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")