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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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: 3.7
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Post-History: 07-Sep-2017, 08-Sep-2017, 13-Sep-2017
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Abstract
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========
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CPython has supported subinterpreters, with increasing levels of
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support, since version 1.5. The feature has been available via the
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C-API. [c-api]_ Subinterpreters operate in
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`relative isolation from one another <Interpreter Isolation_>`_, which
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provides the basis for an
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`alternative concurrency model <Concurrency_>`_.
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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.
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Proposal
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========
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The ``interpreters`` module will be added to the stdlib. It will
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provide a high-level interface to subinterpreters and wrap the low-level
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``_interpreters`` module. See the `Examples`_ section for concrete
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usage and use cases.
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API for interpreters
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--------------------
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The module provides the following functions:
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``list_all()``::
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Return a list of all existing interpreters.
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``get_current()``::
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Return the currently running interpreter.
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``create()``::
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Initialize a new Python interpreter and return it. The
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interpreter will be created in the current thread and will remain
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idle until something is run in it. The interpreter may be used
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in any thread and will run in whichever thread calls
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``interp.run()``.
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The module also provides the following class:
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``Interpreter(id)``::
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id:
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The interpreter's ID (read-only).
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is_running():
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Return whether or not the interpreter is currently executing code.
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Calling this on the current interpreter will always return True.
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destroy():
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Finalize and destroy the interpreter.
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This may not be called on an already running interpreter. Doing
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so results in a RuntimeError.
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run(source_str, /, **shared):
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Run the provided Python source code in the interpreter. Any
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keyword arguments are added to the interpreter's execution
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namespace (the interpreter's "__main__" module). If any of the
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values are not supported for sharing between interpreters then
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ValueError gets raised. Currently only channels (see
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"create_channel()" below) are supported.
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This may not be called on an already running interpreter. Doing
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so results in a RuntimeError.
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A "run()" call is quite similar to any other function call. Once
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it completes, the code that called "run()" continues executing
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(in the original interpreter). Likewise, if there is any uncaught
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exception, it propagates into the code where "run()" was called.
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The big difference is that "run()" executes the code in an
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entirely different interpreter, with entirely separate state.
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The state of the current interpreter in the current OS thread
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is swapped out with the state of the target interpreter (the one
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that will execute the code). When the target finishes executing,
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the original interpreter gets swapped back in and its execution
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resumes.
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So calling "run()" will effectively cause the current Python
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thread to pause. Sometimes you won't want that pause, in which
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case you should make the "run()" call in another thread. To do
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so, add a function that calls "run()" and then run that function
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in a normal "threading.Thread".
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Note that interpreter's state is never reset, neither before
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"run()" executes the code nor after. Thus the interpreter
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state is preserved between calls to "run()". This includes
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"sys.modules", the "builtins" module, and the internal state
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of C extension modules.
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Also note that "run()" executes in the namespace of the "__main__"
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module, just like scripts, the REPL, "-m", and "-c". Just as
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the interpreter's state is not ever reset, the "__main__" module
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is never reset. You can imagine concatenating the code from each
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"run()" call into one long script. This is the same as how the
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REPL operates.
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Supported code: source text.
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API for sharing data
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--------------------
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The mechanism for passing objects between interpreters is through
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channels. A channel is a simplex FIFO similar to a pipe. The main
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difference is that channels can be associated with zero or more
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interpreters on either end. Unlike queues, which are also many-to-many,
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channels have no buffer.
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``create_channel()``::
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Create a new channel and return (recv, send), the RecvChannel and
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SendChannel corresponding to the ends of the channel. The channel
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is not closed and destroyed (i.e. garbage-collected) until the number
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of associated interpreters returns to 0.
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An interpreter gets associated with a channel by calling its "send()"
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or "recv()" method. That association gets dropped by calling
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"close()" on the channel.
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Both ends of the channel are supported "shared" objects (i.e. may be
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safely shared by different interpreters. Thus they may be passed as
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keyword arguments to "Interpreter.run()".
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``list_all_channels()``::
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Return a list of all open (RecvChannel, SendChannel) pairs.
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``RecvChannel(id)``::
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The receiving end of a channel. An interpreter may use this to
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receive objects from another interpreter. At first only bytes will
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be supported.
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id:
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The channel's unique ID.
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interpreters:
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The list of associated interpreters: those that have called
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the "recv()" or "__next__()" methods and haven't called "close()".
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recv():
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Return the next object from the channel. If none have been sent
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then wait until the next send. This associates the current
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interpreter with the channel.
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If the channel is already closed (see the close() method)
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then raise EOFError. If the channel isn't closed, but the current
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interpreter already called the "close()" method (which drops its
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association with the channel) then raise ValueError.
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recv_nowait(default=None):
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Return the next object from the channel. If none have been sent
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then return the default. Otherwise, this is the same as the
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"recv()" method.
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close():
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No longer associate the current interpreter with the channel (on
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the receiving end) and block future association (via the "recv()"
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method. If the interpreter was never associated with the channel
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then still block future association. Once an interpreter is no
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longer associated with the channel, subsequent (or current) send()
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and recv() calls from that interpreter will raise ValueError
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(or EOFError if the channel is actually marked as closed).
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Once the number of associated interpreters on both ends drops
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to 0, the channel is actually marked as closed. The Python
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runtime will garbage collect all closed channels, though it may
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not be immediately. Note that "close()" is automatically called
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in behalf of the current interpreter when the channel is no longer
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used (i.e. has no references) in that interpreter.
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This operation is idempotent. Return True if "close()" has not
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been called before by the current interpreter.
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``SendChannel(id)``::
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The sending end of a channel. An interpreter may use this to send
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objects to another interpreter. At first only bytes will be
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supported.
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id:
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The channel's unique ID.
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interpreters:
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The list of associated interpreters (those that have called
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the "send()" method).
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send(obj):
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Send the object to the receiving end of the channel. Wait until
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the object is received. If the channel does not support the
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object then ValueError is raised. Currently only bytes are
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supported.
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If the channel is already closed (see the close() method)
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then raise EOFError. If the channel isn't closed, but the current
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interpreter already called the "close()" method (which drops its
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association with the channel) then raise ValueError.
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send_nowait(obj):
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Send the object to the receiving end of the channel. If the
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object is received then return True. If not then return False.
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Otherwise, this is the same as the "send()" method.
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close():
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This is the same as "RecvChannel.close(), but applied to the
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sending end of the channel.
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Examples
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========
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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
|
|
|
|
|
import an_expensive_module
|
|
|
|
|
some_lib.set_up()
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""))
|
2017-09-12 15:31:24 -04:00
|
|
|
|
wait_for_request()
|
2017-09-22 19:51:38 -04:00
|
|
|
|
interp.run(tw.dedent("""
|
2017-09-12 15:31:24 -04:00
|
|
|
|
some_lib.handle_request()
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""))
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
Handling an exception
|
|
|
|
|
---------------------
|
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interp = interpreters.create()
|
|
|
|
|
try:
|
2017-09-22 19:51:38 -04:00
|
|
|
|
interp.run(tw.dedent("""
|
2017-09-12 15:31:24 -04:00
|
|
|
|
raise KeyError
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""))
|
2017-09-12 15:31:24 -04:00
|
|
|
|
except KeyError:
|
|
|
|
|
print("got the error from the subinterpreter")
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
Synchronize using a channel
|
|
|
|
|
---------------------------
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
|
|
|
|
::
|
|
|
|
|
|
|
|
|
|
interp = interpreters.create()
|
2017-09-13 21:35:40 -04:00
|
|
|
|
r, s = 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
|
|
|
|
reader.recv()
|
2017-09-12 15:31:24 -04:00
|
|
|
|
print("during")
|
2017-09-13 21:35:40 -04:00
|
|
|
|
reader.close()
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""),
|
|
|
|
|
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'')
|
|
|
|
|
s.close()
|
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
|
|
|
|
"""),
|
2017-09-13 21:35:40 -04:00
|
|
|
|
reader=r1, 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
|
|
|
|
|
|
|
|
|
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
|
|
|
|
"""),
|
2017-09-13 21:35:40 -04:00
|
|
|
|
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()
|
|
|
|
|
reader.close()
|
2017-09-22 19:51:38 -04:00
|
|
|
|
"""),
|
2017-09-13 21:35:40 -04:00
|
|
|
|
reader=r)
|
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)
|
|
|
|
|
s.send(b'')
|
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
|
|
|
|
|
isolation within the same process. This can be leveraged in number
|
|
|
|
|
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
|
|
|
|
|
the language. So it must pay for itself. In this case, subinterpreters
|
|
|
|
|
provide a novel concurrency model focused on isolated threads of
|
|
|
|
|
execution. Furthermore, they present an opportunity for changes in
|
|
|
|
|
CPython that will allow simulateous use of multiple CPU cores (currently
|
|
|
|
|
prevented by the GIL).
|
|
|
|
|
|
|
|
|
|
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
|
|
|
|
|
problem, but one still remains. [petr-c-ext]_ Until that is resolved,
|
|
|
|
|
C extension authors will face extra difficulty to support
|
|
|
|
|
subinterpreters.
|
|
|
|
|
|
|
|
|
|
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.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
About Subinterpreters
|
2017-09-08 14:59:32 -04:00
|
|
|
|
=====================
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
Shared data
|
|
|
|
|
-----------
|
|
|
|
|
|
|
|
|
|
Subinterpreters are inherently isolated (with caveats explained below),
|
|
|
|
|
in contrast to threads. This enables `a different concurrency model
|
|
|
|
|
<Concurrency_>`_ than is currently readily available in Python.
|
|
|
|
|
`Communicating Sequential Processes`_ (CSP) is the prime example.
|
|
|
|
|
|
|
|
|
|
A key component of this approach to concurrency is message passing. So
|
|
|
|
|
providing a message/object passing mechanism alongside ``Interpreter``
|
|
|
|
|
is a fundamental requirement. This proposal includes a basic mechanism
|
|
|
|
|
upon which more complex machinery may be built. That basic mechanism
|
|
|
|
|
draws inspiration from pipes, queues, and CSP's channels. [fifo]_
|
|
|
|
|
|
|
|
|
|
The key challenge here is that sharing objects between interpreters
|
|
|
|
|
faces complexity due in part to CPython's current memory model.
|
|
|
|
|
Furthermore, in this class of concurrency, the ideal is that objects
|
|
|
|
|
only exist in one interpreter at a time. However, this is not practical
|
|
|
|
|
for Python so we initially constrain supported objects to ``bytes``.
|
|
|
|
|
There are a number of strategies we may pursue in the future to expand
|
|
|
|
|
supported objects and object sharing strategies.
|
|
|
|
|
|
|
|
|
|
Note that the complexity of object sharing increases as subinterpreters
|
|
|
|
|
become more isolated, e.g. after GIL removal. So the mechanism for
|
|
|
|
|
message passing needs to be carefully considered. Keeping the API
|
|
|
|
|
minimal and initially restricting the supported types helps us avoid
|
|
|
|
|
further exposing any underlying complexity to Python users.
|
|
|
|
|
|
|
|
|
|
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.
|
|
|
|
|
|
2017-09-12 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:
|
|
|
|
|
|
|
|
|
|
* interpreters share the GIL
|
|
|
|
|
* interpreters share memory management (e.g. allocators, gc)
|
|
|
|
|
* 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]_
|
|
|
|
|
|
|
|
|
|
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
|
|
|
|
|
notable example is `Communicating Sequential Processes`_ (CSP), upon
|
|
|
|
|
which Go's concurrency is based. The isolation inherent to
|
|
|
|
|
subinterpreters makes them well-suited to this approach.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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
|
|
|
|
|
`mod_wsgi <https://github.com/GrahamDumpleton/mod_wsgi>`_and
|
|
|
|
|
`JEP <https://github.com/ninia/jep>`_. On the one hand, this case
|
|
|
|
|
provides confidence that existing subinterpreter support is relatively
|
|
|
|
|
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.
|
|
|
|
|
The module will be provisional in Python 3.7 and we will make a decision
|
|
|
|
|
before the 3.8 release whether to keep it provisional, graduate it, or
|
|
|
|
|
remove it.
|
2017-09-08 02:30:21 -04:00
|
|
|
|
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
Alternate Python Implementations
|
|
|
|
|
================================
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
I'll be soliciting feedback from the different Python implementors about
|
|
|
|
|
subinterpreter support.
|
|
|
|
|
|
|
|
|
|
Multiple-interpter support in the major Python implementations:
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
TBD
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
* jython: yes [jython]_
|
|
|
|
|
* ironpython: yes?
|
|
|
|
|
* pypy: maybe not? [pypy]_
|
|
|
|
|
* micropython: ???
|
|
|
|
|
|
2017-09-12 15:31:24 -04:00
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
Open Questions
|
|
|
|
|
==============
|
|
|
|
|
|
|
|
|
|
Leaking exceptions across interpreters
|
|
|
|
|
--------------------------------------
|
|
|
|
|
|
|
|
|
|
As currently proposed, uncaught exceptions from ``run()`` propagate
|
|
|
|
|
to the frame that called it. However, this means that exception
|
|
|
|
|
objects are leaking across the inter-interpreter boundary. Likewise,
|
|
|
|
|
the frames in the traceback 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). So the
|
|
|
|
|
semantics of how the exceptions propagate needs to be resolved.
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
Possible solutions:
|
|
|
|
|
|
|
|
|
|
* convert at the boundary (e.g. ``subprocess.CalledProcessError``)
|
|
|
|
|
* 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]_
|
|
|
|
|
* 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
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
Initial support for buffers in channels
|
|
|
|
|
---------------------------------------
|
|
|
|
|
|
|
|
|
|
An alternative to support for bytes in channels in support for
|
2017-09-22 19:51:38 -04:00
|
|
|
|
read-only buffers (the PEP 3118 kind). Then ``recv()`` would return
|
2017-09-13 21:35:40 -04:00
|
|
|
|
a memoryview to expose the buffer in a zero-copy way. This is similar
|
|
|
|
|
to what ``multiprocessing.Connection`` supports. [mp-conn]
|
|
|
|
|
|
|
|
|
|
Switching to such an approach would help resolve questions of how
|
|
|
|
|
passing bytes through channels will work once we isolate memory
|
|
|
|
|
management in interpreters.
|
|
|
|
|
|
2017-09-22 19:51:38 -04:00
|
|
|
|
Does every interpreter think that their thread is the "main" thread?
|
|
|
|
|
--------------------------------------------------------------------
|
|
|
|
|
|
|
|
|
|
CPython's interpreter implementation identifies the OS thread in which
|
|
|
|
|
it was started as the "main" thread. The interpreter the has slightly
|
|
|
|
|
different behavior depending on if the current thread is the main one
|
|
|
|
|
or not. This presents a problem in cases where "main thread" is meant
|
|
|
|
|
to imply "main thread in the main interpreter" [main-thread]_, where
|
|
|
|
|
the main interpreter is the initial one.
|
|
|
|
|
|
|
|
|
|
Disallow subinterpreters in the main thread?
|
|
|
|
|
--------------------------------------------
|
|
|
|
|
|
|
|
|
|
This is a specific case of the above issue. Currently in CPython,
|
|
|
|
|
"we need a main \*thread\* in order to sensibly manage the way signal
|
|
|
|
|
handling works across different platforms". [main-thread]_
|
|
|
|
|
|
|
|
|
|
Since signal handlers are part of the interpreter state, running a
|
|
|
|
|
subinterpreter in the main thread means that the main interpreter
|
|
|
|
|
can no longer properly handle signals (since it's effectively paused).
|
|
|
|
|
|
|
|
|
|
Furthermore, running a subinterpreter in the main thread would
|
|
|
|
|
conceivably allow setting signal handlers on that interpreter, which
|
|
|
|
|
would likewise impact signal handling when that interpreter isn't
|
|
|
|
|
running or is running in a different thread.
|
|
|
|
|
|
|
|
|
|
Ultimately, running subinterpreters in the main OS thread introduces
|
|
|
|
|
complications to the signal handling implementation. So it may make
|
|
|
|
|
the most sense to disallow running subinterpreters in the main thread.
|
|
|
|
|
Support for it could be considered later. The downside is that folks
|
|
|
|
|
wanting to try out subinterpreters would be required to take the extra
|
|
|
|
|
step of using threads. This could slow adoption and experimentation,
|
|
|
|
|
whereas without the restriction there's less of an obstacle.
|
|
|
|
|
|
|
|
|
|
Pass channels explicitly to run()?
|
|
|
|
|
----------------------------------
|
|
|
|
|
|
|
|
|
|
Nick Coghlan suggested [explicit-channels]_ that we may want something more explicit than
|
|
|
|
|
the keyword args of ``run()`` (``**shared``)::
|
|
|
|
|
|
|
|
|
|
The subprocess.run() comparison does make me wonder whether this
|
|
|
|
|
might be a more future-proof signature for Interpreter.run() though:
|
|
|
|
|
|
|
|
|
|
def run(source_str, /, *, channels=None):
|
|
|
|
|
...
|
|
|
|
|
|
|
|
|
|
That way channels can be a namespace *specifically* for passing in
|
|
|
|
|
channels, and can be reported as such on RunResult. If we decide
|
|
|
|
|
to allow arbitrary shared objects in the future, or add flag options
|
|
|
|
|
like "reraise=True" to reraise exceptions from the subinterpreter
|
|
|
|
|
in the current interpreter, we'd have that ability, rather than
|
|
|
|
|
having the entire potential keyword namespace taken up for passing
|
|
|
|
|
shared objects.
|
|
|
|
|
|
|
|
|
|
and::
|
|
|
|
|
|
|
|
|
|
It does occur to me that if we wanted to align with the way the
|
|
|
|
|
`runpy` module spells that concept, we'd call the option
|
|
|
|
|
`init_globals`, but I'm thinking it will be better to only allow
|
|
|
|
|
channels to be passed through directly, and require that everything
|
|
|
|
|
else be sent through a channel.
|
|
|
|
|
|
2017-09-13 21:35:40 -04:00
|
|
|
|
|
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
|
|
|
|
|
|
|
|
|
get_main()
|
|
|
|
|
----------
|
|
|
|
|
|
|
|
|
|
CPython has a concept of a "main" interpreter. This is the initial
|
|
|
|
|
interpreter created during CPython's runtime initialization. It may
|
|
|
|
|
be useful to identify the main interpreter. For instance, the main
|
|
|
|
|
interpreter should not be destroyed. However, for the basic
|
|
|
|
|
functionality of a high-level API a ``get_main()`` function is not
|
|
|
|
|
necessary. Furthermore, there is no requirement that a Python
|
|
|
|
|
implementation have a concept of a main interpreter. So until there's
|
|
|
|
|
a clear need we'll leave ``get_main()`` out.
|
|
|
|
|
|
|
|
|
|
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.
|
|
|
|
|
``Go`` 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!
|
|
|
|
|
|
|
|
|
|
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)
|
|
|
|
|
than the opt-out approach.
|
|
|
|
|
|
|
|
|
|
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
|
|
|
|
|
how many extension modules break under subinterpreters. Given the
|
|
|
|
|
relatively few cases we know of through mod_wsgi, we can leave this
|
|
|
|
|
for later.
|
|
|
|
|
|
|
|
|
|
Poisoning channels
|
|
|
|
|
------------------
|
|
|
|
|
|
|
|
|
|
CSP has the concept of poisoning a channel. Once a channel has been
|
|
|
|
|
poisoned, and ``send()`` or ``recv()`` call on it will raise a special
|
|
|
|
|
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
|
|
|
|
|
of the channel. The ``close()`` method could work if it had a ``force``
|
|
|
|
|
option to force the channel closed. Regardless, these semantics are
|
|
|
|
|
relatively specialized and can wait.
|
|
|
|
|
|
|
|
|
|
Sending channels over channels
|
|
|
|
|
------------------------------
|
|
|
|
|
|
|
|
|
|
Some advanced usage of subinterpreters could take advantage of the
|
|
|
|
|
ability to send channels over channels, in addition to bytes. Given
|
|
|
|
|
that channels will already be multi-interpreter safe, supporting then
|
|
|
|
|
in ``RecvChannel.recv()`` wouldn't be a big change. However, this can
|
|
|
|
|
wait until the basic functionality has been ironed out.
|
|
|
|
|
|
|
|
|
|
Reseting __main__
|
|
|
|
|
-----------------
|
|
|
|
|
|
|
|
|
|
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
|
|
|
|
|
desireable and you want to execute in a fresh ``__main__``. Also,
|
|
|
|
|
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]_
|
|
|
|
|
|
|
|
|
|
Also note that reseting ``__main__`` does nothing about state stored
|
|
|
|
|
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.
|
|
|
|
|
|
|
|
|
|
Support passing ints in channels
|
|
|
|
|
--------------------------------
|
|
|
|
|
|
|
|
|
|
Passing ints around should be fine and ultimately is probably
|
|
|
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desirable. However, we can get by with serializing them as bytes
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for now. The goal is a minimal API for the sake of basic
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functionality at first.
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File descriptors and sockets in channels
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----------------------------------------
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Given that file descriptors and sockets are process-global resources,
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support for passing them through channels is a reasonable idea. They
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would be a good candidate for the first effort at expanding the types
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that channels support. They aren't strictly necessary for the initial
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API.
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2017-09-22 19:51:38 -04:00
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Integration with async
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----------------------
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Per Antoine Pitrou [async]_::
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Has any thought been given to how FIFOs could integrate with async
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code driven by an event loop (e.g. asyncio)? I think the model of
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executing several asyncio (or Tornado) applications each in their
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own subinterpreter may prove quite interesting to reconcile multi-
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core concurrency with ease of programming. That would require the
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FIFOs to be able to synchronize on something an event loop can wait
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on (probably a file descriptor?).
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A possible solution is to provide async implementations of the blocking
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channel methods (``__next__()``, ``recv()``, and ``send()``). However,
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the basic functionality of subinterpreters does not depend on async and
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can be added later.
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Support for iteration
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---------------------
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Supporting iteration on ``RecvChannel`` (via ``__iter__()`` or
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``_next__()``) may be useful. A trivial implementation would use the
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``recv()`` method, similar to how files do iteration. Since this isn't
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a fundamental capability and has a simple analog, adding iteration
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support can wait until later.
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Channel context managers
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------------------------
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Context manager support on ``RecvChannel`` and ``SendChannel`` may be
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helpful. The implementation would be simple, wrapping a call to
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``close()`` like files do. As with iteration, this can wait.
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Pipes and Queues
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----------------
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With the proposed object passing machanism of "channels", other similar
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basic types aren't required to achieve the minimal useful functionality
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of subinterpreters. Such types include pipes (like channels, but
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one-to-one) and queues (like channels, but buffered). See below in
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`Rejected Ideas` for more information.
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Even though these types aren't part of this proposal, they may still
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be useful in the context of concurrency. Adding them later is entirely
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reasonable. The could be trivially implemented as wrappers around
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channels. Alternatively they could be implemented for efficiency at the
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same low level as channels.
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interpreters.RunFailedError
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|
---------------------------
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As currently proposed, ``Interpreter.run()`` offers you no way to
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distinguish an error coming from sub-interpreter from any other
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|
error in the current interpreter. Your only option would be to
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explicitly wrap your ``run()`` call in a ``try: ... except Exception:``.
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If this is a problem in practice then would could add something like
|
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``interpreters.RunFailedError`` and raise that in ``run()``, chaining
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the actual error.
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Of course, this depends on how we resolve `Leaking exceptions across
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|
interpreters`_.
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|
2017-09-13 21:35:40 -04:00
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Rejected Ideas
|
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|
==============
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Explicit channel association
|
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----------------------------
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Interpreters are implicitly associated with channels upon ``recv()`` and
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``send()`` calls. They are de-associated with ``close()`` calls. The
|
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alternative would be explicit methods. It would be either
|
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|
``add_channel()`` and ``remove_channel()`` methods on ``Interpreter``
|
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|
objects or something similar on channel objects.
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In practice, this level of management shouldn't be necessary for users.
|
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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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|
|
-----------------------------
|
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A pipe would be a simplex FIFO between exactly two interpreters. For
|
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|
most use cases this would be sufficient. It could potentially simplify
|
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|
the implementation as well. However, it isn't a big step to supporting
|
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|
a many-to-many simplex FIFO via channels. Also, with pipes the API
|
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|
ends up being slightly more complicated, requiring naming the pipes.
|
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|
Use queues instead of channels
|
|
|
|
|
------------------------------
|
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|
The main difference between queues and channels is that queues support
|
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|
|
buffering. This would complicate the blocking semantics of ``recv()``
|
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|
|
and ``send()``. Also, queues can be built on top of channels.
|
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|
"enumerate"
|
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|
|
-----------
|
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|
|
The ``list_all()`` function provides the list of all interpreters.
|
|
|
|
|
In the threading module, which partly inspired the proposed API, the
|
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|
|
|
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
|
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|
|
"list_all" is clear.
|
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|
|
2017-09-12 15:31:24 -04:00
|
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|
|
2017-09-08 14:59:32 -04:00
|
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|
|
References
|
|
|
|
|
==========
|
|
|
|
|
|
|
|
|
|
.. [c-api]
|
2017-09-12 15:31:24 -04:00
|
|
|
|
https://docs.python.org/3/c-api/init.html#sub-interpreter-support
|
|
|
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|
|
.. _Communicating Sequential Processes:
|
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|
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|
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|
|
.. [CSP]
|
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|
|
|
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]
|
|
|
|
|
https://docs.python.org/3/library/multiprocessing.html#multiprocessing.Connection
|
|
|
|
|
|
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
|
|
|
|
|
|
|
|
|
|
.. [explicit-channels]
|
|
|
|
|
https://mail.python.org/pipermail/python-dev/2017-September/149562.html
|
|
|
|
|
https://mail.python.org/pipermail/python-dev/2017-September/149565.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
|
|
|
|
|
|
|
|
|
|
.. [pypy]
|
|
|
|
|
https://mail.python.org/pipermail/python-ideas/2017-September/046973.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:
|
|
|
|
|
mode: indented-text
|
|
|
|
|
indent-tabs-mode: nil
|
|
|
|
|
sentence-end-double-space: t
|
|
|
|
|
fill-column: 70
|
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|
|
coding: utf-8
|
|
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|
|
End:
|