from utils import parse, write_jsonl_file import os, json from tqdm import tqdm def replace(text): text = text.strip() if text: return text print("Replacing an utterance into `None`") return "None" def preprocess(args): dialogs = [] dial = { "turn": "multi", "locale": "en", "dialog": [], } pre_id = None dial = None roles = ["USER", "SYSTEM"] role_idx = 0 with open(os.path.join(args.input_dir, "utterances.jsonl"), "r") as reader: for line in tqdm(reader): turn = json.loads(line) if dial is None: dial = { "turn": "multi", "locale": "en", "dialog": [ { "roles": ["USER"], "utterance": replace(turn["text"]), } ], } role_idx += 1 pre_id = turn["conversation_id"] elif turn["conversation_id"] == pre_id: dial["dialog"].append( { "roles": [roles[role_idx % 2]], "utterance": replace(turn["text"]), } ) role_idx += 1 else: dialogs.append(dial) dial = { "turn": "multi", "locale": "en", "dialog": [ { "roles": ["USER"], "utterance": replace(turn["text"]), } ], } role_idx = 1 pre_id = turn["conversation_id"] dialogs.append(dial) write_jsonl_file(dialogs[:-360], os.path.join(args.output_dir, "train.jsonl")) write_jsonl_file(dialogs[-360:-180], os.path.join(args.output_dir, "dev.jsonl")) write_jsonl_file(dialogs[-180:], os.path.join(args.output_dir, "test.jsonl")) if __name__ == "__main__": args = parse() preprocess(args)