增加了一个专门为mlx的数据处理代码

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刘丹 2024-06-27 21:14:00 +08:00
parent 2e6b0171f7
commit de1b467e20

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. 准备数据集\n",
"\n",
"将数据集转换为更通用的格式\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# 转换为 ChatML 格式\n",
"import os\n",
"import shutil\n",
"import json\n",
"\n",
"input_dir = \"data/AdvertiseGen\"\n",
"output_dir = \"data/mlx_AdvertiseGen\"\n",
"if os.path.exists(output_dir):\n",
" shutil.rmtree(output_dir)\n",
"os.makedirs(output_dir, exist_ok=True)\n",
"\n",
"for fn in [\"train.json\", \"dev.json\"]:\n",
" data_out_list = []\n",
" with open(os.path.join(input_dir, fn), \"r\") as f, open(os.path.join(output_dir, fn), \"w\") as fo:\n",
" for line in f:\n",
" if len(line.strip()) > 0:\n",
" data = json.loads(line)\n",
" data_out = {\"input\":data['content'],'prompt':\"/n请为以下关键词生成一条广告语。\",'output':data['summary']}\n",
" data_out_list.append(data_out)\n",
"\n",
" for d in data_out_list:\n",
" json_str = json.dumps(d,ensure_ascii=False) # 将字典转换为JSON字符串\n",
" fo.write(json_str + '\\n') # 写入字符串并添加换行符\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.0"
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"nbformat": 4,
"nbformat_minor": 2
}