a b/tools/print_f1.py
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# Copyright 2018 Google LLC.
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#
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# Redistribution and use in source and binary forms, with or without
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# modification, are permitted provided that the following conditions
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# are met:
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#
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# 1. Redistributions of source code must retain the above copyright notice,
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#    this list of conditions and the following disclaimer.
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#
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# 2. Redistributions in binary form must reproduce the above copyright
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#    notice, this list of conditions and the following disclaimer in the
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#    documentation and/or other materials provided with the distribution.
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#
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# 3. Neither the name of the copyright holder nor the names of its
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#    contributors may be used to endorse or promote products derived from this
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#    software without specific prior written permission.
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#
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# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
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# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
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# LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
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# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
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# SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
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# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
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# CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
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# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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# POSSIBILITY OF SUCH DAMAGE.
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r"""Parse and extract metrics from *.metrics files."""
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import argparse
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import json
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import logging
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from os import listdir
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from os.path import isfile
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from os.path import join
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import re
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def parse_cmdline(argv):
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  """Parse the commandline."""
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  parser = argparse.ArgumentParser()
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  parser.add_argument(
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      '--metrics_dir', help='Path to the directory with metrics files.')
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  known_args, _ = parser.parse_known_args(argv)
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  return known_args
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def extract_checkpoint_number_from_metrics_filename(filename):
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  match = re.search(r'ckpt-([\d]*)\.metrics', filename)
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  if match:
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    return int(match.group(1))
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def read_metrics_file(path):
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  """Reads metrics f and outputs metrics in a dict."""
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  with open(path) as f:
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    metrics = {
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        key.replace('/', '_'): float(value)
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        for key, value in json.loads(f.read()).items()
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    }
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  metrics['checkpoint'] = extract_checkpoint_number_from_metrics_filename(path)
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  metrics['F1_All'] = 2 * metrics['TPs_All'] / (
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      2 * metrics['TPs_All'] + metrics['FNs_All'] + metrics['FPs_All'])
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  metrics['TPs+FNs_All'] = metrics['TPs_All'] + metrics['FNs_All']
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  return metrics
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def main(argv=None):
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  """Main entry point."""
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  known_args = parse_cmdline(argv)
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  metrics_dir = known_args.metrics_dir
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  metrics_files = [
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      join(metrics_dir, f)
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      for f in listdir(metrics_dir)
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      if isfile(join(metrics_dir, f))
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  ]
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  metrics = [read_metrics_file(f) for f in metrics_files]
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  for m in metrics:
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    print('%s\t%s\t%s' % (m['checkpoint'], m['TPs+FNs_All'], m['F1_All']))
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if __name__ == '__main__':
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  logging.getLogger().setLevel(logging.INFO)
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  main()