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import argparse |
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import json |
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import os |
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from pathlib import Path |
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import sys |
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pwd = os.path.abspath(os.path.dirname(__file__)) |
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sys.path.append(os.path.join(pwd, '../../')) |
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from datasets import load_dataset |
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from tqdm import tqdm |
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from project_settings import project_path |
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def get_args(): |
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parser = argparse.ArgumentParser() |
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parser.add_argument("--data_dir", default="./data/chinese_snli", type=str) |
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parser.add_argument( |
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"--output_file", |
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default=(project_path / "data/chinese_snli.jsonl"), |
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type=str |
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) |
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args = parser.parse_args() |
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return args |
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def main(): |
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args = get_args() |
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data_dir = Path(args.data_dir) |
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with open(args.output_file, "w", encoding="utf-8") as fout: |
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for name in ["cnsd_snli_v1.0.train.jsonl", "cnsd_snli_v1.0.dev.jsonl", "cnsd_snli_v1.0.test.jsonl"]: |
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filename = data_dir / name |
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with open(filename, "r", encoding="utf-8") as fin: |
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for row in fin: |
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row = json.loads(row) |
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sentence1 = row["sentence1"] |
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sentence2 = row["sentence2"] |
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gold_label = row["gold_label"] |
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if gold_label not in ("entailment", "neutral", "contradiction", "-"): |
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print(gold_label) |
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raise AssertionError |
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if gold_label in ("-",): |
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continue |
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label = "1" if gold_label in ("entailment",) else "0" |
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category = gold_label |
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if name == "cnsd_snli_v1.0.train.jsonl": |
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flag = "train" |
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elif name == "cnsd_snli_v1.0.dev.jsonl": |
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flag = "validation" |
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elif name == "cnsd_snli_v1.0.test.jsonl": |
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flag = "test" |
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else: |
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raise AssertionError |
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if label not in ("0", "1", None): |
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raise AssertionError |
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row = { |
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"sentence1": sentence1, |
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"sentence2": sentence2, |
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"label": label, |
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"category": category, |
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"data_source": "Chinese-SNLI", |
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"split": flag |
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} |
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row = json.dumps(row, ensure_ascii=False) |
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fout.write("{}\n".format(row)) |
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return |
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if __name__ == '__main__': |
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main() |
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