mirror of
https://github.com/clearml/clearml
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73 lines
2.1 KiB
Python
73 lines
2.1 KiB
Python
# ClearML - example code, ArgumentParser parameter logging and dictionary parameter logging
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#
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from __future__ import absolute_import
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from __future__ import division
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from __future__ import print_function
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import sys
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from argparse import ArgumentParser
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from enum import Enum
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from clearml import Task
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class StringEnumClass(Enum):
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A = 'a'
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B = 'b'
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class IntEnumClass(Enum):
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C = 1
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D = 2
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# Connecting ClearML with the current process,
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# from here on everything is logged automatically
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task = Task.init(project_name='examples', task_name='Hyper-parameters example')
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parameters = {
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'list': [1, 2, 3],
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'dict': {'a': 1, 'b': 2},
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'tuple': (1, 2, 3),
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'int': 3,
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'float': 2.2,
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'string': 'my string',
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'IntEnumParam': StringEnumClass.A,
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'StringEnumParam': IntEnumClass.C
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}
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parameters = task.connect(parameters)
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# adding new parameter after connect (will be logged as well)
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parameters['new_param'] = 'this is new'
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# changing the value of a parameter (new value will be stored instead of previous one)
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parameters['float'] = '9.9'
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print(parameters)
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complex_nested_dict_configuration = {
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'list_of_dicts': [{'a': 1, 'b': 2}, {'c': 3, 'd': 4}, {'e': 5, 'f': 6}],
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'nested_dicts': {'nested': {'key': 'value', 'extra': 'value'}, 'number': 42},
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'dict': {'simple': 'value', 'number': 2},
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'list': [1, 2, 3],
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'int': 3,
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'float': 2.2,
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'string': 'additional string',
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}
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complex_nested_dict_configuration = task.connect_configuration(
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complex_nested_dict_configuration, name='configuration dictionary')
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print(complex_nested_dict_configuration)
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if __name__ == '__main__':
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parser = ArgumentParser()
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parser.add_argument('--argparser_int_value', help='integer value', type=int, default=1)
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parser.add_argument('--argparser_disabled', action='store_true', default=False, help='disables something')
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parser.add_argument('--argparser_str_value', help='string value', default='a string')
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args = parser.parse_args()
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print('Running under Python {0[0]}.{0[1]}.{0[2]}'.format(sys.version_info), file=sys.stderr)
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task_params = task.get_parameters()
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print("Task parameters are: {}".format(task_params))
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