| from utils import read_json_file, write_jsonl_file, parse | |
| import os | |
| def preprocess(args, split): | |
| path = os.path.join(args.input_dir, f"doqa-cooking-{split}-v2.1.json") | |
| data = read_json_file(path) | |
| outfile = os.path.join(args.output_dir, f"{split}.jsonl") | |
| data = data["data"] | |
| turns = [] | |
| for i in range(len(data)): | |
| title = data[i]["title"] | |
| background = data[i]["background"] | |
| for example in data[i]["paragraphs"]: | |
| passage = example["context"] | |
| if passage.endswith("CANNOTANSWER"): | |
| passage = passage[: -len("CANNOTANSWER")].strip() | |
| knowledge = { | |
| "type": "dict", | |
| "value": {"title": title, "background": background, "passage": passage}, | |
| } | |
| t = {"turn": "multi", "locale": "en", "dialog": [], "knowledge": knowledge} | |
| for qa in example["qas"]: | |
| t["dialog"].append({"roles": ["USER"], "utterance": qa["question"]}) | |
| assert split != "train" or len(qa["answers"]) == 1 | |
| for answer in qa["answers"]: | |
| text = ( | |
| answer["input_text"] | |
| if "input_text" in answer | |
| else answer["text"] | |
| ) | |
| if text == "CANNOTANSWER": | |
| text = "None" | |
| t["dialog"].append({"roles": ["SYSTEM"], "utterance": text}) | |
| turns.append(t) | |
| write_jsonl_file(turns, outfile) | |
| if __name__ == "__main__": | |
| args = parse() | |
| preprocess(args, "train") | |
| preprocess(args, "dev") | |
| preprocess(args, "test") | |