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b/development/summarizer-test-pipeline/main.py |
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import sys |
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import argparse |
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from summarizer_test import summarizertest |
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def main(args): |
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parser = argparse.ArgumentParser(description='To get arguments') |
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parser.add_argument('--generator_max_length', |
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nargs='*', |
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type=int, |
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default=[80, 110], |
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help='Maximum length of generator text', |
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required=False) |
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parser.add_argument('--generator_min_length', |
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nargs='*', |
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type=int, |
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default=[10, 20], |
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help='Minimum length of generator text', |
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required=False) |
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parser.add_argument('--generator_top_k', |
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nargs='*', |
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type=int, |
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default=[50, 100], |
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help='top_k of generator model', |
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required=False) |
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parser.add_argument('--generator_length_penalty', |
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nargs='*', |
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type=int, |
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default=[0.8, 1], |
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help='length_penalty of generator model', |
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required=False) |
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parser.add_argument('--generator_no_repeat_ngram_size', |
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nargs='*', |
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type=int, |
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default=[2, 3], |
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help='no_repeat_ngram_size of generator model', |
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required=False) |
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parser.add_argument('--generator_sequences', |
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nargs='*', |
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type=int, |
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default=[2], |
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help='count of sequences that model returned', |
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required=False) |
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parser.add_argument('--summarizer_models', |
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nargs='*', |
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type=str, |
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default=["sshleifer/distilbart-cnn-12-6"], |
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help='Models that want test in data', |
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required=False) |
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parser.add_argument('--report_out_dir', |
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type=str, |
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default='summarizer-report.json', |
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help='The report of run all models with diffrent parameters', |
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required=False) |
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parser.add_argument('--data_dir', |
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type=str, |
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default='summarizer-context.json', |
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help='dataset that include long text for summarization', |
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required=False) |
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args = parser.parse_args() |
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report_generator = summarizertest.ReportGenerator( |
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models_names=args.summarizer_models, |
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val_contexts_path=args.data_dir, |
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report_path=args.report_out_dir, |
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max_lengths=args.generator_max_length, |
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min_lengths=args.generator_min_length, |
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top_k=args.generator_top_k, |
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penalty_l=args.generator_length_penalty, |
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no_repeat_ngram_size=args.generator_no_repeat_ngram_size, |
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num_return_sequences=args.generator_sequences, |
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) |
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report_generator.get_report() |
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if __name__ == "__main__": |
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main(sys.argv[1:]) |