| import os | |
| from utils import read_json_file, write_jsonl_file, parse | |
| def get_belief_state(metadata): | |
| bs = [] | |
| if not len(metadata): | |
| return bs | |
| for d_name, domain in metadata.items(): | |
| blf_stt = {"domain": d_name, | |
| "goal": []} | |
| for i_name, intent in domain.items(): | |
| goal = {"intent": i_name, | |
| "slot_value_table": []} | |
| for slot, value in intent.items(): | |
| if isinstance(value, (list, dict)) and len(value) > 0: | |
| for item in value: | |
| for inner_slot, inner_value in item.items(): | |
| real_slot = slot + '_' + inner_slot | |
| svt = {"slot": real_slot, | |
| "value": inner_value} | |
| goal["slot_value_table"].append(svt) | |
| else: | |
| svt = {"slot": slot, | |
| "value": value} | |
| goal["slot_value_table"].append(svt) | |
| blf_stt["goal"].append(goal) | |
| bs.append(blf_stt) | |
| return bs | |
| def preprocess(args): | |
| dirnames = [os.path.join(args.input_dir, dir) for dir in os.listdir(args.input_dir)] | |
| for dir in dirnames: | |
| ''' | |
| add train/eval/test instruction | |
| ''' | |
| filenames = os.listdir(dir) | |
| locale = dir[-2:] | |
| for filename in filenames: | |
| path = os.path.join(dir, filename) | |
| data = read_json_file(path) | |
| turns = [] | |
| for _, item in data.items(): | |
| t = {"turn": "multi", | |
| "dialog": [], | |
| "knowledge": None} | |
| tag = "log-cn" if locale == "zh" else ("log-" + locale) | |
| for obj in item[tag]: | |
| bs = get_belief_state(obj["metadata"]) | |
| role = "USER" if not len(bs) else "SYS" | |
| d = {"role": role, | |
| "utterance": obj["text"], | |
| "belief_state": bs, | |
| "querying_result": None, | |
| "summary": None, | |
| "locale": locale, | |
| "topic": None, | |
| "opinion": None, | |
| "answer": None} | |
| t["dialog"].append(d) | |
| turns.append(t) | |
| write_jsonl_file(turns, os.path.join(args.output_dir, filename[:-5]) + ".jsonl") | |
| if __name__ == "__main__": | |
| args = parse() | |
| preprocess(args) |