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Create prepration.py

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  1. prepration.py +20 -0
prepration.py ADDED
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+ from itertools import groupby
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+ from torch_snippets import *
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+ from datasets import load_dataset
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+
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+
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+ ds = load_dataset('darentang/sroie')
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+ classes = ds['train'].features['ner_tags'].feature.names
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+
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+ def make_classes(X):
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+ x = AD(X)
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+ words_with_labels = wwl = [(w, classes[l]) for w,l in zip(x.words, x.ner_tags)]
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+ wwl = [i for i in wwl if i[1] != 'O']
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+ wwl = [(w,l.split('-')[1]) for w,l in wwl]
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+ wwl = {cls: ' '.join(next(zip(*group))) for cls,group in groupby(wwl, key=lambda x: x[1])}
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+ X['fields'] = wwl
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+ return X
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+
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+
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+ ds = ds.map(make_classes)
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+ ds.push_to_hub('sizhkhy/SROIE', commit_message="add fields as a new key")