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#!/usr/bin/env python |
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# coding=utf-8 |
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""" |
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This module provides the basis for all command-line options (flags) in sacred. |
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It defines the base class CommandLineOption and the standard supported flags. |
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Some further options that add observers to the run are defined alongside those. |
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""" |
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from __future__ import division, print_function, unicode_literals |
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from sacred.commands import print_config |
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from sacred.utils import convert_camel_case_to_snake_case, get_inheritors |
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class CommandLineOption(object): |
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""" |
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Base class for all command-line options. |
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To implement a new command-line option just inherit from this class. |
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Then add the `flag` class-attribute to specify the name and a class |
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docstring with the description. |
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If your command-line option should take an argument you must also provide |
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its name via the `arg` class attribute and its description as |
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`arg_description`. |
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Finally you need to implement the `execute` classmethod. It receives the |
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value of the argument (if applicable) and the current run. You can modify |
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the run object in any way. |
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""" |
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short_flag = None |
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""" The (one-letter) short form (defaults to first letter of flag) """ |
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arg = None |
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""" Name of the argument (optional) """ |
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arg_description = None |
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""" Description of the argument (optional) """ |
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@classmethod |
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def get_flag(cls): |
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# Get the flag name from the class name |
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flag = cls.__name__ |
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if flag.endswith("Option"): |
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flag = flag[:-6] |
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return '--' + convert_camel_case_to_snake_case(flag) |
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@classmethod |
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def get_short_flag(cls): |
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if cls.short_flag is None: |
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return '-' + cls.get_flag()[2] |
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else: |
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return '-' + cls.short_flag |
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@classmethod |
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def get_flags(cls): |
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""" |
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Return the short and the long version of this option. |
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The long flag (e.g. '--foo_bar'; used on the command-line like this: |
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--foo_bar[=ARGS]) is derived from the class-name by stripping away any |
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-Option suffix and converting the rest to snake_case. |
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The short flag (e.g. '-f'; used on the command-line like this: |
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-f [ARGS]) the short_flag class-member if that is set, or the first |
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letter of the long flag otherwise. |
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Returns |
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------- |
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(str, str) |
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tuple of short-flag, and long-flag |
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""" |
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return cls.get_short_flag(), cls.get_flag() |
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@classmethod |
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def apply(cls, args, run): |
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""" |
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Modify the current Run base on this command-line option. |
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This function is executed after constructing the Run object, but |
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before actually starting it. |
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Parameters |
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---------- |
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args : bool | str |
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If this command-line option accepts an argument this will be value |
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of that argument if set or None. |
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Otherwise it is either True or False. |
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run : sacred.run.Run |
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The current run to be modified |
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""" |
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pass |
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def gather_command_line_options(): |
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"""Get a sorted list of all CommandLineOption subclasses.""" |
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return sorted(get_inheritors(CommandLineOption), key=lambda x: x.__name__) |
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class HelpOption(CommandLineOption): |
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"""Print this help message and exit.""" |
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class DebugOption(CommandLineOption): |
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""" |
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Suppress warnings about missing observers and don't filter the stacktrace. |
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Also enables usage with ipython --pdb. |
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""" |
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@classmethod |
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def apply(cls, args, run): |
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"""Set this run to debug mode.""" |
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run.debug = True |
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class PDBOption(CommandLineOption): |
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"""Automatically enter post-mortem debugging with pdb on failure.""" |
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short_flag = 'D' |
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@classmethod |
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def apply(cls, args, run): |
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run.pdb = True |
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class LoglevelOption(CommandLineOption): |
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"""Adjust the loglevel.""" |
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arg = 'LEVEL' |
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arg_description = 'Loglevel either as 0 - 50 or as string: DEBUG(10), ' \ |
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'INFO(20), WARNING(30), ERROR(40), CRITICAL(50)' |
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@classmethod |
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def apply(cls, args, run): |
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"""Adjust the loglevel of the root-logger of this run.""" |
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try: |
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lvl = int(args) |
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except ValueError: |
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lvl = args |
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run.root_logger.setLevel(lvl) |
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class CommentOption(CommandLineOption): |
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"""Adds a message to the run.""" |
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arg = 'COMMENT' |
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arg_description = 'A comment that should be stored along with the run.' |
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@classmethod |
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def apply(cls, args, run): |
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"""Add a comment to this run.""" |
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run.meta_info['comment'] = args |
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class BeatIntervalOption(CommandLineOption): |
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"""Control the rate of heartbeat events.""" |
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arg = 'BEAT_INTERVAL' |
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arg_description = "Time between two heartbeat events measured in seconds." |
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@classmethod |
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def apply(cls, args, run): |
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"""Set the heart-beat interval for this run.""" |
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run.beat_interval = float(args) |
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class UnobservedOption(CommandLineOption): |
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"""Ignore all observers for this run.""" |
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@classmethod |
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def apply(cls, args, run): |
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"""Set this run to unobserved mode.""" |
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run.unobserved = True |
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class QueueOption(CommandLineOption): |
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"""Only queue this run, do not start it.""" |
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@classmethod |
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def apply(cls, args, run): |
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"""Set this run to queue only mode.""" |
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run.queue_only = True |
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class ForceOption(CommandLineOption): |
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"""Disable warnings about suspicious changes for this run.""" |
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@classmethod |
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def apply(cls, args, run): |
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"""Set this run to not warn about suspicous changes.""" |
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run.force = True |
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class PriorityOption(CommandLineOption): |
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"""Sets the priority for a queued up experiment.""" |
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short_flag = 'P' |
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arg = 'PRIORITY' |
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arg_description = 'The (numeric) priority for this run.' |
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@classmethod |
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def apply(cls, args, run): |
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"""Add priority info for this run.""" |
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try: |
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priority = float(args) |
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except ValueError: |
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raise ValueError("The PRIORITY argument must be a number! " |
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"(but was '{}')".format(args)) |
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run.meta_info['priority'] = priority |
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class EnforceCleanOption(CommandLineOption): |
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"""Fail if any version control repository is dirty.""" |
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@classmethod |
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def apply(cls, args, run): |
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repos = run.experiment_info['repositories'] |
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if not repos: |
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raise RuntimeError('No version control detected. ' |
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'Cannot enforce clean repository.\n' |
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'Make sure that your sources under VCS and the ' |
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'corresponding python package is installed.') |
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else: |
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for repo in repos: |
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if repo['dirty']: |
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raise RuntimeError('EnforceClean: Uncommited changes in ' |
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'the "{}" repository.'.format(repo)) |
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class PrintConfigOption(CommandLineOption): |
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"""Always print the configuration first.""" |
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@classmethod |
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def apply(cls, args, run): |
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print_config(run) |
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print('-' * 79) |
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class NameOption(CommandLineOption): |
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"""Set the name for this run.""" |
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arg = 'NAME' |
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arg_description = 'Name for this run.' |
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@classmethod |
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def apply(cls, args, run): |
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run.experiment_info['name'] = args |
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run.run_logger = run.root_logger.getChild(args) |
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class CaptureOption(CommandLineOption): |
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"""Control the way stdout and stderr are captured.""" |
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short_flag = 'C' |
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arg = 'CAPTURE_MODE' |
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arg_description = "stdout/stderr capture mode. One of [no, sys, fd]" |
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@classmethod |
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def apply(cls, args, run): |
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run.capture_mode = args |
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