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https://github.com/clearml/clearml
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59 lines
1.7 KiB
Python
59 lines
1.7 KiB
Python
# TRAINS - example code, ArgumentParser parameter logging, absl 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 absl import app
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from absl import flags
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from absl import logging
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from trains import Task
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FLAGS = flags.FLAGS
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flags.DEFINE_string('echo', None, 'Text to echo.')
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flags.DEFINE_string('another_str', 'My string', 'A string', module_name='test')
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task = Task.init(project_name='examples', task_name='hyper-parameters example')
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flags.DEFINE_integer('echo3', 3, 'Text to echo.')
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flags.DEFINE_string('echo5', '5', 'Text to echo.', module_name='test')
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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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}
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parameters = task.connect_configuration(parameters, name='test')
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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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def main(_):
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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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logging.info('echo is %s.', FLAGS.echo)
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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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app.run(main)
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