IPython/parallel/client/magics.py

# encoding: utf-8
"""
=============
parallelmagic
=============

Magic command interface for interactive parallel work.

Usage
=====

``%autopx``

{AUTOPX_DOC}

``%px``

{PX_DOC}

``%pxresult``

{RESULT_DOC}

``%pxconfig``

{CONFIG_DOC}

"""

#-----------------------------------------------------------------------------
#  Copyright (C) 2008 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
#-----------------------------------------------------------------------------

import ast
import re

from IPython.core.error import UsageError
from IPython.core.magic import Magics
from IPython.core import magic_arguments
from IPython.testing.skipdoctest import skip_doctest

#-----------------------------------------------------------------------------
# Definitions of magic functions for use with IPython
#-----------------------------------------------------------------------------


NO_LAST_RESULT = "%pxresult recalls last %px result, which has not yet been used."

def exec_args(f):
    """decorator for adding block/targets args for execution
    
    applied to %pxconfig and %%px
    """
    args = [
        magic_arguments.argument('-b', '--block', action="store_const",
            const=True, dest='block',
            help="use blocking (sync) execution",
        ),
        magic_arguments.argument('-a', '--noblock', action="store_const",
            const=False, dest='block',
            help="use non-blocking (async) execution",
        ),
        magic_arguments.argument('-t', '--targets', type=str,
            help="specify the targets on which to execute",
        ),
        magic_arguments.argument('--local', action="store_const",
            const=True, dest="local",
            help="also execute the cell in the local namespace",
        ),
        magic_arguments.argument('--verbose', action="store_const",
            const=True, dest="set_verbose",
            help="print a message at each execution",
        ),
        magic_arguments.argument('--no-verbose', action="store_const",
            const=False, dest="set_verbose",
            help="don't print any messages",
        ),
    ]
    for a in args:
        f = a(f)
    return f

def output_args(f):
    """decorator for output-formatting args
    
    applied to %pxresult and %%px
    """
    args = [
        magic_arguments.argument('-r', action="store_const", dest='groupby',
            const='order',
            help="collate outputs in order (same as group-outputs=order)"
        ),
        magic_arguments.argument('-e', action="store_const", dest='groupby',
            const='engine',
            help="group outputs by engine (same as group-outputs=engine)"
        ),
        magic_arguments.argument('--group-outputs', dest='groupby', type=str,
            choices=['engine', 'order', 'type'], default='type',
            help="""Group the outputs in a particular way.
            
            Choices are:
            
            type: group outputs of all engines by type (stdout, stderr, displaypub, etc.).
            
            engine: display all output for each engine together.

            order: like type, but individual displaypub output from each engine is collated.
                For example, if multiple plots are generated by each engine, the first
                figure of each engine will be displayed, then the second of each, etc.
            """
        ),
        magic_arguments.argument('-o', '--out', dest='save_name', type=str,
            help="""store the AsyncResult object for this computation
                 in the global namespace under this name.
            """
        ),
    ]
    for a in args:
        f = a(f)
    return f

class ParallelMagics(Magics):
    """A set of magics useful when controlling a parallel IPython cluster.
    """
    
    # magic-related
    magics = None
    registered = True
    
    # suffix for magics
    suffix = ''
    # A flag showing if autopx is activated or not
    _autopx = False
    # the current view used by the magics:
    view = None
    # last result cache for %pxresult
    last_result = None
    # verbose flag
    verbose = False
    
    def __init__(self, shell, view, suffix=''):
        self.view = view
        self.suffix = suffix
        
        # register magics
        self.magics = dict(cell={},line={})
        line_magics = self.magics['line']
        
        px = 'px' + suffix
        if not suffix:
            # keep %result for legacy compatibility
            line_magics['result'] = self.result
        
        line_magics['pxresult' + suffix] = self.result
        line_magics[px] = self.px
        line_magics['pxconfig' + suffix] = self.pxconfig
        line_magics['auto' + px] = self.autopx
        
        self.magics['cell'][px] = self.cell_px
        
        super(ParallelMagics, self).__init__(shell=shell)
    
    def _eval_target_str(self, ts):
        if ':' in ts:
            targets = eval("self.view.client.ids[%s]" % ts)
        elif 'all' in ts:
            targets = 'all'
        else:
            targets = eval(ts)
        return targets
    
    @magic_arguments.magic_arguments()
    @exec_args
    def pxconfig(self, line):
        """configure default targets/blocking for %px magics"""
        args = magic_arguments.parse_argstring(self.pxconfig, line)
        if args.targets:
            self.view.targets = self._eval_target_str(args.targets)
        if args.block is not None:
            self.view.block = args.block
        if args.set_verbose is not None:
            self.verbose = args.set_verbose

    @magic_arguments.magic_arguments()
    @output_args
    @skip_doctest
    def result(self, line=''):
        """Print the result of the last asynchronous %px command.
        
        This lets you recall the results of %px computations after
        asynchronous submission (block=False).

        Examples
        --------
        ::

            In [23]: %px os.getpid()
            Async parallel execution on engine(s): all

            In [24]: %pxresult
            Out[8:10]: 60920
            Out[9:10]: 60921
            Out[10:10]: 60922
            Out[11:10]: 60923
        """
        args = magic_arguments.parse_argstring(self.result, line)
        
        if self.last_result is None:
            raise UsageError(NO_LAST_RESULT)
        
        self.last_result.get()
        self.last_result.display_outputs(groupby=args.groupby)

    @skip_doctest
    def px(self, line=''):
        """Executes the given python command in parallel.
        
        Examples
        --------
        ::

            In [24]: %px a = os.getpid()
            Parallel execution on engine(s): all
            
            In [25]: %px print a
            [stdout:0] 1234
            [stdout:1] 1235
            [stdout:2] 1236
            [stdout:3] 1237
        """
        return self.parallel_execute(line)
        
    def parallel_execute(self, cell, block=None, groupby='type', save_name=None):
        """implementation used by %px and %%parallel"""

        # defaults:
        block = self.view.block if block is None else block
        
        base = "Parallel" if block else "Async parallel"
        
        targets = self.view.targets
        if isinstance(targets, list) and len(targets) > 10:
            str_targets = str(targets[:4])[:-1] + ', ..., ' + str(targets[-4:])[1:]
        else:
            str_targets = str(targets)
        if self.verbose:
            print base + " execution on engine(s): %s" % str_targets
        
        result = self.view.execute(cell, silent=False, block=False)
        self.last_result = result
        
        if save_name:
            self.shell.user_ns[save_name] = result
        
        if block:
            result.get()
            result.display_outputs(groupby)
        else:
            # return AsyncResult only on non-blocking submission
            return result

    @magic_arguments.magic_arguments()
    @exec_args
    @output_args
    @skip_doctest
    def cell_px(self, line='', cell=None):
        """Executes the cell in parallel.
        
        Examples
        --------
        ::

            In [24]: %%px --noblock
               ....: a = os.getpid()
            Async parallel execution on engine(s): all
            
            In [25]: %%px
               ....: print a
            [stdout:0] 1234
            [stdout:1] 1235
            [stdout:2] 1236
            [stdout:3] 1237
        """
        
        args = magic_arguments.parse_argstring(self.cell_px, line)
        
        if args.targets:
            save_targets = self.view.targets
            self.view.targets = self._eval_target_str(args.targets)
        # if running local, don't block until after local has run
        block = False if args.local else args.block
        try:
            ar = self.parallel_execute(cell, block=block,
                                groupby=args.groupby,
                                save_name=args.save_name,
            )
        finally:
            if args.targets:
                self.view.targets = save_targets
        
        # run locally after submitting remote
        block = self.view.block if args.block is None else args.block
        if args.local:
            self.shell.run_cell(cell)
            # now apply blocking behavor to remote execution
            if block:
                ar.get()
                ar.display_outputs(args.groupby)
        if not block:
            return ar
    
    @skip_doctest
    def autopx(self, line=''):
        """Toggles auto parallel mode.

        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, the ``targets`` attribute of the view before
        entering ``%autopx`` mode.


        Then you can do the following::

            In [25]: %autopx
            %autopx to enabled

            In [26]: a = 10
            Parallel execution on engine(s): [0,1,2,3]
            In [27]: print a
            Parallel execution on engine(s): [0,1,2,3]
            [stdout:0] 10
            [stdout:1] 10
            [stdout:2] 10
            [stdout:3] 10


            In [27]: %autopx
            %autopx disabled
        """
        if self._autopx:
            self._disable_autopx()
        else:
            self._enable_autopx()

    def _enable_autopx(self):
        """Enable %autopx mode by saving the original run_cell and installing
        pxrun_cell.
        """
        # override run_cell
        self._original_run_cell = self.shell.run_cell
        self.shell.run_cell = self.pxrun_cell

        self._autopx = True
        print "%autopx enabled"

    def _disable_autopx(self):
        """Disable %autopx by restoring the original InteractiveShell.run_cell.
        """
        if self._autopx:
            self.shell.run_cell = self._original_run_cell
            self._autopx = False
            print "%autopx disabled"

    def pxrun_cell(self, raw_cell, store_history=False, silent=False):
        """drop-in replacement for InteractiveShell.run_cell.

        This executes code remotely, instead of in the local namespace.

        See InteractiveShell.run_cell for details.
        """

        if (not raw_cell) or raw_cell.isspace():
            return

        ipself = self.shell

        with ipself.builtin_trap:
            cell = ipself.prefilter_manager.prefilter_lines(raw_cell)

            # Store raw and processed history
            if store_history:
                ipself.history_manager.store_inputs(ipself.execution_count,
                                                  cell, raw_cell)

            # ipself.logger.log(cell, raw_cell)

            cell_name = ipself.compile.cache(cell, ipself.execution_count)

            try:
                ast.parse(cell, filename=cell_name)
            except (OverflowError, SyntaxError, ValueError, TypeError,
                    MemoryError):
                # Case 1
                ipself.showsyntaxerror()
                ipself.execution_count += 1
                return None
            except NameError:
                # ignore name errors, because we don't know the remote keys
                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):
            self._disable_autopx()
            return False
        else:
            try:
                result = self.view.execute(cell, silent=False, block=False)
            except:
                ipself.showtraceback()
                return True
            else:
                if self.view.block:
                    try:
                        result.get()
                    except:
                        self.shell.showtraceback()
                        return True
                    else:
                        with ipself.builtin_trap:
                            result.display_outputs()
                return False


__doc__ = __doc__.format(
                AUTOPX_DOC = ' '*8 + ParallelMagics.autopx.__doc__,
                PX_DOC = ' '*8 + ParallelMagics.px.__doc__,
                RESULT_DOC = ' '*8 + ParallelMagics.result.__doc__,
                CONFIG_DOC = ' '*8 + ParallelMagics.pxconfig.__doc__,
)