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https://github.com/clearml/clearml
synced 2025-06-26 18:16:07 +00:00
Improve argparser automagic support
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@@ -120,7 +120,7 @@ class _Arguments(object):
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for k, v in task_defaults.items():
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try:
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if type(v) is list:
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task_defaults[k] = '[' + ', '.join(map("{0}".format, v)) + ']'
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task_defaults[k] = str(v)
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elif type(v) not in (str, int, float, bool):
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task_defaults[k] = str(v)
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except Exception:
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@@ -154,6 +154,7 @@ class _Arguments(object):
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# if k.startswith(self._prefix_args)])
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task_arguments = dict([(k, v) for k, v in self._task.get_parameters().items()
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if not k.startswith(self._prefix_tf_defines)])
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arg_parser_argeuments = {}
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for k, v in task_arguments.items():
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# if we have a StoreTrueAction and the value is either False or Empty or 0 change the default to False
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# with the rest we have to make sure the type is correct
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@@ -185,16 +186,22 @@ class _Arguments(object):
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current_action.const = const_value
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except ValueError:
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pass
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task_arguments[k] = const_value
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elif current_action and current_action.nargs == '+':
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if current_action.default is not None or const_value not in (None, ''):
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arg_parser_argeuments[k] = const_value
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elif current_action and (current_action.nargs in ('+', '*') or isinstance(current_action.nargs, int)):
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try:
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v = yaml.load(v.strip(), Loader=yaml.SafeLoader)
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if current_action.type:
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if not isinstance(v, (list, tuple)):
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# do nothing, we have no idea what happened
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pass
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elif current_action.type:
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v = [current_action.type(a) for a in v]
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elif current_action.default:
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v_type = type(current_action.default[0])
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v = [v_type(a) for a in v]
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task_arguments[k] = v
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if current_action.default is not None or v not in (None, ''):
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arg_parser_argeuments[k] = v
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except Exception:
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pass
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elif current_action and not current_action.type:
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@@ -208,7 +215,14 @@ class _Arguments(object):
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# now we should try and cast the value if we can
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try:
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v = var_type(v)
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task_arguments[k] = v
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# cast back to int if it's the same value
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if type(current_action.default) == int and int(v) == v:
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arg_parser_argeuments[k] = int(v)
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if current_action.default is None and v in (None, ''):
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# Do nothing, we should leave it as is.
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pass
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else:
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arg_parser_argeuments[k] = v
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except Exception:
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pass
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elif current_action and current_action.type == bool:
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@@ -225,15 +239,18 @@ class _Arguments(object):
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v = int(strip_v)
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except ValueError:
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pass
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task_arguments[k] = v
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if v not in (None, ''):
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arg_parser_argeuments[k] = v
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# add as default
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try:
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if current_action and isinstance(current_action, _SubParsersAction):
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current_action.default = v
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if v not in (None, '') or current_action.default not in (None, ''):
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current_action.default = v
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current_action.required = False
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elif current_action and isinstance(current_action, _StoreAction):
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current_action.default = v
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if v not in (None, '') or current_action.default not in (None, ''):
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current_action.default = v
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current_action.required = False
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# python2 doesn't support defaults for positional arguments, unless used with nargs=?
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if PY2 and not current_action.nargs:
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@@ -253,11 +270,13 @@ class _Arguments(object):
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pass
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except Exception:
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pass
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# if we already have an instance of parsed args, we should update its values
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if parsed_args:
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for k, v in task_arguments.items():
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setattr(parsed_args, k, v)
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parser.set_defaults(**task_arguments)
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for k, v in arg_parser_argeuments.items():
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if parsed_args.get(k) is not None or v not in (None, ''):
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setattr(parsed_args, k, v)
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parser.set_defaults(**arg_parser_argeuments)
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def copy_from_dict(self, dictionary, prefix=None):
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# TODO: add dict prefix
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