import re import os from utils import write_jsonl_file, parse from utils import read_jsonl_file def readfile(input_dir, filename): path = os.path.join(input_dir, filename) data = read_jsonl_file(path) return data def is_space_language(language): if language in ["zh-CN", "ja-JP", "zh-TW"]: return False return True def get_slot_value_table(utterance, language, origin): svt = [] pattern = re.compile("\[(.*?)\]", re.S) svp_iter = re.finditer(pattern, utterance) delta_length = 0 # record the delta length caused by annotation prev_end = -1 for svp in svp_iter: start = svp.start() end = svp.end() annotaed = utterance[start + 1 : end - 1] slot, value = map(lambda x: x.strip(), annotaed.split(":")) origin_start = start is_space = is_space_language(language) # offset 1 for non-space-seperated language if ( not is_space and start > 0 and utterance[start - 1] == " " and prev_end + 1 != start ): origin_start -= 1 # offset the delta length origin_start -= delta_length origin_end = origin_start + len(value) if not is_space: if origin[origin_start:origin_end] != value: for delta_offset in range(-3, 4): if ( origin[delta_offset + origin_start : delta_offset + origin_end] == value ): origin_start += delta_offset origin_end += delta_offset break # update delta length if ( origin_end < len(origin) and end < len(utterance) and origin[origin_end] == utterance[end] ): delta_length = end - origin_end else: delta_length = end - origin_end + 1 else: # update delta length cur_delta_length = end - start - len(value) if not is_space: # head space if start > 0 and utterance[start - 1] == " ": cur_delta_length += 1 if end < len(utterance) and utterance[end] == " ": cur_delta_length += 1 delta_length += cur_delta_length assert origin[origin_start:origin_end] == value svt.append( { "slot": slot, "value": value, "start": origin_start, "end": origin_end, "relation": "equal_to", } ) prev_end = end return svt def preprocess(args): filenames = os.listdir(args.input_dir) data = {"train": [], "dev": [], "test": [], "MMNLU-22": []} total = 0 for _ in filenames: total += 1 cur = 0 for filename in filenames: cur += 1 print(f"preprocessing {filename} ({cur}/{total})") origin_data = readfile(args.input_dir, filename) for line in origin_data: partition = line["partition"] turn = dict() turn["role"] = "ROLE" turn["utterance"] = line["utt"] domain = None if "annot_utt" in line: domain = [line["scenario"]] bs = [] goal = dict() goal["intent"] = line["intent"] # format: {domain}_{intent} slot_value_table = get_slot_value_table( line["annot_utt"], line["locale"], turn["utterance"] ) goal["slot_value_table"] = slot_value_table goal["active_intent"] = line["intent"] bs.append(goal) turn["belief_state"] = [bs] else: turn["belief_state"] = [] if domain is None: data[partition].append( {"turn": "single", "locale": line["locale"], "dialog": [turn]} ) else: data[partition].append( { "turn": "single", "locale": line["locale"], "dialog": [turn], "domain": domain, } ) for partition in data: if data[partition]: write_jsonl_file( data[partition], os.path.join(args.output_dir, f"{partition}.jsonl") ) if __name__ == "__main__": args = parse() preprocess(args)