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import os |
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from utils import read_jsonl_file, write_jsonl_file, parse, choices |
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def preprocess(args, split): |
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infile = os.path.join(args.input_dir, f"CSQA2_{split}.json") |
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outfile = os.path.join(args.output_dir, f"{split}.jsonl") |
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data = read_jsonl_file(infile) |
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processed_data = [] |
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for example in data: |
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knowledge = dict() |
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if example["relational_prompt_used"]: |
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knowledge["relational prompt"] = example["relational_prompt"] |
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if example["topic_prompt_used"]: |
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knowledge["topic prompt"] = example["topic_prompt"] |
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dial = { |
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"turn": "single", |
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"locale": "en", |
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"dialog": [], |
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"knowledge": {"type": "dict", "value": knowledge}, |
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} |
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dial["dialog"].append({"roles": ["USER"], "utterance": example["question"]}) |
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answer = example["answer"] |
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label = -1 |
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for idx, choice in enumerate(["yes", "no"]): |
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dial["knowledge"]["value"][chr(ord('A') + idx)] = choice |
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if choice == answer: |
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assert label == -1 |
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label = idx |
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assert label >= 0 |
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dial["dialog"][-1]["roles_to_select"] = chr(ord('A') + label) |
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processed_data.append(dial) |
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write_jsonl_file(processed_data, outfile) |
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if __name__ == "__main__": |
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args = parse() |
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preprocess(args, "train") |
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preprocess(args, "dev") |
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