2021-11-04 11:37:51 +01:00
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from tqdm import tqdm
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from transformers import pipeline
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def get_formatted(text):
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answers = unmasker(text, top_k=15)
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answers = {x['token_str']:x['score'] for x in answers}
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empty = 1 - sum(answers.values())
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answers[''] = empty
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answers_str =''
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for k,v in answers.items():
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answers_str += k.strip()+':'+str(v) + ' '
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return answers_str.rstrip(' ').lstrip(' ')
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def write(f_path_in, f_path_out):
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with open(f_path_in) as f_in, open(f_path_out,'w') as f_out:
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next(f_in)
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for line in tqdm(f_in,total=150_000):
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l_in = line.rstrip()
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a = get_formatted(l_in)
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f_out.write(a + '\n')
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2021-11-04 12:09:55 +01:00
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model = 'robertamodel'
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2021-11-04 11:37:51 +01:00
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unmasker = pipeline('fill-mask', model=model)
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write('dev-0_in.csv', '../dev-0/out.tsv')
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write('test-A_in.csv', '../test-A/out.tsv')
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