| 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") | |