| from utils import read_json_file, write_jsonl_file, parse, choices |
| import os |
| import copy |
|
|
|
|
| def reformat(args, split): |
| infile = os.path.join(args.input_dir, f"{split}.json") |
| outfile = os.path.join(args.output_dir, f"{split}.jsonl") |
|
|
| data = read_json_file(infile) |
| processed_data = [] |
| for example in data: |
| knowledge_dial = [] |
| for turn in example[0]: |
| role = turn[0] |
| role = "woman" if role == "W" else "man" |
| text = turn[2:].strip() |
| knowledge_dial.append({"roles": [role], "utterance": text}) |
| _dial = { |
| "turn": "single", |
| "locale": "en", |
| "dialog": [], |
| "knowledge": {"type": "list", "value": {}}, |
| } |
|
|
| for turn in example[1]: |
| dialogue = copy.deepcopy(_dial) |
| dialogue["dialog"].append( |
| {"roles": ["USER"], "utterance": turn["question"]} |
| ) |
|
|
| label = -1 |
| for idx, choice in enumerate(turn["choice"]): |
| |
| |
| |
|
|
| dialogue["knowledge"]["value"][chr(ord('A') + idx)] = choice |
|
|
| if choice == turn["answer"]: |
| label = idx |
|
|
| assert label >= 0 |
|
|
| dialogue["dialog"][-1]["roles_to_select"] = [chr(ord('A') + label)] |
| dialogue["knowledge"]["value"]["dialogue"] = knowledge_dial |
|
|
| processed_data.append(dialogue) |
|
|
| write_jsonl_file(processed_data, outfile) |
|
|
|
|
| def preprocess(args): |
| reformat(args, "train") |
| reformat(args, "dev") |
| reformat(args, "test") |
|
|
|
|
| if __name__ == "__main__": |
| args = parse() |
| preprocess(args) |
|
|