parallelmagic.py
300 lines
| 9.7 KiB
| text/x-python
|
PythonLexer
Brian Granger
|
r2312 | #!/usr/bin/env python | ||
# encoding: utf-8 | ||||
"""Magic command interface for interactive parallel work.""" | ||||
#----------------------------------------------------------------------------- | ||||
# Copyright (C) 2008-2009 The IPython Development Team | ||||
# | ||||
# Distributed under the terms of the BSD License. The full license is in | ||||
# the file COPYING, distributed as part of this software. | ||||
#----------------------------------------------------------------------------- | ||||
#----------------------------------------------------------------------------- | ||||
# Imports | ||||
#----------------------------------------------------------------------------- | ||||
MinRK
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r3689 | import ast | ||
import re | ||||
Brian Granger
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r2312 | |||
Brian Granger
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r2738 | from IPython.core.plugin import Plugin | ||
Brian Granger
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r2732 | from IPython.utils.traitlets import Bool, Any, Instance | ||
Thomas Kluyver
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r3886 | from IPython.testing.skipdoctest import skip_doctest | ||
Brian Granger
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r2312 | |||
#----------------------------------------------------------------------------- | ||||
# Definitions of magic functions for use with IPython | ||||
#----------------------------------------------------------------------------- | ||||
MinRK
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r3689 | NO_ACTIVE_VIEW = """ | ||
Use activate() on a DirectView object to activate it for magics. | ||||
Brian Granger
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r2312 | """ | ||
Brian Granger
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r2738 | class ParalleMagic(Plugin): | ||
Brian Granger
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r2312 | """A component to manage the %result, %px and %autopx magics.""" | ||
MinRK
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r3736 | active_view = Instance('IPython.parallel.client.view.DirectView') | ||
Brian Granger
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r2312 | verbose = Bool(False, config=True) | ||
Brian Granger
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r2760 | shell = Instance('IPython.core.interactiveshell.InteractiveShellABC') | ||
Brian Granger
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r2312 | |||
Brian Granger
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r2740 | def __init__(self, shell=None, config=None): | ||
super(ParalleMagic, self).__init__(shell=shell, config=config) | ||||
Brian Granger
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r2312 | self._define_magics() | ||
# A flag showing if autopx is activated or not | ||||
self.autopx = False | ||||
def _define_magics(self): | ||||
"""Define the magic functions.""" | ||||
self.shell.define_magic('result', self.magic_result) | ||||
self.shell.define_magic('px', self.magic_px) | ||||
self.shell.define_magic('autopx', self.magic_autopx) | ||||
Thomas Kluyver
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r3886 | @skip_doctest | ||
Brian Granger
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r2312 | def magic_result(self, ipself, parameter_s=''): | ||
"""Print the result of command i on all engines.. | ||||
MinRK
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r3689 | To use this a :class:`DirectView` instance must be created | ||
Brian Granger
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r2312 | and then activated by calling its :meth:`activate` method. | ||
Then you can do the following:: | ||||
In [23]: %result | ||||
Out[23]: | ||||
<Results List> | ||||
[0] In [6]: a = 10 | ||||
[1] In [6]: a = 10 | ||||
In [22]: %result 6 | ||||
Out[22]: | ||||
<Results List> | ||||
[0] In [6]: a = 10 | ||||
[1] In [6]: a = 10 | ||||
""" | ||||
MinRK
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r3689 | if self.active_view is None: | ||
print NO_ACTIVE_VIEW | ||||
Brian Granger
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r2312 | return | ||
try: | ||||
index = int(parameter_s) | ||||
except: | ||||
index = None | ||||
MinRK
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r3689 | result = self.active_view.get_result(index) | ||
Brian Granger
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r2312 | return result | ||
Thomas Kluyver
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r3886 | @skip_doctest | ||
Brian Granger
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r2312 | def magic_px(self, ipself, parameter_s=''): | ||
"""Executes the given python command in parallel. | ||||
MinRK
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r3689 | To use this a :class:`DirectView` instance must be created | ||
Brian Granger
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r2312 | and then activated by calling its :meth:`activate` method. | ||
Then you can do the following:: | ||||
In [24]: %px a = 5 | ||||
MinRK
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r3997 | Parallel execution on engine(s): all | ||
Brian Granger
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r2312 | Out[24]: | ||
<Results List> | ||||
[0] In [7]: a = 5 | ||||
[1] In [7]: a = 5 | ||||
""" | ||||
MinRK
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r3689 | if self.active_view is None: | ||
print NO_ACTIVE_VIEW | ||||
Brian Granger
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r2312 | return | ||
MinRK
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r3997 | print "Parallel execution on engine(s): %s" % self.active_view.targets | ||
MinRK
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r3736 | result = self.active_view.execute(parameter_s, block=False) | ||
if self.active_view.block: | ||||
result.get() | ||||
self._maybe_display_output(result) | ||||
Brian Granger
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r2312 | |||
Thomas Kluyver
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r3886 | @skip_doctest | ||
Brian Granger
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r2312 | def magic_autopx(self, ipself, parameter_s=''): | ||
"""Toggles auto parallel mode. | ||||
MinRK
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r3689 | To use this a :class:`DirectView` instance must be created | ||
Brian Granger
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r2312 | and then activated by calling its :meth:`activate` method. Once this | ||
is called, all commands typed at the command line are send to | ||||
the engines to be executed in parallel. To control which engine | ||||
are used, set the ``targets`` attributed of the multiengine client | ||||
before entering ``%autopx`` mode. | ||||
Then you can do the following:: | ||||
In [25]: %autopx | ||||
%autopx to enabled | ||||
In [26]: a = 10 | ||||
MinRK
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r3997 | Parallel execution on engine(s): [0,1,2,3] | ||
MinRK
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r3736 | In [27]: print a | ||
MinRK
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r3997 | Parallel execution on engine(s): [0,1,2,3] | ||
MinRK
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r3736 | [stdout:0] 10 | ||
[stdout:1] 10 | ||||
[stdout:2] 10 | ||||
[stdout:3] 10 | ||||
Brian Granger
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r2312 | |||
In [27]: %autopx | ||||
%autopx disabled | ||||
""" | ||||
if self.autopx: | ||||
self._disable_autopx() | ||||
else: | ||||
self._enable_autopx() | ||||
def _enable_autopx(self): | ||||
MinRK
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r3689 | """Enable %autopx mode by saving the original run_cell and installing | ||
pxrun_cell. | ||||
Brian Granger
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r2312 | """ | ||
MinRK
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r3689 | if self.active_view is None: | ||
print NO_ACTIVE_VIEW | ||||
Brian Granger
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r2312 | return | ||
MinRK
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r3735 | # override run_cell and run_code | ||
MinRK
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r3689 | self._original_run_cell = self.shell.run_cell | ||
MinRK
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r3735 | self.shell.run_cell = self.pxrun_cell | ||
self._original_run_code = self.shell.run_code | ||||
self.shell.run_code = self.pxrun_code | ||||
Brian Granger
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r2312 | self.autopx = True | ||
print "%autopx enabled" | ||||
def _disable_autopx(self): | ||||
MinRK
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r3689 | """Disable %autopx by restoring the original InteractiveShell.run_cell. | ||
Fernando Perez
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r3096 | """ | ||
Brian Granger
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r2312 | if self.autopx: | ||
MinRK
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r3689 | self.shell.run_cell = self._original_run_cell | ||
MinRK
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r3735 | self.shell.run_code = self._original_run_code | ||
Brian Granger
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r2312 | self.autopx = False | ||
print "%autopx disabled" | ||||
MinRK
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r3735 | def _maybe_display_output(self, result): | ||
"""Maybe display the output of a parallel result. | ||||
If self.active_view.block is True, wait for the result | ||||
and display the result. Otherwise, this is a noop. | ||||
""" | ||||
MinRK
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r3997 | if isinstance(result.stdout, basestring): | ||
# single result | ||||
stdouts = [result.stdout.rstrip()] | ||||
else: | ||||
stdouts = [s.rstrip() for s in result.stdout] | ||||
MinRK
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r3736 | targets = self.active_view.targets | ||
if isinstance(targets, int): | ||||
targets = [targets] | ||||
MinRK
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r3997 | elif targets == 'all': | ||
MinRK
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r3736 | targets = self.active_view.client.ids | ||
MinRK
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r3997 | |||
if any(stdouts): | ||||
for eid,stdout in zip(targets, stdouts): | ||||
print '[stdout:%i]'%eid, stdout | ||||
MinRK
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r3735 | |||
MinRK
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r3738 | def pxrun_cell(self, raw_cell, store_history=True): | ||
MinRK
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r3689 | """drop-in replacement for InteractiveShell.run_cell. | ||
This executes code remotely, instead of in the local namespace. | ||||
MinRK
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r3735 | |||
See InteractiveShell.run_cell for details. | ||||
MinRK
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r3689 | """ | ||
MinRK
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r3738 | |||
if (not raw_cell) or raw_cell.isspace(): | ||||
return | ||||
MinRK
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r3735 | ipself = self.shell | ||
MinRK
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r3738 | |||
MinRK
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r3689 | with ipself.builtin_trap: | ||
MinRK
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r3738 | cell = ipself.prefilter_manager.prefilter_lines(raw_cell) | ||
MinRK
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r3689 | |||
# Store raw and processed history | ||||
if store_history: | ||||
ipself.history_manager.store_inputs(ipself.execution_count, | ||||
cell, raw_cell) | ||||
Brian Granger
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r3239 | |||
MinRK
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r3689 | # ipself.logger.log(cell, raw_cell) | ||
Brian Granger
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r3239 | |||
MinRK
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r3689 | cell_name = ipself.compile.cache(cell, ipself.execution_count) | ||
try: | ||||
code_ast = ast.parse(cell, filename=cell_name) | ||||
except (OverflowError, SyntaxError, ValueError, TypeError, MemoryError): | ||||
# Case 1 | ||||
ipself.showsyntaxerror() | ||||
ipself.execution_count += 1 | ||||
return None | ||||
except NameError: | ||||
MinRK
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r3735 | # ignore name errors, because we don't know the remote keys | ||
MinRK
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r3689 | pass | ||
if store_history: | ||||
# Write output to the database. Does nothing unless | ||||
# history output logging is enabled. | ||||
ipself.history_manager.store_output(ipself.execution_count) | ||||
# Each cell is a *single* input, regardless of how many lines it has | ||||
ipself.execution_count += 1 | ||||
if re.search(r'get_ipython\(\)\.magic\(u?"%?autopx', cell): | ||||
Brian Granger
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r2312 | self._disable_autopx() | ||
return False | ||||
else: | ||||
try: | ||||
MinRK
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r3689 | result = self.active_view.execute(cell, block=False) | ||
Brian Granger
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r2312 | except: | ||
ipself.showtraceback() | ||||
MinRK
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r3736 | return True | ||
MinRK
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r3735 | else: | ||
MinRK
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r3736 | if self.active_view.block: | ||
try: | ||||
result.get() | ||||
except: | ||||
self.shell.showtraceback() | ||||
return True | ||||
else: | ||||
self._maybe_display_output(result) | ||||
return False | ||||
MinRK
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r3735 | |||
MinRK
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r3738 | def pxrun_code(self, code_obj): | ||
MinRK
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r3735 | """drop-in replacement for InteractiveShell.run_code. | ||
This executes code remotely, instead of in the local namespace. | ||||
See InteractiveShell.run_code for details. | ||||
""" | ||||
ipself = self.shell | ||||
# check code object for the autopx magic | ||||
if 'get_ipython' in code_obj.co_names and 'magic' in code_obj.co_names and \ | ||||
any( [ isinstance(c, basestring) and 'autopx' in c for c in code_obj.co_consts ]): | ||||
self._disable_autopx() | ||||
Brian Granger
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r2312 | return False | ||
MinRK
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r3735 | else: | ||
try: | ||||
result = self.active_view.execute(code_obj, block=False) | ||||
except: | ||||
ipself.showtraceback() | ||||
MinRK
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r3736 | return True | ||
MinRK
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r3735 | else: | ||
MinRK
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r3736 | if self.active_view.block: | ||
try: | ||||
result.get() | ||||
except: | ||||
self.shell.showtraceback() | ||||
return True | ||||
else: | ||||
self._maybe_display_output(result) | ||||
return False | ||||
MinRK
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r3735 | |||
Brian Granger
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r2312 | |||
_loaded = False | ||||
def load_ipython_extension(ip): | ||||
"""Load the extension in IPython.""" | ||||
global _loaded | ||||
if not _loaded: | ||||
Brian Granger
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r2740 | plugin = ParalleMagic(shell=ip, config=ip.config) | ||
Brian Granger
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r3239 | ip.plugin_manager.register_plugin('parallelmagic', plugin) | ||
Brian Granger
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r2312 | _loaded = True | ||