| 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) | |