from utils import read_json_file, parse, write_jsonl_file import os def readfile(input_dir): path = os.path.join(input_dir, "CamRest676_annotated.json") data = read_json_file(path) return data def build_usr_turn(usr): turn = {"roles": ["USER"], "utterance": usr["transcript"], "belief_state": []} act2svp = dict() for da in usr["slu"]: act = da["act"] if act not in act2svp: act2svp[act] = [] for slot, value in da["slots"]: act2svp[act].append((slot, value)) for act in act2svp: if act != "request": svt = [] for slot, value in act2svp[act]: svt.append( {"slot": slot, "values": [{"value": value}], "relation": "="} ) state = { "intent": act, "informed_slot_value_table": svt, "domain": "restaurant", } else: state = { "intent": act, "requested_slots": list(map(lambda x: x[1], act2svp[act])), "domain": "restaurant", } turn["belief_state"].append(state) turn["rewritten"] = usr["transcript_complete"] return turn def build_sys_turn(sys): turn = {"roles": ["SYSTEM"], "utterance": sys["sent"], "dialog_acts": []} svt = [] for act in sys["DA"]: svt.append({"slot": act}) turn["dialog_acts"].append({"act": "REQUEST", "slot_value_table": svt}) return turn def preprocess(args): origin_data = readfile(args.input_dir) data = [] for dial in origin_data: dial = dial["dial"] parsed_dial = { "turn": "multi", "domain": ["restaurant"], "locale": "en", "dialog": [], } for origin_turn in dial: usr = origin_turn["usr"] sys = origin_turn["sys"] parsed_dial["dialog"].append(build_usr_turn(usr)) parsed_dial["dialog"].append(build_sys_turn(sys)) data.append(parsed_dial) # split with (3:1:1) total = len(data) train_num = total * 3 // 5 dev_num = total * 1 // 5 train_data = data[:train_num] dev_data = data[train_num : train_num + dev_num] test_data = data[train_num : train_num + dev_num :] write_jsonl_file(train_data, os.path.join(args.output_dir, "train.jsonl")) write_jsonl_file(dev_data, os.path.join(args.output_dir, "dev.jsonl")) write_jsonl_file(test_data, os.path.join(args.output_dir, "test.jsonl")) if __name__ == "__main__": args = parse() preprocess(args)