| 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") | |