{"id":33349,"date":"2025-07-24T04:22:07","date_gmt":"2025-07-23T20:22:07","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33349"},"modified":"2025-07-24T04:23:32","modified_gmt":"2025-07-23T20:23:32","slug":"10fenzhongweidiaorang","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/10fenzhongweidiaorang\/","title":{"rendered":"Qwen3 10\u5206\u949f\u5fae\u8c03\uff0c\u8ba90.6B\u6a21\u578b\u5ab2\u7f8e235B\u6a21\u578b\uff01\u514d\u8d39\u4f53\u9a8c\u8fdb\u884c\u4e2d"},"content":{"rendered":"<h2>\u4ee5\u5c0f\u535a\u5927\uff1a\u5982\u4f55\u901a\u8fc7\u6a21\u578b\u84b8\u998f\u8ba9 0.6B \u6a21\u578b\u5b9e\u73b0 235B \u6a21\u578b\u7684\u6548\u679c<\/h2>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u867d\u7136\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u9ad8\u6602\u7684\u8ba1\u7b97\u6210\u672c\u548c\u8f83\u6162\u7684\u63a8\u7406\u901f\u5ea6\u662f\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u4e3b\u8981\u969c\u788d\u3002\u4e00\u4e2a\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u662f\u6a21\u578b\u84b8\u998f\uff08Model Distillation\uff09\uff1a\u9996\u5148\u5229\u7528\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u6559\u5e08\u6a21\u578b\u201d\uff08\u5927\u53c2\u6570\u6a21\u578b\uff09\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6807\u6ce8\u6570\u636e\uff0c\u7136\u540e\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u201c\u6559\u5bfc\u201d\u4e00\u4e2a\u66f4\u5c0f\u3001\u66f4\u7ecf\u6d4e\u7684\u201c\u5b66\u751f\u6a21\u578b\u201d\uff08\u5c0f\u53c2\u6570\u6a21\u578b\uff09\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u5c0f\u6a21\u578b\u80fd\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8fbe\u5230\u63a5\u8fd1\u5927\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u672c\u6587\u5c06\u4ee5\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u7269\u6d41\u4fe1\u606f\uff08\u6536\u4ef6\u4eba\u3001\u5730\u5740\u3001\u7535\u8bdd\uff09\u4e3a\u4f8b\uff0c\u8be6\u7ec6\u6f14\u793a\u5982\u4f55\u901a\u8fc7\u6a21\u578b\u84b8\u998f\u6280\u672f\uff0c\u8ba9\u4e00\u4e2a 0.6B \u53c2\u6570\u7684\u00a0<code>Qwen3-0.6B<\/code>\u00a0\u6a21\u578b\uff0c\u5728\u4fe1\u606f\u63d0\u53d6\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387\u4ece 14% \u63d0\u5347\u5230 98%\uff0c\u5ab2\u7f8e\u5927\u6a21\u578b\u7684\u6548\u679c\u3002<\/p>\n<p>\u4f18\u5316\u524d\u540e\u7684\u6548\u679c\u5bf9\u6bd4\u975e\u5e38\u76f4\u89c2\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/51def045dbdc68c.png\" alt=\"\" \/><\/p>\n<h3>\u65b9\u6848\u6838\u5fc3\u6d41\u7a0b<\/h3>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u51c6\u5907<\/strong>\uff1a\u4f7f\u7528\u4e00\u4e2a 235B \u7684\u5927\u6a21\u578b\u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\uff0c\u5904\u7406\u4e00\u6279\u865a\u62df\u5730\u5740\u63cf\u8ff0\uff0c\u751f\u6210\u7ed3\u6784\u5316\u7684 JSON \u6570\u636e\u4f5c\u4e3a\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u96c6\u3002\u5728\u5b9e\u9645\u4e1a\u52a1\u4e2d\uff0c\u5e94\u4f7f\u7528\u771f\u5b9e\u573a\u666f\u6570\u636e\u4ee5\u8fbe\u5230\u6700\u4f73\u6548\u679c\u3002<\/li>\n<li><strong>\u6a21\u578b\u5fae\u8c03<\/strong>\uff1a\u5229\u7528\u4e0a\u4e00\u6b65\u751f\u6210\u7684\u6570\u636e\uff0c\u5bf9\u00a0<code>Qwen3-0.6B<\/code>\u00a0\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u6b64\u8fc7\u7a0b\u5c06\u4f7f\u7528\u00a0<code>ms-swift<\/code>\u00a0\u6846\u67b6\uff0c\u5b83\u80fd\u5c06\u590d\u6742\u7684\u5fae\u8c03\u64cd\u4f5c\u7b80\u5316\u4e3a\u5355\u884c\u547d\u4ee4\u3002<\/li>\n<li><strong>\u6548\u679c\u9a8c\u8bc1<\/strong>\uff1a\u5728\u72ec\u7acb\u7684\u6d4b\u8bd5\u96c6\u4e0a\u8bc4\u4f30\u5fae\u8c03\u524d\u540e\u7684\u6a21\u578b\u8868\u73b0\uff0c\u4ee5\u91cf\u5316\u6027\u80fd\u63d0\u5347\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u7a33\u5b9a\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<\/ol>\n<h3>\u4e00\u3001\u51c6\u5907\u8ba1\u7b97\u73af\u5883<\/h3>\n<p>\u5927\u6a21\u578b\u5fae\u8c03\u9700\u8981\u914d\u5907\u00a0<code>GPU<\/code>\u00a0\u7684\u8ba1\u7b97\u73af\u5883\uff0c\u5e76\u6b63\u786e\u5b89\u88c5\u00a0<code>GPU<\/code>\u00a0\u9a71\u52a8\u3001<code>CUDA<\/code>\u00a0\u548c\u00a0<code>cuDNN<\/code>\u3002\u624b\u52a8\u914d\u7f6e\u8fd9\u4e9b\u4f9d\u8d56\u4e0d\u4ec5\u7e41\u7410\u4e14\u6613\u51fa\u9519\u3002\u4e3a\u4e86\u7b80\u5316\u90e8\u7f72\uff0c\u63a8\u8350\u5728\u521b\u5efa\u00a0<code>GPU<\/code>\u00a0\u4e91\u670d\u52a1\u5668\u5b9e\u4f8b\u65f6\uff0c\u9009\u62e9\u9884\u88c5\u4e86\u00a0<code>GPU<\/code>\u00a0\u9a71\u52a8\u7684\u955c\u50cf\uff0c\u4ece\u800c\u5feb\u901f\u542f\u52a8\u5fae\u8c03\u4efb\u52a1\u3002<\/p>\n<p>\u672c\u65b9\u6848\u53ef\u4ee5\u901a\u8fc7\u514d\u8d39\u8bd5\u7528\u8d44\u6e90\u6765\u4f53\u9a8c\u3002\u8bd5\u7528\u671f\u521b\u5efa\u7684\u8d44\u6e90\u548c\u6570\u636e\u5728\u7ed3\u675f\u540e\u4f1a\u88ab\u6e05\u9664\u3002\u5982\u679c\u9700\u8981\u957f\u671f\u4f7f\u7528\uff0c\u53ef\u4ee5\u53c2\u8003\u5b98\u65b9\u6587\u6863\u4e2d\u7684\u624b\u52a8\u521b\u5efa\u6307\u5f15\u3002<\/p>\n<ol>\n<li>\u6839\u636e\u9875\u9762\u5f15\u5bfc\u521b\u5efa\u8d44\u6e90\uff0c\u53f3\u4fa7\u4f1a\u5b9e\u65f6\u5c55\u793a\u521b\u5efa\u8fdb\u5ea6\u3002<img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b2248a0dc2b8734.png\" alt=\"\" \/><\/li>\n<li>\u521b\u5efa\u5b8c\u6210\u540e\uff0c\u901a\u8fc7\u8fdc\u7a0b\u8fde\u63a5\u529f\u80fd\u767b\u5f55\u5230\u00a0<code>GPU<\/code>\u00a0\u4e91\u670d\u52a1\u5668\u3002<img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b85c1834a813e22.png\" alt=\"\" \/>\n<p>\u70b9\u51fb\u201c\u8fdc\u7a0b\u8fde\u63a5\u201d\u6309\u94ae\u5e76\u4f7f\u7528\u63d0\u4f9b\u7684\u51ed\u636e\u767b\u5f55\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/3924dc9c9648e0f.png\" alt=\"\" \/><\/li>\n<\/ol>\n<h3>\u4e8c\u3001\u4e0b\u8f7d\u5e76\u5fae\u8c03\u6a21\u578b<\/h3>\n<p>\u901a\u8fc7\u9b54\u642d\u793e\u533a\uff08ModelScope\uff09\u63d0\u4f9b\u7684\u00a0<code>ms-swift<\/code>\u00a0\u6846\u67b6\uff0c\u53ef\u4ee5\u5c06\u590d\u6742\u7684\u6a21\u578b\u5fae\u8c03\u6d41\u7a0b\u5927\u5e45\u7b80\u5316\u3002<\/p>\n<h4>1. \u5b89\u88c5\u4f9d\u8d56<\/h4>\n<p>\u672c\u65b9\u6848\u4f9d\u8d56\u4e24\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n<ul>\n<li><code>ms-swift<\/code>: \u4e00\u4e2a\u7531\u9b54\u642d\u793e\u533a\u63d0\u4f9b\u7684\u9ad8\u6027\u80fd\u8bad\u7ec3\u6846\u67b6\uff0c\u96c6\u6210\u4e86\u6a21\u578b\u4e0b\u8f7d\u3001\u5fae\u8c03\u548c\u6743\u91cd\u5408\u5e76\u7b49\u529f\u80fd\u3002<\/li>\n<li><code><a href=\"https:\/\/www.kdjingpai.com\/vllm\/\">vllm<\/a><\/code>: \u4e00\u4e2a\u7528\u4e8e\u90e8\u7f72\u548c\u63a8\u7406\u670d\u52a1\u7684\u6846\u67b6\uff0c\u652f\u6301\u9ad8\u6027\u80fd\u63a8\u7406\uff0c\u65b9\u4fbf\u9a8c\u8bc1\u6a21\u578b\u6548\u679c\u5e76\u751f\u6210\u00a0<code>API<\/code>\u00a0\u4f9b\u4e1a\u52a1\u8c03\u7528\u3002<\/li>\n<\/ul>\n<p>\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5\u4f9d\u8d56\uff08\u7ea6\u97005\u5206\u949f\uff09\uff1a<\/p>\n<pre><code>pip3 install vllm==0.9.0.1 ms-swift==3.5.0\r\n<\/code><\/pre>\n<h4>2. \u6267\u884c\u6a21\u578b\u5fae\u8c03<\/h4>\n<p>\u8fd0\u884c\u4ee5\u4e0b\u811a\u672c\uff0c\u5373\u53ef\u81ea\u52a8\u5b8c\u6210\u6a21\u578b\u4e0b\u8f7d\u3001\u6570\u636e\u51c6\u5907\u3001\u6a21\u578b\u5fae\u8c03\u548c\u6743\u91cd\u5408\u5e76\u7684\u5168\u8fc7\u7a0b\u3002<\/p>\n<pre><code># \u8fdb\u5165 \/root \u76ee\u5f55\r\ncd \/root &amp;&amp; \\\r\n# \u4e0b\u8f7d\u5fae\u8c03\u811a\u672c sft.sh\r\ncurl -f -o sft.sh \"https:\/\/help-static-aliyun-doc.aliyuncs.com\/file-manage-files\/zh-CN\/20250623\/cggwpz\/sft.sh\" &amp;&amp; \\\r\n# \u6267\u884c\u5fae\u8c03\u811a\u672c\r\nbash sft.sh\r\n<\/code><\/pre>\n<p>\u5fae\u8c03\u8fc7\u7a0b\u5927\u7ea6\u9700\u898110\u5206\u949f\u3002<code>sft.sh<\/code>\u00a0\u811a\u672c\u4e2d\u7684\u6838\u5fc3\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n<pre><code>swift sft \\\r\n--model Qwen\/Qwen3-0.6B \\\r\n--train_type lora \\\r\n--dataset 'train.jsonl' \\\r\n--torch_dtype bfloat16 \\\r\n--num_train_epochs 10 \\\r\n--per_device_train_batch_size 20 \\\r\n--per_device_eval_batch_size 20 \\\r\n--learning_rate 1e-4 \\\r\n--lora_rank 8 \\\r\n--lora_alpha 32 \\\r\n--target_modules all-linear \\\r\n--gradient_accumulation_steps 16 \\\r\n--save_steps 1 \\\r\n--save_total_limit 2 \\\r\n--logging_steps 2 \\\r\n--max_length 2048 \\\r\n--output_dir output \\\r\n--warmup_ratio 0.05 \\\r\n--dataloader_num_workers 4\r\n<\/code><\/pre>\n<p>\u8fd9\u91cc\u5bf9\u90e8\u5206\u5173\u952e\u53c2\u6570\u8fdb\u884c\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>--train_type lora<\/code>: \u6307\u5b9a\u4f7f\u7528 LoRA\uff08Low-Rank Adaptation\uff09\u65b9\u5f0f\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u662f\u4e00\u79cd\u53c2\u6570\u9ad8\u6548\u7684\u5fae\u8c03\u65b9\u6cd5\uff0c\u76f8\u6bd4\u5168\u91cf\u5fae\u8c03\uff0c\u5b83\u4ec5\u8bad\u7ec3\u5c11\u91cf\u65b0\u589e\u7684\u6743\u91cd\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u3002<\/li>\n<li><code>--lora_rank<\/code>: LoRA \u77e9\u9635\u7684\u79e9\u3002\u79e9\u8d8a\u5927\uff0c\u6a21\u578b\u62df\u5408\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\u8d8a\u5f3a\uff0c\u4f46\u8fc7\u5927\u53ef\u80fd\u5bfc\u81f4\u8fc7\u62df\u5408\u3002<\/li>\n<li><code>--lora_alpha<\/code>: LoRA \u7684\u7f29\u653e\u56e0\u5b50\uff0c\u4e0e\u00a0<code>learning_rate<\/code>\u00a0\u7c7b\u4f3c\uff0c\u7528\u4e8e\u8c03\u6574\u6743\u91cd\u66f4\u65b0\u7684\u5e45\u5ea6\u3002<\/li>\n<li><code>--num_train_epochs<\/code>: \u8bad\u7ec3\u8f6e\u6b21\u3002\u51b3\u5b9a\u4e86\u6a21\u578b\u5b66\u4e60\u6570\u636e\u7684\u6df1\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u7ec8\u7aef\u4f1a\u5b9e\u65f6\u6253\u5370\u6a21\u578b\u5728\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u4e0a\u7684\u635f\u5931\uff08loss\uff09\u53d8\u5316\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/4b0f6f1350d6a5b.png\" alt=\"\" \/><\/p>\n<p>\u5f53\u770b\u5230\u4ee5\u4e0b\u8f93\u51fa\u65f6\uff0c\u8868\u660e\u6a21\u578b\u5fae\u8c03\u548c\u6743\u91cd\u5408\u5e76\u5df2\u6210\u529f\u5b8c\u6210\uff1a<\/p>\n<pre><code>\u2713 swift export \u547d\u4ee4\u6267\u884c\u6210\u529f\r\n\u68c0\u67e5\u5408\u5e76\u7ed3\u679c...\r\n\u2713 \u5408\u5e76\u76ee\u5f55\u521b\u5efa\u6210\u529f: output\/v0-xxx-xxx\/checkpoint-50-merged\r\n\u2713 LoRA\u6743\u91cd\u5408\u5e76\u5b8c\u6210\uff01\r\n\u5408\u5e76\u540e\u7684\u6a21\u578b\u8def\u5f84: output\/v0-xxx-xxx\/checkpoint-50-merged\r\n<\/code><\/pre>\n<p>\u5fae\u8c03\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u5728\u00a0<code>output\/v0-xxx-xxx\/images<\/code>\u00a0\u76ee\u5f55\u4e0b\u627e\u5230\u00a0<code>train_loss.png<\/code>\u00a0\u548c\u00a0<code>eval_loss.png<\/code>\u00a0\u4e24\u4e2a\u56fe\u8868\uff0c\u5b83\u4eec\u76f4\u89c2\u5730\u53cd\u6620\u4e86\u6a21\u578b\u7684\u8bad\u7ec3\u72b6\u6001\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>train_loss (\u8bad\u7ec3\u96c6\u635f\u5931)<\/th>\n<th>eval_loss (\u9a8c\u8bc1\u96c6\u635f\u5931)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/da3968024e72faa.png\" alt=\"\" \/><\/td>\n<td><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/edaf34b49e06150.png\" alt=\"\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li><strong>\u6b20\u62df\u5408<\/strong>\uff1a\u82e5\u00a0<code>train_loss<\/code>\u00a0\u548c\u00a0<code>eval_loss<\/code>\u00a0\u5728\u8bad\u7ec3\u7ed3\u675f\u65f6\u4ecd\u6709\u660e\u663e\u4e0b\u964d\u8d8b\u52bf\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u589e\u52a0\u00a0<code>num_train_epochs<\/code>\u00a0\u6216\u00a0<code>lora_rank<\/code>\u3002<\/li>\n<li><strong>\u8fc7\u62df\u5408<\/strong>\uff1a\u82e5\u00a0<code>train_loss<\/code>\u00a0\u6301\u7eed\u4e0b\u964d\uff0c\u4f46\u00a0<code>eval_loss<\/code>\u00a0\u53cd\u800c\u5f00\u59cb\u4e0a\u5347\uff0c\u8bf4\u660e\u6a21\u578b\u8fc7\u5ea6\u5b66\u4e60\u4e86\u8bad\u7ec3\u6570\u636e\uff0c\u5e94\u51cf\u5c11\u00a0<code>num_train_epochs<\/code>\u00a0\u6216\u00a0<code>lora_rank<\/code>\u3002<\/li>\n<li><strong>\u826f\u597d\u62df\u5408<\/strong>\uff1a\u5f53\u4e24\u6761\u66f2\u7ebf\u90fd\u8d8b\u4e8e\u5e73\u7a33\uff0c\u8bf4\u660e\u6a21\u578b\u8bad\u7ec3\u8fbe\u5230\u4e86\u4e00\u4e2a\u7406\u60f3\u72b6\u6001\u3002<\/li>\n<\/ul>\n<h3>\u4e09\u3001\u9a8c\u8bc1\u6a21\u578b\u6548\u679c<\/h3>\n<p>\u5728\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u524d\uff0c\u7cfb\u7edf\u6027\u5730\u8bc4\u6d4b\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u73af\u8282\u3002<\/p>\n<h4>1. \u51c6\u5907\u6d4b\u8bd5\u6570\u636e<\/h4>\n<p>\u6d4b\u8bd5\u6570\u636e\u5e94\u4e0e\u8bad\u7ec3\u6570\u636e\u683c\u5f0f\u4e00\u81f4\uff0c\u4e14\u5fc5\u987b\u662f\u5168\u65b0\u7684\u3001\u6a21\u578b\u672a\u89c1\u8fc7\u7684\u6570\u636e\uff0c\u4ee5\u8bc4\u4f30\u5176\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<pre><code>cd \/root &amp;&amp; \\\r\n# \u4e0b\u8f7d\u6d4b\u8bd5\u6570\u636e test.jsonl\r\ncurl -o test.jsonl \"https:\/\/help-static-aliyun-doc.aliyuncs.com\/file-manage-files\/zh-CN\/20250610\/mhxmdw\/test_with_system.jsonl\"\r\n<\/code><\/pre>\n<p>\u6d4b\u8bd5\u6570\u636e\u6837\u672c\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<pre><code>{\"messages\": [{\"role\": \"system\", \"content\": \"...\"}, {\"role\": \"user\", \"content\": \"\u7535\u8bdd\uff1a23204753945:\u5927\u7406\u5e02\u5927\u7406\u5e02\u4eba\u6c11\u8def25\u53f7 \u5927\u7406\u53e4\u57ce\u56fd\u9645\u9152\u5e97 3\u53f7\u697c:\u6536\u4ef6\u8005\uff1a\u6bb5\u4e3d\u5a1f\"}, {\"role\": \"assistant\", \"content\": \"{\\\"province\\\": \\\"\u4e91\u5357\u7701\\\", \\\"city\\\": \\\"\u5927\u7406\u5e02\\\", ...}\"}]}\r\n{\"messages\": [{\"role\": \"system\", \"content\": \"...\"}, {\"role\": \"user\", \"content\": \"\u5929\u6d25\u5e02\u6cb3\u897f\u533a\u73e0\u6c5f\u905321\u53f7\u91d1\u6cf0\u5927\u53a63\u5c42 , \u63a5\u6536\u4eba\u6155\u5bb9\u4fee\u8fdc , MOBILE\uff1a22323185576\"}, {\"role\": \"assistant\", \"content\": \"{\\\"province\\\": \\\"\u5929\u6d25\u5e02\\\", \\\"city\\\": \\\"\u5929\u6d25\u5e02\\\", ...}\"}]}\r\n<\/code><\/pre>\n<h4>2. \u8bbe\u8ba1\u8bc4\u6d4b\u6307\u6807<\/h4>\n<p>\u8bc4\u6d4b\u6807\u51c6\u9700\u7d27\u8d34\u4e1a\u52a1\u76ee\u6807\u3002\u5728\u672c\u4f8b\u4e2d\uff0c\u4e0d\u4ec5\u8981\u5224\u65ad\u8f93\u51fa\u662f\u5426\u4e3a\u5408\u6cd5\u7684\u00a0<code>JSON<\/code>\uff0c\u8fd8\u8981\u9010\u4e00\u6bd4\u5bf9\u00a0<code>JSON<\/code>\u00a0\u4e2d\u6bcf\u4e2a\u952e\u503c\u5bf9\uff08Key-Value\uff09\u662f\u5426\u5b8c\u5168\u6b63\u786e\u3002<\/p>\n<h4>3. \u8bc4\u6d4b\u521d\u59cb\u6a21\u578b\u6548\u679c<\/h4>\n<p>\u9996\u5148\uff0c\u5728\u672a\u7ecf\u5fae\u8c03\u7684\u00a0<code>Qwen3-0.6B<\/code>\u00a0\u6a21\u578b\u4e0a\u8fdb\u884c\u6d4b\u8bd5\u3002\u5373\u4f7f\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8be6\u7ec6\u63d0\u793a\u8bcd\uff08Prompt\uff09\uff0c\u5176\u5728 400 \u4e2a\u6d4b\u8bd5\u6837\u672c\u4e0a\u7684\u51c6\u786e\u7387\u4e5f\u4ec5\u6709\u00a0<strong>14%<\/strong>\u3002<\/p>\n<pre><code>\u6240\u6709\u9884\u6d4b\u5b8c\u6210! \u7ed3\u679c\u5df2\u4fdd\u5b58\u5230 predicted_labels_without_sft.jsonl\r\n\u6837\u672c\u6570: 400 \u6761\r\n\u54cd\u5e94\u6b63\u786e: 56 \u6761\r\n\u54cd\u5e94\u9519\u8bef: 344 \u6761\r\n\u8bc4\u4f30\u811a\u672c\u8fd0\u884c\u5b8c\u6210\r\n<\/code><\/pre>\n<h4>4. \u9a8c\u8bc1\u5fae\u8c03\u540e\u6a21\u578b\u6548\u679c<\/h4>\n<p>\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528\u76f8\u540c\u7684\u6d4b\u8bd5\u96c6\u8bc4\u6d4b\u5fae\u8c03\u540e\u7684\u6a21\u578b\u3002\u4e00\u4e2a\u663e\u8457\u7684\u53d8\u5316\u662f\uff0c\u73b0\u5728\u53ef\u4ee5\u7528\u4e00\u4e2a\u975e\u5e38\u7b80\u6d01\u7684\u63d0\u793a\u8bcd\u6765\u83b7\u5f97\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u56e0\u4e3a\u4efb\u52a1\u7684\u7279\u5b9a\u77e5\u8bc6\u5df2\u7ecf\u88ab\u201c\u70d8\u7119\u201d\u5230\u6a21\u578b\u53c2\u6570\u4e2d\uff0c\u4e0d\u518d\u9700\u8981\u590d\u6742\u7684\u6307\u4ee4\u3002<\/p>\n<p>\u7b80\u6d01\u7248\u63d0\u793a\u8bcd\uff1a<\/p>\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u4fe1\u606f\u62bd\u53d6\u52a9\u624b\uff0c\u4e13\u95e8\u8d1f\u8d23\u4ece\u4e2d\u6587\u6587\u672c\u4e2d\u63d0\u53d6\u6536\u4ef6\u4eba\u7684JSON\u4fe1\u606f\uff0c\u5305\u542b\u7684Key\u6709province\uff08\u7701\u4efd\uff09\u3001city\uff08\u57ce\u5e02\u540d\u79f0\uff09\u3001district\uff08\u533a\u53bf\u540d\u79f0\uff09\u3001specific_location\uff08\u8857\u9053\u3001\u95e8\u724c\u53f7\u3001\u5c0f\u533a\u3001\u697c\u680b\u7b49\u8be6\u7ec6\u4fe1\u606f\uff09\u3001name\uff08\u6536\u4ef6\u4eba\u59d3\u540d\uff09\u3001phone\uff08\u8054\u7cfb\u7535\u8bdd\uff09\r\n<\/code><\/pre>\n<p>\u6267\u884c\u8bc4\u6d4b\u811a\u672c\u540e\uff0c\u7ed3\u679c\u663e\u793a\u5fae\u8c03\u540e\u7684\u6a21\u578b\u51c6\u786e\u7387\u8fbe\u5230\u4e86\u00a0<strong>98%<\/strong>\uff0c\u5b9e\u73b0\u4e86\u8d28\u7684\u98de\u8dc3\u3002<\/p>\n<pre><code>\u6240\u6709\u9884\u6d4b\u5b8c\u6210! \u7ed3\u679c\u5df2\u4fdd\u5b58\u5230 predicted_labels.jsonl\r\n\u6837\u672c\u6570: 400 \u6761\r\n\u54cd\u5e94\u6b63\u786e: 392 \u6761\r\n\u54cd\u5e94\u9519\u8bef: 8 \u6761\r\n\u8bc4\u4f30\u811a\u672c\u8fd0\u884c\u5b8c\u6210\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u7ed3\u679c\u8bc1\u660e\uff0c\u6a21\u578b\u84b8\u998f\u548c\u00a0<code>LoRA<\/code>\u00a0\u5fae\u8c03\u662f\u4e00\u79cd\u6781\u5177\u6027\u4ef7\u6bd4\u7684\u65b9\u6848\uff0c\u5b83\u8ba9\u5c0f\u578b\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u7684\u5e94\u7528\u6210\u4e3a\u53ef\u80fd\uff0c\u4e3aAI\u6280\u672f\u7684\u89c4\u6a21\u5316\u843d\u5730\u626b\u6e05\u4e86\u6210\u672c\u548c\u6548\u7387\u969c\u788d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/def134884ae7858.png\" alt=\"\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee5\u5c0f\u535a\u5927\uff1a\u5982\u4f55\u901a\u8fc7\u6a21\u578b\u84b8\u998f\u8ba9 0.6B \u6a21\u578b\u5b9e\u73b0 235B \u6a21\u578b\u7684\u6548\u679c \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u867d\u7136\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u9ad8\u6602\u7684\u8ba1\u7b97\u6210\u672c\u548c\u8f83\u6162\u7684\u63a8\u7406\u901f\u5ea6\u662f\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u4e3b\u8981\u969c\u788d\u3002\u4e00\u4e2a\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u662f\u6a21\u578b\u84b8\u998f\uff08Model Distillation\uff09\uff1a\u9996\u5148\u5229&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[182],"tags":[],"class_list":["post-33349","post","type-post","status-publish","format-standard","hentry","category-shicao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/33349","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=33349"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/33349\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=33349"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=33349"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=33349"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}