Rocky road to Dublin
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25
inout.py
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25
inout.py
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import csv, lzma
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# Reads input from directory and returns a list
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def read(dir):
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X = []
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if 'xz' in dir:
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with lzma.open(dir) as f:
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for line in f:
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text = line.decode('utf-8')
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text = text.replace('\n', '').split('\t')
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X.append(text)
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else:
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with open(dir, encoding='utf-8') as f:
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for line in f:
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if 'tsv' in dir:
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X.append(line.replace('\n', '').split('\t'))
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else:
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X.append(line.replace('\n', ''))
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return X
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# Takes the output (list) and writes it into directory
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def write(output, dir):
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with open(dir, 'w', newline='', encoding='utf-8') as f:
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writer = csv.writer(f)
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writer.writerows(output)
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149134
ireland_news_dev0_targets
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149134
ireland_news_dev0_targets
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37
rockyRoadtoDublin.py
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rockyRoadtoDublin.py
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import inout as io
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def generateChooChoo(data, target, categories):
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data = [x[2].replace('\n', '') for x in io.read(data)]
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target = [x[0].replace('\n', '') for x in io.read(target)]
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if categories == {}:
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i = 0
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for x in target:
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if x not in categories:
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categories[x] = i
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i += 1
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return {'data': data, 'target': target}, categories
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def predictFuture(test):
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data = [x[2].replace('\n', '') for x in io.read(test + '/in.tsv')]
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with open('vw_ireland_news_' + test, 'w', encoding='utf-8') as f:
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for text in data:
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f.write('1 |text ' + text + '\n')
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if __name__ == '__main__':
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ireland_news_train, categories = generateChooChoo('train/in.tsv.xz', 'train/expected.tsv.xz', categories={})
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ireland_news_dev, _ = generateChooChoo('dev-0/in.tsv', 'dev-0/expected.tsv', categories)
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with open('vw_ireland_news_train', 'w', encoding='utf-8') as f:
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for target, text in zip(ireland_news_train['target'], ireland_news_train['data']):
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f.write(str(categories[target] + 1) + ' |text ' + text + '\n')
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with open('vw_ireland_news_dev0', 'w', encoding='utf-8') as f, open('ireland_news_dev0_targets', 'w', encoding='utf-8') as f_targets:
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for target, text in zip(ireland_news_dev['target'], ireland_news_dev['data']):
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f.write('1 |text ' + text + '\n')
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f_targets.write(str(categories[target] + 1) + '\n')
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predictFuture('test-A')
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predictFuture('test-B')
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149134
vw_ireland_news_dev0
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149134
vw_ireland_news_dev0
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148308
vw_ireland_news_test-A
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148308
vw_ireland_news_test-A
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vw_ireland_news_test-B
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79119
vw_ireland_news_test-B
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1186898
vw_ireland_news_train
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1186898
vw_ireland_news_train
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File diff suppressed because it is too large
Load Diff
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