{"id":28017,"date":"2025-03-10T00:27:57","date_gmt":"2025-03-09T16:27:57","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28017"},"modified":"2025-05-22T00:23:37","modified_gmt":"2025-05-21T16:23:37","slug":"lawgpt","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/lawgpt\/","title":{"rendered":"LaWGPT"},"content":{"rendered":"<p>LaWGPT \u662f\u7531\u5357\u4eac\u5927\u5b66\u673a\u5668\u5b66\u4e60\u4e0e\u6570\u636e\u6316\u6398\u7814\u7a76\u7ec4\u652f\u6301\u7684\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u81f4\u529b\u4e8e\u6253\u9020\u57fa\u4e8e\u4e2d\u6587\u6cd5\u5f8b\u77e5\u8bc6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u5728\u901a\u7528\u4e2d\u6587\u6a21\u578b\uff08\u5982 Chinese-LLaMA \u548c ChatGLM\uff09\u7684\u57fa\u7840\u4e0a\uff0c\u6269\u5c55\u4e86\u6cd5\u5f8b\u9886\u57df\u4e13\u6709\u8bcd\u8868\uff0c\u5e76\u901a\u8fc7\u5927\u89c4\u6a21\u6cd5\u5f8b\u8bed\u6599\u9884\u8bad\u7ec3\u548c\u6cd5\u5f8b\u95ee\u7b54\u6570\u636e\u96c6\u7684\u6307\u4ee4\u7cbe\u8c03\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u6cd5\u5f8b\u573a\u666f\u4e0b\u7684\u8bed\u4e49\u7406\u89e3\u548c\u5bf9\u8bdd\u80fd\u529b\u3002\u8be5\u9879\u76ee\u7531\u591a\u4e2a\u534f\u4f5c\u8005\u5171\u540c\u63a8\u8fdb\uff0c\u9002\u7528\u4e8e\u6cd5\u5f8b\u5bf9\u8bdd\u3001\u53f8\u6cd5\u8003\u8bd5\u8bad\u7ec3\u7b49\u573a\u666f\u3002\u5c3d\u7ba1\u76ee\u524d\u6a21\u578b\u4ecd\u53d7\u9650\u4e8e\u6570\u636e\u548c\u5bb9\u91cf\uff0c\u8f93\u51fa\u53ef\u80fd\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\uff0c\u4f46\u5176\u5f00\u6e90\u6027\u8d28\u548c\u793e\u533a\u652f\u6301\u4f7f\u5176\u6210\u4e3a\u6cd5\u5f8b\u9886\u57dfAI\u7814\u7a76\u7684\u91cd\u8981\u8d44\u6e90\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28018\" title=\"LaWGPT\uff1a\u4e2d\u6587\u6cd5\u5f8b\u77e5\u8bc6\u6a21\u578b\uff0c\u652f\u6301\u6cd5\u5f8b\u95ee\u7b54\u548c\u53f8\u6cd5\u8003\u8bd5\u8bad\u7ec3-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/10a793ff7b456fb.jpg\" alt=\"LaWGPT\uff1a\u4e2d\u6587\u6cd5\u5f8b\u77e5\u8bc6\u6a21\u578b\uff0c\u652f\u6301\u6cd5\u5f8b\u95ee\u7b54\u548c\u53f8\u6cd5\u8003\u8bd5\u8bad\u7ec3-1\" width=\"2501\" height=\"1514\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/10a793ff7b456fb.jpg 2501w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/10a793ff7b456fb-768x465.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/10a793ff7b456fb-1536x930.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/10a793ff7b456fb-2048x1240.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/10a793ff7b456fb-18x12.jpg 18w\" sizes=\"auto, (max-width: 2501px) 100vw, 2501px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u6cd5\u5f8b\u95ee\u7b54\u751f\u6210<\/strong>\uff1a\u6839\u636e\u8f93\u5165\u7684\u6cd5\u5f8b\u95ee\u9898\u751f\u6210\u51c6\u786e\u7684\u56de\u7b54\uff0c\u9002\u7528\u4e8e\u54a8\u8be2\u548c\u5b66\u4e60\u3002<\/li>\n<li><strong>\u53f8\u6cd5\u8003\u8bd5\u8bad\u7ec3<\/strong>\uff1a\u63d0\u4f9b\u57fa\u4e8e\u4e2d\u56fd\u53f8\u6cd5\u8003\u8bd5\u6570\u636e\u96c6\u7684\u95ee\u7b54\u8bad\u7ec3\uff0c\u5e2e\u52a9\u7528\u6237\u5907\u8003\u3002<\/li>\n<li><strong>\u6cd5\u5f8b\u8bed\u6599\u7406\u89e3<\/strong>\uff1a\u901a\u8fc7\u9884\u8bad\u7ec3\uff0c\u80fd\u89e3\u6790\u590d\u6742\u7684\u6cd5\u5f8b\u6587\u4e66\u548c\u6cd5\u89c4\u5185\u5bb9\u3002<\/li>\n<li><strong>\u547d\u4ee4\u884c\u6279\u91cf\u63a8\u7406<\/strong>\uff1a\u652f\u6301\u5f00\u53d1\u8005\u901a\u8fc7\u811a\u672c\u6279\u91cf\u5904\u7406\u6cd5\u5f8b\u76f8\u5173\u6570\u636e\u3002<\/li>\n<li><strong>\u4ea4\u4e92\u6a21\u5f0f\u5bf9\u8bdd<\/strong>\uff1a\u5728\u65e0\u9884\u8bbe\u6570\u636e\u65f6\uff0c\u4ee5\u4ea4\u4e92\u65b9\u5f0f\u5b9e\u65f6\u56de\u7b54\u7528\u6237\u63d0\u95ee\u3002<\/li>\n<li><strong>\u6a21\u578b\u6743\u91cd\u652f\u6301<\/strong>\uff1a\u63d0\u4f9b LoRA \u6743\u91cd\uff0c\u5141\u8bb8\u7528\u6237\u7ed3\u5408\u539f\u59cb\u6a21\u578b\u8fdb\u884c\u81ea\u5b9a\u4e49\u8c03\u6574\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>LaWGPT \u662f\u4e00\u4e2a\u57fa\u4e8e GitHub \u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4f7f\u7528\u524d\u9700\u8981\u5b89\u88c5\u73af\u5883\u548c\u4f9d\u8d56\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u9879\u76ee\u4ee3\u7801<\/strong><br \/>\n\u6253\u5f00\u7ec8\u7aef\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u5c06\u4ee3\u7801\u4e0b\u8f7d\u5230\u672c\u5730\uff1a<\/li>\n<\/ol>\n<pre><code>git clone git@github.com:pengxiao-song\/LaWGPT.git\r\ncd LaWGPT\r\n<\/code><\/pre>\n<p>\u8fd9\u4f1a\u5c06 LaWGPT \u7684\u4ee3\u7801\u5e93\u514b\u9686\u5230\u4f60\u7684\u7535\u8111\uff0c\u5e76\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u3002<\/p>\n<ol start=\"2\">\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong><br \/>\n\u4f7f\u7528 Conda \u521b\u5efa\u4e00\u4e2a\u72ec\u7acb\u7684 Python \u73af\u5883\uff0c\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\uff1a<\/li>\n<\/ol>\n<pre><code>conda create -n lawgpt python=3.10 -y\r\nconda activate lawgpt\r\n<\/code><\/pre>\n<p>\u6fc0\u6d3b\u73af\u5883\u540e\uff0c\u540e\u7eed\u64cd\u4f5c\u5c06\u5728\u00a0<code>lawgpt<\/code>\u00a0\u73af\u5883\u4e2d\u8fdb\u884c\u3002<\/p>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u9879\u76ee\u63d0\u4f9b\u4e86\u00a0<code>requirements.txt<\/code>\u00a0\u6587\u4ef6\uff0c\u5217\u51fa\u4e86\u6240\u9700\u5e93\u3002\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u4f9d\u8d56\u5305\u62ec\u00a0<code>transformers<\/code>\u3001<code>peft<\/code>\u3001<code>gradio<\/code>\u00a0\u7b49\uff0c\u786e\u4fdd\u7f51\u7edc\u7545\u901a\u4ee5\u5b8c\u6210\u4e0b\u8f7d\u3002<\/p>\n<ol start=\"4\">\n<li><strong>\u83b7\u53d6\u6a21\u578b\u6743\u91cd<\/strong><br \/>\n\u7531\u4e8e LLaMA \u548c Chinese-LLaMA \u672a\u5f00\u6e90\u5b8c\u6574\u6743\u91cd\uff0cLaWGPT \u4ec5\u63d0\u4f9b LoRA \u6743\u91cd\u3002\u4f60\u9700\u8981\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u4ece\u5b98\u65b9\u6e20\u9053\u83b7\u53d6 Chinese-LLaMA \u6216\u5176\u4ed6\u57fa\u7840\u6a21\u578b\u7684\u6743\u91cd\u3002<\/li>\n<li>\u5c06 LoRA \u6743\u91cd\u4e0e\u57fa\u7840\u6a21\u578b\u5408\u5e76\uff08\u5177\u4f53\u5408\u5e76\u65b9\u6cd5\u89c1\u9879\u76ee\u6587\u6863\uff09\u3002<\/li>\n<\/ul>\n<ol start=\"5\">\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\n\u8fd0\u884c\u793a\u4f8b\u811a\u672c\u786e\u8ba4\u73af\u5883\u65e0\u8bef\uff1a<\/li>\n<\/ol>\n<pre><code>bash scripts\/infer.sh\r\n<\/code><\/pre>\n<p>\u82e5\u6210\u529f\u8fdb\u5165\u4ea4\u4e92\u6a21\u5f0f\uff0c\u8bf4\u660e\u5b89\u88c5\u5b8c\u6210\u3002<\/p>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<h4>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\uff1a\u6cd5\u5f8b\u95ee\u7b54\u4e0e\u63a8\u7406<\/h4>\n<ul>\n<li><strong>\u4ea4\u4e92\u6a21\u5f0f<\/strong><br \/>\n\u5f53\u672a\u6307\u5b9a\u6d4b\u8bd5\u6570\u636e\u8def\u5f84\u65f6\uff0c\u8fd0\u884c\u00a0<code>bash scripts\/infer.sh<\/code>\u00a0\u4f1a\u8fdb\u5165\u4ea4\u4e92\u6a21\u5f0f\u3002\u4f60\u53ef\u4ee5\u76f4\u63a5\u8f93\u5165\u6cd5\u5f8b\u95ee\u9898\uff0c\u4f8b\u5982\uff1a<\/li>\n<\/ul>\n<pre><code>\u8bf7\u89e3\u91ca\u300a\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u5408\u540c\u6cd5\u300b\u7b2c\u5341\u6761\u7684\u5185\u5bb9\u3002\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u4f1a\u5b9e\u65f6\u751f\u6210\u56de\u7b54\uff0c\u9002\u7528\u4e8e\u5feb\u901f\u54a8\u8be2\u6216\u5b66\u4e60\u3002<\/p>\n<ul>\n<li><strong>\u6279\u91cf\u63a8\u7406<\/strong><br \/>\n\u82e5\u9700\u5904\u7406\u591a\u4e2a\u95ee\u9898\uff0c\u51c6\u5907\u4e00\u4e2a JSON \u6587\u4ef6\uff08\u683c\u5f0f\u53c2\u8003\u00a0<code>resources\/example_instruction_train.json<\/code>\uff09\uff0c\u5982\uff1a<\/li>\n<\/ul>\n<pre><code>{\"instruction\": \"\u79bb\u5a5a\u540e\u8d22\u4ea7\u5982\u4f55\u5206\u5272\uff1f\", \"output\": \"\"}\r\n<\/code><\/pre>\n<p>\u5c06\u6587\u4ef6\u8def\u5f84\u4f20\u5165\u811a\u672c\uff1a<\/p>\n<pre><code>bash scripts\/infer.sh --infer_data_path .\/test.json\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u4f1a\u9010\u884c\u5904\u7406\u5e76\u8f93\u51fa\u7ed3\u679c\uff0c\u7ed3\u679c\u53ef\u4fdd\u5b58\u7528\u4e8e\u540e\u7eed\u5206\u6790\u3002<\/p>\n<h4>\u7279\u8272\u529f\u80fd\u64cd\u4f5c\uff1a\u53f8\u6cd5\u8003\u8bd5\u8bad\u7ec3<\/h4>\n<ul>\n<li><strong>\u51c6\u5907\u6570\u636e\u96c6<\/strong><br \/>\nLaWGPT \u652f\u6301\u57fa\u4e8e\u53f8\u6cd5\u8003\u8bd5\u6570\u636e\u96c6\u7684\u8bad\u7ec3\u3002\u4f60\u53ef\u4ee5\u53c2\u8003\u00a0<code>Awesome Chinese Legal Resources<\/code>\u00a0\u4e0b\u8f7d\u516c\u5f00\u6570\u636e\u96c6\uff0c\u6216\u81ea\u884c\u6784\u9020\u95ee\u7b54\u5bf9\uff0c\u683c\u5f0f\u5982\u4e0b\uff1a<\/p>\n<pre><code>{\"instruction\": \"\u4e0b\u5217\u54ea\u9879\u4e0d\u5c5e\u4e8e\u72af\u7f6a\u6784\u6210\u8981\u4ef6\uff1f\", \"output\": \"A. \u72af\u7f6a\u4e3b\u4f53 B. \u72af\u7f6a\u5ba2\u4f53 C. \u72af\u7f6a\u52a8\u673a D. \u72af\u7f6a\u5ba2\u89c2\u65b9\u9762\"}\r\n<\/code><\/pre>\n<p>\u4fdd\u5b58\u4e3a JSON \u6587\u4ef6\uff0c\u4f8b\u5982\u00a0<code>exam_data.json<\/code>\u3002<\/li>\n<li><strong>\u8fd0\u884c\u8bad\u7ec3<\/strong><br \/>\n\u4f7f\u7528\u00a0<code>finetune.py<\/code>\u00a0\u811a\u672c\u8fdb\u884c\u6307\u4ee4\u7cbe\u8c03\uff1a<\/p>\n<pre><code>python finetune.py --data_path .\/exam_data.json --base_model &lt;path_to_base_model&gt; --lora_weights &lt;path_to_lora&gt;\r\n<\/code><\/pre>\n<p>\u53c2\u6570\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>--data_path<\/code>\uff1a\u6570\u636e\u96c6\u8def\u5f84\u3002<\/li>\n<li><code>--base_model<\/code>\uff1a\u57fa\u7840\u6a21\u578b\u8def\u5f84\u3002<\/li>\n<li><code>--lora_weights<\/code>\uff1aLoRA \u6743\u91cd\u8def\u5f84\u3002<br \/>\n\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u5c06\u66f4\u9002\u5e94\u53f8\u6cd5\u8003\u8bd5\u7c7b\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>Web \u754c\u9762\u4f7f\u7528<\/h4>\n<ul>\n<li><strong>\u542f\u52a8 WebUI<\/strong><br \/>\n\u9879\u76ee\u652f\u6301\u901a\u8fc7 Gradio \u63d0\u4f9b\u56fe\u5f62\u754c\u9762\u3002\u8fd0\u884c\uff1a<\/p>\n<pre><code>bash scripts\/webui.sh\r\n<\/code><\/pre>\n<p>\u542f\u52a8\u540e\uff0c\u6d4f\u89c8\u5668\u4f1a\u6253\u5f00\u4e00\u4e2a\u672c\u5730\u9875\u9762\uff08\u901a\u5e38\u662f\u00a0<code>http:\/\/127.0.0.1:7860<\/code>\uff09\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6d41\u7a0b<\/strong>\n<ol>\n<li>\u5728\u8f93\u5165\u6846\u4e2d\u8f93\u5165\u6cd5\u5f8b\u95ee\u9898\uff0c\u4f8b\u5982\uff1a\u201c\u5982\u4f55\u7533\u8bf7\u4e13\u5229\u4fdd\u62a4\uff1f\u201d<\/li>\n<li>\u70b9\u51fb\u201c\u63d0\u4ea4\u201d\uff0c\u7b49\u5f85\u6a21\u578b\u751f\u6210\u56de\u7b54\u3002<\/li>\n<li>\u67e5\u770b\u8f93\u51fa\u7ed3\u679c\uff0c\u53ef\u590d\u5236\u6216\u4fdd\u5b58\u3002<br \/>\nWeb \u754c\u9762\u9002\u5408\u975e\u6280\u672f\u7528\u6237\uff0c\u64cd\u4f5c\u76f4\u89c2\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u786c\u4ef6\u8981\u6c42<\/strong>\uff1a\u5efa\u8bae\u4f7f\u7528 GPU\uff08\u5982 Tesla V100\uff09\u52a0\u901f\u63a8\u7406\uff0cCPU 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