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| from pathlib import Path | |
| class Dataset: | |
| def __init__(self): | |
| self.train_dir = Path('data/raw/aclImdb/train') | |
| self.test_dir = Path('data/raw/aclImdb/test') | |
| def _get_set(self, limit=None, directory): | |
| x = [] | |
| y = [] | |
| for file in (directory / 'pos').iterdir(): | |
| if limit is not None and len(x) >= limit / 2: | |
| break | |
| x.append(file.read_text()) | |
| y.append(1) | |
| for file in (directory / 'neg').iterdir(): | |
| if limit is not None and len(x) >= limit: | |
| break | |
| x.append(file.read_text()) | |
| y.append(0) | |
| return x, y | |
| def get_train_set(self, limit=None): | |
| return self._get_set(limit=limit, directory=self.train_dir) | |
| def get_test_set(self, limit=None): | |
| return self._get_set(limit=limit, directory=self.test_dir) |
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