import os from os import listdir from os.path import isfile, join import json INSTRUCT_CHUNKED_PROMPT = """你是一个擅长翻译科技新闻的翻译专家。请将以下内容翻译为中文,使用相同格式输出,并保留时间戳。不要漏掉任何信息。合并多行文本时,保留第一个和最后一个时间戳。""" DOCUMENT_ROOT = "data" files = listdir("data") all_datapoints = [] for f in files: en_fname = join(DOCUMENT_ROOT, f) if en_fname.endswith(".en.txt") and isfile(en_fname): cn_fname = join(DOCUMENT_ROOT, f.replace(".en.txt", ".cn.txt")) if os.path.exists(cn_fname) and isfile(cn_fname): print(f"Found data pair: {en_fname} and {cn_fname}") with open(en_fname, "r", encoding='utf-8-sig') as enfin: en_messages = enfin.read() with open(cn_fname, "r", encoding='utf-8-sig') as cnfin: cn_messages = cnfin.read() en_messages = [part.strip() for part in en_messages.split("\n\n") if part.strip() != ""] cn_messages = [part.strip() for part in cn_messages.split("\n\n") if part.strip() != ""] if(len(en_messages) != len(cn_messages)): print(f"English and Chinese version mismatch. Discarding {en_fname} pair.") # Write document history = [] for en, cn in zip(en_messages, cn_messages): all_datapoints.append({ 'system': INSTRUCT_CHUNKED_PROMPT, 'input': en, 'output': cn, 'history': history }) history.append([en, cn]) import random shuffled = random.shuffle(all_datapoints) COUNT = len(all_datapoints) TRAIN = int(0.8 * COUNT) train_dataset = all_datapoints[:TRAIN] evaluation_dataset = all_datapoints[TRAIN:] with open("train.json", "w", encoding='utf-8-sig') as train_f: for d in train_dataset: json.dump(d, train_f) train_f.write('\n') with open("test.json", "w", encoding='utf-8-sig') as ev_f: for d in evaluation_dataset: json.dump(d, ev_f) ev_f.write('\n')