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