import os from utils import parse, read_json_file, write_jsonl_file def parse_dialogue_knowledge(utterances): dialogue = [] for utter in utterances: dialogue.append({"roles": [utter["speaker"]], "utterance": utter["text"]}) return {"type": "dict", "value": {"dialogue": dialogue}} def preprocess(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)["data"]["dialogues"] processed_data = [] for example in data: knowledge = parse_dialogue_knowledge(example["edus"]) for qa in example["qas"]: dial = { "turn": "single", "locale": "en", "dialog": [], "knowledge": knowledge, } dial["dialog"].append({"roles": ["USER"], "utterance": qa["question"]}) if not qa["answers"]: dial["dialog"].append({"roles": ["SYSTEM"], "utterance": "None"}) else: for answer in qa["answers"]: dial["dialog"].append( {"roles": ["SYSTEM"], "utterance": answer["text"]} ) processed_data.append(dial) write_jsonl_file(processed_data, outfile) if __name__ == "__main__": args = parse() preprocess(args, "train") preprocess(args, "dev") preprocess(args, "test")