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parallelmagic.py
300 lines | 9.7 KiB | text/x-python | PythonLexer
Brian Granger
Parallel magics (%result, %px, %autopx) are fixed....
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
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r2312
Brian Granger
Finishing work on configurables, plugins and extensions.
r2738 from IPython.core.plugin import Plugin
Brian Granger
First take at cleaning up extensions.
r2732 from IPython.utils.traitlets import Bool, Any, Instance
Thomas Kluyver
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r3886 from IPython.testing.skipdoctest import skip_doctest
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r2312
#-----------------------------------------------------------------------------
# Definitions of magic functions for use with IPython
#-----------------------------------------------------------------------------
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r3689 NO_ACTIVE_VIEW = """
Use activate() on a DirectView object to activate it for magics.
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r2312 """
Brian Granger
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r2738 class ParalleMagic(Plugin):
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r2312 """A component to manage the %result, %px and %autopx magics."""
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r3736 active_view = Instance('IPython.parallel.client.view.DirectView')
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r2312 verbose = Bool(False, config=True)
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Moving and renaming in preparation of subclassing InteractiveShell....
r2760 shell = Instance('IPython.core.interactiveshell.InteractiveShellABC')
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r2312
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r2740 def __init__(self, shell=None, config=None):
super(ParalleMagic, self).__init__(shell=shell, config=config)
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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
Move skip_doctest decorator to separate module, so that it can be used without triggering other imports.
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
update parallel_magic for Views...
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.
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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
Parallel magics (%result, %px, %autopx) are fixed....
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
Updating IPython.kernel to fix minor bugs....
r3239 ip.plugin_manager.register_plugin('parallelmagic', plugin)
Brian Granger
Parallel magics (%result, %px, %autopx) are fixed....
r2312 _loaded = True