates novel alternative approaches to
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`concurrency <Concurrency_>`_.
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2017-09-08 17:04:39 -04:00
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2017-09-12 15:31:24 -04:00
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This proposal introduces the stdlib ``interpreters`` module. The module
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will be `provisional <Provisional Status_>`_. It exposes the basic
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functionality of subinterpreters already provided by the C-API, along
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with new (basic) functionality for sharing data between interpreters.
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2017-09-07 12:27:39 -04:00
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2020-04-21 12:47:03 -04:00
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A Disclaimer about the GIL
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==========================
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To avoid any confusion up front: This PEP is unrelated to any efforts
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to stop sharing the GIL between subinterpreters. At most this proposal
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will allow users to take advantage of any results of work on the GIL.
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The position here is that exposing subinterpreters to Python code is
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worth doing, even if they still share the GIL.
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2017-09-07 12:27:39 -04:00
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Proposal
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========
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2020-04-21 12:47:03 -04:00
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The ``interpreters`` module will be added to the stdlib. To help
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authors of extension modules, a new page will be added to the
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`Extending Python <extension-docs_>`_ docs. More information on both
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is found in the immediately following sections.
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The "interpreters" Module
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-------------------------
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The ``interpreters`` module will
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provide a high-level interface to subinterpreters and wrap a new
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low-level ``_interpreters`` (in the same way as the ``threading``
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module). See the `Examples`_ section for concrete usage and use cases.
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Along with exposing the existing (in CPython) subinterpreter support,
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the module will also provide a mechanism for sharing data between
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interpreters. This mechanism centers around "channels", which are
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similar to queues and pipes.
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Note that *objects* are not shared between interpreters since they are
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tied to the interpreter in which they were created. Instead, the
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objects' *data* is passed between interpreters. See the `Shared data`_
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section for more details about sharing between interpreters.
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At first only the following types will be supported for sharing:
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* None
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* bytes
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* str
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* int
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* PEP 554 channels
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2018-09-10 15:07:16 -04:00
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Support for other basic types (e.g. bool, float, Ellipsis) will be added later.
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API summary for interpreters module
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-----------------------------------
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Here is a summary of the API for the ``interpreters`` module. For a
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more in-depth explanation of the proposed classes and functions, see
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the `"interpreters" Module API`_ section below.
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For creating and using interpreters:
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2020-05-01 18:05:01 -04:00
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+---------------------------------------------+----------------------------------------------+
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| signature | description |
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+=============================================+==============================================+
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| ``list_all() -> [Interpreter]`` | Get all existing interpreters. |
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+---------------------------------------------+----------------------------------------------+
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| ``get_current() -> Interpreter`` | Get the currently running interpreter. |
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+---------------------------------------------+----------------------------------------------+
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| ``get_main() -> Interpreter`` | Get the main interpreter. |
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+---------------------------------------------+----------------------------------------------+
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| ``create(*, isolated=True) -> Interpreter`` | Initialize a new (idle) Python interpreter. |
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+---------------------------------------------+----------------------------------------------+
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2019-03-25 21:10:58 -04:00
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+----------------------------------------+-----------------------------------------------------+
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| signature | description |
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+========================================+=====================================================+
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| ``class Interpreter(id)`` | A single interpreter. |
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+----------------------------------------+-----------------------------------------------------+
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| ``.id`` | The interpreter's ID (read-only). |
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+----------------------------------------+-----------------------------------------------------+
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| ``.isolated`` | The interpreter's mode (read-only). |
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+----------------------------------------+-----------------------------------------------------+
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| ``.is_running() -> bool`` | Is the interpreter currently executing code? |
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+----------------------------------------+-----------------------------------------------------+
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| ``.close()`` | Finalize and destroy the interpreter. |
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+----------------------------------------+-----------------------------------------------------+
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| ``.run(src_str, /, *, channels=None)`` | | Run the given source code in the interpreter. |
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| | | (This blocks the current thread until done.) |
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+----------------------------------------+-----------------------------------------------------+
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2018-05-14 13:39:07 -04:00
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+--------------------+------------------+------------------------------------------------------+
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| exception | base | description |
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+====================+==================+======================================================+
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| ``RunFailedError`` | ``RuntimeError`` | Interpreter.run() resulted in an uncaught exception. |
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+--------------------+------------------+------------------------------------------------------+
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For sharing data between interpreters:
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+---------------------------------------------------------+--------------------------------------------+
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| signature | description |
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+=========================================================+============================================+
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| ``is_shareable(obj) -> Bool`` | | Can the object's data be shared |
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| | | between interpreters? |
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+---------------------------------------------------------+--------------------------------------------+
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| ``create_channel() -> (RecvChannel, SendChannel)`` | | Create a new channel for passing |
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| | | data between interpreters. |
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+---------------------------------------------------------+--------------------------------------------+
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| ``list_all_channels() -> [(RecvChannel, SendChannel)]`` | Get all open channels. |
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+---------------------------------------------------------+--------------------------------------------+
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+------------------------------------------+-----------------------------------------------+
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| signature | description |
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+==========================================+===============================================+
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| ``class RecvChannel(id)`` | The receiving end of a channel. |
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+------------------------------------------+-----------------------------------------------+
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| ``.id`` | The channel's unique ID. |
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+------------------------------------------+-----------------------------------------------+
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| ``.recv() -> object`` | | Get the next object from the channel, |
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| | | and wait if none have been sent. |
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+------------------------------------------+-----------------------------------------------+
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| ``.recv_nowait(default=None) -> object`` | | Like recv(), but return the default |
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| | | instead of waiting. |
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+------------------------------------------+-----------------------------------------------+
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2019-04-10 18:56:41 -04:00
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+------------------------------+--------------------------------------------------+
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| signature | description |
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+==============================+==================================================+
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| ``class SendChannel(id)`` | The sending end of a channel. |
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+------------------------------+--------------------------------------------------+
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| ``.id`` | The channel's unique ID. |
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+------------------------------+--------------------------------------------------+
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| ``.send(obj)`` | | Send the object (i.e. its data) to the |
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| | | receiving end of the channel and wait. |
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+------------------------------+--------------------------------------------------+
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| ``.send_nowait(obj)`` | | Like send(), but return False if not received. |
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+------------------------------+--------------------------------------------------+
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+--------------------------+------------------------+------------------------------------------------+
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| exception | base | description |
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+==========================+========================+================================================+
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| ``ChannelError`` | ``Exception`` | The base class for channel-related exceptions. |
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+--------------------------+------------------------+------------------------------------------------+
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| ``ChannelNotFoundError`` | ``ChannelError`` | The identified channel was not found. |
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+--------------------------+------------------------+------------------------------------------------+
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| ``ChannelEmptyError`` | ``ChannelError`` | The channel was unexpectedly empty. |
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+--------------------------+------------------------+------------------------------------------------+
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| ``ChannelNotEmptyError`` | ``ChannelError`` | The channel was unexpectedly not empty. |
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+--------------------------+------------------------+------------------------------------------------+
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| ``NotReceivedError`` | ``ChannelError`` | Nothing was waiting to receive a sent object. |
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+--------------------------+------------------------+------------------------------------------------+
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2020-05-01 18:05:01 -04:00
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Help for Extension Module Maintainers
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-------------------------------------
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2020-05-01 18:05:01 -04:00
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Many extension modules do not support use in subinterpreters yet. The
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maintainers and users of such extension modules will both benefit when
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they are updated to support subinterpreters. In the meantime users may
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become confused by failures when using subinterpreters, which could
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negatively impact extension maintainers. See `Concerns`_ below.
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2020-05-01 18:05:01 -04:00
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To mitigate that impact and accelerate compatibility, we will do the
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following:
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* be clear that extension modules are *not* required to support use in
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subinterpreters
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* raise ``ImportError`` when an incompatible (no PEP 489 support) module
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is imported in a subinterpreter
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* provide resources (e.g. docs) to help maintainers reach compatibility
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* reach out to the maintainers of Cython and of the most used extension
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modules (on PyPI) to get feedback and possibly provide assistance
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2017-09-08 17:04:39 -04:00
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2017-09-12 15:31:24 -04:00
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Examples
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========
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2017-09-12 15:31:24 -04:00
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Run isolated code
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-----------------
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::
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interp = interpreters.create()
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print('before')
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interp.run('print("during")')
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print('after')
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Run in a thread
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---------------
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::
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interp = interpreters.create()
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def run():
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interp.run('print("during")')
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t = threading.Thread(target=run)
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print('before')
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t.start()
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print('after')
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Pre-populate an interpreter
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---------------------------
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::
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interp = interpreters.create()
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interp.run(tw.dedent("""
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import some_lib
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import an_expensive_module
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some_lib.set_up()
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"""))
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wait_for_request()
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interp.run(tw.dedent("""
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some_lib.handle_request()
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"""))
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Handling an exception
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---------------------
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::
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interp = interpreters.create()
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try:
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interp.run(tw.dedent("""
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raise KeyError
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"""))
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except interpreters.RunFailedError as exc:
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print(f"got the error from the subinterpreter: {exc}")
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2019-03-23 02:12:14 -04:00
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Re-raising an exception
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-----------------------
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::
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interp = interpreters.create()
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try:
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try:
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interp.run(tw.dedent("""
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raise KeyError
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"""))
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except interpreters.RunFailedError as exc:
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raise exc.__cause__
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except KeyError:
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print("got a KeyError from the subinterpreter")
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Note that this pattern is a candidate for later improvement.
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Synchronize using a channel
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---------------------------
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::
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interp = interpreters.create()
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r, s = interpreters.create_channel()
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def run():
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interp.run(tw.dedent("""
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reader.recv()
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|
print("during")
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""),
|
2017-12-06 12:06:56 -05:00
|
|
|
|
shared=dict(
|
|
|
|
|
reader=r,
|
|
|
|
|
),
|
|
|
|
|
)
|
2017-09-12 15:31:24 -04:00
|
|
|
|
t = threading.Thread(target=run)
|
|
|
|
|
print('before')
|
|
|
|
|
t.start()
|
|
|
|
|
print('after')
|
2017-09-13 21:35:40 -04:00
|
|
|
|
s.send(b'')
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Sharing a file descriptor
|
|
|
|
|
-------------------------
|
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interp = interpreters.create()
|
2017-09-13 21:35:40 -04:00
|
|
|
|
r1, s1 = interpreters.create_channel()
|
|
|
|
|
r2, s2 = interpreters.create_channel()
|
2017-09-12 15:31:24 -04:00
|
|
|
|
def run():
|
2017-09-22 19:51:38 -04:00
|
|
|
|
interp.run(tw.dedent("""
|
2017-09-13 21:35:40 -04:00
|
|
|
|
fd = int.from_bytes(
|
|
|
|
|
reader.recv(), 'big')
|
2017-09-12 15:31:24 -04:00
|
|
|
|
for line in os.fdopen(fd):
|
|
|
|
|
print(line)
|
2017-09-13 21:35:40 -04:00
|
|
|
|
writer.send(b'')
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""),
|
2017-12-06 12:06:56 -05:00
|
|
|
|
shared=dict(
|
|
|
|
|
reader=r,
|
|
|
|
|
writer=s2,
|
|
|
|
|
),
|
|
|
|
|
)
|
2017-09-12 15:31:24 -04:00
|
|
|
|
t = threading.Thread(target=run)
|
|
|
|
|
t.start()
|
|
|
|
|
with open('spamspamspam') as infile:
|
2017-09-13 21:35:40 -04:00
|
|
|
|
fd = infile.fileno().to_bytes(1, 'big')
|
|
|
|
|
s.send(fd)
|
|
|
|
|
r.recv()
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
Passing objects via marshal
|
|
|
|
|
---------------------------
|
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interp = interpreters.create()
|
2019-11-08 15:18:04 -05:00
|
|
|
|
r, s = interpreters.create_channel()
|
2017-12-05 21:16:00 -05:00
|
|
|
|
interp.run(tw.dedent("""
|
|
|
|
|
import marshal
|
|
|
|
|
"""),
|
2017-12-06 12:06:56 -05:00
|
|
|
|
shared=dict(
|
|
|
|
|
reader=r,
|
|
|
|
|
),
|
|
|
|
|
)
|
2017-12-05 21:16:00 -05:00
|
|
|
|
def run():
|
|
|
|
|
interp.run(tw.dedent("""
|
|
|
|
|
data = reader.recv()
|
|
|
|
|
while data:
|
|
|
|
|
obj = marshal.loads(data)
|
|
|
|
|
do_something(obj)
|
|
|
|
|
data = reader.recv()
|
2017-12-06 12:06:56 -05:00
|
|
|
|
"""))
|
2017-12-05 21:16:00 -05:00
|
|
|
|
t = threading.Thread(target=run)
|
|
|
|
|
t.start()
|
|
|
|
|
for obj in input:
|
|
|
|
|
data = marshal.dumps(obj)
|
|
|
|
|
s.send(data)
|
2017-12-06 12:06:56 -05:00
|
|
|
|
s.send(None)
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Passing objects via pickle
|
|
|
|
|
--------------------------
|
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interp = interpreters.create()
|
2017-09-13 21:35:40 -04:00
|
|
|
|
r, s = interpreters.create_channel()
|
2017-09-22 19:51:38 -04:00
|
|
|
|
interp.run(tw.dedent("""
|
2017-09-12 15:31:24 -04:00
|
|
|
|
import pickle
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""),
|
2017-12-06 12:06:56 -05:00
|
|
|
|
shared=dict(
|
|
|
|
|
reader=r,
|
|
|
|
|
),
|
|
|
|
|
)
|
2017-09-12 15:31:24 -04:00
|
|
|
|
def run():
|
2017-09-22 19:51:38 -04:00
|
|
|
|
interp.run(tw.dedent("""
|
2017-09-13 21:35:40 -04:00
|
|
|
|
data = reader.recv()
|
|
|
|
|
while data:
|
2017-09-12 15:31:24 -04:00
|
|
|
|
obj = pickle.loads(data)
|
|
|
|
|
do_something(obj)
|
2017-09-13 21:35:40 -04:00
|
|
|
|
data = reader.recv()
|
2017-12-06 12:06:56 -05:00
|
|
|
|
"""))
|
2017-09-12 15:31:24 -04:00
|
|
|
|
t = threading.Thread(target=run)
|
|
|
|
|
t.start()
|
|
|
|
|
for obj in input:
|
|
|
|
|
data = pickle.dumps(obj)
|
2017-09-13 21:35:40 -04:00
|
|
|
|
s.send(data)
|
2017-12-06 12:06:56 -05:00
|
|
|
|
s.send(None)
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
Running a module
|
|
|
|
|
----------------
|
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interp = interpreters.create()
|
|
|
|
|
main_module = mod_name
|
|
|
|
|
interp.run(f'import runpy; runpy.run_module({main_module!r})')
|
|
|
|
|
|
|
|
|
|
Running as script (including zip archives & directories)
|
|
|
|
|
--------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interp = interpreters.create()
|
|
|
|
|
main_script = path_name
|
|
|
|
|
interp.run(f"import runpy; runpy.run_path({main_script!r})")
|
|
|
|
|
|
|
|
|
|
Running in a thread pool executor
|
|
|
|
|
---------------------------------
|
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interps = [interpreters.create() for i in range(5)]
|
|
|
|
|
with concurrent.futures.ThreadPoolExecutor(max_workers=len(interps)) as pool:
|
|
|
|
|
print('before')
|
|
|
|
|
for interp in interps:
|
|
|
|
|
pool.submit(interp.run, 'print("starting"); print("stopping")'
|
|
|
|
|
print('after')
|
|
|
|
|
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Rationale
|
|
|
|
|
=========
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Running code in multiple interpreters provides a useful level of
|
2017-12-05 21:16:00 -05:00
|
|
|
|
isolation within the same process. This can be leveraged in a number
|
2017-09-12 15:31:24 -04:00
|
|
|
|
of ways. Furthermore, subinterpreters provide a well-defined framework
|
|
|
|
|
in which such isolation may extended.
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
Nick Coghlan explained some of the benefits through a comparison with
|
|
|
|
|
multi-processing [benefits]_::
|
|
|
|
|
|
|
|
|
|
[I] expect that communicating between subinterpreters is going
|
|
|
|
|
to end up looking an awful lot like communicating between
|
|
|
|
|
subprocesses via shared memory.
|
|
|
|
|
|
|
|
|
|
The trade-off between the two models will then be that one still
|
|
|
|
|
just looks like a single process from the point of view of the
|
|
|
|
|
outside world, and hence doesn't place any extra demands on the
|
|
|
|
|
underlying OS beyond those required to run CPython with a single
|
|
|
|
|
interpreter, while the other gives much stricter isolation
|
|
|
|
|
(including isolating C globals in extension modules), but also
|
|
|
|
|
demands much more from the OS when it comes to its IPC
|
|
|
|
|
capabilities.
|
|
|
|
|
|
|
|
|
|
The security risk profiles of the two approaches will also be quite
|
|
|
|
|
different, since using subinterpreters won't require deliberately
|
|
|
|
|
poking holes in the process isolation that operating systems give
|
|
|
|
|
you by default.
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
CPython has supported subinterpreters, with increasing levels of
|
|
|
|
|
support, since version 1.5. While the feature has the potential
|
|
|
|
|
to be a powerful tool, subinterpreters have suffered from neglect
|
|
|
|
|
because they are not available directly from Python. Exposing the
|
|
|
|
|
existing functionality in the stdlib will help reverse the situation.
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
This proposal is focused on enabling the fundamental capability of
|
|
|
|
|
multiple isolated interpreters in the same Python process. This is a
|
|
|
|
|
new area for Python so there is relative uncertainly about the best
|
|
|
|
|
tools to provide as companions to subinterpreters. Thus we minimize
|
|
|
|
|
the functionality we add in the proposal as much as possible.
|
2017-09-08 19:01:04 -04:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Concerns
|
|
|
|
|
--------
|
2017-09-08 19:01:04 -04:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
* "subinterpreters are not worth the trouble"
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Some have argued that subinterpreters do not add sufficient benefit
|
|
|
|
|
to justify making them an official part of Python. Adding features
|
|
|
|
|
to the language (or stdlib) has a cost in increasing the size of
|
2017-12-05 21:16:00 -05:00
|
|
|
|
the language. So an addition must pay for itself. In this case,
|
|
|
|
|
subinterpreters provide a novel concurrency model focused on isolated
|
|
|
|
|
threads of execution. Furthermore, they provide an opportunity for
|
2019-07-03 14:20:45 -04:00
|
|
|
|
changes in CPython that will allow simultaneous use of multiple CPU
|
2017-12-05 21:16:00 -05:00
|
|
|
|
cores (currently prevented by the GIL).
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Alternatives to subinterpreters include threading, async, and
|
|
|
|
|
multiprocessing. Threading is limited by the GIL and async isn't
|
|
|
|
|
the right solution for every problem (nor for every person).
|
|
|
|
|
Multiprocessing is likewise valuable in some but not all situations.
|
|
|
|
|
Direct IPC (rather than via the multiprocessing module) provides
|
|
|
|
|
similar benefits but with the same caveat.
|
|
|
|
|
|
|
|
|
|
Notably, subinterpreters are not intended as a replacement for any of
|
|
|
|
|
the above. Certainly they overlap in some areas, but the benefits of
|
|
|
|
|
subinterpreters include isolation and (potentially) performance. In
|
|
|
|
|
particular, subinterpreters provide a direct route to an alternate
|
|
|
|
|
concurrency model (e.g. CSP) which has found success elsewhere and
|
|
|
|
|
will appeal to some Python users. That is the core value that the
|
|
|
|
|
``interpreters`` module will provide.
|
|
|
|
|
|
|
|
|
|
* "stdlib support for subinterpreters adds extra burden
|
|
|
|
|
on C extension authors"
|
|
|
|
|
|
|
|
|
|
In the `Interpreter Isolation`_ section below we identify ways in
|
|
|
|
|
which isolation in CPython's subinterpreters is incomplete. Most
|
|
|
|
|
notable is extension modules that use C globals to store internal
|
|
|
|
|
state. PEP 3121 and PEP 489 provide a solution for most of the
|
2020-04-21 12:47:03 -04:00
|
|
|
|
problem, but one still remains. [petr-c-ext]_ Until that is resolved
|
|
|
|
|
(see PEP 573), C extension authors will face extra difficulty
|
|
|
|
|
to support subinterpreters.
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Consequently, projects that publish extension modules may face an
|
|
|
|
|
increased maintenance burden as their users start using subinterpreters,
|
|
|
|
|
where their modules may break. This situation is limited to modules
|
|
|
|
|
that use C globals (or use libraries that use C globals) to store
|
2017-09-22 19:51:38 -04:00
|
|
|
|
internal state. For numpy, the reported-bug rate is one every 6
|
|
|
|
|
months. [bug-rate]_
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Ultimately this comes down to a question of how often it will be a
|
|
|
|
|
problem in practice: how many projects would be affected, how often
|
|
|
|
|
their users will be affected, what the additional maintenance burden
|
|
|
|
|
will be for projects, and what the overall benefit of subinterpreters
|
|
|
|
|
is to offset those costs. The position of this PEP is that the actual
|
|
|
|
|
extra maintenance burden will be small and well below the threshold at
|
|
|
|
|
which subinterpreters are worth it.
|
|
|
|
|
|
2020-04-21 12:47:03 -04:00
|
|
|
|
* "creating a new concurrency API deserves much more thought and
|
|
|
|
|
experimentation, so the new module shouldn't go into the stdlib
|
|
|
|
|
right away, if ever"
|
|
|
|
|
|
|
|
|
|
Introducing an API for a a new concurrency model, like happened with
|
|
|
|
|
asyncio, is an extremely large project that requires a lot of careful
|
|
|
|
|
consideration. It is not something that can be done a simply as this
|
|
|
|
|
PEP proposes and likely deserves significant time on PyPI to mature.
|
|
|
|
|
(See `Nathaniel's post <nathaniel-asyncio>`_ on python-dev.)
|
|
|
|
|
|
|
|
|
|
However, this PEP does not propose any new concurrency API. At most
|
|
|
|
|
it exposes minimal tools (e.g. subinterpreters, channels) which may
|
|
|
|
|
be used to write code that follows patterns associated with (relatively)
|
|
|
|
|
new-to-Python `concurrency models <Concurrency_>`_. Those tools could
|
|
|
|
|
also be used as the basis for APIs for such concurrency models.
|
|
|
|
|
Again, this PEP does not propose any such API.
|
|
|
|
|
|
|
|
|
|
* "there is no point to exposing subinterpreters if they still share
|
|
|
|
|
the GIL"
|
|
|
|
|
* "the effort to make the GIL per-interpreter is disruptive and risky"
|
|
|
|
|
|
|
|
|
|
A common misconception is that this PEP also includes a promise that
|
|
|
|
|
subinterpreters will no longer share the GIL. When that is clarified,
|
|
|
|
|
the next question is "what is the point?". This is already answered
|
|
|
|
|
at length in this PEP. Just to be clear, the value lies in::
|
|
|
|
|
|
|
|
|
|
* increase exposure of the existing feature, which helps improve
|
|
|
|
|
the code health of the entire CPython runtime
|
|
|
|
|
* expose the (mostly) isolated execution of subinterpreters
|
|
|
|
|
* preparation for per-interpreter GIL
|
|
|
|
|
* encourage experimentation
|
|
|
|
|
|
2020-05-01 18:05:01 -04:00
|
|
|
|
* "data sharing can have a negative impact on cache performance
|
|
|
|
|
in multi-core scenarios"
|
|
|
|
|
|
|
|
|
|
(See [cache-line-ping-pong]_.)
|
|
|
|
|
|
|
|
|
|
This shouldn't be a problem for now as we have no immediate plans
|
|
|
|
|
to actually share data between interpreters, instead focusing
|
|
|
|
|
on copying.
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
About Subinterpreters
|
2017-09-08 14:59:32 -04:00
|
|
|
|
=====================
|
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
Concurrency
|
|
|
|
|
-----------
|
|
|
|
|
|
|
|
|
|
Concurrency is a challenging area of software development. Decades of
|
|
|
|
|
research and practice have led to a wide variety of concurrency models,
|
|
|
|
|
each with different goals. Most center on correctness and usability.
|
|
|
|
|
|
|
|
|
|
One class of concurrency models focuses on isolated threads of
|
|
|
|
|
execution that interoperate through some message passing scheme. A
|
2019-03-23 02:12:14 -04:00
|
|
|
|
notable example is `Communicating Sequential Processes`_ (CSP) (upon
|
|
|
|
|
which Go's concurrency is roughly based). The isolation inherent to
|
2017-12-05 21:16:00 -05:00
|
|
|
|
subinterpreters makes them well-suited to this approach.
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
Shared data
|
|
|
|
|
-----------
|
|
|
|
|
|
|
|
|
|
Subinterpreters are inherently isolated (with caveats explained below),
|
2017-12-05 21:16:00 -05:00
|
|
|
|
in contrast to threads. So the same communicate-via-shared-memory
|
|
|
|
|
approach doesn't work. Without an alternative, effective use of
|
|
|
|
|
concurrency via subinterpreters is significantly limited.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
The key challenge here is that sharing objects between interpreters
|
2017-12-05 21:16:00 -05:00
|
|
|
|
faces complexity due to various constraints on object ownership,
|
|
|
|
|
visibility, and mutability. At a conceptual level it's easier to
|
|
|
|
|
reason about concurrency when objects only exist in one interpreter
|
|
|
|
|
at a time. At a technical level, CPython's current memory model
|
|
|
|
|
limits how Python *objects* may be shared safely between interpreters;
|
|
|
|
|
effectively objects are bound to the interpreter in which they were
|
|
|
|
|
created. Furthermore the complexity of *object* sharing increases as
|
|
|
|
|
subinterpreters become more isolated, e.g. after GIL removal.
|
|
|
|
|
|
|
|
|
|
Consequently,the mechanism for sharing needs to be carefully considered.
|
|
|
|
|
There are a number of valid solutions, several of which may be
|
|
|
|
|
appropriate to support in Python. This proposal provides a single basic
|
|
|
|
|
solution: "channels". Ultimately, any other solution will look similar
|
|
|
|
|
to the proposed one, which will set the precedent. Note that the
|
2019-03-23 02:12:14 -04:00
|
|
|
|
implementation of ``Interpreter.run()`` will be done in a way that
|
|
|
|
|
allows for multiple solutions to coexist, but doing so is not
|
|
|
|
|
technically a part of the proposal here.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
|
|
|
|
Regarding the proposed solution, "channels", it is a basic, opt-in data
|
|
|
|
|
sharing mechanism that draws inspiration from pipes, queues, and CSP's
|
|
|
|
|
channels. [fifo]_
|
|
|
|
|
|
|
|
|
|
As simply described earlier by the API summary,
|
|
|
|
|
channels have two operations: send and receive. A key characteristic
|
|
|
|
|
of those operations is that channels transmit data derived from Python
|
|
|
|
|
objects rather than the objects themselves. When objects are sent,
|
|
|
|
|
their data is extracted. When the "object" is received in the other
|
2019-03-23 02:12:14 -04:00
|
|
|
|
interpreter, the data is converted back into an object owned by that
|
|
|
|
|
interpreter.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
To make this work, the mutable shared state will be managed by the
|
|
|
|
|
Python runtime, not by any of the interpreters. Initially we will
|
|
|
|
|
support only one type of objects for shared state: the channels provided
|
|
|
|
|
by ``create_channel()``. Channels, in turn, will carefully manage
|
|
|
|
|
passing objects between interpreters.
|
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
This approach, including keeping the API minimal, helps us avoid further
|
|
|
|
|
exposing any underlying complexity to Python users. Along those same
|
|
|
|
|
lines, we will initially restrict the types that may be passed through
|
|
|
|
|
channels to the following:
|
|
|
|
|
|
|
|
|
|
* None
|
|
|
|
|
* bytes
|
2018-05-14 13:39:07 -04:00
|
|
|
|
* str
|
|
|
|
|
* int
|
2019-03-23 02:12:14 -04:00
|
|
|
|
* channels
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
|
|
|
|
Limiting the initial shareable types is a practical matter, reducing
|
|
|
|
|
the potential complexity of the initial implementation. There are a
|
|
|
|
|
number of strategies we may pursue in the future to expand supported
|
|
|
|
|
objects and object sharing strategies.
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Interpreter Isolation
|
|
|
|
|
---------------------
|
|
|
|
|
|
2017-09-08 14:59:32 -04:00
|
|
|
|
CPython's interpreters are intended to be strictly isolated from each
|
|
|
|
|
other. Each interpreter has its own copy of all modules, classes,
|
|
|
|
|
functions, and variables. The same applies to state in C, including in
|
2017-09-12 15:31:24 -04:00
|
|
|
|
extension modules. The CPython C-API docs explain more. [caveats]_
|
2017-09-08 14:59:32 -04:00
|
|
|
|
|
|
|
|
|
However, there are ways in which interpreters share some state. First
|
2017-09-12 15:31:24 -04:00
|
|
|
|
of all, some process-global state remains shared:
|
|
|
|
|
|
|
|
|
|
* file descriptors
|
|
|
|
|
* builtin types (e.g. dict, bytes)
|
|
|
|
|
* singletons (e.g. None)
|
|
|
|
|
* underlying static module data (e.g. functions) for
|
|
|
|
|
builtin/extension/frozen modules
|
|
|
|
|
|
2017-09-08 14:59:32 -04:00
|
|
|
|
There are no plans to change this.
|
|
|
|
|
|
|
|
|
|
Second, some isolation is faulty due to bugs or implementations that did
|
|
|
|
|
not take subinterpreters into account. This includes things like
|
2017-09-12 15:31:24 -04:00
|
|
|
|
extension modules that rely on C globals. [cryptography]_ In these
|
|
|
|
|
cases bugs should be opened (some are already):
|
|
|
|
|
|
|
|
|
|
* readline module hook functions (http://bugs.python.org/issue4202)
|
|
|
|
|
* memory leaks on re-init (http://bugs.python.org/issue21387)
|
2017-09-08 14:59:32 -04:00
|
|
|
|
|
|
|
|
|
Finally, some potential isolation is missing due to the current design
|
2017-09-12 15:31:24 -04:00
|
|
|
|
of CPython. Improvements are currently going on to address gaps in this
|
|
|
|
|
area:
|
|
|
|
|
|
|
|
|
|
* GC is not run per-interpreter [global-gc]_
|
|
|
|
|
* at-exit handlers are not run per-interpreter [global-atexit]_
|
|
|
|
|
* extensions using the ``PyGILState_*`` API are incompatible [gilstate]_
|
2019-03-23 02:12:14 -04:00
|
|
|
|
* interpreters share memory management (e.g. allocators, gc)
|
|
|
|
|
* interpreters share the GIL
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Existing Usage
|
|
|
|
|
--------------
|
|
|
|
|
|
|
|
|
|
Subinterpreters are not a widely used feature. In fact, the only
|
2017-09-22 19:51:38 -04:00
|
|
|
|
documented cases of wide-spread usage are
|
2018-09-10 15:07:16 -04:00
|
|
|
|
`mod_wsgi <https://github.com/GrahamDumpleton/mod_wsgi>`_,
|
|
|
|
|
`OpenStack Ceph <https://github.com/ceph/ceph/pull/14971>`_, and
|
|
|
|
|
`JEP <https://github.com/ninia/jep>`_. On the one hand, these cases
|
|
|
|
|
provide confidence that existing subinterpreter support is relatively
|
2017-09-22 19:51:38 -04:00
|
|
|
|
stable. On the other hand, there isn't much of a sample size from which
|
|
|
|
|
to judge the utility of the feature.
|
2017-09-08 14:59:32 -04:00
|
|
|
|
|
|
|
|
|
|
2017-09-08 17:04:39 -04:00
|
|
|
|
Provisional Status
|
|
|
|
|
==================
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
2017-09-08 17:04:39 -04:00
|
|
|
|
The new ``interpreters`` module will be added with "provisional" status
|
|
|
|
|
(see PEP 411). This allows Python users to experiment with the feature
|
|
|
|
|
and provide feedback while still allowing us to adjust to that feedback.
|
2020-05-01 18:05:01 -04:00
|
|
|
|
The module will be provisional in Python 3.9 and we will make a decision
|
|
|
|
|
before the 3.10 release whether to keep it provisional, graduate it, or
|
|
|
|
|
remove it. This PEP will be updated accordingly.
|
|
|
|
|
|
|
|
|
|
While the module is provisional, any changes to the API (or to behavior)
|
|
|
|
|
do not need to be reflected here, nor get approval by the BDFL-delegate.
|
|
|
|
|
However, such changes will still need to go through the normal processes
|
|
|
|
|
(BPO for smaller changes and python-dev/PEP for substantial ones).
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Alternate Python Implementations
|
|
|
|
|
================================
|
|
|
|
|
|
2019-03-26 14:39:43 -04:00
|
|
|
|
I've solicited feedback from various Python implementors about support
|
|
|
|
|
for subinterpreters. Each has indicated that they would be able to
|
|
|
|
|
support subinterpreters (if they choose to) without a lot of
|
|
|
|
|
trouble. Here are the projects I contacted:
|
2017-09-22 19:51:38 -04:00
|
|
|
|
|
2019-03-26 14:39:43 -04:00
|
|
|
|
* jython ([jython]_)
|
|
|
|
|
* ironpython (personal correspondence)
|
|
|
|
|
* pypy (personal correspondence)
|
|
|
|
|
* micropython (personal correspondence)
|
2017-09-22 19:51:38 -04:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
.. _interpreters-list-all:
|
|
|
|
|
.. _interpreters-get-current:
|
|
|
|
|
.. _interpreters-create:
|
|
|
|
|
.. _interpreters-Interpreter:
|
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
"interpreters" Module API
|
|
|
|
|
=========================
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The module provides the following functions::
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
list_all() -> [Interpreter]
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Return a list of all existing interpreters.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
get_current() => Interpreter
|
2017-09-22 19:51:38 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Return the currently running interpreter.
|
2017-09-22 19:51:38 -04:00
|
|
|
|
|
2020-04-21 12:47:03 -04:00
|
|
|
|
get_main() => Interpreter
|
|
|
|
|
|
2020-04-29 19:48:23 -04:00
|
|
|
|
Return the main interpreter. If the Python implementation
|
|
|
|
|
has no concept of a main interpreter then return None.
|
2020-04-21 12:47:03 -04:00
|
|
|
|
|
2020-05-01 18:05:01 -04:00
|
|
|
|
create(*, isolated=True) -> Interpreter
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Initialize a new Python interpreter and return it. The
|
|
|
|
|
interpreter will be created in the current thread and will remain
|
|
|
|
|
idle until something is run in it. The interpreter may be used
|
|
|
|
|
in any thread and will run in whichever thread calls
|
2020-05-01 18:05:01 -04:00
|
|
|
|
``interp.run()``. See "Interpreter Isolated Mode" below for
|
|
|
|
|
an explanation of the "isolated" parameter.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The module also provides the following class::
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
class Interpreter(id):
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
id -> int:
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2020-05-01 18:05:01 -04:00
|
|
|
|
The interpreter's ID. (read-only)
|
|
|
|
|
|
|
|
|
|
isolated -> bool:
|
|
|
|
|
|
|
|
|
|
Whether or not the interpreter is operating in "isolated" mode.
|
|
|
|
|
(read-only)
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
is_running() -> bool:
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Return whether or not the interpreter is currently executing
|
|
|
|
|
code. Calling this on the current interpreter will always
|
|
|
|
|
return True.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2020-04-29 19:48:23 -04:00
|
|
|
|
close():
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Finalize and destroy the interpreter.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
This may not be called on an already running interpreter.
|
|
|
|
|
Doing so results in a RuntimeError.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
run(source_str, /, *, channels=None):
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Run the provided Python source code in the interpreter. If
|
|
|
|
|
the "channels" keyword argument is provided (and is a mapping
|
|
|
|
|
of attribute names to channels) then it is added to the
|
|
|
|
|
interpreter's execution namespace (the interpreter's
|
|
|
|
|
"__main__" module). If any of the values are not RecvChannel
|
|
|
|
|
or SendChannel instances then ValueError gets raised.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
This may not be called on an already running interpreter.
|
|
|
|
|
Doing so results in a RuntimeError.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
A "run()" call is similar to a function call. Once it
|
|
|
|
|
completes, the code that called "run()" continues executing
|
|
|
|
|
(in the original interpreter). Likewise, if there is any
|
|
|
|
|
uncaught exception then it effectively (see below) propagates
|
|
|
|
|
into the code where ``run()`` was called. However, unlike
|
|
|
|
|
function calls (but like threads), there is no return value.
|
|
|
|
|
If any value is needed, pass it out via a channel.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The big difference from functions is that "run()" executes
|
|
|
|
|
the code in an entirely different interpreter, with entirely
|
|
|
|
|
separate state. The state of the current interpreter in the
|
|
|
|
|
current OS thread is swapped out with the state of the target
|
|
|
|
|
interpreter (the one that will execute the code). When the
|
|
|
|
|
target finishes executing, the original interpreter gets
|
|
|
|
|
swapped back in and its execution resumes.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
So calling "run()" will effectively cause the current Python
|
|
|
|
|
thread to pause. Sometimes you won't want that pause, in
|
|
|
|
|
which case you should make the "run()" call in another thread.
|
|
|
|
|
To do so, add a function that calls "run()" and then run that
|
|
|
|
|
function in a normal "threading.Thread".
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Note that the interpreter's state is never reset, neither
|
|
|
|
|
before "run()" executes the code nor after. Thus the
|
|
|
|
|
interpreter state is preserved between calls to "run()".
|
|
|
|
|
This includes "sys.modules", the "builtins" module, and the
|
|
|
|
|
internal state of C extension modules.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Also note that "run()" executes in the namespace of the
|
|
|
|
|
"__main__" module, just like scripts, the REPL, "-m", and
|
|
|
|
|
"-c". Just as the interpreter's state is not ever reset, the
|
|
|
|
|
"__main__" module is never reset. You can imagine
|
|
|
|
|
concatenating the code from each "run()" call into one long
|
|
|
|
|
script. This is the same as how the REPL operates.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Supported code: source text.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2018-05-14 13:39:07 -04:00
|
|
|
|
Uncaught Exceptions
|
|
|
|
|
-------------------
|
|
|
|
|
|
|
|
|
|
Regarding uncaught exceptions in ``Interpreter.run()``, we noted that
|
|
|
|
|
they are "effectively" propagated into the code where ``run()`` was
|
|
|
|
|
called. To prevent leaking exceptions (and tracebacks) between
|
|
|
|
|
interpreters, we create a surrogate of the exception and its traceback
|
|
|
|
|
(see ``traceback.TracebackException``), set it to ``__cause__`` on a
|
|
|
|
|
new ``RunFailedError``, and raise that.
|
|
|
|
|
|
2019-03-23 02:12:14 -04:00
|
|
|
|
Raising (a proxy of) the exception directly is problematic since it's
|
|
|
|
|
harder to distinguish between an error in the ``run()`` call and an
|
|
|
|
|
uncaught exception from the subinterpreter.
|
2018-05-14 13:39:07 -04:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
.. _interpreters-is-shareable:
|
|
|
|
|
.. _interpreters-create-channel:
|
|
|
|
|
.. _interpreters-list-all-channels:
|
|
|
|
|
.. _interpreters-RecvChannel:
|
|
|
|
|
.. _interpreters-SendChannel:
|
2018-05-14 13:39:07 -04:00
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
API for sharing data
|
|
|
|
|
--------------------
|
|
|
|
|
|
|
|
|
|
Subinterpreters are less useful without a mechanism for sharing data
|
|
|
|
|
between them. Sharing actual Python objects between interpreters,
|
|
|
|
|
however, has enough potential problems that we are avoiding support
|
|
|
|
|
for that here. Instead, only mimimum set of types will be supported.
|
2018-05-14 13:39:07 -04:00
|
|
|
|
Initially this will include ``None``, ``bytes``, ``str``, ``int``,
|
|
|
|
|
and channels. Further types may be supported later.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The ``interpreters`` module provides a function that users may call
|
|
|
|
|
to determine whether an object is shareable or not::
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
is_shareable(obj) -> bool:
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Return True if the object may be shared between interpreters.
|
|
|
|
|
This does not necessarily mean that the actual objects will be
|
|
|
|
|
shared. Insead, it means that the objects' underlying data will
|
|
|
|
|
be shared in a cross-interpreter way, whether via a proxy, a
|
|
|
|
|
copy, or some other means.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-23 02:12:14 -04:00
|
|
|
|
This proposal provides two ways to share such objects between
|
2017-12-05 21:16:00 -05:00
|
|
|
|
interpreters.
|
|
|
|
|
|
2019-03-23 02:12:14 -04:00
|
|
|
|
First, channels may be passed to ``run()`` via the ``channels``
|
|
|
|
|
keyword argument, where they are effectively injected into the target
|
|
|
|
|
interpreter's ``__main__`` module. While passing arbitrary shareable
|
|
|
|
|
objects this way is possible, doing so is mainly intended for sharing
|
|
|
|
|
meta-objects (e.g. channels) between interpreters. It is less useful
|
|
|
|
|
to pass other objects (like ``bytes``) to ``run`` directly.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
|
|
|
|
Second, the main mechanism for sharing objects (i.e. their data) between
|
|
|
|
|
interpreters is through channels. A channel is a simplex FIFO similar
|
|
|
|
|
to a pipe. The main difference is that channels can be associated with
|
2020-04-21 12:47:03 -04:00
|
|
|
|
zero or more interpreters on either end. Like queues, which are also
|
|
|
|
|
many-to-many, channels are buffered (though they also offer methods
|
|
|
|
|
with unbuffered semantics).
|
|
|
|
|
|
|
|
|
|
Python objects are not shared between interpreters. However, in some
|
|
|
|
|
cases data those objects wrap is actually shared and not just copied.
|
2020-05-01 18:05:01 -04:00
|
|
|
|
One example might be PEP 3118 buffers. In those cases the object in the
|
2020-04-21 12:47:03 -04:00
|
|
|
|
original interpreter is kept alive until the shared data in the other
|
|
|
|
|
interpreter is no longer used. Then object destruction can happen like
|
|
|
|
|
normal in the original interpreter, along with the previously shared
|
|
|
|
|
data.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The ``interpreters`` module provides the following functions related
|
|
|
|
|
to channels::
|
|
|
|
|
|
|
|
|
|
create_channel() -> (RecvChannel, SendChannel):
|
|
|
|
|
|
|
|
|
|
Create a new channel and return (recv, send), the RecvChannel
|
2020-05-01 18:05:01 -04:00
|
|
|
|
and SendChannel corresponding to the ends of the channel.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Both ends of the channel are supported "shared" objects (i.e.
|
|
|
|
|
may be safely shared by different interpreters. Thus they
|
|
|
|
|
may be passed as keyword arguments to "Interpreter.run()".
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
list_all_channels() -> [(RecvChannel, SendChannel)]:
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Return a list of all open channel-end pairs.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The module also provides the following channel-related classes::
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
class RecvChannel(id):
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The receiving end of a channel. An interpreter may use this to
|
|
|
|
|
receive objects from another interpreter. At first only a few
|
|
|
|
|
of the simple, immutable builtin types will be supported.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
id -> int:
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The channel's unique ID. This is shared with the "send" end.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
recv():
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2020-04-29 19:48:23 -04:00
|
|
|
|
Return the next object from the channel. If none have been
|
|
|
|
|
sent then wait until the next send.
|
|
|
|
|
|
|
|
|
|
At the least, the object will be equivalent to the sent object.
|
|
|
|
|
That will almost always mean the same type with the same data,
|
|
|
|
|
though it could also be a compatible proxy. Regardless, it may
|
|
|
|
|
use a copy of that data or actually share the data.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
recv_nowait(default=None):
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Return the next object from the channel. If none have been
|
|
|
|
|
sent then return the default. Otherwise, this is the same
|
|
|
|
|
as the "recv()" method.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
class SendChannel(id):
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The sending end of a channel. An interpreter may use this to
|
|
|
|
|
send objects to another interpreter. At first only a few of
|
|
|
|
|
the simple, immutable builtin types will be supported.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
id -> int:
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
The channel's unique ID. This is shared with the "recv" end.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
send(obj):
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
Send the object (i.e. its data) to the "recv" end of the
|
|
|
|
|
channel. Wait until the object is received. If the object
|
2020-04-21 12:47:03 -04:00
|
|
|
|
is not shareable then ValueError is raised.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-03-25 21:10:58 -04:00
|
|
|
|
send_nowait(obj):
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2019-04-10 18:56:41 -04:00
|
|
|
|
Send the object to the "recv" end of the channel. This
|
|
|
|
|
behaves the same as "send()", except for the waiting part.
|
|
|
|
|
If no interpreter is currently receiving (waiting on the
|
2020-04-21 12:47:03 -04:00
|
|
|
|
other end) then queue the object and return False. Otherwise
|
|
|
|
|
return True.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2020-05-01 18:05:01 -04:00
|
|
|
|
Channel Lifespan
|
|
|
|
|
----------------
|
2020-04-29 19:48:23 -04:00
|
|
|
|
|
2020-05-01 18:05:01 -04:00
|
|
|
|
A channel is automatically closed and destoyed once there are no more
|
|
|
|
|
Python objects (e.g. ``RecvChannel`` and ``SendChannel``) referring
|
|
|
|
|
to it. So it is effectively triggered via garbage-collection of those
|
|
|
|
|
objects..
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
.. _isolated-mode:
|
|
|
|
|
|
|
|
|
|
Interpreter "Isolated" Mode
|
|
|
|
|
===========================
|
|
|
|
|
|
|
|
|
|
By default, every new interpreter created by ``interpreters.create()``
|
|
|
|
|
has specific restrictions on any code it runs. This includes the
|
|
|
|
|
following:
|
|
|
|
|
|
|
|
|
|
* importing an extension module fails if it does not implement the
|
|
|
|
|
PEP 489 API
|
|
|
|
|
* new threads are not allowed (including daemon threads)
|
|
|
|
|
* ``os.fork()`` is not allowed (so no ``multiprocessing``)
|
|
|
|
|
* ``os.exec*()``, AKA "fork+exec", is not allowed (so no ``subprocess``)
|
|
|
|
|
|
|
|
|
|
This represents the full "isolated" mode of subinterpreters. It is
|
|
|
|
|
applied when ``interpreters.create()`` is called with the "isolated"
|
|
|
|
|
keyword-only argument set to ``True`` (the default). If
|
|
|
|
|
``interpreters.create(isolated=False)`` is called then none of those
|
|
|
|
|
restrictions is applied.
|
|
|
|
|
|
|
|
|
|
One advantage of this approach is that it allows extension maintainers
|
|
|
|
|
to check subinterpreter compatibility before they implement the PEP 489
|
|
|
|
|
API. Also note that ``isolated=False`` represents the historical
|
|
|
|
|
behavior when using the existing subinterpreters C-API, thus providing
|
|
|
|
|
backward compatibility. For the existing C-API itself, the default
|
|
|
|
|
remains ``isolated=False``. The same is true for the "main" module, so
|
|
|
|
|
existing use of Python will not change.
|
|
|
|
|
|
|
|
|
|
We may choose to later loosen some of the above restrictions or provide
|
|
|
|
|
a way to enable/disable granular restrictions individually. Regardless,
|
|
|
|
|
requiring PEP 489 support from extension modules will always be a
|
|
|
|
|
default restriction.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Documentation
|
|
|
|
|
=============
|
|
|
|
|
|
|
|
|
|
The new stdlib docs page for the ``interpreters`` module will include
|
|
|
|
|
the following:
|
|
|
|
|
|
|
|
|
|
* (at the top) a clear note that subinterpreter support in extension
|
|
|
|
|
modules is not required
|
|
|
|
|
* some explanation about what subinterpreters are
|
|
|
|
|
* brief examples of how to use subinterpreters and channels
|
|
|
|
|
* a summary of the limitations of subinterpreters
|
|
|
|
|
* (for extension maintainers) a link to the resources for ensuring
|
|
|
|
|
subinterpreter compatibilty
|
|
|
|
|
* much of the API information in this PEP
|
|
|
|
|
|
|
|
|
|
A separate page will be added to the docs for resources to help
|
|
|
|
|
extension maintainers ensure their modules can be used safely in
|
|
|
|
|
subinterpreters, under `Extending Python <extension-docs_>`. The page
|
|
|
|
|
will include the following information:
|
|
|
|
|
|
|
|
|
|
* a summary about subinterpreters (similar to the same in the new
|
|
|
|
|
``interpreters`` module page and in the C-API docs)
|
|
|
|
|
* an explanation of how extension modules can be impacted
|
|
|
|
|
* how to implement PEP 489 support
|
|
|
|
|
* how to move from global module state to per-interpreter
|
|
|
|
|
* how to take advantage of PEP 384 (heap types), PEP 3121
|
|
|
|
|
(module state), and PEP 573
|
|
|
|
|
* strategies for dealing with 3rd party C libraries that keep their
|
|
|
|
|
own subinterpreter-incompatible global state
|
|
|
|
|
|
|
|
|
|
Note that the documentation will play a large part in mitigating any
|
|
|
|
|
negative impact that the new ``interpreters`` module might have on
|
|
|
|
|
extension module maintainers.
|
|
|
|
|
|
|
|
|
|
Also, the ``ImportError`` for imcompatible extgension modules will have
|
|
|
|
|
a message that clearly says it is due to missing subinterpreter
|
|
|
|
|
compatibility and that extensions are not required to provide it. This
|
|
|
|
|
will help set user expectations properly.
|
2020-04-21 12:47:03 -04:00
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Deferred Functionality
|
|
|
|
|
======================
|
|
|
|
|
|
|
|
|
|
In the interest of keeping this proposal minimal, the following
|
|
|
|
|
functionality has been left out for future consideration. Note that
|
|
|
|
|
this is not a judgement against any of said capability, but rather a
|
|
|
|
|
deferment. That said, each is arguably valid.
|
|
|
|
|
|
|
|
|
|
Interpreter.call()
|
|
|
|
|
------------------
|
|
|
|
|
|
|
|
|
|
It would be convenient to run existing functions in subinterpreters
|
|
|
|
|
directly. ``Interpreter.run()`` could be adjusted to support this or
|
|
|
|
|
a ``call()`` method could be added::
|
|
|
|
|
|
|
|
|
|
Interpreter.call(f, *args, **kwargs)
|
|
|
|
|
|
|
|
|
|
This suffers from the same problem as sharing objects between
|
|
|
|
|
interpreters via queues. The minimal solution (running a source string)
|
|
|
|
|
is sufficient for us to get the feature out where it can be explored.
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
timeout arg to recv() and send()
|
|
|
|
|
--------------------------------
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Typically functions that have a ``block`` argument also have a
|
2017-09-22 19:51:38 -04:00
|
|
|
|
``timeout`` argument. It sometimes makes sense to do likewise for
|
|
|
|
|
functions that otherwise block, like the channel ``recv()`` and
|
|
|
|
|
``send()`` methods. We can add it later if needed.
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Interpreter.run_in_thread()
|
|
|
|
|
---------------------------
|
|
|
|
|
|
|
|
|
|
This method would make a ``run()`` call for you in a thread. Doing this
|
|
|
|
|
using only ``threading.Thread`` and ``run()`` is relatively trivial so
|
|
|
|
|
we've left it out.
|
|
|
|
|
|
|
|
|
|
Synchronization Primitives
|
|
|
|
|
--------------------------
|
|
|
|
|
|
|
|
|
|
The ``threading`` module provides a number of synchronization primitives
|
|
|
|
|
for coordinating concurrent operations. This is especially necessary
|
|
|
|
|
due to the shared-state nature of threading. In contrast,
|
|
|
|
|
subinterpreters do not share state. Data sharing is restricted to
|
2017-09-13 21:35:40 -04:00
|
|
|
|
channels, which do away with the need for explicit synchronization. If
|
2017-09-12 15:31:24 -04:00
|
|
|
|
any sort of opt-in shared state support is added to subinterpreters in
|
|
|
|
|
the future, that same effort can introduce synchronization primitives
|
|
|
|
|
to meet that need.
|
|
|
|
|
|
|
|
|
|
CSP Library
|
|
|
|
|
-----------
|
|
|
|
|
|
|
|
|
|
A ``csp`` module would not be a large step away from the functionality
|
|
|
|
|
provided by this PEP. However, adding such a module is outside the
|
|
|
|
|
minimalist goals of this proposal.
|
|
|
|
|
|
|
|
|
|
Syntactic Support
|
|
|
|
|
-----------------
|
|
|
|
|
|
|
|
|
|
The ``Go`` language provides a concurrency model based on CSP, so
|
|
|
|
|
it's similar to the concurrency model that subinterpreters support.
|
2019-03-23 02:12:14 -04:00
|
|
|
|
However, ``Go`` also provides syntactic support, as well several builtin
|
|
|
|
|
concurrency primitives, to make concurrency a first-class feature.
|
|
|
|
|
Conceivably, similar syntactic (and builtin) support could be added to
|
|
|
|
|
Python using subinterpreters. However, that is *way* outside the scope
|
|
|
|
|
of this PEP!
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Multiprocessing
|
|
|
|
|
---------------
|
|
|
|
|
|
|
|
|
|
The ``multiprocessing`` module could support subinterpreters in the same
|
|
|
|
|
way it supports threads and processes. In fact, the module's
|
|
|
|
|
maintainer, Davin Potts, has indicated this is a reasonable feature
|
|
|
|
|
request. However, it is outside the narrow scope of this PEP.
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
C-extension opt-in/opt-out
|
|
|
|
|
--------------------------
|
|
|
|
|
|
|
|
|
|
By using the ``PyModuleDef_Slot`` introduced by PEP 489, we could easily
|
|
|
|
|
add a mechanism by which C-extension modules could opt out of support
|
|
|
|
|
for subinterpreters. Then the import machinery, when operating in
|
|
|
|
|
a subinterpreter, would need to check the module for support. It would
|
|
|
|
|
raise an ImportError if unsupported.
|
|
|
|
|
|
|
|
|
|
Alternately we could support opting in to subinterpreter support.
|
|
|
|
|
However, that would probably exclude many more modules (unnecessarily)
|
2019-03-23 02:12:14 -04:00
|
|
|
|
than the opt-out approach. Also, note that PEP 489 defined that an
|
|
|
|
|
extension's use of the PEP's machinery implies support for
|
|
|
|
|
subinterpreters.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
The scope of adding the ModuleDef slot and fixing up the import
|
|
|
|
|
machinery is non-trivial, but could be worth it. It all depends on
|
2019-03-23 02:12:14 -04:00
|
|
|
|
how many extension modules break under subinterpreters. Given that
|
|
|
|
|
there are relatively few cases we know of through mod_wsgi, we can
|
|
|
|
|
leave this for later.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
Poisoning channels
|
|
|
|
|
------------------
|
|
|
|
|
|
|
|
|
|
CSP has the concept of poisoning a channel. Once a channel has been
|
2019-03-23 02:12:14 -04:00
|
|
|
|
poisoned, any ``send()`` or ``recv()`` call on it would raise a special
|
2017-09-13 21:35:40 -04:00
|
|
|
|
exception, effectively ending execution in the interpreter that tried
|
|
|
|
|
to use the poisoned channel.
|
|
|
|
|
|
|
|
|
|
This could be accomplished by adding a ``poison()`` method to both ends
|
2018-05-14 13:39:07 -04:00
|
|
|
|
of the channel. The ``close()`` method can be used in this way
|
|
|
|
|
(mostly), but these semantics are relatively specialized and can wait.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2019-03-26 14:39:43 -04:00
|
|
|
|
Resetting __main__
|
|
|
|
|
------------------
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
As proposed, every call to ``Interpreter.run()`` will execute in the
|
|
|
|
|
namespace of the interpreter's existing ``__main__`` module. This means
|
|
|
|
|
that data persists there between ``run()`` calls. Sometimes this isn't
|
2019-06-25 00:58:50 -04:00
|
|
|
|
desirable and you want to execute in a fresh ``__main__``. Also,
|
2017-09-13 21:35:40 -04:00
|
|
|
|
you don't necessarily want to leak objects there that you aren't using
|
|
|
|
|
any more.
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
Note that the following won't work right because it will clear too much
|
|
|
|
|
(e.g. ``__name__`` and the other "__dunder__" attributes::
|
|
|
|
|
|
|
|
|
|
interp.run('globals().clear()')
|
|
|
|
|
|
|
|
|
|
Possible solutions include:
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
* a ``create()`` arg to indicate resetting ``__main__`` after each
|
|
|
|
|
``run`` call
|
|
|
|
|
* an ``Interpreter.reset_main`` flag to support opting in or out
|
|
|
|
|
after the fact
|
|
|
|
|
* an ``Interpreter.reset_main()`` method to opt in when desired
|
2017-09-22 19:51:38 -04:00
|
|
|
|
* ``importlib.util.reset_globals()`` [reset_globals]_
|
|
|
|
|
|
2019-03-26 14:39:43 -04:00
|
|
|
|
Also note that resetting ``__main__`` does nothing about state stored
|
2017-09-22 19:51:38 -04:00
|
|
|
|
in other modules. So any solution would have to be clear about the
|
|
|
|
|
scope of what is being reset. Conceivably we could invent a mechanism
|
|
|
|
|
by which any (or every) module could be reset, unlike ``reload()``
|
|
|
|
|
which does not clear the module before loading into it. Regardless,
|
|
|
|
|
since ``__main__`` is the execution namespace of the interpreter,
|
|
|
|
|
resetting it has a much more direct correlation to interpreters and
|
|
|
|
|
their dynamic state than does resetting other modules. So a more
|
|
|
|
|
generic module reset mechanism may prove unnecessary.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
This isn't a critical feature initially. It can wait until later
|
|
|
|
|
if desirable.
|
|
|
|
|
|
2019-03-26 14:39:43 -04:00
|
|
|
|
Resetting an interpreter's state
|
|
|
|
|
--------------------------------
|
|
|
|
|
|
|
|
|
|
It may be nice to re-use an existing subinterpreter instead of
|
|
|
|
|
spinning up a new one. Since an interpreter has substantially more
|
|
|
|
|
state than just the ``__main__`` module, it isn't so easy to put an
|
|
|
|
|
interpreter back into a pristine/fresh state. In fact, there *may*
|
|
|
|
|
be parts of the state that cannot be reset from Python code.
|
|
|
|
|
|
|
|
|
|
A possible solution is to add an ``Interpreter.reset()`` method. This
|
|
|
|
|
would put the interpreter back into the state it was in when newly
|
|
|
|
|
created. If called on a running interpreter it would fail (hence the
|
|
|
|
|
main interpreter could never be reset). This would likely be more
|
|
|
|
|
efficient than creating a new subinterpreter, though that depends on
|
|
|
|
|
what optimizations will be made later to subinterpreter creation.
|
|
|
|
|
|
|
|
|
|
While this would potentially provide functionality that is not
|
|
|
|
|
otherwise available from Python code, it isn't a fundamental
|
|
|
|
|
functionality. So in the spirit of minimalism here, this can wait.
|
|
|
|
|
Regardless, I doubt it would be controversial to add it post-PEP.
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
File descriptors and sockets in channels
|
|
|
|
|
----------------------------------------
|
|
|
|
|
|
|
|
|
|
Given that file descriptors and sockets are process-global resources,
|
|
|
|
|
support for passing them through channels is a reasonable idea. They
|
|
|
|
|
would be a good candidate for the first effort at expanding the types
|
|
|
|
|
that channels support. They aren't strictly necessary for the initial
|
|
|
|
|
API.
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
Integration with async
|
|
|
|
|
----------------------
|
|
|
|
|
|
|
|
|
|
Per Antoine Pitrou [async]_::
|
|
|
|
|
|
|
|
|
|
Has any thought been given to how FIFOs could integrate with async
|
|
|
|
|
code driven by an event loop (e.g. asyncio)? I think the model of
|
|
|
|
|
executing several asyncio (or Tornado) applications each in their
|
|
|
|
|
own subinterpreter may prove quite interesting to reconcile multi-
|
|
|
|
|
core concurrency with ease of programming. That would require the
|
|
|
|
|
FIFOs to be able to synchronize on something an event loop can wait
|
|
|
|
|
on (probably a file descriptor?).
|
|
|
|
|
|
|
|
|
|
A possible solution is to provide async implementations of the blocking
|
2019-03-23 02:12:14 -04:00
|
|
|
|
channel methods (``recv()``, and ``send()``). However,
|
2017-09-22 19:51:38 -04:00
|
|
|
|
the basic functionality of subinterpreters does not depend on async and
|
|
|
|
|
can be added later.
|
|
|
|
|
|
2020-04-29 19:48:23 -04:00
|
|
|
|
Alternately, "readiness callbacks" could be used to simplify use in
|
|
|
|
|
async scenarios. This would mean adding an optional ``callback``
|
|
|
|
|
(kw-only) parameter to the ``recv_nowait()`` and ``send_nowait()``
|
|
|
|
|
channel methods. The callback would be called once the object was sent
|
|
|
|
|
or received (respectively).
|
|
|
|
|
|
|
|
|
|
(Note that making channels buffered makes readiness callbacks less
|
|
|
|
|
important.)
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
Support for iteration
|
|
|
|
|
---------------------
|
|
|
|
|
|
|
|
|
|
Supporting iteration on ``RecvChannel`` (via ``__iter__()`` or
|
|
|
|
|
``_next__()``) may be useful. A trivial implementation would use the
|
|
|
|
|
``recv()`` method, similar to how files do iteration. Since this isn't
|
|
|
|
|
a fundamental capability and has a simple analog, adding iteration
|
|
|
|
|
support can wait until later.
|
|
|
|
|
|
|
|
|
|
Channel context managers
|
|
|
|
|
------------------------
|
|
|
|
|
|
|
|
|
|
Context manager support on ``RecvChannel`` and ``SendChannel`` may be
|
|
|
|
|
helpful. The implementation would be simple, wrapping a call to
|
2018-05-14 13:39:07 -04:00
|
|
|
|
``close()`` (or maybe ``release()``) like files do. As with iteration,
|
|
|
|
|
this can wait.
|
2017-09-22 19:51:38 -04:00
|
|
|
|
|
|
|
|
|
Pipes and Queues
|
|
|
|
|
----------------
|
|
|
|
|
|
|
|
|
|
With the proposed object passing machanism of "channels", other similar
|
|
|
|
|
basic types aren't required to achieve the minimal useful functionality
|
2020-04-29 19:48:23 -04:00
|
|
|
|
of subinterpreters. Such types include pipes (like unbuffered channels,
|
|
|
|
|
but one-to-one) and queues (like channels, but more generic). See below
|
|
|
|
|
in `Rejected Ideas` for more information.
|
2017-09-22 19:51:38 -04:00
|
|
|
|
|
|
|
|
|
Even though these types aren't part of this proposal, they may still
|
|
|
|
|
be useful in the context of concurrency. Adding them later is entirely
|
|
|
|
|
reasonable. The could be trivially implemented as wrappers around
|
|
|
|
|
channels. Alternatively they could be implemented for efficiency at the
|
|
|
|
|
same low level as channels.
|
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
Return a lock from send()
|
|
|
|
|
-------------------------
|
|
|
|
|
|
|
|
|
|
When sending an object through a channel, you don't have a way of knowing
|
|
|
|
|
when the object gets received on the other end. One way to work around
|
|
|
|
|
this is to return a locked ``threading.Lock`` from ``SendChannel.send()``
|
|
|
|
|
that unlocks once the object is received.
|
|
|
|
|
|
2020-04-21 12:47:03 -04:00
|
|
|
|
Alternately, the proposed ``SendChannel.send()`` (blocking) and
|
|
|
|
|
``SendChannel.send_nowait()`` provide an explicit distinction that is
|
|
|
|
|
less likely to confuse users.
|
|
|
|
|
|
|
|
|
|
Note that returning a lock would matter for buffered channels
|
|
|
|
|
(i.e. queues). For unbuffered channels it is a non-issue.
|
2017-09-22 19:51:38 -04:00
|
|
|
|
|
2019-01-04 17:23:57 -05:00
|
|
|
|
Support prioritization in channels
|
|
|
|
|
----------------------------------
|
|
|
|
|
|
|
|
|
|
A simple example is ``queue.PriorityQueue`` in the stdlib.
|
|
|
|
|
|
2019-04-27 11:49:25 -04:00
|
|
|
|
Support inheriting settings (and more?)
|
|
|
|
|
---------------------------------------
|
|
|
|
|
|
|
|
|
|
Folks might find it useful, when creating a new subinterpreter, to be
|
|
|
|
|
able to indicate that they would like some things "inherited" by the
|
|
|
|
|
new interpreter. The mechanism could be a strict copy or it could be
|
|
|
|
|
copy-on-write. The motivating example is with the warnings module
|
|
|
|
|
(e.g. copy the filters).
|
|
|
|
|
|
|
|
|
|
The feature isn't critical, nor would it be widely useful, so it
|
|
|
|
|
can wait until there's interest. Notably, both suggested solutions
|
|
|
|
|
will require significant work, especially when it comes to complex
|
|
|
|
|
objects and most especially for mutable containers of mutable
|
|
|
|
|
complex objects.
|
|
|
|
|
|
2020-04-29 19:48:23 -04:00
|
|
|
|
Make exceptions shareable
|
|
|
|
|
-------------------------
|
|
|
|
|
|
|
|
|
|
Exceptions are propagated out of ``run()`` calls, so it isn't a big
|
|
|
|
|
leap to make them shareable in channels. However, as noted elsewhere,
|
|
|
|
|
it isn't essential or (particularly common) so we can wait on doing
|
|
|
|
|
that.
|
|
|
|
|
|
|
|
|
|
Make RunFailedError.__cause__ lazy
|
|
|
|
|
----------------------------------
|
|
|
|
|
|
|
|
|
|
An uncaught exception in a subinterpreter (from ``run()``) is copied
|
|
|
|
|
to the calling interpreter and set as ``__cause__`` on a
|
|
|
|
|
``RunFailedError`` which is then raised. That copying part involves
|
|
|
|
|
some sort of deserialization in the calling intepreter, which can be
|
|
|
|
|
expensive (e.g. due to imports) yet is not always necessary.
|
|
|
|
|
|
|
|
|
|
So it may be useful to use an ``ExceptionProxy`` type to wrap the
|
|
|
|
|
serialized exception and only deserialize it when needed. That could
|
|
|
|
|
be via ``ExceptionProxy__getattribute__()`` or perhaps through
|
|
|
|
|
``RunFailedError.resolve()`` (which would raise the deserialized
|
|
|
|
|
exception and set ``RunFailedError.__cause__`` to the exception.
|
|
|
|
|
|
|
|
|
|
It may also make sense to have ``RunFailedError.__cause__`` be a
|
|
|
|
|
descriptor that does the lazy deserialization (and set ``__cause__``)
|
|
|
|
|
on the ``RunFailedError`` instance.
|
|
|
|
|
|
|
|
|
|
Serialize everything through channels
|
|
|
|
|
-------------------------------------
|
|
|
|
|
|
|
|
|
|
We could use pickle (or marshal) to serialize everything sent through
|
|
|
|
|
channels. Doing this is potentially inefficient, but it may be a
|
|
|
|
|
matter of convenience in the end. We can add it later, but trying to
|
|
|
|
|
remove it later would be significantly more painful.
|
|
|
|
|
|
|
|
|
|
Return a value from ``run()``
|
|
|
|
|
-----------------------------
|
|
|
|
|
|
|
|
|
|
Currently ``run()`` always returns None. One idea is to return the
|
|
|
|
|
return value from whatever the subinterpreter ran. However, for now
|
|
|
|
|
it doesn't make sense. The only thing folks can run is a string of
|
|
|
|
|
code (i.e. a script). This is equivalent to ``PyRun_StringFlags()``,
|
|
|
|
|
``exec()``, or a module body. None of those "return" anything. We can
|
|
|
|
|
revisit this once ``run()`` supports functions, etc.
|
|
|
|
|
|
2020-05-01 18:05:01 -04:00
|
|
|
|
Add a "tp_share" type slot
|
|
|
|
|
--------------------------
|
|
|
|
|
|
|
|
|
|
This would replace the current global registry for shareable types.
|
|
|
|
|
|
|
|
|
|
Expose which interpreters have actually *used* a channel end.
|
|
|
|
|
-------------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
Currently we associate interpreters upon access to a channel. We would
|
|
|
|
|
keep a separate association list for "upon use" and expose that.
|
|
|
|
|
|
|
|
|
|
Add a shareable synchronization primitive
|
|
|
|
|
-----------------------------------------
|
|
|
|
|
|
|
|
|
|
This would be ``_threading.Lock`` (or something like it) where
|
|
|
|
|
interpreters would actually share the underlying mutex. This would
|
|
|
|
|
provide much better efficiency than blocking channel ops. The main
|
|
|
|
|
concern is that locks and channels don't mix well (as learned in Go).
|
|
|
|
|
|
|
|
|
|
Note that the same functionality as a lock can be acheived by passing
|
|
|
|
|
some sort of "token" object through a channel. "send()" would be
|
|
|
|
|
equivalent to releasing the lock and "recv()" to acquiring the lock.
|
|
|
|
|
|
|
|
|
|
We can add this later if it proves desireable without much trouble.
|
|
|
|
|
|
|
|
|
|
Propagate SystemExit and KeyboardInterrupt Differently
|
|
|
|
|
------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
The exception types that inherit from ``BaseException`` (aside from
|
|
|
|
|
``Exception``) are usually treated specially. These types are:
|
|
|
|
|
``KeyboardInterrupt``, ``SystemExit``, and ``GeneratorExit``. It may
|
|
|
|
|
make sense to treat them specially when it comes to propagation from
|
|
|
|
|
``run()``. Here are some options::
|
|
|
|
|
|
|
|
|
|
* propagate like normal via RunFailedError
|
|
|
|
|
* do not propagate (handle them somehow in the subinterpreter)
|
|
|
|
|
* propagate them directly (avoid RunFailedError)
|
|
|
|
|
* propagate them directly (set RunFailedError as __cause__)
|
|
|
|
|
|
|
|
|
|
We aren't going to worry about handling them differently. Threads
|
|
|
|
|
already ignore ``SystemExit``, so for now we will follow that pattern.
|
|
|
|
|
|
|
|
|
|
Add an explicit release() and close() to channel end classes
|
|
|
|
|
------------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
It can be convenient to have an explicit way to close a channel against
|
|
|
|
|
further global use. Likewise it could be useful to have an explicit
|
|
|
|
|
way to release one of the channel ends relative to the current
|
|
|
|
|
interpreter. Among other reasons, such a mechanism is useful for
|
|
|
|
|
communicating overall state between interpreters without the extra
|
|
|
|
|
boilerplate that passing objects through a channel directly would
|
|
|
|
|
require.
|
|
|
|
|
|
|
|
|
|
The challenge is getting automatic release/close right without making
|
|
|
|
|
it hard to understand. This is especially true when dealing with a
|
|
|
|
|
non-empty channel. We should be able to get by without release/close
|
|
|
|
|
for now.
|
|
|
|
|
|
|
|
|
|
Add SendChannel.send_buffer()
|
|
|
|
|
-----------------------------
|
|
|
|
|
|
|
|
|
|
This method would allow no-copy sending of an object through a channel
|
|
|
|
|
if it supports the PEP 3118 buffer protocol (e.g. memoryview).
|
|
|
|
|
|
|
|
|
|
Support for this is not fundamental to channels and can be added on
|
|
|
|
|
later without much disruption.
|
|
|
|
|
|
|
|
|
|
Auto-run in a thread
|
|
|
|
|
--------------------
|
|
|
|
|
|
|
|
|
|
The PEP proposes a hard separation between subinterpreters and threads:
|
|
|
|
|
if you want to run in a thread you must create the thread yourself and
|
|
|
|
|
call ``run()`` in it. However, it might be convenient if ``run()``
|
|
|
|
|
could do that for you, meaning there would be less boilerplate.
|
|
|
|
|
|
|
|
|
|
Furthermore, we anticipate that users will want to run in a thread much
|
|
|
|
|
more often than not. So it would make sense to make this the default
|
|
|
|
|
behavior. We would add a kw-only param "threaded" (default ``True``)
|
|
|
|
|
to ``run()`` to allow the run-in-the-current-thread operation.
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
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|
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|
|
Rejected Ideas
|
|
|
|
|
==============
|
|
|
|
|
|
|
|
|
|
Explicit channel association
|
|
|
|
|
----------------------------
|
|
|
|
|
|
|
|
|
|
Interpreters are implicitly associated with channels upon ``recv()`` and
|
2018-05-14 13:39:07 -04:00
|
|
|
|
``send()`` calls. They are de-associated with ``release()`` calls. The
|
2017-09-13 21:35:40 -04:00
|
|
|
|
alternative would be explicit methods. It would be either
|
|
|
|
|
``add_channel()`` and ``remove_channel()`` methods on ``Interpreter``
|
|
|
|
|
objects or something similar on channel objects.
|
|
|
|
|
|
|
|
|
|
In practice, this level of management shouldn't be necessary for users.
|
|
|
|
|
So adding more explicit support would only add clutter to the API.
|
|
|
|
|
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|
|
|
|
Use pipes instead of channels
|
|
|
|
|
-----------------------------
|
|
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|
|
|
|
|
|
|
A pipe would be a simplex FIFO between exactly two interpreters. For
|
|
|
|
|
most use cases this would be sufficient. It could potentially simplify
|
|
|
|
|
the implementation as well. However, it isn't a big step to supporting
|
|
|
|
|
a many-to-many simplex FIFO via channels. Also, with pipes the API
|
|
|
|
|
ends up being slightly more complicated, requiring naming the pipes.
|
|
|
|
|
|
|
|
|
|
Use queues instead of channels
|
|
|
|
|
------------------------------
|
|
|
|
|
|
2020-04-21 12:47:03 -04:00
|
|
|
|
Queues and buffered channels are almost the same thing. The main
|
2020-04-29 19:48:23 -04:00
|
|
|
|
difference is that channels have a stronger relationship with context
|
2020-04-21 12:47:03 -04:00
|
|
|
|
(i.e. the associated interpreter).
|
|
|
|
|
|
|
|
|
|
The name "Channel" was used instead of "Queue" to avoid confusion with
|
2020-04-29 19:48:23 -04:00
|
|
|
|
the stdlib ``queue.Queue``.
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
|
|
|
|
"enumerate"
|
|
|
|
|
-----------
|
|
|
|
|
|
|
|
|
|
The ``list_all()`` function provides the list of all interpreters.
|
|
|
|
|
In the threading module, which partly inspired the proposed API, the
|
|
|
|
|
function is called ``enumerate()``. The name is different here to
|
|
|
|
|
avoid confusing Python users that are not already familiar with the
|
|
|
|
|
threading API. For them "enumerate" is rather unclear, whereas
|
|
|
|
|
"list_all" is clear.
|
|
|
|
|
|
2017-12-05 21:16:00 -05:00
|
|
|
|
Alternate solutions to prevent leaking exceptions across interpreters
|
|
|
|
|
---------------------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
In function calls, uncaught exceptions propagate to the calling frame.
|
|
|
|
|
The same approach could be taken with ``run()``. However, this would
|
|
|
|
|
mean that exception objects would leak across the inter-interpreter
|
|
|
|
|
boundary. Likewise, the frames in the traceback would potentially leak.
|
|
|
|
|
|
|
|
|
|
While that might not be a problem currently, it would be a problem once
|
|
|
|
|
interpreters get better isolation relative to memory management (which
|
|
|
|
|
is necessary to stop sharing the GIL between interpreters). We've
|
|
|
|
|
resolved the semantics of how the exceptions propagate by raising a
|
2018-05-14 13:39:07 -04:00
|
|
|
|
``RunFailedError`` instead, for which ``__cause__`` wraps a safe proxy
|
|
|
|
|
for the original exception and traceback.
|
2017-12-05 21:16:00 -05:00
|
|
|
|
|
|
|
|
|
Rejected possible solutions:
|
|
|
|
|
|
|
|
|
|
* reproduce the exception and traceback in the original interpreter
|
|
|
|
|
and raise that.
|
2018-05-14 13:39:07 -04:00
|
|
|
|
* raise a subclass of RunFailedError that proxies the original
|
|
|
|
|
exception and traceback.
|
|
|
|
|
* raise RuntimeError instead of RunFailedError
|
2017-12-05 21:16:00 -05:00
|
|
|
|
* convert at the boundary (a la ``subprocess.CalledProcessError``)
|
|
|
|
|
(requires a cross-interpreter representation)
|
|
|
|
|
* support customization via ``Interpreter.excepthook``
|
|
|
|
|
(requires a cross-interpreter representation)
|
|
|
|
|
* wrap in a proxy at the boundary (including with support for
|
|
|
|
|
something like ``err.raise()`` to propagate the traceback).
|
|
|
|
|
* return the exception (or its proxy) from ``run()`` instead of
|
|
|
|
|
raising it
|
|
|
|
|
* return a result object (like ``subprocess`` does) [result-object]_
|
2019-06-25 00:58:50 -04:00
|
|
|
|
(unnecessary complexity?)
|
2017-12-05 21:16:00 -05:00
|
|
|
|
* throw the exception away and expect users to deal with unhandled
|
|
|
|
|
exceptions explicitly in the script they pass to ``run()``
|
|
|
|
|
(they can pass error info out via channels); with threads you have
|
|
|
|
|
to do something similar
|
|
|
|
|
|
2019-03-26 14:39:43 -04:00
|
|
|
|
Always associate each new interpreter with its own thread
|
|
|
|
|
---------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
As implemented in the C-API, a subinterpreter is not inherently tied to
|
|
|
|
|
any thread. Furthermore, it will run in any existing thread, whether
|
|
|
|
|
created by Python or not. You only have to activate one of its thread
|
|
|
|
|
states (``PyThreadState``) in the thread first. This means that the
|
|
|
|
|
same thread may run more than one interpreter (though obviously
|
|
|
|
|
not at the same time).
|
|
|
|
|
|
|
|
|
|
The proposed module maintains this behavior. Subinterpreters are not
|
|
|
|
|
tied to threads. Only calls to ``Interpreter.run()`` are. However,
|
|
|
|
|
one of the key objectives of this PEP is to provide a more human-
|
|
|
|
|
centric concurrency model. With that in mind, from a conceptual
|
|
|
|
|
standpoint the module *might* be easier to understand if each
|
|
|
|
|
subinterpreter were associated with its own thread.
|
|
|
|
|
|
|
|
|
|
That would mean ``interpreters.create()`` would create a new thread
|
|
|
|
|
and ``Interpreter.run()`` would only execute in that thread (and
|
|
|
|
|
nothing else would). The benefit is that users would not have to
|
|
|
|
|
wrap ``Interpreter.run()`` calls in a new ``threading.Thread``. Nor
|
|
|
|
|
would they be in a position to accidentally pause the current
|
|
|
|
|
interpreter (in the current thread) while their subinterpreter
|
|
|
|
|
executes.
|
|
|
|
|
|
|
|
|
|
The idea is rejected because the benefit is small and the cost is high.
|
|
|
|
|
The difference from the capability in the C-API would be potentially
|
2019-07-03 14:20:45 -04:00
|
|
|
|
confusing. The implicit creation of threads is magical. The early
|
2019-03-26 14:39:43 -04:00
|
|
|
|
creation of threads is potentially wasteful. The inability to run
|
|
|
|
|
arbitrary interpreters in an existing thread would prevent some valid
|
|
|
|
|
use cases, frustrating users. Tying interpreters to threads would
|
|
|
|
|
require extra runtime modifications. It would also make the module's
|
|
|
|
|
implementation overly complicated. Finally, it might not even make
|
|
|
|
|
the module easier to understand.
|
|
|
|
|
|
2020-04-21 12:47:03 -04:00
|
|
|
|
Only associate interpreters upon use
|
|
|
|
|
------------------------------------
|
|
|
|
|
|
|
|
|
|
Associate interpreters with channel ends only once ``recv()``,
|
|
|
|
|
``send()``, etc. are called.
|
|
|
|
|
|
|
|
|
|
Doing this is potentially confusing and also can lead to unexpected
|
|
|
|
|
races where a channel is auto-closed before it can be used in the
|
|
|
|
|
original (creating) interpreter.
|
|
|
|
|
|
2020-04-29 19:48:23 -04:00
|
|
|
|
Add a "reraise" method to RunFailedError
|
|
|
|
|
----------------------------------------
|
|
|
|
|
|
|
|
|
|
While having ``__cause__`` set on ``RunFailedError`` helps produce a
|
|
|
|
|
more useful traceback, it's less helpful when handling the original
|
|
|
|
|
error. To help facilitate this, we could add
|
|
|
|
|
``RunFailedError.reraise()``. This method would enable the following
|
|
|
|
|
pattern::
|
|
|
|
|
|
|
|
|
|
try:
|
|
|
|
|
try:
|
|
|
|
|
interp.run(script)
|
|
|
|
|
except RunFailedError as exc:
|
|
|
|
|
exc.reraise()
|
|
|
|
|
except MyException:
|
|
|
|
|
...
|
|
|
|
|
|
|
|
|
|
This would be made even simpler if there existed a ``__reraise__``
|
|
|
|
|
protocol.
|
|
|
|
|
|
|
|
|
|
All that said, this is completely unnecessary. Using ``__cause__``
|
|
|
|
|
is good enough::
|
|
|
|
|
|
|
|
|
|
try:
|
|
|
|
|
try:
|
|
|
|
|
interp.run(script)
|
|
|
|
|
except RunFailedError as exc:
|
|
|
|
|
raise exc.__cause__
|
|
|
|
|
except MyException:
|
|
|
|
|
...
|
|
|
|
|
|
|
|
|
|
Note that in extreme cases it may require a little extra boilerplate::
|
|
|
|
|
|
|
|
|
|
try:
|
|
|
|
|
try:
|
|
|
|
|
interp.run(script)
|
|
|
|
|
except RunFailedError as exc:
|
|
|
|
|
if exc.__cause__ is not None:
|
|
|
|
|
raise exc.__cause__
|
|
|
|
|
raise # re-raise
|
|
|
|
|
except MyException:
|
|
|
|
|
...
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
2019-03-23 02:12:14 -04:00
|
|
|
|
Implementation
|
|
|
|
|
==============
|
|
|
|
|
|
|
|
|
|
The implementation of the PEP has 4 parts:
|
|
|
|
|
|
|
|
|
|
* the high-level module described in this PEP (mostly a light wrapper
|
|
|
|
|
around a low-level C extension
|
|
|
|
|
* the low-level C extension module
|
|
|
|
|
* additions to the ("private") C=API needed by the low-level module
|
|
|
|
|
* secondary fixes/changes in the CPython runtime that facilitate
|
|
|
|
|
the low-level module (among other benefits)
|
|
|
|
|
|
|
|
|
|
These are at various levels of completion, with more done the lower
|
|
|
|
|
you go:
|
|
|
|
|
|
|
|
|
|
* the high-level module has been, at best, roughly implemented.
|
|
|
|
|
However, fully implementing it will be almost trivial.
|
|
|
|
|
* the low-level module is mostly complete. The bulk of the
|
|
|
|
|
implementation was merged into master in December 2018 as the
|
|
|
|
|
"_xxsubinterpreters" module (for the sake of testing subinterpreter
|
|
|
|
|
functionality). Only 3 parts of the implementation remain:
|
|
|
|
|
"send_wait()", "send_buffer()", and exception propagation. All three
|
|
|
|
|
have been mostly finished, but were blocked by work related to ceval.
|
|
|
|
|
That blocker is basically resolved now and finishing the low-level
|
|
|
|
|
will not require extensive work.
|
|
|
|
|
* all necessary C-API work has been finished
|
|
|
|
|
* all anticipated work in the runtime has been finished
|
|
|
|
|
|
|
|
|
|
The implementation effort for PEP 554 is being tracked as part of
|
|
|
|
|
a larger project aimed at improving multi-core support in CPython.
|
|
|
|
|
[multi-core-project]_
|
|
|
|
|
|
|
|
|
|
|
2017-09-08 14:59:32 -04:00
|
|
|
|
References
|
|
|
|
|
==========
|
|
|
|
|
|
|
|
|
|
.. [c-api]
|
2017-09-12 15:31:24 -04:00
|
|
|
|
https://docs.python.org/3/c-api/init.html#sub-interpreter-support
|
|
|
|
|
|
|
|
|
|
.. _Communicating Sequential Processes:
|
|
|
|
|
|
|
|
|
|
.. [CSP]
|
|
|
|
|
https://en.wikipedia.org/wiki/Communicating_sequential_processes
|
|
|
|
|
https://github.com/futurecore/python-csp
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
.. [fifo]
|
|
|
|
|
https://docs.python.org/3/library/multiprocessing.html#multiprocessing.Pipe
|
|
|
|
|
https://docs.python.org/3/library/multiprocessing.html#multiprocessing.Queue
|
|
|
|
|
https://docs.python.org/3/library/queue.html#module-queue
|
|
|
|
|
http://stackless.readthedocs.io/en/2.7-slp/library/stackless/channels.html
|
|
|
|
|
https://golang.org/doc/effective_go.html#sharing
|
|
|
|
|
http://www.jtolds.com/writing/2016/03/go-channels-are-bad-and-you-should-feel-bad/
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
.. [caveats]
|
2017-09-08 14:59:32 -04:00
|
|
|
|
https://docs.python.org/3/c-api/init.html#bugs-and-caveats
|
|
|
|
|
|
2017-09-08 17:04:39 -04:00
|
|
|
|
.. [petr-c-ext]
|
|
|
|
|
https://mail.python.org/pipermail/import-sig/2016-June/001062.html
|
|
|
|
|
https://mail.python.org/pipermail/python-ideas/2016-April/039748.html
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
.. [cryptography]
|
|
|
|
|
https://github.com/pyca/cryptography/issues/2299
|
|
|
|
|
|
|
|
|
|
.. [global-gc]
|
|
|
|
|
http://bugs.python.org/issue24554
|
|
|
|
|
|
|
|
|
|
.. [gilstate]
|
|
|
|
|
https://bugs.python.org/issue10915
|
|
|
|
|
http://bugs.python.org/issue15751
|
|
|
|
|
|
|
|
|
|
.. [global-atexit]
|
|
|
|
|
https://bugs.python.org/issue6531
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
.. [mp-conn]
|
2018-07-09 22:42:01 -04:00
|
|
|
|
https://docs.python.org/3/library/multiprocessing.html#connection-objects
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
.. [bug-rate]
|
|
|
|
|
https://mail.python.org/pipermail/python-ideas/2017-September/047094.html
|
|
|
|
|
|
|
|
|
|
.. [benefits]
|
|
|
|
|
https://mail.python.org/pipermail/python-ideas/2017-September/047122.html
|
|
|
|
|
|
|
|
|
|
.. [main-thread]
|
|
|
|
|
https://mail.python.org/pipermail/python-ideas/2017-September/047144.html
|
|
|
|
|
https://mail.python.org/pipermail/python-dev/2017-September/149566.html
|
|
|
|
|
|
|
|
|
|
.. [reset_globals]
|
|
|
|
|
https://mail.python.org/pipermail/python-dev/2017-September/149545.html
|
|
|
|
|
|
|
|
|
|
.. [async]
|
|
|
|
|
https://mail.python.org/pipermail/python-dev/2017-September/149420.html
|
|
|
|
|
https://mail.python.org/pipermail/python-dev/2017-September/149585.html
|
|
|
|
|
|
|
|
|
|
.. [result-object]
|
|
|
|
|
https://mail.python.org/pipermail/python-dev/2017-September/149562.html
|
|
|
|
|
|
|
|
|
|
.. [jython]
|
|
|
|
|
https://mail.python.org/pipermail/python-ideas/2017-May/045771.html
|
|
|
|
|
|
2019-03-23 02:12:14 -04:00
|
|
|
|
.. [multi-core-project]
|
|
|
|
|
https://github.com/ericsnowcurrently/multi-core-python
|
|
|
|
|
|
2020-04-21 12:47:03 -04:00
|
|
|
|
.. [cache-line-ping-pong]
|
|
|
|
|
https://mail.python.org/archives/list/python-dev@python.org/message/3HVRFWHDMWPNR367GXBILZ4JJAUQ2STZ/
|
|
|
|
|
|
|
|
|
|
.. [nathaniel-asyncio]
|
|
|
|
|
https://mail.python.org/archives/list/python-dev@python.org/message/TUEAZNZHVJGGLL4OFD32OW6JJDKM6FAS/
|
|
|
|
|
|
|
|
|
|
.. [extension-docs]
|
|
|
|
|
https://docs.python.org/3/extending/index.html
|
|
|
|
|
|
2017-09-08 14:59:32 -04:00
|
|
|
|
|
2017-09-07 12:27:39 -04:00
|
|
|
|
Copyright
|
|
|
|
|
=========
|
|
|
|
|
|
|
|
|
|
This document has been placed in the public domain.
|
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..
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Local Variables:
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mode: indented-text
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indent-tabs-mode: nil
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sentence-end-double-space: t
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fill-column: 70
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coding: utf-8
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End:
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