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