YchKhan commited on
Commit
5bdddd5
1 Parent(s): 99a581f

Update classification.py

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Files changed (1) hide show
  1. classification.py +2 -2
classification.py CHANGED
@@ -179,9 +179,9 @@ def match_categories(df, category_df, treshold=0.45):
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  cos_scores = util.cos_sim(ebd_content, torch.stack(list(category_df['Embeddings']), dim=0))[0]
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  high_score_indices = [i for i, score in enumerate(cos_scores) if score > treshold]
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  categories_list.append("@~@".join([category_df.loc[index, 'description'] for index in high_score_indices]))
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- experts_list.append("@~@".join([", ".join(category_df.loc[index, 'experts']) for index in high_score_indices]))
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  topic_list.append("@~@".join([category_df.loc[index, 'topic'] for index in high_score_indices]))
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- scores_list.append("@~@".join(", ".join([float(cos_scores[index])) for index in high_score_indices]))
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  for j in high_score_indices:
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  df.loc[index, category_df.loc[j, 'topic']] = float(cos_scores[j])
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  else:
 
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  cos_scores = util.cos_sim(ebd_content, torch.stack(list(category_df['Embeddings']), dim=0))[0]
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  high_score_indices = [i for i, score in enumerate(cos_scores) if score > treshold]
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  categories_list.append("@~@".join([category_df.loc[index, 'description'] for index in high_score_indices]))
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+ experts_list.append("@~@".join(["@~@".join(list(set(category_df.loc[index, 'experts']))) for index in high_score_indices]))
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  topic_list.append("@~@".join([category_df.loc[index, 'topic'] for index in high_score_indices]))
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+ scores_list.append("@~@".join([float(cos_scores[index])) for index in high_score_indices])
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  for j in high_score_indices:
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  df.loc[index, category_df.loc[j, 'topic']] = float(cos_scores[j])
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  else: