import re from utils import ( read_json_file, read_jsonl_file, write_json_file, write_jsonl_file, parse, ) def preprocess_for_train_and_dev(args, file): path = args.input_dir + "/" + file data = read_jsonl_file(path) turns = [] for i in range(len(data)): t = { "turn": "multi", "domain": [data[i]["topic"]], "locale": "en", "dialog": [], "summary": "", } dialogues = re.split("\\n|\\r\\n", data[i]["dialogue"]) for dialog in dialogues: ro = re.search("(#.+#): ", dialog) ru = re.split("#:", dialog) if ro.group(1) is None: print(dialog) exit() d = {"roles": [ro.group(1)], "utterance": ru[1].strip()} t["dialog"].append(d) t["summary"] = data[i]["summary"] turns.append(t) write_jsonl_file(turns, args.output_dir + "/" + file) def preprocess_for_test(args, file): path = args.input_dir + "/" + file data = read_jsonl_file(path) turns = [] for i in range(len(data)): t = { "turn": "multi", "domain": [data[i]["topic1"], data[i]["topic2"], data[i]["topic3"]], "locale": "en", "dialog": [], "summary": "", } dialogues = re.split("\\n|\\r\\n", data[i]["dialogue"]) for dialog in dialogues: ro = re.search("(#.+#):", dialog) ru = re.split("#:", dialog) if ro is None: print(dialog) exit() d = {"roles": [ro.group(1)], "utterance": ru[1].strip()} t["dialog"].append(d) t["summary"] = "__multi_ref_sep__".join( [data[i]["summary1"], data[i]["summary2"], data[i]["summary3"]] ) turns.append(t) write_jsonl_file(turns, args.output_dir + "/" + file) def preprocess(args): preprocess_for_train_and_dev(args, "dialogsum.train.jsonl") preprocess_for_train_and_dev(args, "dialogsum.dev.jsonl") preprocess_for_test(args, "dialogsum.test.jsonl") if __name__ == "__main__": args = parse() preprocess(args)