import os from utils import read_json_file, parse, write_jsonl_file def parse_dialogue_knowledge(utterances): dialogue = [] for utter in utterances: dialogue.append({"roles": utter["speakers"], "utterance": utter["utterance"]}) knowledge = {"type": "dict", "value": {"dialogue": dialogue}} return knowledge def preprocess(args, split): infile = os.path.join(args.input_dir, f"friendsqa_{split}.json") if split == "trn": split = "train" elif split == "tst": split = "test" outfile = os.path.join(args.output_dir, f"{split}.jsonl") data = read_json_file(infile)["data"] processed_data = [] for part in data: for example in part["paragraphs"]: assert "utterances:" in example, example.keys() knowledge = parse_dialogue_knowledge(example["utterances:"]) for qa in example["qas"]: dial = { "turn": "single", "locale": "en", "dialog": [], "knowledge": knowledge, } dial["dialog"].append({"roles": ["USER"], "utterance": qa["question"]}) for answer in qa["answers"]: dial["dialog"].append( { "roles": ["SYSTEM"], "utterance": answer["answer_text"], "start": answer["inner_start"], "end": answer["inner_end"], "dialog_turn": answer["utterance_id"], } ) processed_data.append(dial) write_jsonl_file(processed_data, outfile) if __name__ == "__main__": args = parse() preprocess(args, "trn") preprocess(args, "dev") preprocess(args, "tst")