{"@attributes":{"version":"2.0"},"channel":{"title":"srcrs","link":"https:\/\/srcrs.github.io\/","description":"Recent content on srcrs","generator":"Hugo -- gohugo.io","language":"en","lastBuildDate":"Sat, 13 Dec 2025 00:00:00 +0000","item":[{"title":"\u6784\u5efa\u4e00\u4e2a\u667a\u80fd\u6295\u987eAI\u52a9\u624b","link":"https:\/\/srcrs.github.io\/posts\/2025\/12\/build-ai-investment-advisor\/","pubDate":"Sat, 13 Dec 2025 00:00:00 +0000","guid":"https:\/\/srcrs.github.io\/posts\/2025\/12\/build-ai-investment-advisor\/","description":"<h2 id=\"\u7b80\u8ff0\">\n    <a href=\"#%e7%ae%80%e8%bf%b0\" class=\"header-anchor\">#<\/a>\n    \u7b80\u8ff0\n<\/h2><p>\u4eca\u5e74\u7684\u5de5\u4f5c\u5168\u90e8\u7cbe\u529b\u90fd\u6295\u5165\u5230<code>Agent<\/code>\u76f8\u5173\u5185\u5bb9\u4e86\uff0c\u60ca\u53f9\u4e8e<code>AI<\/code>\u53d1\u5c55\u8fc7\u4e8e\u8fc5\u901f\uff0c\u5c24\u5176\u662f<code>AI<\/code>\u7f16\u7a0b\u5728\u4eca\u5e74\u5b9e\u73b0\u4e86\u5546\u4e1a\u5316\uff0c\u81ea\u5df1\u4e5f\u4e70\u4e86\u4e00\u5e74<code>GLM<\/code>\u8ba2\u9605\u3002\u4eca\u5e74\u4e5f\u662f\u6211\u7684\u6295\u8d44\u751f\u6daf\u5143\u5e74\uff0c\u770b\u4e86\u51e0\u672c\u4e66\u5c31\u5984\u60f3\u80fd\u5728\u80a1\u5e02\u4e2d\u5927\u5c55\u624b\u811a\uff0c\u597d\u5728\u4eca\u5e74\u662f\u725b\u5e02\uff0c\u6536\u76ca\u4e5f\u8d85\u51fa\u4e86\u81ea\u5df1\u7684\u9884\u671f\uff0c\u6211\u7684\u539f\u5219\u662f\u4e0d\u8ffd\u6c42\u77ed\u671f\u5229\u76ca\uff0c\u7740\u773c\u4e8e\u957f\u671f\u6295\u8d44\u3002\u6295\u8d44\u4e5f\u662f\u4e00\u4e2a\u6280\u672f\u6d3b\uff0c\u8981\u770b\u61c2\u5468\u671f\uff0c\u770b\u61c2\u884c\u4e1a\uff0c\u770b\u61c2\u6280\u672f\u6307\u6807\uff0c\u5728\u7e41\u5fd9\u7684\u5de5\u4f5c\u4e2d\uff0c\u8fd9\u4e9b\u5206\u6790\u4f1a\u5360\u7528\u5f88\u5927\u7684\u7cbe\u529b\uff0c\u6211\u5728\u60f3\uff0c\u80fd\u5426\u81ea\u5df1\u6765\u505a\u4e00\u4e2a\u6295\u8d44<code>Agent<\/code>\u6765\u5e2e\u6211\u5206\u6790\u5462\uff1f<\/p>\n<p>\u63a5\u4e0b\u6765\u4fbf\u6295\u5165\u5230\u4e86\u7814\u7a76\u548c\u63a2\u7d22\u3002\u6700\u65e9\u63a5\u89e6\u5230\u7684\u662f<code>TradingAgents<\/code>\uff0c\u5b83\u662f<code>Github<\/code>\u4e00\u4e2a\u5f00\u6e90\u7684\u80a1\u7968\u5206\u6790\u9879\u76ee\uff0c\u591a\u4e2a<code>Agent<\/code>\u6839\u636e\u83b7\u53d6\u7684\u4e0d\u540c\u4fe1\u606f\uff0c\u5de6\u53f3\u4e92\u640f\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u5b9e\u73b0\u5206\u6790\u76ee\u7684\u3002\u4e3a\u4e86\u6df1\u5165\u5206\u6790\u8fd9\u5957\u4f53\u7cfb\uff0c\u6211\u7528<code>trpc-Agent-go<\/code>\u91cd\u65b0\u5b9e\u73b0\u4e86\u6539\u9879\u76ee\uff0c\u83b7\u53d6\u8d44\u6e90\u7684\u5de5\u5177\u7edf\u4e00\u7528<code>mcp<\/code>\u5b9e\u73b0\uff0c\u8fd9\u4e00\u5957\u4e0b\u6765\uff0c\u770b\u8d77\u6765\u5206\u6790\u7684\u662f\u5934\u5934\u662f\u9053\uff0c\u4f46\u662f\u5185\u5bb9\u592a\u591a\u666e\u901a\u4eba\u96be\u4ee5\u8fa8\u522b\uff0c\u8fd0\u884c\u4e00\u6b21\u5c31\u9700\u898110-20\u5206\u949f\uff0c\u5e76\u4e14\u8be5\u9879\u76ee\u6ca1\u6709\u4e00\u4e2a\u597d\u7684\u524d\u7aef\u7528\u6237\u4f53\u9a8c\uff0c\u9042\u4f5c\u5e9f\u3002<\/p>\n<p>\u4ece<code>TradingAgents<\/code>\u5b66\u5230\u7684\u7ecf\u9a8c\uff0c\u6211\u603b\u7ed3\u4e86\u8981\u505a\u597d\u4e00\u4e2a\u6295\u8d44\u52a9\u624b\u8981\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\uff1a\n1.\u67b6\u6784\u4e0a\u8981\u591f\u7b80\u5355\uff0c\u80fd\u591f\u6cdb\u5316\n2.\u6570\u636e\u6e90\u8981\u7a33\u5b9a\uff0c\u5e02\u573a\u4e0a\u5f00\u6e90\u6570\u636e\u5f88\u96be\u540c\u65f6\u4e00\u6b21\u6027\u6ee1\u8db3A\u80a1\u3001\u6e2f\u80a1\u3001\u7f8e\u80a1\n3.\u8981\u6709\u4e00\u4e2a\u597d\u7684\u5ba2\u6237\u7aef\u7528\u6237\u4f53\u9a8c\uff0c\u7535\u8111\u3001\u624b\u673a\u8bbe\u5907<\/p>\n<p>\u4e3a\u6b64\u4ee5\u4e0b\uff0c\u6211\u8bbe\u8ba1\u4e86\u8fd9\u5957\u89e3\u51b3\u65b9\u6848\uff1a\u4f7f\u7528\u5f00\u6e90\u5ba2\u6237\u7aef\uff0c\u63a5\u5165\u5927\u6a21\u578b\uff0c\u63a5\u5165MCP\u6570\u636e\u6e90\uff0c\u8bbe\u8ba1\u63d0\u793a\u8bcd\uff0c\u53ea\u9700\u8981\u8f93\u5165\u80a1\u7968\u4ee3\u7801\u4fbf\u80fd\u591f\u5206\u6790\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u8bb0\u5f55\u6211\u7684\u505a\u6cd5\u3002<\/p>\n<pre class=\"mermaid\">\n  graph TB\n    A[\u7528\u6237] --&gt; B[AI\u5ba2\u6237\u7aef&lt;br\/&gt;Cherry Studio\/Kelivo\/RikkaHub]\n    B --&gt; C[AI Agent&lt;br\/&gt;GLM4.6\/OpenRouter]\n    C --&gt; D[MCP\u5de5\u5177\u5c42]\n    D --&gt; E[LongPort MCP&lt;br\/&gt;\u884c\u60c5\u6570\u636e\/\u4ea4\u6613\u6267\u884c]\n    E --&gt; F[\u957f\u6865OpenAPI&lt;br\/&gt;A\u80a1\/\u6e2f\u80a1\/\u7f8e\u80a1]\n\n    B --&gt; G[\u63d0\u793a\u8bcd\u5f15\u64ce]\n    C --&gt; H[\u6295\u8d44\u5206\u6790\u903b\u8f91]\n    D --&gt; I[\u98ce\u9669\u76d1\u63a7]\n\n    style A fill:#e1f5fe\n    style B fill:#f3e5f5\n    style C fill:#e8f5e8\n    style D fill:#fff3e0\n    style E fill:#ffebee\n<\/pre>\n\n<h2 id=\"\u6570\u636e\u6e90\u9009\u578b\">\n    <a href=\"#%e6%95%b0%e6%8d%ae%e6%ba%90%e9%80%89%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    \u6570\u636e\u6e90\u9009\u578b\n<\/h2><p>\u5f00\u6e90\u4ed3\u5e93\uff1a<code>https:\/\/github.com\/longportapp\/openapi<\/code><\/p>\n<p>\u6570\u636e\u6e90\u9009\u62e9\u7684\u662f\u957f\u6865\uff0c\u957f\u6865\u662f\u4e00\u5bb6\u4f4d\u4e8e\u9999\u6e2f\u7684\u5238\u5546\uff0c\u4ed6\u4eec\u6709\u7740\u963f\u91cc\u7684\u80cc\u666f\uff0c\u6838\u5fc3\u521b\u59cb\u56e2\u961f\u5f88\u591a\u6765\u81ea\u963f\u91cc\uff0c\u57282025\u5e745\u670816\u65e5\u4fbf\u5f00\u653e\u4e86<code>mcp<\/code>\uff0c\u636e\u8bf4\u662f\u5238\u5546\u884c\u4e1a\u9996\u4e2a<code>mcp<\/code>\uff0c\u4e00\u6b21\u6027\u53ef\u4ee5\u63a5\u5165A\u80a1\u3001\u6e2f\u80a1\u3001\u7f8e\u80a1\u6570\u636e\u3002<\/p>\n<p>\u4ed6\u4eec\u7684<code>mcp<\/code>\u662f\u4f7f\u7528\u7684<code>rust<\/code>\u5b9e\u73b0\uff0c\u5f88\u591a<code>mcp<\/code>\u5ba2\u6237\u7aef\u53ef\u80fd\u662f\u7531\u4e8e\u534f\u8bae\u5dee\u5f02\u539f\u56e0\uff0c\u65e0\u6cd5\u63a5\u5165\uff0c\u540e\u9762\u6211\u4f1a\u8be6\u7ec6\u8bb2\u89e3\u3002<\/p>\n<h2 id=\"\u5927\u6a21\u578b\u9009\u578b\">\n    <a href=\"#%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%80%89%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    \u5927\u6a21\u578b\u9009\u578b\n<\/h2><p>\u8fd9\u90e8\u5206\u5176\u5b9e\u9009\u62e9\u6700\u597d\u7684\u6a21\u578b\u5373\u53ef\uff0c\u9700\u8981\u652f\u6301<code>Function Call<\/code>\u3002\u6211\u81ea\u5df1\u4ed8\u8d39\u4e86<a class=\"link\" href=\"https:\/\/openrouter.ai\/\"  target=\"_blank\" rel=\"noopener\"\n    >Openrouter<\/a>\u548c<a class=\"link\" href=\"https:\/\/z.ai\/\"  target=\"_blank\" rel=\"noopener\"\n    >GLM<\/a>\uff0c\u76ee\u524d\u7528\u7684\u662f<code>GLM4.6<\/code>\u8f83\u591a\u4e00\u4e9b\u3002<\/p>\n<h2 id=\"\u5ba2\u6237\u7aef\u9009\u578b\">\n    <a href=\"#%e5%ae%a2%e6%88%b7%e7%ab%af%e9%80%89%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    \u5ba2\u6237\u7aef\u9009\u578b\n<\/h2><p>\u4ee5\u4e0b\u90fd\u662f\u5f00\u6e90\u7684\u5ba2\u6237\u7aef<\/p>\n<ul>\n<li>\n<p>\u7535\u8111\uff1a<a class=\"link\" href=\"https:\/\/www.cherry-ai.com\/\"  target=\"_blank\" rel=\"noopener\"\n    >cherry studio<\/a><\/p>\n<\/li>\n<li>\n<p>\u5b89\u5353\uff1a<a class=\"link\" href=\"https:\/\/github.com\/rikkahub\/rikkahub\"  target=\"_blank\" rel=\"noopener\"\n    >rikkahub<\/a>\u6216\u8005<a class=\"link\" href=\"https:\/\/github.com\/Chevey339\/kelivo\"  target=\"_blank\" rel=\"noopener\"\n    >kelivo<\/a><\/p>\n<\/li>\n<\/ul>\n<h2 id=\"\u6784\u5efamcp\u670d\u52a1\">\n    <a href=\"#%e6%9e%84%e5%bb%bamcp%e6%9c%8d%e5%8a%a1\" class=\"header-anchor\">#<\/a>\n    \u6784\u5efaMCP\u670d\u52a1\n<\/h2><p>\u8fd9\u90e8\u5206\u539f\u672c\u6211\u89c9\u5f97\u4f1a\u5f88\u5feb\u5b8c\u6210\u7684\uff0c\u6ca1\u60f3\u5230\u957f\u6865\u7684<code>mcp<\/code>\u5728\u624b\u673a\u7684\u5ba2\u6237\u7aef\u65e0\u6cd5\u4f7f\u7528\uff0c\u4ed8\u51fa\u4e86\u5f88\u5927\u7cbe\u529b\u5bfb\u627e\u624b\u673a\u5ba2\u6237\u7aef\uff0c\u5728\u9879\u76ee<code>Issues<\/code>\u4e2d\u63d0\u95ee\uff0c\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\uff0c\u9000\u800c\u6c42\u5176\u6b21<code>web<\/code>\u7248\u7684<code>lobe-chat<\/code>\u603b\u5e94\u8be5\u884c\u5427\uff1f\u8fde\u63a5\u662f\u6b63\u5e38\u7684\uff0c\u4f46\u662f\u8c03\u7528\u5f02\u5e38\u3002<\/p>\n<p>\u540e\u6765\u6211\u5076\u7136\u95f4\u60f3\u5230\u662f\u5426\u6709<code>mcp<\/code>\u4ee3\u7406\u670d\u52a1\uff0c\u6bd4\u5982\u5c06<code>stdio<\/code>\u534f\u8bae\u8f6c\u6362\u6210<code>streamable http<\/code>\u534f\u8bae\uff0c\u5c06<code>sse<\/code>\u534f\u8bae\u8f6c\u6362\u6210<code>stdio<\/code>\u7b49\uff0c\u4e5f\u5c31\u662f\u534f\u8bae\u7684\u4e92\u8f6c\u3002\u4e5f\u8bb8\u80fd\u591f\u89e3\u51b3\u534f\u8bae\u4e0d\u517c\u5bb9\u7684\u90e8\u5206\u3002<code>fastmcp proxy<\/code>\u53ef\u4ee5\u5b8c\u7f8e\u5b9e\u73b0\u6211\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u8fd8\u8981\u89e3\u51b3\u8bbf\u95ee\u6743\u9650\u7684\u95ee\u9898\uff0c\u957f\u6865<code>mcp<\/code>\u5e76\u6ca1\u6709\u8be5\u529f\u80fd\uff0c\u6211\u7684\u89e3\u51b3\u65b9\u6848\u662f\u52a0\u4e00\u5c42<code>nginx<\/code>\uff0c\u4f7f\u7528<code>http<\/code>\u7528\u6237\u540d\/\u5bc6\u7801\u57fa\u672c\u8eab\u4efd\u9a8c\u8bc1\uff0c\u4f5c\u4e3a\u4e2a\u4eba\u4f7f\u7528\u8db3\u591f\u4e86\u3002\u6700\u540e\u5b8c\u7f8e\u65b9\u6848\u662f<code>nginx + fastmcp-proxy + longport-mcp<\/code>\u67b6\u6784\u3002<\/p>\n<h3 id=\"\u9879\u76ee\u76ee\u5f55\">\n    <a href=\"#%e9%a1%b9%e7%9b%ae%e7%9b%ae%e5%bd%95\" class=\"header-anchor\">#<\/a>\n    \u9879\u76ee\u76ee\u5f55\n<\/h3><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">.\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u251c\u2500\u2500 docker-compose.yaml\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u251c\u2500\u2500 longport\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2502   \u251c\u2500\u2500 Dockerfile\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2502   \u251c\u2500\u2500 mcp-servers.json\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2502   \u251c\u2500\u2500 proxy_server.py\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2502   \u2514\u2500\u2500 requirements.txt\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2514\u2500\u2500 nginx\n<\/span><\/span><span class=\"line\"><span class=\"cl\">     \u251c\u2500\u2500 .htpasswd\n<\/span><\/span><span class=\"line\"><span class=\"cl\">     \u2514\u2500\u2500 conf.d\n<\/span><\/span><span class=\"line\"><span class=\"cl\">          \u2514\u2500\u2500api.conf\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"nginx\">\n    <a href=\"#nginx\" class=\"header-anchor\">#<\/a>\n    nginx\n<\/h3><h4 id=\"apiconf\">\n    <a href=\"#apiconf\" class=\"header-anchor\">#<\/a>\n    api.conf\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><span class=\"lnt\">5\n<\/span><span class=\"lnt\">6\n<\/span><span class=\"lnt\">7\n<\/span><span class=\"lnt\">8\n<\/span><span class=\"lnt\">9\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">server {\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    listen 80;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    location \/mcp {\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        auth_basic &#34;please input password&#34;;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        auth_basic_user_file \/etc\/nginx\/.htpasswd;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        proxy_pass http:\/\/longport:8000\/mcp;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    }\n<\/span><\/span><span class=\"line\"><span class=\"cl\">}\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"htpasswd\">\n    <a href=\"#htpasswd\" class=\"header-anchor\">#<\/a>\n    .htpasswd\n<\/h4><ul>\n<li>\u5b89\u88c5\u5de5\u5177<\/li>\n<\/ul>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># Debian\/Ubuntu<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">sudo apt-get install apache2-utils\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># CentOS\/RHEL<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">sudo yum install httpd-tools\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li>\u751f\u6210\u5bc6\u7801\u6587\u4ef6<\/li>\n<\/ul>\n<p>\u8bf7\u7279\u522b\u6ce8\u610f -c\u53c2\u6570\u53ea\u5728\u7b2c\u4e00\u6b21\u521b\u5efa\u6587\u4ef6\u65f6\u4f7f\u7528\uff0c\u540e\u7eed\u6dfb\u52a0\u7528\u6237\u65f6\u53bb\u6389 -c\uff0c\u4ee5\u514d\u8986\u76d6\u73b0\u6709\u6587\u4ef6<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">sudo htpasswd -c \/etc\/nginx\/.htpasswd myuser\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li>\u6dfb\u52a0\u66f4\u591a\u7528\u6237<\/li>\n<\/ul>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">sudo htpasswd \/etc\/nginx\/.htpasswd anotheruser\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"nginx--longport-mcp\u67b6\u6784\">\n    <a href=\"#nginx--longport-mcp%e6%9e%b6%e6%9e%84\" class=\"header-anchor\">#<\/a>\n    nginx + longport-mcp\u67b6\u6784\n<\/h3><p>\u8fd9\u662f\u76f4\u63a5\u4f7f\u7528\u957f\u6865<code>mcp<\/code>\u670d\u52a1\uff0c\u8be5\u65b9\u6848\u5b58\u5728\u5927\u90e8\u5206\u5ba2\u6237\u7aef\u517c\u5bb9\u6027\u95ee\u9898<\/p>\n<pre class=\"mermaid\">\n  flowchart LR\n    A[AI\u5ba2\u6237\u7aef] --&gt; B{HTTP\u8bf7\u6c42&lt;br\/&gt;:8080}\n    B --&gt; C[Nginx&lt;br\/&gt;Basic Auth]\n    C --&gt; D[LongPort MCP&lt;br\/&gt;HTTP\u670d\u52a1]\n    D --&gt; E[\u957f\u6865\u8bc1\u5238API]\n\n    C --&gt; F[\u8ba4\u8bc1\u5931\u8d25]\n    F --&gt; G[401\u9519\u8bef]\n\n    D --&gt; H[\u534f\u8bae\u517c\u5bb9\u6027\u95ee\u9898]\n    H --&gt; I[\u8fde\u63a5\u5f02\u5e38]\n\n    style C fill:#fff3e0\n    style D fill:#ffebee\n    style H fill:#ffcdd2\n<\/pre>\n\n<h4 id=\"longport-mcpdockerfile\">\n    <a href=\"#longport-mcpdockerfile\" class=\"header-anchor\">#<\/a>\n    longport-mcp(Dockerfile)\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><span class=\"lnt\">25\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-Dockerfile\" data-lang=\"Dockerfile\"><span class=\"line\"><span class=\"cl\"><span class=\"k\">FROM<\/span><span class=\"s\"> debian:bookworm-slim<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># \u5b89\u88c5\u5fc5\u8981\u7684\u8fd0\u884c\u65f6\u4f9d\u8d56<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">RUN<\/span> apt-get update <span class=\"o\">&amp;&amp;<\/span> apt-get install -y <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    curl <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    ca-certificates <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    unzip <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    tar <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    sudo <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    <span class=\"o\">&amp;&amp;<\/span> rm -rf \/var\/lib\/apt\/lists\/*<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># \u521b\u5efa\u76ee\u5f55\u548c\u65e5\u5fd7<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">RUN<\/span> mkdir -p \/app\/logs<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># \u4e0b\u8f7d\u5e76\u5b89\u88c5 longport-mcp<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">RUN<\/span> curl -sSL https:\/\/raw.githubusercontent.com\/longportapp\/openapi\/refs\/heads\/main\/mcp\/install <span class=\"p\">|<\/span> bash<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># \u66b4\u9732\u7aef\u53e3<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">EXPOSE<\/span><span class=\"s\"> 8000<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># \u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">WORKDIR<\/span><span class=\"s\"> \/app<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># \u542f\u52a8\u547d\u4ee4 (\u76f4\u63a5\u4f7f\u7528\u73af\u5883\u53d8\u91cf\uff0c\u7a0b\u5e8f\u81ea\u52a8\u8bfb\u53d6)<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">CMD<\/span> <span class=\"p\">[<\/span><span class=\"s2\">&#34;longport-mcp&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;--http&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;--readonly&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;--bind&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;0.0.0.0:8000&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;--log-dir&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;\/app\/logs&#34;<\/span><span class=\"p\">]<\/span><span class=\"err\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"docker-composeyaml\">\n    <a href=\"#docker-composeyaml\" class=\"header-anchor\">#<\/a>\n    docker-compose.yaml\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><span class=\"lnt\">25\n<\/span><span class=\"lnt\">26\n<\/span><span class=\"lnt\">27\n<\/span><span class=\"lnt\">28\n<\/span><span class=\"lnt\">29\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"nt\">version<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s1\">&#39;3.8&#39;<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">services<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">  <\/span><span class=\"nt\">longport-nginx<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">image<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">nginx:alpine<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">ports<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"s2\">&#34;8080:80&#34;<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">volumes<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u6302\u8f7d\u914d\u7f6e\u6587\u4ef6\u76ee\u5f55<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">.\/nginx\/conf.d:\/etc\/nginx\/conf.d<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u6302\u8f7dLua\u811a\u672c\u548c\u4f9d\u8d56\u5e93\u76ee\u5f55<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">.\/nginx\/.htpasswd:\/etc\/nginx\/.htpasswd<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">depends_on<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">longport<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">restart<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">unless-stopped<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">  <\/span><span class=\"nt\">longport<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">build<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">.\/longport<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">environment<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u4e2d\u56fd\u5730\u533a\u914d\u7f6e<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">LONGPORT_REGION=CN<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u8ba4\u8bc1\u4fe1\u606f (\u8bf7\u586b\u5165\u4f60\u7684\u771f\u5b9e\u4fe1\u606f)<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">LONGPORT_APP_KEY=your-app-key<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">LONGPORT_APP_SECRET=your-app-secret<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">LONGPORT_ACCESS_TOKEN=your-access-token<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u65e5\u5fd7\u914d\u7f6e<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">RUST_LOG=info<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">volumes<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">.\/logs:\/app\/logs<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">restart<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">unless-stopped<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"nginx--fastmcp-proxy--longport-mcp\u67b6\u6784\">\n    <a href=\"#nginx--fastmcp-proxy--longport-mcp%e6%9e%b6%e6%9e%84\" class=\"header-anchor\">#<\/a>\n    nginx + fastmcp-proxy + longport-mcp\u67b6\u6784\n<\/h3><p>\u5b8c\u7f8e\u517c\u5bb9\u6027\u65b9\u6848<\/p>\n<pre class=\"mermaid\">\n  flowchart TB\n    A[\u7528\u6237\u8bbe\u5907] --&gt; B[AI\u5ba2\u6237\u7aef]\n    B --&gt; C[HTTP\u8bf7\u6c42]\n    C --&gt; D{Nginx\u53cd\u5411\u4ee3\u7406&lt;br\/&gt;\u7aef\u53e38080}\n    D --&gt; E[Basic Auth\u8ba4\u8bc1]\n    E --&gt; F[FastMCP Proxy&lt;br\/&gt;\u534f\u8bae\u8f6c\u6362]\n    F --&gt; G[LongPort MCP&lt;br\/&gt;Stdio\u534f\u8bae]\n    G --&gt; H[\u957f\u6865\u8bc1\u5238API]\n\n    subgraph &#34;\u5b89\u5168\u8fb9\u754c&#34;\n        D --&gt; E --&gt; F\n    end\n\n    subgraph &#34;\u534f\u8bae\u8f6c\u6362\u5c42&#34;\n        F --&gt; G\n    end\n\n    subgraph &#34;\u6570\u636e\u670d\u52a1\u5c42&#34;\n        G --&gt; H\n    end\n\n    style D fill:#ffebee\n    style F fill:#e8f5e8\n    style G fill:#e1f5fe\n<\/pre>\n\n<h4 id=\"fastmcp-proxy--longport-mcpdockerfile\">\n    <a href=\"#fastmcp-proxy--longport-mcpdockerfile\" class=\"header-anchor\">#<\/a>\n    fastmcp-proxy + longport-mcp(Dockerfile)\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><span class=\"lnt\">25\n<\/span><span class=\"lnt\">26\n<\/span><span class=\"lnt\">27\n<\/span><span class=\"lnt\">28\n<\/span><span class=\"lnt\">29\n<\/span><span class=\"lnt\">30\n<\/span><span class=\"lnt\">31\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-Dockerfile\" data-lang=\"Dockerfile\"><span class=\"line\"><span class=\"cl\"><span class=\"k\">FROM<\/span><span class=\"s\"> python:3.11-slim<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># Set working directory<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">WORKDIR<\/span><span class=\"s\"> \/app<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># Install system dependencies<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">RUN<\/span> apt-get update <span class=\"o\">&amp;&amp;<\/span> apt-get install -y <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    curl <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    ca-certificates <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    unzip <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    tar <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    sudo <span class=\"se\">\\\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"se\"><\/span>    <span class=\"o\">&amp;&amp;<\/span> rm -rf \/var\/lib\/apt\/lists\/*<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># Copy requirements and install Python dependencies<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">COPY<\/span> requirements.txt .<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">RUN<\/span> pip install --no-cache-dir -r requirements.txt<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">RUN<\/span> mkdir -p \/app\/logs<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># Download and Install longport-mcp<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">RUN<\/span> curl -sSL https:\/\/raw.githubusercontent.com\/longportapp\/openapi\/refs\/heads\/main\/mcp\/install <span class=\"p\">|<\/span> bash<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># Copy the proxy server code<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">COPY<\/span> . .<span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># Expose port<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">EXPOSE<\/span><span class=\"s\"> 8000<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"c\"># Run the proxy server<\/span><span class=\"err\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"err\"><\/span><span class=\"k\">CMD<\/span> <span class=\"p\">[<\/span><span class=\"s2\">&#34;python&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;proxy_server.py&#34;<\/span><span class=\"p\">]<\/span><span class=\"err\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"proxy_serverpy\">\n    <a href=\"#proxy_serverpy\" class=\"header-anchor\">#<\/a>\n    proxy_server.py\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-python\" data-lang=\"python\"><span class=\"line\"><span class=\"cl\"><span class=\"ch\">#!\/usr\/bin\/env python3<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"kn\">import<\/span> <span class=\"nn\">json<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"kn\">from<\/span> <span class=\"nn\">fastmcp<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">FastMCP<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># Load config from JSON file<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">config_path<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">&#34;\/app\/mcp-servers.json&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"n\">config_path<\/span><span class=\"p\">,<\/span> <span class=\"s1\">&#39;r&#39;<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">config<\/span> <span class=\"o\">=<\/span> <span class=\"n\">json<\/span><span class=\"o\">.<\/span><span class=\"n\">load<\/span><span class=\"p\">(<\/span><span class=\"n\">f<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># Create and run proxy<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">proxy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">FastMCP<\/span><span class=\"o\">.<\/span><span class=\"n\">as_proxy<\/span><span class=\"p\">(<\/span><span class=\"n\">config<\/span><span class=\"p\">,<\/span> <span class=\"n\">name<\/span><span class=\"o\">=<\/span><span class=\"s2\">&#34;MCP Proxy&#34;<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"k\">if<\/span> <span class=\"vm\">__name__<\/span> <span class=\"o\">==<\/span> <span class=\"s2\">&#34;__main__&#34;<\/span><span class=\"p\">:<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">proxy<\/span><span class=\"o\">.<\/span><span class=\"n\">run<\/span><span class=\"p\">(<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        <span class=\"n\">stateless_http<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        <span class=\"n\">transport<\/span><span class=\"o\">=<\/span><span class=\"s2\">&#34;http&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        <span class=\"n\">host<\/span><span class=\"o\">=<\/span><span class=\"s2\">&#34;0.0.0.0&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        <span class=\"n\">port<\/span><span class=\"o\">=<\/span><span class=\"mi\">8000<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"p\">)<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"mcp-serversjson\">\n    <a href=\"#mcp-serversjson\" class=\"header-anchor\">#<\/a>\n    mcp-servers.json\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-json\" data-lang=\"json\"><span class=\"line\"><span class=\"cl\"><span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nt\">&#34;mcpServers&#34;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"nt\">&#34;longport-mcp&#34;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">      <span class=\"nt\">&#34;command&#34;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&#34;\/usr\/local\/bin\/longport-mcp&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">      <span class=\"nt\">&#34;env&#34;<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        <span class=\"nt\">&#34;LONGPORT_APP_KEY&#34;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&#34;your-app-key&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        <span class=\"nt\">&#34;LONGPORT_APP_SECRET&#34;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&#34;your-app-secret&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">        <span class=\"nt\">&#34;LONGPORT_ACCESS_TOKEN&#34;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&#34;your-access-token&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">      <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">}<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"requirementstxt\">\n    <a href=\"#requirementstxt\" class=\"header-anchor\">#<\/a>\n    requirements.txt\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-txt\" data-lang=\"txt\"><span class=\"line\"><span class=\"cl\">fastmcp==2.14.0\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"docker-composeyaml-1\">\n    <a href=\"#docker-composeyaml-1\" class=\"header-anchor\">#<\/a>\n    docker-compose.yaml\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"nt\">version<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">&#34;3.8&#34;<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">services<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">  <\/span><span class=\"nt\">longport-nginx<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">image<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">nginx:alpine<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">ports<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"s2\">&#34;8080:80&#34;<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">volumes<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u6302\u8f7d\u914d\u7f6e\u6587\u4ef6\u76ee\u5f55<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">.\/nginx\/conf.d:\/etc\/nginx\/conf.d<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u6302\u8f7dLua\u811a\u672c\u548c\u4f9d\u8d56\u5e93\u76ee\u5f55<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">.\/nginx\/.htpasswd:\/etc\/nginx\/.htpasswd<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">depends_on<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">longport<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">restart<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">unless-stopped<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">  <\/span><span class=\"nt\">longport<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">build<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">.\/longport<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">environment<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span><span class=\"c\"># \u65e5\u5fd7\u914d\u7f6e<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">RUST_LOG=info<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">volumes<\/span><span class=\"p\">:<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">.\/logs:\/app\/logs<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">      <\/span>- <span class=\"l\">.\/longport\/mcp-servers.json:\/app\/mcp-servers.json<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">    <\/span><span class=\"nt\">restart<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">unless-stopped<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h2 id=\"\u7f16\u5199\u63d0\u793a\u8bcd\">\n    <a href=\"#%e7%bc%96%e5%86%99%e6%8f%90%e7%a4%ba%e8%af%8d\" class=\"header-anchor\">#<\/a>\n    \u7f16\u5199\u63d0\u793a\u8bcd\n<\/h2><p>\u63d0\u793a\u8bcd\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u6295\u8d44\u98ce\u683c\u8fdb\u884c\u7f16\u5199\uff0c\u5343\u4eba\u5343\u9762\uff0c\u8fd9\u91cc\u5c31\u4e0d\u8fdb\u884c\u5206\u4eab\u4e86\u3002<\/p>\n<h2 id=\"\u7ed3\u8bed\">\n    <a href=\"#%e7%bb%93%e8%af%ad\" class=\"header-anchor\">#<\/a>\n    \u7ed3\u8bed\n<\/h2><p>\u5de5\u5177\u53ea\u662f\u8f85\u52a9\uff0c\u4e07\u4e0d\u53ef\u5168\u90e8\u90fd\u76f8\u4fe1\u5de5\u5177\u3001\u5927V\uff0c\u6295\u8d44\u9700\u8c28\u614e\u3002\u6700\u540e\uff0c\u795d\u5927\u5bb6\u5728\u6295\u8d44\u7684\u9053\u8def\u4e0a\u90fd\u80fd\u6323\u5927\u94b1\uff01<\/p>\n<h2 id=\"\u53c2\u8003\">\n    <a href=\"#%e5%8f%82%e8%80%83\" class=\"header-anchor\">#<\/a>\n    \u53c2\u8003\n<\/h2><ul>\n<li><a class=\"link\" href=\"https:\/\/longbridge.com\/sg\/zh-CN\/blog\/longbridge-launches-industry-first-brokerage-mcp-ai-market-analysis-trading?channel=WSAB0002\"  target=\"_blank\" rel=\"noopener\"\n    >\u3010\u6700\u65b0\u6d88\u606f\u3011\u957f\u6865\u53d1\u5e03\u884c\u4e1a\u9996\u4e2a\u5238\u5546 MCP\uff0c\u8ba9 AI \u534f\u52a9\u8fdb\u884c\u5e02\u573a\u5206\u6790\u53ca\u4ea4\u6613<\/a><\/li>\n<li><a class=\"link\" href=\"https:\/\/open.longbridge.com\/zh-CN\/docs\/llm\"  target=\"_blank\" rel=\"noopener\"\n    >\u957f\u6865\u5f00\u653e\u5e73\u53f0LLM<\/a><\/li>\n<li><a class=\"link\" href=\"https:\/\/gofastmcp.com\/servers\/proxy\"  target=\"_blank\" rel=\"noopener\"\n    >fastmcp-proxy<\/a><\/li>\n<li><a class=\"link\" href=\"https:\/\/docs.nginx.com\/nginx\/admin-guide\/security-controls\/configuring-http-basic-authentication\/\"  target=\"_blank\" rel=\"noopener\"\n    >nginx-http-base-auth<\/a><\/li>\n<\/ul>\n"},{"title":"mcp\u5927\u6a21\u578b\u7684\u901a\u7528\u5de5\u5177\u8c03\u7528\u534f\u8bae","link":"https:\/\/srcrs.github.io\/posts\/2025\/03\/30\/mcp-hello-world\/","pubDate":"Sun, 30 Mar 2025 00:00:00 +0000","guid":"https:\/\/srcrs.github.io\/posts\/2025\/03\/30\/mcp-hello-world\/","description":"<h2 id=\"mcp\u548cfunction-call\u5bf9\u6bd4\">\n    <a href=\"#mcp%e5%92%8cfunction-call%e5%af%b9%e6%af%94\" class=\"header-anchor\">#<\/a>\n    MCP\u548cFunction Call\u5bf9\u6bd4\n<\/h2><p>\u5728\u672c\u6b21\u6587\u7ae0\u5f00\u59cb\u5199\u4e4b\u524d\uff0c\u8981\u641e\u660e\u767d<code>Function Call<\/code>\u548c<code>MCP<\/code>\u7684\u533a\u522b\u3002<\/p>\n<pre class=\"mermaid\">\n  graph TD\n    A[\u7528\u6237\u8f93\u5165] --&gt; B[\u5927\u6a21\u578b\u5224\u65ad\u610f\u56fe]\n    B --&gt; C{\u662f\u5426\u9700\u8981\u8c03\u7528\u51fd\u6570?}\n    C --&gt;|\u662f| D[\u751f\u6210\u7ed3\u6784\u5316\u51fd\u6570\u8c03\u7528\u8bf7\u6c42&lt;br&gt;\uff08\u5982JSON\u53c2\u6570\uff09]\n    C --&gt;|\u5426| E[\u76f4\u63a5\u751f\u6210\u56de\u7b54]\n    D --&gt; F[\u5f00\u53d1\u8005\u89e3\u6790\u5e76\u6267\u884c\u51fd\u6570]\n    F --&gt; G[\u83b7\u53d6\u51fd\u6570\u6267\u884c\u7ed3\u679c]\n    G --&gt; H[\u5c06\u7ed3\u679c\u53cd\u9988\u7ed9\u5927\u6a21\u578b]\n    H --&gt; I[\u751f\u6210\u6700\u7ec8\u56de\u7b54]\n    I --&gt; J[\u8f93\u51fa\u7ed9\u7528\u6237]\n<\/pre>\n\n<pre class=\"mermaid\">\n  graph LR\n    A[\u7528\u6237\u8bf7\u6c42] --&gt; B[\u5927\u6a21\u578b]\n    B --&gt; C[MCP\u670d\u52a1\u5668]\n    C --&gt; D{\u8def\u7531\u5224\u65ad}\n    D --&gt;|\u5de5\u5177\u8c03\u7528| E[\u6267\u884c\u5916\u90e8\u5de5\u5177]\n    D --&gt;|\u6570\u636e\u67e5\u8be2| F[\u8bbf\u95ee\u6570\u636e\u5e93]\n    E --&gt; C{{MCP\u670d\u52a1\u5668}}\n    F --&gt; C\n    C --&gt; B[\u5927\u6a21\u578b]\n    B --&gt; G[\u751f\u6210\u56de\u7b54]\n<\/pre>\n\n<table>\n<thead>\n<tr>\n<th>\u5bf9\u6bd4\u7ef4\u5ea6<\/th>\n<th>Function Call<\/th>\n<th>MCP (Managed Context Protocol)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u534f\u8bae\u5c42\u7ea7<\/td>\n<td>\u7279\u5b9a\u5382\u5546\uff08\u5982OpenAI\uff09\u7684\u529f\u80fd\u5b9e\u73b0<\/td>\n<td>\u901a\u7528\u534f\u8bae\u6807\u51c6\uff08\u7c7b\u4f3cUSB-C\u63a5\u53e3\u89c4\u8303\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u6807\u51c6\u5316\u7a0b\u5ea6<\/td>\n<td>\u4f9d\u8d56\u5382\u5546\u5b9a\u4e49\uff0c\u7075\u6d3b\u6027\u9ad8\u4f46\u788e\u7247\u5316<\/td>\n<td>\u5f3a\u5236\u9075\u5faaJSON-RPC 2.0\u6807\u51c6\uff0c\u7edf\u4e00\u6027\u5f3a<\/td>\n<\/tr>\n<tr>\n<td>\u6838\u5fc3\u529f\u80fd<\/td>\n<td>\u5355\u6b21\u51fd\u6570\u8c03\u7528\uff08\u5982\u5929\u6c14\u67e5\u8be2\uff09<\/td>\n<td>\u4e0a\u4e0b\u6587\u7ba1\u7406+\u5de5\u5177\u52a8\u6001\u63a5\u5165\uff08\u5982\u591a\u5de5\u5177\u534f\u4f5c\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u63a7\u5236\u6743\u5f52\u5c5e<\/td>\n<td>\u5927\u6a21\u578b\u4e3b\u5bfc\u8c03\u7528\u903b\u8f91<\/td>\n<td>\u5e94\u7528\u5c42\u901a\u8fc7MCP\u670d\u52a1\u5668\u7ba1\u7406\u5de5\u5177\u4e0e\u6570\u636e\u6e90<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u573a\u666f<\/td>\n<td>\u7b80\u5355API\u8c03\u7528\uff08\u5982\u53d1\u9001\u90ae\u4ef6\u3001\u67e5\u8be2\u6570\u636e\u5e93\uff09<\/td>\n<td>\u4f01\u4e1a\u7ea7\u590d\u6742\u7cfb\u7edf\u96c6\u6210\uff08\u5982\u533b\u7597\u6570\u636e\u4e2d\u53f0\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u6269\u5c55\u6027<\/td>\n<td>\u9700\u624b\u52a8\u6ce8\u518c\u51fd\u6570<\/td>\n<td>\u652f\u6301\u52a8\u6001\u52a0\u8f7d\u5de5\u5177\u548c\u77e5\u8bc6\u5e93<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5bf9\u6bd4\u4e0b\u6765\uff0cMCP\u662f\u5728\u5927\u6a21\u578b\u548c\u5de5\u5177\u4e4b\u95f4\u5b9a\u4e49\u4e86\u6807\u51c6\u5316\u7684\u534f\u8bae\uff0c\u53ea\u9700\u8981\u548cMCP\u670d\u52a1\u5668\u4ea4\u4e92\u5373\u53ef\u3002\u90a3\u4e48\u73b0\u5728\u4efb\u4f55\u5927\u6a21\u578b\u90fd\u9075\u5faa\u8be5\u534f\u8bae\u5417\uff1f<\/p>\n<p>\u4e3a\u6b64\uff0c\u67e5\u770b\u4e86\u4ee3\u7801\u5728\u6267\u884c\u4e2d\u7ed9\u5927\u6a21\u578b\u5b9e\u9645\u7684\u6570\u636e\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u53ea\u662f\u4e00\u6bb5prompt\uff0c\u4efb\u4f55\u5927\u6a21\u578b\u53ea\u8981\u80fd\u9075\u5faa\u6307\u4ee4\uff0c\u5373\u53ef\u5b9e\u73b0mcp\u7684\u8c03\u7528\u3002<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><span class=\"lnt\">25\n<\/span><span class=\"lnt\">26\n<\/span><span class=\"lnt\">27\n<\/span><span class=\"lnt\">28\n<\/span><span class=\"lnt\">29\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-text\" data-lang=\"text\"><span class=\"line\"><span class=\"cl\">&lt;|im_start|&gt;system\n<\/span><\/span><span class=\"line\"><span class=\"cl\">You are Qwen, created by Alibaba Cloud. You are a helpful assistant.\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"># Tools\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">You may call one or more functions to assist with the user query.\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">You are provided with function signatures within &lt;tools&gt;&lt;\/tools&gt; XML tags:\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">&lt;tools&gt;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">{\\&#34;type\\&#34;: \\&#34;function\\&#34;, \\&#34;function\\&#34;: {\\&#34;name\\&#34;:\\&#34;calculate\\&#34;,\\&#34;description\\&#34;:\\&#34;Perform basic arithmetic operations\\&#34;,\\&#34;parameters\\&#34;:{\\&#34;type\\&#34;:\\&#34;object\\&#34;,\\&#34;required\\&#34;:[\\&#34;operation\\&#34;,\\&#34;x\\&#34;,\\&#34;y\\&#34;],\\&#34;properties\\&#34;:{\\&#34;operation\\&#34;:{\\&#34;type\\&#34;:\\&#34;string\\&#34;,\\&#34;description\\&#34;:\\&#34;The operation to perform (add, subtract, multiply, divide)\\&#34;,\\&#34;enum\\&#34;:[\\&#34;add\\&#34;,\\&#34;subtract\\&#34;,\\&#34;multiply\\&#34;,\\&#34;divide\\&#34;]},\\&#34;x\\&#34;:{\\&#34;type\\&#34;:\\&#34;number\\&#34;,\\&#34;description\\&#34;:\\&#34;First number\\&#34;},\\&#34;y\\&#34;:{\\&#34;type\\&#34;:\\&#34;number\\&#34;,\\&#34;description\\&#34;:\\&#34;Second number\\&#34;}}}}}\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">&lt;\/tools&gt;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">For each function call, return a json object with function name and arguments within &lt;tool_call&gt;&lt;\/tool_call&gt; XML tags:\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">&lt;tool_call&gt;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">{\\&#34;name\\&#34;: &lt;function-name&gt;, \\&#34;arguments\\&#34;: &lt;args-json-object&gt;}\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">&lt;\/tool_call&gt;&lt;|im_end|&gt;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">&lt;|im_start|&gt;user\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u6211\u4eca\u5929\u4e70\u4e86\u4e00\u65a4\u82f9\u679c\u548c\u4e00\u65a4\u68a8\uff0c\u82f9\u679c\u662f5\u5757\u4e00\u65a4\uff0c\u68a8\u662f3\u5757\u4e00\u65a4\uff0c\u6211\u4e00\u5171\u82b1\u4e86\u591a\u5c11\u94b1\uff1f&lt;|im_end|&gt;\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">&lt;|im_start|&gt;assistant\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h2 id=\"\u6d4b\u8bd5\u4ee3\u7801\">\n    <a href=\"#%e6%b5%8b%e8%af%95%e4%bb%a3%e7%a0%81\" class=\"header-anchor\">#<\/a>\n    \u6d4b\u8bd5\u4ee3\u7801\n<\/h2><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">  1\n<\/span><span class=\"lnt\">  2\n<\/span><span class=\"lnt\">  3\n<\/span><span class=\"lnt\">  4\n<\/span><span class=\"lnt\">  5\n<\/span><span class=\"lnt\">  6\n<\/span><span class=\"lnt\">  7\n<\/span><span class=\"lnt\">  8\n<\/span><span class=\"lnt\">  9\n<\/span><span class=\"lnt\"> 10\n<\/span><span class=\"lnt\"> 11\n<\/span><span class=\"lnt\"> 12\n<\/span><span class=\"lnt\"> 13\n<\/span><span class=\"lnt\"> 14\n<\/span><span class=\"lnt\"> 15\n<\/span><span class=\"lnt\"> 16\n<\/span><span class=\"lnt\"> 17\n<\/span><span class=\"lnt\"> 18\n<\/span><span class=\"lnt\"> 19\n<\/span><span class=\"lnt\"> 20\n<\/span><span class=\"lnt\"> 21\n<\/span><span class=\"lnt\"> 22\n<\/span><span class=\"lnt\"> 23\n<\/span><span class=\"lnt\"> 24\n<\/span><span class=\"lnt\"> 25\n<\/span><span class=\"lnt\"> 26\n<\/span><span class=\"lnt\"> 27\n<\/span><span class=\"lnt\"> 28\n<\/span><span class=\"lnt\"> 29\n<\/span><span class=\"lnt\"> 30\n<\/span><span class=\"lnt\"> 31\n<\/span><span class=\"lnt\"> 32\n<\/span><span class=\"lnt\"> 33\n<\/span><span class=\"lnt\"> 34\n<\/span><span class=\"lnt\"> 35\n<\/span><span class=\"lnt\"> 36\n<\/span><span class=\"lnt\"> 37\n<\/span><span class=\"lnt\"> 38\n<\/span><span class=\"lnt\"> 39\n<\/span><span class=\"lnt\"> 40\n<\/span><span class=\"lnt\"> 41\n<\/span><span class=\"lnt\"> 42\n<\/span><span class=\"lnt\"> 43\n<\/span><span class=\"lnt\"> 44\n<\/span><span class=\"lnt\"> 45\n<\/span><span class=\"lnt\"> 46\n<\/span><span class=\"lnt\"> 47\n<\/span><span class=\"lnt\"> 48\n<\/span><span class=\"lnt\"> 49\n<\/span><span class=\"lnt\"> 50\n<\/span><span class=\"lnt\"> 51\n<\/span><span class=\"lnt\"> 52\n<\/span><span class=\"lnt\"> 53\n<\/span><span class=\"lnt\"> 54\n<\/span><span class=\"lnt\"> 55\n<\/span><span class=\"lnt\"> 56\n<\/span><span class=\"lnt\"> 57\n<\/span><span class=\"lnt\"> 58\n<\/span><span class=\"lnt\"> 59\n<\/span><span class=\"lnt\"> 60\n<\/span><span class=\"lnt\"> 61\n<\/span><span class=\"lnt\"> 62\n<\/span><span class=\"lnt\"> 63\n<\/span><span class=\"lnt\"> 64\n<\/span><span class=\"lnt\"> 65\n<\/span><span class=\"lnt\"> 66\n<\/span><span class=\"lnt\"> 67\n<\/span><span class=\"lnt\"> 68\n<\/span><span class=\"lnt\"> 69\n<\/span><span class=\"lnt\"> 70\n<\/span><span class=\"lnt\"> 71\n<\/span><span class=\"lnt\"> 72\n<\/span><span class=\"lnt\"> 73\n<\/span><span class=\"lnt\"> 74\n<\/span><span class=\"lnt\"> 75\n<\/span><span class=\"lnt\"> 76\n<\/span><span class=\"lnt\"> 77\n<\/span><span class=\"lnt\"> 78\n<\/span><span class=\"lnt\"> 79\n<\/span><span class=\"lnt\"> 80\n<\/span><span class=\"lnt\"> 81\n<\/span><span class=\"lnt\"> 82\n<\/span><span class=\"lnt\"> 83\n<\/span><span class=\"lnt\"> 84\n<\/span><span class=\"lnt\"> 85\n<\/span><span class=\"lnt\"> 86\n<\/span><span class=\"lnt\"> 87\n<\/span><span class=\"lnt\"> 88\n<\/span><span class=\"lnt\"> 89\n<\/span><span class=\"lnt\"> 90\n<\/span><span class=\"lnt\"> 91\n<\/span><span class=\"lnt\"> 92\n<\/span><span class=\"lnt\"> 93\n<\/span><span class=\"lnt\"> 94\n<\/span><span class=\"lnt\"> 95\n<\/span><span class=\"lnt\"> 96\n<\/span><span class=\"lnt\"> 97\n<\/span><span class=\"lnt\"> 98\n<\/span><span class=\"lnt\"> 99\n<\/span><span class=\"lnt\">100\n<\/span><span class=\"lnt\">101\n<\/span><span class=\"lnt\">102\n<\/span><span class=\"lnt\">103\n<\/span><span class=\"lnt\">104\n<\/span><span class=\"lnt\">105\n<\/span><span class=\"lnt\">106\n<\/span><span class=\"lnt\">107\n<\/span><span class=\"lnt\">108\n<\/span><span class=\"lnt\">109\n<\/span><span class=\"lnt\">110\n<\/span><span class=\"lnt\">111\n<\/span><span class=\"lnt\">112\n<\/span><span class=\"lnt\">113\n<\/span><span class=\"lnt\">114\n<\/span><span class=\"lnt\">115\n<\/span><span class=\"lnt\">116\n<\/span><span class=\"lnt\">117\n<\/span><span class=\"lnt\">118\n<\/span><span class=\"lnt\">119\n<\/span><span class=\"lnt\">120\n<\/span><span class=\"lnt\">121\n<\/span><span class=\"lnt\">122\n<\/span><span class=\"lnt\">123\n<\/span><span class=\"lnt\">124\n<\/span><span class=\"lnt\">125\n<\/span><span class=\"lnt\">126\n<\/span><span class=\"lnt\">127\n<\/span><span class=\"lnt\">128\n<\/span><span class=\"lnt\">129\n<\/span><span class=\"lnt\">130\n<\/span><span class=\"lnt\">131\n<\/span><span class=\"lnt\">132\n<\/span><span class=\"lnt\">133\n<\/span><span class=\"lnt\">134\n<\/span><span class=\"lnt\">135\n<\/span><span class=\"lnt\">136\n<\/span><span class=\"lnt\">137\n<\/span><span class=\"lnt\">138\n<\/span><span class=\"lnt\">139\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-go\" data-lang=\"go\"><span class=\"line\"><span class=\"cl\"><span class=\"kn\">package<\/span> <span class=\"nx\">main<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"kn\">import<\/span> <span class=\"p\">(<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;context&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;fmt&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;log&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;time&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/cloudwego\/eino\/components\/tool&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/cloudwego\/eino\/compose&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/cloudwego\/eino\/flow\/agent\/react&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/cloudwego\/eino\/schema&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/mark3labs\/mcp-go\/client&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/mark3labs\/mcp-go\/mcp&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/mark3labs\/mcp-go\/server&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"s\">&#34;github.com\/cloudwego\/eino-ext\/components\/model\/ollama&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">mcpp<\/span> <span class=\"s\">&#34;github.com\/cloudwego\/eino-ext\/components\/tool\/mcp&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"kd\">func<\/span> <span class=\"nf\">main<\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nf\">startMCPServer<\/span><span class=\"p\">()<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">time<\/span><span class=\"p\">.<\/span><span class=\"nf\">Sleep<\/span><span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">*<\/span> <span class=\"nx\">time<\/span><span class=\"p\">.<\/span><span class=\"nx\">Second<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">ctx<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">context<\/span><span class=\"p\">.<\/span><span class=\"nf\">Background<\/span><span class=\"p\">()<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">mcpTools<\/span> <span class=\"o\">:=<\/span> <span class=\"nf\">getMCPTool<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">chatModel<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">ollama<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewChatModel<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">,<\/span> <span class=\"o\">&amp;<\/span><span class=\"nx\">ollama<\/span><span class=\"p\">.<\/span><span class=\"nx\">ChatModelConfig<\/span><span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">BaseURL<\/span><span class=\"p\">:<\/span> <span class=\"s\">&#34;http:\/\/localhost:11434&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">Model<\/span><span class=\"p\">:<\/span>   <span class=\"s\">&#34;qwen2.5:7b&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">})<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"k\">if<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">!=<\/span> <span class=\"kc\">nil<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">Printf<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;NewChatModel failed, err=%v&#34;<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">return<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">agent<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">react<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewAgent<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">,<\/span> <span class=\"o\">&amp;<\/span><span class=\"nx\">react<\/span><span class=\"p\">.<\/span><span class=\"nx\">AgentConfig<\/span><span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">Model<\/span><span class=\"p\">:<\/span>       <span class=\"nx\">chatModel<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">ToolsConfig<\/span><span class=\"p\">:<\/span> <span class=\"nx\">compose<\/span><span class=\"p\">.<\/span><span class=\"nx\">ToolsNodeConfig<\/span><span class=\"p\">{<\/span><span class=\"nx\">Tools<\/span><span class=\"p\">:<\/span> <span class=\"nx\">mcpTools<\/span><span class=\"p\">},<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">})<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">fmt<\/span><span class=\"p\">.<\/span><span class=\"nf\">Println<\/span><span class=\"p\">(<\/span><span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">rsp<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">agent<\/span><span class=\"p\">.<\/span><span class=\"nf\">Generate<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">,<\/span> <span class=\"p\">[]<\/span><span class=\"o\">*<\/span><span class=\"nx\">schema<\/span><span class=\"p\">.<\/span><span class=\"nx\">Message<\/span><span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">Role<\/span><span class=\"p\">:<\/span>    <span class=\"nx\">schema<\/span><span class=\"p\">.<\/span><span class=\"nx\">User<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">Content<\/span><span class=\"p\">:<\/span> <span class=\"s\">&#34;\u6211\u4eca\u5929\u4e70\u4e86\u4e00\u65a4\u82f9\u679c\u548c\u4e00\u65a4\u68a8\uff0c\u82f9\u679c\u662f5\u5757\u4e00\u65a4\uff0c\u68a8\u662f3\u5757\u4e00\u65a4\uff0c\u6211\u4e00\u5171\u82b1\u4e86\u591a\u5c11\u94b1\uff1f&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">},<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">})<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">fmt<\/span><span class=\"p\">.<\/span><span class=\"nf\">Println<\/span><span class=\"p\">(<\/span><span class=\"nx\">rsp<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"kd\">func<\/span> <span class=\"nf\">getMCPTool<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span> <span class=\"nx\">context<\/span><span class=\"p\">.<\/span><span class=\"nx\">Context<\/span><span class=\"p\">)<\/span> <span class=\"p\">[]<\/span><span class=\"nx\">tool<\/span><span class=\"p\">.<\/span><span class=\"nx\">BaseTool<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">cli<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">client<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewSSEMCPClient<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;http:\/\/localhost:12345\/sse&#34;<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"k\">if<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">!=<\/span> <span class=\"kc\">nil<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">Fatal<\/span><span class=\"p\">(<\/span><span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">err<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">cli<\/span><span class=\"p\">.<\/span><span class=\"nf\">Start<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"k\">if<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">!=<\/span> <span class=\"kc\">nil<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">Fatal<\/span><span class=\"p\">(<\/span><span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">initRequest<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nx\">InitializeRequest<\/span><span class=\"p\">{}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">initRequest<\/span><span class=\"p\">.<\/span><span class=\"nx\">Params<\/span><span class=\"p\">.<\/span><span class=\"nx\">ProtocolVersion<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nx\">LATEST_PROTOCOL_VERSION<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">initRequest<\/span><span class=\"p\">.<\/span><span class=\"nx\">Params<\/span><span class=\"p\">.<\/span><span class=\"nx\">ClientInfo<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nx\">Implementation<\/span><span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">Name<\/span><span class=\"p\">:<\/span>    <span class=\"s\">&#34;example-client&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">Version<\/span><span class=\"p\">:<\/span> <span class=\"s\">&#34;1.0.0&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">_<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">cli<\/span><span class=\"p\">.<\/span><span class=\"nf\">Initialize<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">,<\/span> <span class=\"nx\">initRequest<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"k\">if<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">!=<\/span> <span class=\"kc\">nil<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">Fatal<\/span><span class=\"p\">(<\/span><span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">tools<\/span><span class=\"p\">,<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">mcpp<\/span><span class=\"p\">.<\/span><span class=\"nf\">GetTools<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span><span class=\"p\">,<\/span> <span class=\"o\">&amp;<\/span><span class=\"nx\">mcpp<\/span><span class=\"p\">.<\/span><span class=\"nx\">Config<\/span><span class=\"p\">{<\/span><span class=\"nx\">Cli<\/span><span class=\"p\">:<\/span> <span class=\"nx\">cli<\/span><span class=\"p\">})<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"k\">if<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">!=<\/span> <span class=\"kc\">nil<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">Fatal<\/span><span class=\"p\">(<\/span><span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"k\">return<\/span> <span class=\"nx\">tools<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"kd\">func<\/span> <span class=\"nf\">startMCPServer<\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">svr<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">server<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewMCPServer<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;demo&#34;<\/span><span class=\"p\">,<\/span> <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nx\">LATEST_PROTOCOL_VERSION<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"nx\">svr<\/span><span class=\"p\">.<\/span><span class=\"nf\">AddTool<\/span><span class=\"p\">(<\/span><span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewTool<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;calculate&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">WithDescription<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;Perform basic arithmetic operations&#34;<\/span><span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">WithString<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;operation&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">Required<\/span><span class=\"p\">(),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">Description<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;The operation to perform (add, subtract, multiply, divide)&#34;<\/span><span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">Enum<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;add&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s\">&#34;subtract&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s\">&#34;multiply&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s\">&#34;divide&#34;<\/span><span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">WithNumber<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;x&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">Required<\/span><span class=\"p\">(),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">Description<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;First number&#34;<\/span><span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">WithNumber<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;y&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">Required<\/span><span class=\"p\">(),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">Description<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;Second number&#34;<\/span><span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">),<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">),<\/span> <span class=\"kd\">func<\/span><span class=\"p\">(<\/span><span class=\"nx\">ctx<\/span> <span class=\"nx\">context<\/span><span class=\"p\">.<\/span><span class=\"nx\">Context<\/span><span class=\"p\">,<\/span> <span class=\"nx\">request<\/span> <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nx\">CallToolRequest<\/span><span class=\"p\">)<\/span> <span class=\"p\">(<\/span><span class=\"o\">*<\/span><span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nx\">CallToolResult<\/span><span class=\"p\">,<\/span> <span class=\"kt\">error<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">fmt<\/span><span class=\"p\">.<\/span><span class=\"nf\">Println<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;Received request:&#34;<\/span><span class=\"p\">,<\/span> <span class=\"nx\">request<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">op<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">request<\/span><span class=\"p\">.<\/span><span class=\"nx\">Params<\/span><span class=\"p\">.<\/span><span class=\"nx\">Arguments<\/span><span class=\"p\">[<\/span><span class=\"s\">&#34;operation&#34;<\/span><span class=\"p\">].(<\/span><span class=\"kt\">string<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">x<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">request<\/span><span class=\"p\">.<\/span><span class=\"nx\">Params<\/span><span class=\"p\">.<\/span><span class=\"nx\">Arguments<\/span><span class=\"p\">[<\/span><span class=\"s\">&#34;x&#34;<\/span><span class=\"p\">].(<\/span><span class=\"kt\">float64<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">y<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">request<\/span><span class=\"p\">.<\/span><span class=\"nx\">Params<\/span><span class=\"p\">.<\/span><span class=\"nx\">Arguments<\/span><span class=\"p\">[<\/span><span class=\"s\">&#34;y&#34;<\/span><span class=\"p\">].(<\/span><span class=\"kt\">float64<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"kd\">var<\/span> <span class=\"nx\">result<\/span> <span class=\"kt\">float64<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">switch<\/span> <span class=\"nx\">op<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">case<\/span> <span class=\"s\">&#34;add&#34;<\/span><span class=\"p\">:<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">result<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">x<\/span> <span class=\"o\">+<\/span> <span class=\"nx\">y<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">case<\/span> <span class=\"s\">&#34;subtract&#34;<\/span><span class=\"p\">:<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">result<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">x<\/span> <span class=\"o\">-<\/span> <span class=\"nx\">y<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">case<\/span> <span class=\"s\">&#34;multiply&#34;<\/span><span class=\"p\">:<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">result<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">x<\/span> <span class=\"o\">*<\/span> <span class=\"nx\">y<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">case<\/span> <span class=\"s\">&#34;divide&#34;<\/span><span class=\"p\">:<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"k\">if<\/span> <span class=\"nx\">y<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">0<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"k\">return<\/span> <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewToolResultText<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;Cannot divide by zero&#34;<\/span><span class=\"p\">),<\/span> <span class=\"kc\">nil<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">result<\/span> <span class=\"p\">=<\/span> <span class=\"nx\">x<\/span> <span class=\"o\">\/<\/span> <span class=\"nx\">y<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">Printf<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;Calculated result: %.2f&#34;<\/span><span class=\"p\">,<\/span> <span class=\"nx\">result<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">return<\/span> <span class=\"nx\">mcp<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewToolResultText<\/span><span class=\"p\">(<\/span><span class=\"nx\">fmt<\/span><span class=\"p\">.<\/span><span class=\"nf\">Sprintf<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;%.2f&#34;<\/span><span class=\"p\">,<\/span> <span class=\"nx\">result<\/span><span class=\"p\">)),<\/span> <span class=\"kc\">nil<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">})<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"k\">go<\/span> <span class=\"kd\">func<\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">defer<\/span> <span class=\"kd\">func<\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">e<\/span> <span class=\"o\">:=<\/span> <span class=\"nb\">recover<\/span><span class=\"p\">()<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"k\">if<\/span> <span class=\"nx\">e<\/span> <span class=\"o\">!=<\/span> <span class=\"kc\">nil<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"nx\">fmt<\/span><span class=\"p\">.<\/span><span class=\"nf\">Println<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">}()<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"nx\">err<\/span> <span class=\"o\">:=<\/span> <span class=\"nx\">server<\/span><span class=\"p\">.<\/span><span class=\"nf\">NewSSEServer<\/span><span class=\"p\">(<\/span><span class=\"nx\">svr<\/span><span class=\"p\">,<\/span> <span class=\"nx\">server<\/span><span class=\"p\">.<\/span><span class=\"nf\">WithBaseURL<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;http:\/\/localhost:12345&#34;<\/span><span class=\"p\">)).<\/span><span class=\"nf\">Start<\/span><span class=\"p\">(<\/span><span class=\"s\">&#34;localhost:12345&#34;<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"k\">if<\/span> <span class=\"nx\">err<\/span> <span class=\"o\">!=<\/span> <span class=\"kc\">nil<\/span> <span class=\"p\">{<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">   <span class=\"nx\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">Fatal<\/span><span class=\"p\">(<\/span><span class=\"nx\">err<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">  <span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"> <span class=\"p\">}()<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">}<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u6267\u884c\u4ee3\u7801\uff0c\u53ef\u4ee5\u770b\u5230\u662f\u6709\u5de5\u5177\u8c03\u7528\u7684\u3002\u4f9d\u6258\u4e8e\u8be5\u57fa\u7840\u4ee3\u7801\uff0c\u672a\u6765\u53ef\u4ee5\u5c01\u88c5\u66f4\u591a\u7684\u5de5\u5177\u3002<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><span class=\"lnt\">5\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-gdscript3\" data-lang=\"gdscript3\"><span class=\"line\"><span class=\"cl\"><span class=\"o\">&lt;<\/span><span class=\"n\">nil<\/span><span class=\"o\">&gt;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">Received<\/span> <span class=\"n\">request<\/span><span class=\"p\">:<\/span> <span class=\"p\">{{<\/span><span class=\"n\">tools<\/span><span class=\"o\">\/<\/span><span class=\"n\">call<\/span> <span class=\"p\">{<\/span><span class=\"o\">&lt;<\/span><span class=\"n\">nil<\/span><span class=\"o\">&gt;<\/span><span class=\"p\">}}<\/span> <span class=\"p\">{<\/span><span class=\"n\">calculate<\/span> <span class=\"n\">map<\/span><span class=\"p\">[<\/span><span class=\"n\">operation<\/span><span class=\"p\">:<\/span><span class=\"n\">add<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span><span class=\"mi\">5<\/span> <span class=\"n\">y<\/span><span class=\"p\">:<\/span><span class=\"mi\">3<\/span><span class=\"p\">]<\/span> <span class=\"o\">&lt;<\/span><span class=\"n\">nil<\/span><span class=\"o\">&gt;<\/span><span class=\"p\">}}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"mi\">2025<\/span><span class=\"o\">\/<\/span><span class=\"mi\">03<\/span><span class=\"o\">\/<\/span><span class=\"mi\">30<\/span> <span class=\"mi\">19<\/span><span class=\"p\">:<\/span><span class=\"mi\">07<\/span><span class=\"p\">:<\/span><span class=\"mi\">20<\/span> <span class=\"n\">Calculated<\/span> <span class=\"n\">result<\/span><span class=\"p\">:<\/span> <span class=\"mf\">8.00<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">assistant<\/span><span class=\"p\">:<\/span> <span class=\"err\">\u82f9\u679c\u548c\u68a8\u7684\u5355\u4ef7\u76f8\u52a0\u5c31\u662f\u603b\u4ef7\uff0c\u6240\u4ee5\u60a8\u4e00\u5171\u82b1\u4e86<\/span><span class=\"mi\">8<\/span><span class=\"err\">\u5143\u94b1\u3002<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">finish_reason<\/span><span class=\"p\">:<\/span> <span class=\"n\">stop<\/span> <span class=\"o\">&lt;<\/span><span class=\"n\">nil<\/span><span class=\"o\">&gt;<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u7ed3\u5c3e\u629b\u51fa\u4e00\u4e2a\u95ee\u9898\uff0c\u5927\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u662f\u6709\u4e0a\u9650\u7684\uff0c\u5f53\u5de5\u5177\u8fbe\u5230\u51e0\u767e\u4e2a\u65f6\uff0c\u5927\u6a21\u578b\u4f1a\u80fd\u6b63\u786e\u627e\u5230\u51fd\u6570\u5417\uff0c\u5982\u4f55\u89e3\u51b3\uff1f<\/p>\n"},{"title":"Linux\u90e8\u7f72Flux\u7684GGUF\u91cf\u5316\u7248","link":"https:\/\/srcrs.github.io\/posts\/2025\/03\/29\/flux-forge-gguf-by-linux\/","pubDate":"Sat, 29 Mar 2025 00:00:00 +0000","guid":"https:\/\/srcrs.github.io\/posts\/2025\/03\/29\/flux-forge-gguf-by-linux\/","description":"<h2 id=\"\u524d\u5e8f\">\n    <a href=\"#%e5%89%8d%e5%ba%8f\" class=\"header-anchor\">#<\/a>\n    \u524d\u5e8f\n<\/h2><p>AI\u753b\u56fe\u98ce\u9761\u4e00\u65f6\uff0c\u6781\u5ba2\u7cbe\u795e\u5fc5\u987b\u8981\u81ea\u5efa\u3002<\/p>\n<h2 id=\"\u673a\u5668\u914d\u7f6e\">\n    <a href=\"#%e6%9c%ba%e5%99%a8%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u673a\u5668\u914d\u7f6e\n<\/h2><p>\u64cd\u4f5c\u7cfb\u7edf\uff1aTlinux 3.2\nCPU\uff1a32\u6838  CPU\uff1a32 \u6838\n\u5185\u5b58\uff1a64G\n\u786c\u76d8\uff1a500G\n\u663e\u5361\uff1aL20 1\/3\u5361\uff0c\u663e\u5b5814G<\/p>\n<h2 id=\"\u57fa\u7840\u73af\u5883\u914d\u7f6e\">\n    <a href=\"#%e5%9f%ba%e7%a1%80%e7%8e%af%e5%a2%83%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u57fa\u7840\u73af\u5883\u914d\u7f6e\n<\/h2><h3 id=\"1\u5b89\u88c5conda\">\n    <a href=\"#1%e5%ae%89%e8%a3%85conda\" class=\"header-anchor\">#<\/a>\n    1.\u5b89\u88c5conda\n<\/h3><p><code>conda<\/code>\u521d\u59cb\u5316\u4e00\u4e2a\u5e72\u51c0\u7684<code>python<\/code>\u73af\u5883\uff0c\u521b\u5efa<code>install_conda.sh<\/code><\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u521b\u5efa\u6307\u5b9a\u76ee\u5f55<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">mkdir -p ~\/miniconda3\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u4e0b\u8f7d\u5b89\u88c5\u811a\u672c\u5230\u76ee\u6807\u76ee\u5f55<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">wget https:\/\/repo.anaconda.com\/miniconda\/Miniconda3-latest-Linux-x86_64.sh -O ~\/miniconda3\/miniconda.sh\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u6267\u884c\u9759\u9ed8\u5b89\u88c5\uff08-b: \u9759\u9ed8\u6a21\u5f0f\uff0c-u: \u66f4\u65b0\u73b0\u6709\u5b89\u88c5\uff0c-p: \u6307\u5b9a\u8def\u5f84\uff09<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">bash ~\/miniconda3\/miniconda.sh -b -u -p ~\/miniconda3\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u5220\u9664\u5b89\u88c5\u811a\u672c\uff08\u53ef\u9009\uff09<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">rm ~\/miniconda3\/miniconda.sh\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u7f16\u8f91\u7528\u6237\u914d\u7f6e\u6587\u4ef6\uff08\u5982.bashrc\u6216.zshrc\uff09<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"nb\">echo<\/span> <span class=\"s1\">&#39;export PATH=&#34;$HOME\/miniconda3\/bin:$PATH&#34;&#39;<\/span> &gt;&gt; ~\/.bashrc\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u4f7f\u914d\u7f6e\u751f\u6548<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"nb\">source<\/span> ~\/.bashrc\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u521d\u59cb\u5316conda<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">conda init\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p><code>~\/miniconda3<\/code>\u6307\u5b9a\u4e86\u5b89\u88c5\u8def\u5f84\uff0c\u53ef\u4ee5\u6309\u9700\u66f4\u6539\u3002\u6267\u884c<code>install_conda.sh<\/code>\u5b8c\u540e\uff0c\u5173\u6389\u547d\u4ee4\u884c\uff0c\u91cd\u65b0\u6253\u5f00\u3002<\/p>\n<h3 id=\"2\u521b\u5efa\u73af\u5883\">\n    <a href=\"#2%e5%88%9b%e5%bb%ba%e7%8e%af%e5%a2%83\" class=\"header-anchor\">#<\/a>\n    2.\u521b\u5efa\u73af\u5883\n<\/h3><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\">conda create --name stable-diffusion-webui-forge <span class=\"nv\">python<\/span><span class=\"o\">=<\/span>3.12\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"3\u8fdb\u5165\u5230\u65b0\u73af\u5883\">\n    <a href=\"#3%e8%bf%9b%e5%85%a5%e5%88%b0%e6%96%b0%e7%8e%af%e5%a2%83\" class=\"header-anchor\">#<\/a>\n    3.\u8fdb\u5165\u5230\u65b0\u73af\u5883\n<\/h3><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\">conda activate stable-diffusion-webui-forge\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h2 id=\"\u57fa\u4e8e\u6e90\u7801\u90e8\u7f72\">\n    <a href=\"#%e5%9f%ba%e4%ba%8e%e6%ba%90%e7%a0%81%e9%83%a8%e7%bd%b2\" class=\"header-anchor\">#<\/a>\n    \u57fa\u4e8e\u6e90\u7801\u90e8\u7f72\n<\/h2><h3 id=\"1\u4e0b\u8f7dstable-diffusion-webui-forge\u6e90\u7801\">\n    <a href=\"#1%e4%b8%8b%e8%bd%bdstable-diffusion-webui-forge%e6%ba%90%e7%a0%81\" class=\"header-anchor\">#<\/a>\n    1.\u4e0b\u8f7dstable-diffusion-webui-forge\u6e90\u7801\n<\/h3><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\">git clone https:\/\/github.com\/lllyasviel\/stable-diffusion-webui-forge.git\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"2\u5b89\u88c5\u4f9d\u8d56\u5305\">\n    <a href=\"#2%e5%ae%89%e8%a3%85%e4%be%9d%e8%b5%96%e5%8c%85\" class=\"header-anchor\">#<\/a>\n    2.\u5b89\u88c5\u4f9d\u8d56\u5305\n<\/h3><p>\u8fdb\u5165\u5230<code>stable-diffusion-webui-forge<\/code>\u6587\u4ef6\u5939\u4e0b\uff0c\u6267\u884c<code>webui.sh<\/code><\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\">bash webui.sh\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u6ce8\u610f\uff1a\n1.\u5982\u679c\u662f\u975eroot\u73af\u5883\uff0c\u8bf7\u5c06webui.sh\u4e2dcan_run_as_root\u6539\u62101\u3002\n2.\u5c06venv\u6587\u4ef6\u5939\u547d\u540d\u4e3a_\u3002<\/p>\n<h3 id=\"3\u4e0b\u8f7d\u6a21\u578b\u548cvae\">\n    <a href=\"#3%e4%b8%8b%e8%bd%bd%e6%a8%a1%e5%9e%8b%e5%92%8cvae\" class=\"header-anchor\">#<\/a>\n    3.\u4e0b\u8f7d\u6a21\u578b\u548cvae\n<\/h3><ul>\n<li>\u4e0b\u8f7dvae<\/li>\n<\/ul>\n<p>vae\u4e0b\u8f7d\u53ef\u4ee5\u4ece<a class=\"link\" href=\"https:\/\/huggingface.co\/black-forest-labs\/FLUX.1-dev\/tree\/main\"  target=\"_blank\" rel=\"noopener\"\n    >flux-dev<\/a>\u6216<a class=\"link\" href=\"https:\/\/huggingface.co\/black-forest-labs\/FLUX.1-schnell\"  target=\"_blank\" rel=\"noopener\"\n    >flux-schnell<\/a><\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u4fdd\u5b58\u5230models\\VAE<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">wget https:\/\/huggingface.co\/black-forest-labs\/FLUX.1-dev\/blob\/main\/ae.safetensors -P .\/models\/VAE\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u4f1a\u51fa\u73b0401\u4e0b\u8f7d\u5931\u8d25\uff0c\u63a8\u8350\u4e0b\u8f7d\u5230\u672c\u5730\u518d\u4e0a\u4f20\u5230\u673a\u5668\u3002<\/p>\n<p>-\u4e0b\u8f7dclip-l\u548ct5<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><span class=\"lnt\">5\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u4fdd\u5b58\u5230models\/text_encoder<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">wget https:\/\/huggingface.co\/comfyanonymous\/flux_text_encoders\/resolve\/main\/clip_l.safetensors -P .\/models\/text_encoder\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\"># \u4fdd\u5b58\u5230models\/text_encoder<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">wget https:\/\/huggingface.co\/comfyanonymous\/flux_text_encoders\/resolve\/main\/t5xxl_fp16.safetensors -P .\/models\/text_encoder\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li>\u4e0b\u8f7dflux-gguf\u6a21\u578b<\/li>\n<\/ul>\n<p>\u53ef\u4ee5\u4ece\u8fd9\u91cc\u4e0b\u8f7d<a class=\"link\" href=\"https:\/\/huggingface.co\/lllyasviel\/FLUX.1-dev-gguf\"  target=\"_blank\" rel=\"noopener\"\n    >flux-dev<\/a>\u548c<a class=\"link\" href=\"https:\/\/huggingface.co\/lllyasviel\/FLUX.1-schnell-gguf\"  target=\"_blank\" rel=\"noopener\"\n    >fulx-schnell<\/a><\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\">wget https:\/\/huggingface.co\/lllyasviel\/FLUX.1-dev-gguf\/resolve\/main\/flux1-dev-Q4_0.gguf -P .\/models\/Stable-diffusion\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h2 id=\"\u542f\u52a8\u7a0b\u5e8f\">\n    <a href=\"#%e5%90%af%e5%8a%a8%e7%a8%8b%e5%ba%8f\" class=\"header-anchor\">#<\/a>\n    \u542f\u52a8\u7a0b\u5e8f\n<\/h2><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-sh\" data-lang=\"sh\"><span class=\"line\"><span class=\"cl\">.\/webui.sh -f --listen --port <span class=\"m\">7860<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u63a5\u4e0b\u6765\u4fbf\u53ef\u4ee5\u8bbf\u95ee7860\u7aef\u53e3\u542f\u52a8\u7684\u670d\u52a1\u4e86\u3002<\/p>\n<p><img src=\"https:\/\/alist.lass.cc\/d\/blog\/flux-forge-gguf-by-linux\/success.png\"\n\t\n\t\n\t\n\tloading=\"lazy\"\n\t\n\t\n><\/p>\n<p><img src=\"https:\/\/alist.lass.cc\/d\/blog\/flux-forge-gguf-by-linux\/00001-1039225225.png\"\n\t\n\t\n\t\n\tloading=\"lazy\"\n\t\n\t\n><\/p>\n<h2 id=\"\u53c2\u8003\">\n    <a href=\"#%e5%8f%82%e8%80%83\" class=\"header-anchor\">#<\/a>\n    \u53c2\u8003\n<\/h2><ul>\n<li><a class=\"link\" href=\"https:\/\/github.com\/lllyasviel\/stable-diffusion-webui-forge\/discussions\/1050\"  target=\"_blank\" rel=\"noopener\"\n    >flux gguf\u6a21\u578b\u4e0b\u8f7d<\/a><\/li>\n<\/ul>\n"},{"title":"ai\u5927\u6a21\u578b\u5fae\u8c03","link":"https:\/\/srcrs.github.io\/posts\/2024\/11\/19\/ai-large-model-fine-tuning\/","pubDate":"Tue, 19 Nov 2024 00:00:00 +0000","guid":"https:\/\/srcrs.github.io\/posts\/2024\/11\/19\/ai-large-model-fine-tuning\/","description":"<p>\u6df1\u5733\u4eca\u5929\u597d\u51b7\uff0c\u77ac\u95f4\u5165\u51ac\u4e86\uff0c\u88ab\u5b50\u6bd4\u8f83\u8584\uff0c\u534a\u591c\u51bb\u9192\u4e86\u51e0\u6b21\uff0c\u65e9\u4e0a\u65e9\u65e9\u8d77\u6765\u7a7f\u4e0a\u539a\u8863\u670d\u624d\u6696\u548c\u70b9\u3002\u8fd8\u6709\u4e24\u4e2a\u591a\u6708\u53c8\u8981\u8fc7\u5e74\u4e86\uff0c\u771f\u5feb\u5440\uff0c\u4eca\u5e74\u8fd8\u672a\u56de\u8fc7\uff0c\u5012\u4e5f\u6ca1\u6709\u4ec0\u4e48\u671f\u5f85\u7684\u3002<\/p>\n<h2 id=\"\u524d\u8a00\">\n    <a href=\"#%e5%89%8d%e8%a8%80\" class=\"header-anchor\">#<\/a>\n    \u524d\u8a00\n<\/h2><p>\u516c\u53f8\u76ee\u524d\u53c8\u4e00\u7ad9\u5f0f\u5927\u6a21\u578b\u7cbe\u8c03\u5e73\u53f0\uff0c\u7528\u8d77\u6765\u5f88\u65b9\u4fbf\uff0c\u51c6\u5907\u597d\u6570\u636e\uff0c\u53ea\u9700\u8981\u5728\u5e73\u53f0\u4e0a\u70b9\u51fb\u5c31\u53ef\u4ee5\u5b8c\u6210\u57fa\u5ea7\u6a21\u578b\u7684\u5fae\u8c03\u3002\u6240\u8c13\u5fae\u8c03\uff0c\u5c31\u662f\u8ba9\u6a21\u578b\u5b66\u4e60\u67d0\u4e2a\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\uff0c\u5728\u7279\u5b9a\u7684\u573a\u666f\u4e2d\u80fd\u591f\u53d1\u6325\u66f4\u5927\u7684\u4f5c\u7528\u3002\u6709\u65f6\u5019\u6211\u5728\u60f3\uff0c\u5982\u679c\u8131\u79bb\u4e86\u8fd9\u4e2a\u5e73\u53f0\uff0c\u80fd\u5426\u5229\u7528\u624b\u5934\u7684\u8d44\u6e90\u81ea\u5df1\u642d\u5efa\u4e00\u4e2a\u5fae\u8c03\u73af\u5883\u5462\uff1f\u672c\u6587\u4fbf\u662f\u6478\u7d22\u8fc7\u7a0b\u7684\u8bb0\u5f55\u4e0b\u7684\uff0c\u5e0c\u671b\u80fd\u7ed9\u672a\u6765\u7814\u7a76\u8005\u4e00\u4e9b\u5e2e\u52a9\u3002<\/p>\n<p>\u672c\u6b21\u6211\u5c06\u4ee5Qwen2.5\u57fa\u5ea7\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u663e\u5361\u8d44\u6e90\u662f\u767d\u5ad6\u516c\u53f8\u7684\u82f1\u4f1f\u8fbeL20\uff0c\u5728TLinux\u7cfb\u7edf\u670d\u52a1\u5668\u4e0a\u5b8c\u6210\u5168\u90e8\u7684\u64cd\u4f5c\u3002<\/p>\n<h2 id=\"\u73af\u5883\">\n    <a href=\"#%e7%8e%af%e5%a2%83\" class=\"header-anchor\">#<\/a>\n    \u73af\u5883\n<\/h2><h3 id=\"\u673a\u5668\u914d\u7f6e\">\n    <a href=\"#%e6%9c%ba%e5%99%a8%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u673a\u5668\u914d\u7f6e\n<\/h3><ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf\uff1aTlinux 3.2<\/li>\n<li>CPU\uff1a32\u6838<\/li>\n<li>\u5185\u5b58\uff1a64G<\/li>\n<li>\u786c\u76d8\uff1a500G<\/li>\n<li>\u663e\u5361\uff1aL20 1\/3\u5361\uff0c\u663e\u5b5814G<\/li>\n<\/ul>\n<h3 id=\"\u73af\u5883\u6784\u5efa\">\n    <a href=\"#%e7%8e%af%e5%a2%83%e6%9e%84%e5%bb%ba\" class=\"header-anchor\">#<\/a>\n    \u73af\u5883\u6784\u5efa\n<\/h3><p>\u4f7f\u7528LLaMA-Factory\u8fdb\u884c\u5fae\u8c03\uff0c\u5728\u5b89\u88c5\u5305\u65f6\u9047\u5230\u4e86\u5305\u51b2\u7a81\u95ee\u9898\uff0c\u6545\u4f7f\u7528conda\u521d\u59cb\u5316\u4e00\u4e2a\u5e72\u51c0\u73af\u5883<\/p>\n<h4 id=\"conda\u5b89\u88c5\u5e76\u521d\u59cb\u5316\u73af\u5883\">\n    <a href=\"#conda%e5%ae%89%e8%a3%85%e5%b9%b6%e5%88%9d%e5%a7%8b%e5%8c%96%e7%8e%af%e5%a2%83\" class=\"header-anchor\">#<\/a>\n    conda\u5b89\u88c5\u5e76\u521d\u59cb\u5316\u73af\u5883\n<\/h4><ol>\n<li>\u4e0b\u8f7d\u5e76\u8fdb\u884c\u5b89\u88c5<\/li>\n<\/ol>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">mkdir -p ~\/miniconda3\n<\/span><\/span><span class=\"line\"><span class=\"cl\">wget https:\/\/repo.anaconda.com\/miniconda\/Miniconda3-latest-Linux-x86_64.sh -O ~\/miniconda3\/miniconda.sh\n<\/span><\/span><span class=\"line\"><span class=\"cl\">bash ~\/miniconda3\/miniconda.sh -b -u -p ~\/miniconda3\n<\/span><\/span><span class=\"line\"><span class=\"cl\">rm ~\/miniconda3\/miniconda.sh\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ol start=\"2\">\n<li>\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u73af\u5883<\/li>\n<\/ol>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\"><span class=\"c1\">#\u9ed8\u8ba4\u521b\u5efa\u5230\u5b89\u88c5\u76ee\u5f55\u4e0b<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">conda create --name llama-factory <span class=\"nv\">python<\/span><span class=\"o\">=<\/span>3.11\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"c1\">#\u5728\u6307\u5b9a\u76ee\u5f55\u4e0b\u5b89\u88c5<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">conda create -p \/data\/anaconda3\/envs\/llama-factory <span class=\"nv\">python<\/span><span class=\"o\">=<\/span>3.11\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ol start=\"3\">\n<li>\u6fc0\u6d3b\u73af\u5883\uff08\u8fdb\u5165\u73af\u5883\uff09<\/li>\n<\/ol>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">conda activate llama-factory\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"llama-factory\u73af\u5883\u6784\u5efa\">\n    <a href=\"#llama-factory%e7%8e%af%e5%a2%83%e6%9e%84%e5%bb%ba\" class=\"header-anchor\">#<\/a>\n    LLaMA-Factory\u73af\u5883\u6784\u5efa\n<\/h4><p>\u8fdb\u5165llama-factory\u73af\u5883\u540e\uff0c\u4fbf\u53ef\u4ee5\u7740\u624b\u6784\u5efaLLaMa-Factory\u73af\u5883\uff0c\u901a\u8fc7conda\u7684\u65b0\u73af\u5883\u662f\u4e0d\u4f1a\u9047\u5230\u51b2\u7a81\u95ee\u9898\u7684\u3002<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">git clone --depth <span class=\"m\">1<\/span> https:\/\/github.com\/hiyouga\/LLaMA-Factory.git\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"nb\">cd<\/span> LLaMA-Factory\n<\/span><\/span><span class=\"line\"><span class=\"cl\">pip install -e <span class=\"s2\">&#34;.[torch,metrics]&#34;<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"awq\u91cf\u5316\u73af\u5883\">\n    <a href=\"#awq%e9%87%8f%e5%8c%96%e7%8e%af%e5%a2%83\" class=\"header-anchor\">#<\/a>\n    awq\u91cf\u5316\u73af\u5883\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">pip install autoawq\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"\u8bbe\u7f6etorch\u7248\u672c\">\n    <a href=\"#%e8%ae%be%e7%bd%aetorch%e7%89%88%e6%9c%ac\" class=\"header-anchor\">#<\/a>\n    \u8bbe\u7f6etorch\u7248\u672c\n<\/h4><p>\u8fd9\u662f\u5728Qwen2.5\u9700\u8981\u8fdb\u884c\u7684\uff0c\u8be6\u60c5\u53ef\u4ee5\u89c1\u8fd9\u7bc7<a class=\"link\" href=\"https:\/\/stackoverflow.com\/questions\/78501569\/attributeerror-module-torch-utils-pytree-has-no-attribute-register-pytree-n\"  target=\"_blank\" rel=\"noopener\"\n    >\u6587\u7ae0<\/a><\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">pip install <span class=\"nv\">torch<\/span><span class=\"o\">==<\/span>2.2\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"\u6838\u5fc3\u4f9d\u8d56\u5305\u7248\u672c\">\n    <a href=\"#%e6%a0%b8%e5%bf%83%e4%be%9d%e8%b5%96%e5%8c%85%e7%89%88%e6%9c%ac\" class=\"header-anchor\">#<\/a>\n    \u6838\u5fc3\u4f9d\u8d56\u5305\u7248\u672c\n<\/h4><ul>\n<li>transformers==4.46.1<\/li>\n<li>torch==2.2<\/li>\n<\/ul>\n<h2 id=\"\u5f00\u59cb\u5fae\u8c03\u6b65\u9aa4\">\n    <a href=\"#%e5%bc%80%e5%a7%8b%e5%be%ae%e8%b0%83%e6%ad%a5%e9%aa%a4\" class=\"header-anchor\">#<\/a>\n    \u5f00\u59cb\u5fae\u8c03\u6b65\u9aa4\n<\/h2><h3 id=\"\u9009\u62e9\u5e76\u4e0b\u8f7d\u57fa\u5ea7\u6a21\u578b\">\n    <a href=\"#%e9%80%89%e6%8b%a9%e5%b9%b6%e4%b8%8b%e8%bd%bd%e5%9f%ba%e5%ba%a7%e6%a8%a1%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    \u9009\u62e9\u5e76\u4e0b\u8f7d\u57fa\u5ea7\u6a21\u578b\n<\/h3><p>\u901f\u5ea6\u548c\u8d44\u6e90\u7684\u8981\u6c42\uff0c\u9009\u62e9Qwen\/Qwen2.5-3B-Instruct-AWQ\u8f83\u4e3a\u5e73\u8861\uff0c\u7136\u540e\u8fdb\u884c\u4e0b\u8f7d<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">pip install modelscope\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-python\" data-lang=\"python\"><span class=\"line\"><span class=\"cl\"><span class=\"c1\">#\u6a21\u578b\u4e0b\u8f7d<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"kn\">from<\/span> <span class=\"nn\">modelscope<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">snapshot_download<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">model_dir<\/span> <span class=\"o\">=<\/span> <span class=\"n\">snapshot_download<\/span><span class=\"p\">(<\/span><span class=\"s1\">&#39;\/data\/models\/Qwen\/Qwen2.5-3B-Instruct-AWQ&#39;<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"\u68c0\u67e5\u73af\u5883\">\n    <a href=\"#%e6%a3%80%e6%9f%a5%e7%8e%af%e5%a2%83\" class=\"header-anchor\">#<\/a>\n    \u68c0\u67e5\u73af\u5883\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><span class=\"lnt\">25\n<\/span><span class=\"lnt\">26\n<\/span><span class=\"lnt\">27\n<\/span><span class=\"lnt\">28\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-python\" data-lang=\"python\"><span class=\"line\"><span class=\"cl\"><span class=\"kn\">from<\/span> <span class=\"nn\">transformers<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">AutoModelForCausalLM<\/span><span class=\"p\">,<\/span> <span class=\"n\">AutoTokenizer<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">model_name<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">&#34;Qwen\/Qwen2.5-3B-Instruct-AWQ&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">AutoModelForCausalLM<\/span><span class=\"o\">.<\/span><span class=\"n\">from_pretrained<\/span><span class=\"p\">(<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">model_name<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">torch_dtype<\/span><span class=\"o\">=<\/span><span class=\"s2\">&#34;auto&#34;<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">device_map<\/span><span class=\"o\">=<\/span><span class=\"s2\">&#34;auto&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">tokenizer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">AutoTokenizer<\/span><span class=\"o\">.<\/span><span class=\"n\">from_pretrained<\/span><span class=\"p\">(<\/span><span class=\"n\">model_name<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">prompt<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">&#34;Give me a short introduction to large language model.&#34;<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">messages<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"p\">{<\/span><span class=\"s2\">&#34;role&#34;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&#34;system&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;content&#34;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&#34;You are Qwen, created by Alibaba Cloud. You are a helpful assistant.&#34;<\/span><span class=\"p\">},<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"p\">{<\/span><span class=\"s2\">&#34;role&#34;<\/span><span class=\"p\">:<\/span> <span class=\"s2\">&#34;user&#34;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&#34;content&#34;<\/span><span class=\"p\">:<\/span> <span class=\"n\">prompt<\/span><span class=\"p\">}<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">]<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">text<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tokenizer<\/span><span class=\"o\">.<\/span><span class=\"n\">apply_chat_template<\/span><span class=\"p\">(<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">messages<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">tokenize<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">add_generation_prompt<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">model_inputs<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tokenizer<\/span><span class=\"p\">([<\/span><span class=\"n\">text<\/span><span class=\"p\">],<\/span> <span class=\"n\">return_tensors<\/span><span class=\"o\">=<\/span><span class=\"s2\">&#34;pt&#34;<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">to<\/span><span class=\"p\">(<\/span><span class=\"n\">model<\/span><span class=\"o\">.<\/span><span class=\"n\">device<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">generated_ids<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"o\">.<\/span><span class=\"n\">generate<\/span><span class=\"p\">(<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"o\">**<\/span><span class=\"n\">model_inputs<\/span><span class=\"p\">,<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">max_new_tokens<\/span><span class=\"o\">=<\/span><span class=\"mi\">512<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">generated_ids<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\">    <span class=\"n\">output_ids<\/span><span class=\"p\">[<\/span><span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">input_ids<\/span><span class=\"p\">):]<\/span> <span class=\"k\">for<\/span> <span class=\"n\">input_ids<\/span><span class=\"p\">,<\/span> <span class=\"n\">output_ids<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">zip<\/span><span class=\"p\">(<\/span><span class=\"n\">model_inputs<\/span><span class=\"o\">.<\/span><span class=\"n\">input_ids<\/span><span class=\"p\">,<\/span> <span class=\"n\">generated_ids<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"p\">]<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tokenizer<\/span><span class=\"o\">.<\/span><span class=\"n\">batch_decode<\/span><span class=\"p\">(<\/span><span class=\"n\">generated_ids<\/span><span class=\"p\">,<\/span> <span class=\"n\">skip_special_tokens<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n<\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/span><span class=\"p\">)<\/span>\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u6267\u884c\u8fd9\u6bb5\u4ee3\u7801\uff0c\u5982\u679c\u80fd\u591f\u6b63\u5e38\u8f93\u51fa\u8bf4\u660e\u73af\u5883\u6ca1\u95ee\u9898\u3002<\/p>\n<h3 id=\"\u7f16\u8f91llama-factory\u8bad\u7ec3\u53c2\u6570\">\n    <a href=\"#%e7%bc%96%e8%be%91llama-factory%e8%ae%ad%e7%bb%83%e5%8f%82%e6%95%b0\" class=\"header-anchor\">#<\/a>\n    \u7f16\u8f91LLaMA-Factory\u8bad\u7ec3\u53c2\u6570\n<\/h3><p>examples\u4e0b\u9762\u6709\u5f88\u591a\u793a\u4f8b\u7684\u8bad\u7ec3\u53c2\u6570\uff0c\u53c2\u8003\u7f16\u5199Qwen2.5\u7684\u5fae\u8c03\u914d\u7f6e<\/p>\n<p>examples\/train_lora\/qwen2.5_3b_lora_sft.yaml<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><span class=\"lnt\">25\n<\/span><span class=\"lnt\">26\n<\/span><span class=\"lnt\">27\n<\/span><span class=\"lnt\">28\n<\/span><span class=\"lnt\">29\n<\/span><span class=\"lnt\">30\n<\/span><span class=\"lnt\">31\n<\/span><span class=\"lnt\">32\n<\/span><span class=\"lnt\">33\n<\/span><span class=\"lnt\">34\n<\/span><span class=\"lnt\">35\n<\/span><span class=\"lnt\">36\n<\/span><span class=\"lnt\">37\n<\/span><span class=\"lnt\">38\n<\/span><span class=\"lnt\">39\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"c\">### model<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">model_name_or_path<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">\/data\/models\/Qwen\/Qwen2.5-3B-Instruct-AWQ<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"c\">### method<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">stage<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">sft<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">do_train<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">finetuning_type<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">lora<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">lora_target<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">all<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"c\">### dataset<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">dataset<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">identity,alpaca_en_demo<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">template<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">qwen<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">cutoff_len<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">2048<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">max_samples<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1000<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">overwrite_cache<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">preprocessing_num_workers<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">16<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"c\">### output<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">output_dir<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">\/data\/saves\/qwen2.5-3b\/lora\/sft<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">logging_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">10<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">save_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">500<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">plot_loss<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">overwrite_output_dir<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"c\">### train<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">per_device_train_batch_size<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">gradient_accumulation_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">2<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">learning_rate<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1.0e-4<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">num_train_epochs<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">3.0<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">lr_scheduler_type<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">cosine<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">warmup_ratio<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">0.1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">bf16<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">ddp_timeout<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">180000000<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"c\">### eval<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">val_size<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">0.1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">per_device_eval_batch_size<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">eval_strategy<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">steps<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">eval_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">500<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u8fd9\u4e2a\u914d\u7f6e\u6587\u4ef6\u5305\u62ec\u4e86\u6a21\u578b\u3001\u65b9\u6cd5\u3001\u6570\u636e\u96c6\u3001\u8f93\u51fa\u3001\u8bad\u7ec3\u3001\u8bc4\u4f30\u7b49\u7b49\u914d\u7f6e\uff0c\u5982\u65e0\u7279\u522b\u9700\u8981\u4fdd\u6301\u9ed8\u8ba4\u5373\u53ef\u3002<\/p>\n<h4 id=\"\u6a21\u578b\u914d\u7f6e\">\n    <a href=\"#%e6%a8%a1%e5%9e%8b%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u6a21\u578b\u914d\u7f6e\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"c\">#\u6307\u5b9a\u6a21\u578b\u8def\u5f84\uff0c\u53ef\u4ee5\u586b\u5199\u7edd\u5bf9\u8def\u5f84<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">model_name_or_path<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">\/data\/models\/Qwen\/Qwen2.5-3B-Instruct-AWQ<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h4 id=\"\u65b9\u6cd5\u914d\u7f6e\">\n    <a href=\"#%e6%96%b9%e6%b3%95%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u65b9\u6cd5\u914d\u7f6e\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"nt\">stage<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">sft<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">do_train<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">finetuning_type<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">lora<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">lora_target<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">all<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li><code>stage: sft<\/code>\uff1a\u8868\u793a\u5f53\u524d\u7684\u8bad\u7ec3\u9636\u6bb5\u662f SFT\uff08Supervised Fine-Tuning\uff09 \u9636\u6bb5\uff0c\u610f\u5473\u7740\u6a21\u578b\u5c06\u5728\u7279\u5b9a\u7684\u6807\u6ce8\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\u3002<\/li>\n<li><code>do_train: true<\/code>\uff1a\u8868\u793a\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n<li><code>finetuning_type: lora<\/code>\uff1a\u6307\u5b9a\u4e86\u5fae\u8c03\u7684\u7c7b\u578b\u662f LoRA\uff08Low-Rank Adapter\uff09\uff0c\u610f\u5473\u7740\u901a\u8fc7\u4f4e\u79e9\u9002\u914d\u5668\u5c42\u6765\u8fdb\u884c\u5fae\u8c03\uff0c\u800c\u4e0d\u662f\u5168\u91cf\u8bad\u7ec3\u6574\u4e2a\u6a21\u578b\u3002<\/li>\n<li><code>lora_target: all<\/code>\uff1a\u8868\u793a\u5728\u6a21\u578b\u7684\u6240\u6709\u5c42\u4e0a\u5e94\u7528 LoRA \u5fae\u8c03\u3002\u4f60\u4e5f\u53ef\u4ee5\u9009\u62e9\u7279\u5b9a\u7684\u5c42\uff0c\u5982 attention \u6216 ffn\uff0c\u4f46\u8fd9\u91cc\u8bbe\u7f6e\u4e3a all\uff0c\u610f\u5473\u7740\u6240\u6709\u7684\u5c42\u90fd\u4f1a\u5e94\u7528 LoRA\u3002<\/li>\n<\/ul>\n<h4 id=\"\u6570\u636e\u96c6\u914d\u7f6e\">\n    <a href=\"#%e6%95%b0%e6%8d%ae%e9%9b%86%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u6570\u636e\u96c6\u914d\u7f6e\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><span class=\"lnt\">5\n<\/span><span class=\"lnt\">6\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"nt\">dataset<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">identity,alpaca_en_demo<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">template<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">qwen<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">cutoff_len<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">2048<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">max_samples<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1000<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">overwrite_cache<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">preprocessing_num_workers<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">16<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li><code>dataset: identity,alpaca_en_demo<\/code>\uff1a\u6307\u5b9a\u4e86\u8981\u4f7f\u7528\u7684\u6570\u636e\u96c6\uff0c\u8fd9\u91cc\u5217\u51fa\u4e86\u4e24\u4e2a\u6570\u636e\u96c6\uff1aidentity \u548c alpaca_en_demo\u3002\u4f60\u9700\u8981\u786e\u4fdd\u8fd9\u4e24\u4e2a\u6570\u636e\u96c6\u5df2\u7ecf\u51c6\u5907\u597d\u5e76\u4e14\u8def\u5f84\u6b63\u786e\u3002identity \u53ef\u80fd\u662f\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\uff0calpaca_en_demo \u662f\u4e00\u4e2a\u82f1\u6587\u6570\u636e\u96c6\u3002<\/li>\n<li><code>template: qwen<\/code>\uff1a\u6307\u5b9a\u4e86\u6570\u636e\u96c6\u7684\u6a21\u677f\uff0c\u8fd9\u4e2a\u6a21\u677f\u901a\u5e38\u7528\u4e8e\u6570\u636e\u9884\u5904\u7406\u8fc7\u7a0b\uff0c\u5b83\u53ef\u80fd\u5305\u62ec\u5bf9\u6587\u672c\u7684\u683c\u5f0f\u5316\u6216\u7279\u6b8a\u7684\u6807\u6ce8\u3002<\/li>\n<li><code>cutoff_len: 2048<\/code>\uff1a\u6307\u5b9a\u4e86\u6700\u5927\u8f93\u5165\u957f\u5ea6\uff08\u5355\u4f4d\u4e3atoken\uff09\u3002\u5982\u679c\u8f93\u5165\u6587\u672c\u8d85\u8fc7\u8fd9\u4e2a\u957f\u5ea6\uff0c\u5b83\u5c06\u4f1a\u88ab\u622a\u65ad\u3002\u8fd9\u4e2a\u957f\u5ea6\u4e0e\u6a21\u578b\u7684\u6700\u5927\u63a5\u53d7\u957f\u5ea6\u6709\u5173\uff0c\u901a\u5e38\u9700\u8981\u6839\u636e\u5177\u4f53\u6a21\u578b\u7684\u8bbe\u7f6e\u8c03\u6574\u3002<\/li>\n<li><code>max_samples: 1000<\/code>\uff1a\u6307\u5b9a\u4e86\u4f7f\u7528\u7684\u6570\u636e\u96c6\u6837\u672c\u7684\u6700\u5927\u6570\u91cf\uff0c\u8fd9\u91cc\u8bbe\u7f6e\u4e3a1000\uff0c\u610f\u5473\u7740\u5c06\u53ea\u4f7f\u7528\u6700\u591a1000\u4e2a\u6837\u672c\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n<li><code>overwrite_cache: true<\/code>\uff1a\u5982\u679c\u7f13\u5b58\u76ee\u5f55\u5b58\u5728\uff0c\u5219\u8986\u76d6\u7f13\u5b58\u3002\u8fd9\u4e2a\u9009\u9879\u901a\u5e38\u7528\u4e8e\u786e\u4fdd\u6bcf\u6b21\u8bad\u7ec3\u65f6\u4f7f\u7528\u6700\u65b0\u7684\u6570\u636e\u3002<\/li>\n<li><code>preprocessing_num_workers: 16<\/code>\uff1a\u6307\u5b9a\u4e86\u6570\u636e\u9884\u5904\u7406\u65f6\u4f7f\u7528\u7684\u5de5\u4f5c\u7ebf\u7a0b\u6570\uff0c16\u4e2a\u7ebf\u7a0b\u53ef\u4ee5\u52a0\u901f\u6570\u636e\u52a0\u8f7d\u548c\u9884\u5904\u7406\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<h4 id=\"\u8f93\u51fa\u914d\u7f6e\">\n    <a href=\"#%e8%be%93%e5%87%ba%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u8f93\u51fa\u914d\u7f6e\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><span class=\"lnt\">5\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"nt\">output_dir<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">\/data\/saves\/qwen2-7b\/lora\/sft<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">logging_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">10<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">save_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">500<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">plot_loss<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">overwrite_output_dir<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li><code>output_dir: \/data\/saves\/qwen2-3b\/lora\/sft<\/code>\uff1a\u6307\u5b9a\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u5b58\u6a21\u578b\u548c\u65e5\u5fd7\u7684\u8f93\u51fa\u76ee\u5f55\u3002\u5728\u6b64\u8def\u5f84\u4e0b\uff0c\u5c06\u4fdd\u5b58\u5fae\u8c03\u540e\u7684\u6a21\u578b\u3001\u68c0\u67e5\u70b9\u7b49\u6587\u4ef6\u3002<\/li>\n<li><code>logging_steps: 10<\/code>\uff1a\u6bcf10\u6b65\u8bb0\u5f55\u4e00\u6b21\u65e5\u5fd7\u3002<\/li>\n<li><code>save_steps: 500<\/code>\uff1a\u6bcf500\u6b65\u4fdd\u5b58\u4e00\u6b21\u6a21\u578b\u68c0\u67e5\u70b9\u3002\u8fd9\u6837\u4f60\u53ef\u4ee5\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b9a\u671f\u4fdd\u5b58\u6a21\u578b\u7684\u72b6\u6001\uff0c\u907f\u514d\u610f\u5916\u4e2d\u65ad\u65f6\u4e22\u5931\u8bad\u7ec3\u8fdb\u5ea6\u3002<\/li>\n<li><code>plot_loss: true<\/code>\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u542f\u7528\u635f\u5931\u503c\u53ef\u89c6\u5316\uff08\u4f8b\u5982\u901a\u8fc7TensorBoard\u6216\u5176\u4ed6\u5de5\u5177\uff09\u3002\u8fd9\u6709\u52a9\u4e8e\u76d1\u63a7\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6a21\u578b\u7684\u8868\u73b0\u3002<\/li>\n<li><code>overwrite_output_dir: true<\/code>\uff1a\u5982\u679c\u8f93\u51fa\u76ee\u5f55\u5df2\u5b58\u5728\uff0c\u5219\u8986\u76d6\u5b83\u3002\u786e\u4fdd\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u4f1a\u56e0\u4e3a\u76ee\u5f55\u5b58\u5728\u800c\u51fa\u73b0\u9519\u8bef\u3002<\/li>\n<\/ul>\n<h4 id=\"\u8bad\u7ec3\u914d\u7f6e\">\n    <a href=\"#%e8%ae%ad%e7%bb%83%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u8bad\u7ec3\u914d\u7f6e\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><span class=\"lnt\">5\n<\/span><span class=\"lnt\">6\n<\/span><span class=\"lnt\">7\n<\/span><span class=\"lnt\">8\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"nt\">per_device_train_batch_size<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">gradient_accumulation_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">2<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">learning_rate<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1.0e-4<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">num_train_epochs<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">3.0<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">lr_scheduler_type<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">cosine<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">warmup_ratio<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">0.1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">bf16<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">ddp_timeout<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">180000000<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li><code>per_device_train_batch_size: 1<\/code>\uff1a\u6bcf\u4e2a\u8bbe\u5907\u7684\u8bad\u7ec3\u6279\u6b21\u5927\u5c0f\u8bbe\u7f6e\u4e3a1\u3002\u8fd9\u901a\u5e38\u4e0eGPU\u7684\u663e\u5b58\u5927\u5c0f\u76f8\u5173\uff0c\u5982\u679c\u663e\u5b58\u8f83\u5c0f\uff0c\u6279\u6b21\u5927\u5c0f\u53ef\u4ee5\u8bbe\u7f6e\u4e3a1\u3002<\/li>\n<li><code>gradient_accumulation_steps: 2<\/code>\uff1a\u68af\u5ea6\u7d2f\u79ef\u7684\u6b65\u6570\u3002\u5982\u679c\u6279\u6b21\u5927\u5c0f\u8bbe\u7f6e\u4e3a1\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7684\u68af\u5ea6\u7d2f\u79ef\uff0c\u53ef\u4ee5\u901a\u8fc7\u6b64\u8bbe\u7f6e\u5b9e\u73b0\u3002<\/li>\n<li><code>learning_rate: 1.0e-4<\/code>\uff1a\u8bbe\u7f6e\u5b66\u4e60\u7387\u4e3a 0.0001\uff0c\u8fd9\u662f\u8bad\u7ec3\u65f6\u8c03\u6574\u6743\u91cd\u7684\u6b65\u957f\u3002<\/li>\n<li><code>num_train_epochs: 3.0<\/code>\uff1a\u8bad\u7ec3\u7684\u603b\u5468\u671f\u6570\uff0c\u8fd9\u91cc\u8bbe\u7f6e\u4e3a3\u8f6e\u3002\u901a\u5e38\u9700\u8981\u6839\u636e\u8bad\u7ec3\u96c6\u5927\u5c0f\u548c\u6536\u655b\u901f\u5ea6\u6765\u8c03\u6574\u8fd9\u4e2a\u503c\u3002<\/li>\n<li><code>lr_scheduler_type: cosine<\/code>\uff1a\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u7c7b\u578b\uff0c\u4f7f\u7528 cosine \u8c03\u5ea6\u7b56\u7565\uff0c\u901a\u5e38\u80fd\u5728\u8bad\u7ec3\u540e\u671f\u9010\u6e10\u51cf\u5c0f\u5b66\u4e60\u7387\u3002<\/li>\n<li><code>warmup_ratio: 0.1<\/code>\uff1a\u5b66\u4e60\u7387\u7684\u9884\u70ed\u6bd4\u4f8b\uff0c\u8bbe\u7f6e\u4e3a 0.1 \u8868\u793a\u524d10%\u7684\u8bad\u7ec3\u6b65\u9aa4\u4e2d\uff0c\u5b66\u4e60\u7387\u5c06\u9010\u6b65\u589e\u52a0\u5230\u521d\u59cb\u503c\u3002<\/li>\n<li><code>bf16: true<\/code>\uff1a\u542f\u7528 bfloat16 \u7cbe\u5ea6\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u51cf\u5c11\u663e\u5b58\u6d88\u8017\u5e76\u52a0\u901f\u8bad\u7ec3\u3002\u8fd9\u901a\u5e38\u9700\u8981\u652f\u6301 bfloat16 \u7684\u786c\u4ef6\uff08\u5982TPU\uff09\u3002<\/li>\n<li><code>ddp_timeout: 180000000<\/code>\uff1a\u8bbe\u7f6e Distributed Data Parallel\uff08DDP\uff09 \u6a21\u5f0f\u4e0b\u7684\u8d85\u65f6\u3002\u8fd9\u4e2a\u503c\u901a\u5e38\u662f\u4e3a\u4e86\u9632\u6b62\u5206\u5e03\u5f0f\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53d1\u751f\u8d85\u65f6\u9519\u8bef\u3002<\/li>\n<\/ul>\n<h4 id=\"\u8bc4\u4f30\u914d\u7f6e\">\n    <a href=\"#%e8%af%84%e4%bc%b0%e9%85%8d%e7%bd%ae\" class=\"header-anchor\">#<\/a>\n    \u8bc4\u4f30\u914d\u7f6e\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-yaml\" data-lang=\"yaml\"><span class=\"line\"><span class=\"cl\"><span class=\"nt\">val_size<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">0.1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">per_device_eval_batch_size<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">1<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">eval_strategy<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l\">steps<\/span><span class=\"w\">\n<\/span><\/span><\/span><span class=\"line\"><span class=\"cl\"><span class=\"w\"><\/span><span class=\"nt\">eval_steps<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"m\">500<\/span><span class=\"w\">\n<\/span><\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li><code>val_size: 0.1<\/code>\uff1a\u6307\u5b9a\u9a8c\u8bc1\u96c6\u7684\u5927\u5c0f\u4e3a\u8bad\u7ec3\u6570\u636e\u7684 10%\uff0c\u5373\u4ece\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u5212\u5206\u51fa10%\u4f5c\u4e3a\u9a8c\u8bc1\u96c6\u3002<\/li>\n<li><code>per_device_eval_batch_size: 1<\/code>\uff1a\u8bc4\u4f30\u65f6\u6bcf\u4e2a\u8bbe\u5907\u7684\u6279\u6b21\u5927\u5c0f\u4e3a1\u3002<\/li>\n<li><code>eval_strategy: steps<\/code>\uff1a\u8bc4\u4f30\u7b56\u7565\u8bbe\u7f6e\u4e3a\u6309\u6b65\u6570\u8bc4\u4f30\uff0c\u5373\u6bcf\u8bad\u7ec3\u4e00\u5b9a\u6b65\u6570\u540e\u8fdb\u884c\u8bc4\u4f30\u3002<\/li>\n<li><code>eval_steps: 500<\/code>\uff1a\u6bcf500\u6b65\u8fdb\u884c\u4e00\u6b21\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n<h4 id=\"\u6267\u884c\u5fae\u8c03\">\n    <a href=\"#%e6%89%a7%e8%a1%8c%e5%be%ae%e8%b0%83\" class=\"header-anchor\">#<\/a>\n    \u6267\u884c\u5fae\u8c03\n<\/h4><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-bash\" data-lang=\"bash\"><span class=\"line\"><span class=\"cl\">llamafactory-cli train examples\/train_lora\/qwen2.5_3b_lora_sft.yaml\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h2 id=\"\u5fae\u8c03\u9886\u57df\u5927\u6a21\u578b\">\n    <a href=\"#%e5%be%ae%e8%b0%83%e9%a2%86%e5%9f%9f%e5%a4%a7%e6%a8%a1%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    \u5fae\u8c03\u9886\u57df\u5927\u6a21\u578b\n<\/h2><h2 id=\"\u53c2\u8003\">\n    <a href=\"#%e5%8f%82%e8%80%83\" class=\"header-anchor\">#<\/a>\n    \u53c2\u8003\n<\/h2><ul>\n<li>\n<p><a class=\"link\" href=\"https:\/\/github.com\/hiyouga\/LLaMA-Factory\"  target=\"_blank\" rel=\"noopener\"\n    >LLaMA-Factory<\/a><\/p>\n<\/li>\n<li>\n<p><a class=\"link\" href=\"https:\/\/huggingface.co\/Qwen\/Qwen2.5-3B-Instruct-AWQ\"  target=\"_blank\" rel=\"noopener\"\n    >Qwen\/Qwen2.5-3B-Instruct-AWQ<\/a><\/p>\n<\/li>\n<li>\n<p><a class=\"link\" href=\"https:\/\/blog.csdn.net\/weixin_41046245\/article\/details\/143768282\"  target=\"_blank\" rel=\"noopener\"\n    >llama factory lora \u5fae\u8c03 qwen2.5 7B Instruct\u6a21\u578b<\/a><\/p>\n<\/li>\n<li>\n<p><a class=\"link\" href=\"https:\/\/docs.anaconda.com\/miniconda\/install\/#quick-command-line-install\"  target=\"_blank\" rel=\"noopener\"\n    >miniconda install<\/a><\/p>\n<\/li>\n<\/ul>\n"},{"title":"2024\u5e74\u4e0b\u534a\u5e74\u8f6f\u4ef6\u8bbe\u8ba1\u5e08","link":"https:\/\/srcrs.github.io\/posts\/2024\/11\/10\/ruankao-sd-by-2024\/","pubDate":"Sun, 10 Nov 2024 00:00:00 +0000","guid":"https:\/\/srcrs.github.io\/posts\/2024\/11\/10\/ruankao-sd-by-2024\/","description":"<h2 id=\"\u4e0a\u5348\u9009\u62e9\u9898\">\n    <a href=\"#%e4%b8%8a%e5%8d%88%e9%80%89%e6%8b%a9%e9%a2%98\" class=\"header-anchor\">#<\/a>\n    \u4e0a\u5348\u9009\u62e9\u9898\n<\/h2><h3 id=\"web\u7aef\u53e3\u53f7\">\n    <a href=\"#web%e7%ab%af%e5%8f%a3%e5%8f%b7\" class=\"header-anchor\">#<\/a>\n    web\u7aef\u53e3\u53f7\n<\/h3><p>80<\/p>\n<h3 id=\"\u8def\u5f84\u8986\u76d6\u548c\u73af\u5f62\u590d\u6742\u5ea6\">\n    <a href=\"#%e8%b7%af%e5%be%84%e8%a6%86%e7%9b%96%e5%92%8c%e7%8e%af%e5%bd%a2%e5%a4%8d%e6%9d%82%e5%ba%a6\" class=\"header-anchor\">#<\/a>\n    \u8def\u5f84\u8986\u76d6\u548c\u73af\u5f62\u590d\u6742\u5ea6\n<\/h3><p>4\u30014<\/p>\n<h3 id=\"\u5341\u8fdb\u52365844\u903b\u8f91\u5730\u5740\u8f6c\u6362\">\n    <a href=\"#%e5%8d%81%e8%bf%9b%e5%88%b65844%e9%80%bb%e8%be%91%e5%9c%b0%e5%9d%80%e8%bd%ac%e6%8d%a2\" class=\"header-anchor\">#<\/a>\n    \u5341\u8fdb\u52365844\u903b\u8f91\u5730\u5740\u8f6c\u6362\n<\/h3><p>\u6570\u5b57\u6700\u5927\u7684\u90a3\u4e2a<\/p>\n<h3 id=\"\u8865\u780111111111\u7684\u771f\u503c\u662f\">\n    <a href=\"#%e8%a1%a5%e7%a0%8111111111%e7%9a%84%e7%9c%9f%e5%80%bc%e6%98%af\" class=\"header-anchor\">#<\/a>\n    \u8865\u780111111111\u7684\u771f\u503c\u662f\n<\/h3><p>-1<\/p>\n<h3 id=\"\u78c1\u9053\u5e8f\u5217\">\n    <a href=\"#%e7%a3%81%e9%81%93%e5%ba%8f%e5%88%97\" class=\"header-anchor\">#<\/a>\n    \u78c1\u9053\u5e8f\u5217\n<\/h3><p>\u6682\u65e0<\/p>\n<h3 id=\"python\u4ee3\u7801\u7684\u8f93\u51fa\u7ed3\u679c\u4e3a\">\n    <a href=\"#python%e4%bb%a3%e7%a0%81%e7%9a%84%e8%be%93%e5%87%ba%e7%bb%93%e6%9e%9c%e4%b8%ba\" class=\"header-anchor\">#<\/a>\n    python\u4ee3\u7801\u7684\u8f93\u51fa\u7ed3\u679c\u4e3a\n<\/h3><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">arr = [a * a for a in range(5) if a % 2 != 0]\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">print(arr)\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">[1, 9]\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"python\u7a0b\u5e8f\u4ee5\u4e0b\u54ea\u4e2a\u8bed\u53e5\u6709\u8bef\">\n    <a href=\"#python%e7%a8%8b%e5%ba%8f%e4%bb%a5%e4%b8%8b%e5%93%aa%e4%b8%aa%e8%af%ad%e5%8f%a5%e6%9c%89%e8%af%af\" class=\"header-anchor\">#<\/a>\n    python\u7a0b\u5e8f\u4ee5\u4e0b\u54ea\u4e2a\u8bed\u53e5\u6709\u8bef\n<\/h3><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">del dict[1]\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"\u4ee5\u4e0b\u54ea\u4e2a\u7b97\u6cd5\u662f\u7a33\u5b9a\u6392\u5e8f\">\n    <a href=\"#%e4%bb%a5%e4%b8%8b%e5%93%aa%e4%b8%aa%e7%ae%97%e6%b3%95%e6%98%af%e7%a8%b3%e5%ae%9a%e6%8e%92%e5%ba%8f\" class=\"header-anchor\">#<\/a>\n    \u4ee5\u4e0b\u54ea\u4e2a\u7b97\u6cd5\u662f\u7a33\u5b9a\u6392\u5e8f\n<\/h3><p>\u5f52\u5e76\u6392\u5e8f<\/p>\n<h3 id=\"\u975e\u8054\u901a28\u6761\u5f27\u6700\u5c11\u6709\u591a\u5c11\u4e2a\u8282\u70b9\">\n    <a href=\"#%e9%9d%9e%e8%81%94%e9%80%9a28%e6%9d%a1%e5%bc%a7%e6%9c%80%e5%b0%91%e6%9c%89%e5%a4%9a%e5%b0%91%e4%b8%aa%e8%8a%82%e7%82%b9\" class=\"header-anchor\">#<\/a>\n    \u975e\u8054\u901a\uff0c28\u6761\u5f27\uff0c\u6700\u5c11\u6709\u591a\u5c11\u4e2a\u8282\u70b9\n<\/h3><p>9<\/p>\n<h3 id=\"1000\u4e2a\u6570\u53d6\u524d10\u4e2a\u7528\u4ec0\u4e48\u6392\u5e8f\u6700\u5feb\">\n    <a href=\"#1000%e4%b8%aa%e6%95%b0%e5%8f%96%e5%89%8d10%e4%b8%aa%e7%94%a8%e4%bb%80%e4%b9%88%e6%8e%92%e5%ba%8f%e6%9c%80%e5%bf%ab\" class=\"header-anchor\">#<\/a>\n    1000\u4e2a\u6570\u53d6\u524d10\u4e2a\u7528\u4ec0\u4e48\u6392\u5e8f\u6700\u5feb\uff1f\n<\/h3><p>\u5806\u6392\u5e8f<\/p>\n<h3 id=\"ip\u8f6c\u6362mac\u5730\u5740\u662f\u4ec0\u4e48\u534f\u8bae\">\n    <a href=\"#ip%e8%bd%ac%e6%8d%a2mac%e5%9c%b0%e5%9d%80%e6%98%af%e4%bb%80%e4%b9%88%e5%8d%8f%e8%ae%ae\" class=\"header-anchor\">#<\/a>\n    ip\u8f6c\u6362mac\u5730\u5740\u662f\u4ec0\u4e48\u534f\u8bae\n<\/h3><p>ARP<\/p>\n<h3 id=\"\u5bf9\u4e8e16\u4f4d\u7684\u6570\u636e\u6d77\u660e\u7801\u6700\u5c0f\u6821\u9a8c\u4f4d\u6570\">\n    <a href=\"#%e5%af%b9%e4%ba%8e16%e4%bd%8d%e7%9a%84%e6%95%b0%e6%8d%ae%e6%b5%b7%e6%98%8e%e7%a0%81%e6%9c%80%e5%b0%8f%e6%a0%a1%e9%aa%8c%e4%bd%8d%e6%95%b0\" class=\"header-anchor\">#<\/a>\n    \u5bf9\u4e8e16\u4f4d\u7684\u6570\u636e\uff0c\u6d77\u660e\u7801\u6700\u5c0f\u6821\u9a8c\u4f4d\u6570\n<\/h3><p>5<\/p>\n<h3 id=\"\u4e59\u4fb5\u72af\u7532\u516c\u53f8\u7684\">\n    <a href=\"#%e4%b9%99%e4%be%b5%e7%8a%af%e7%94%b2%e5%85%ac%e5%8f%b8%e7%9a%84\" class=\"header-anchor\">#<\/a>\n    \u4e59\u4fb5\u72af\u7532\u516c\u53f8\u7684\n<\/h3><p>\u8457\u4f5c\u6743<\/p>\n<h3 id=\"\u4ee5\u4e0ber\u5173\u7cfb\u4f9d\u8d56\u54ea\u4e2a\u662f\u9519\u8bef\u7684\">\n    <a href=\"#%e4%bb%a5%e4%b8%8ber%e5%85%b3%e7%b3%bb%e4%be%9d%e8%b5%96%e5%93%aa%e4%b8%aa%e6%98%af%e9%94%99%e8%af%af%e7%9a%84\" class=\"header-anchor\">#<\/a>\n    \u4ee5\u4e0bER\u5173\u7cfb\u4f9d\u8d56\u54ea\u4e2a\u662f\u9519\u8bef\u7684\n<\/h3><h3 id=\"\u5728tcpip\u534f\u8bae\u4e2d\u4ee5\u4e0b\u54ea\u4e2a\u662f\u5e94\u7528\u5c42\u534f\u8bae\">\n    <a href=\"#%e5%9c%a8tcpip%e5%8d%8f%e8%ae%ae%e4%b8%ad%e4%bb%a5%e4%b8%8b%e5%93%aa%e4%b8%aa%e6%98%af%e5%ba%94%e7%94%a8%e5%b1%82%e5%8d%8f%e8%ae%ae\" class=\"header-anchor\">#<\/a>\n    \u5728TCP\/IP\u534f\u8bae\u4e2d\uff0c\u4ee5\u4e0b\u54ea\u4e2a\u662f\u5e94\u7528\u5c42\u534f\u8bae\n<\/h3><p>DNS<\/p>\n<h3 id=\"\u901a\u8fc7\u90ae\u4ef6\u9644\u4ef6\u4e2d\u6587\u6863\u643a\u5e26\u7684\u75c5\u6bd2\">\n    <a href=\"#%e9%80%9a%e8%bf%87%e9%82%ae%e4%bb%b6%e9%99%84%e4%bb%b6%e4%b8%ad%e6%96%87%e6%a1%a3%e6%90%ba%e5%b8%a6%e7%9a%84%e7%97%85%e6%af%92\" class=\"header-anchor\">#<\/a>\n    \u901a\u8fc7\u90ae\u4ef6\u9644\u4ef6\u4e2d\u6587\u6863\u643a\u5e26\u7684\u75c5\u6bd2\n<\/h3><p>\u5b8f\u75c5\u6bd2<\/p>\n<h3 id=\"\u5f00\u53d1\u6ca1\u6709\u4eba\u4f7f\u7528\u7684\u9879\u76ee\u53ef\u80fd\u5b58\u5728\u4ec0\u4e48\u98ce\u9669\">\n    <a href=\"#%e5%bc%80%e5%8f%91%e6%b2%a1%e6%9c%89%e4%ba%ba%e4%bd%bf%e7%94%a8%e7%9a%84%e9%a1%b9%e7%9b%ae%e5%8f%af%e8%83%bd%e5%ad%98%e5%9c%a8%e4%bb%80%e4%b9%88%e9%a3%8e%e9%99%a9\" class=\"header-anchor\">#<\/a>\n    \u5f00\u53d1\u6ca1\u6709\u4eba\u4f7f\u7528\u7684\u9879\u76ee\u53ef\u80fd\u5b58\u5728\u4ec0\u4e48\u98ce\u9669\n<\/h3><p>\u5546\u4e1a\u98ce\u9669<\/p>\n<h3 id=\"bc\u7684\u677e\u5f1b\u65f6\u95f4fh\u6700\u65e9\u5f00\u59cb\u65f6\u95f4\">\n    <a href=\"#bc%e7%9a%84%e6%9d%be%e5%bc%9b%e6%97%b6%e9%97%b4fh%e6%9c%80%e6%97%a9%e5%bc%80%e5%a7%8b%e6%97%b6%e9%97%b4\" class=\"header-anchor\">#<\/a>\n    BC\u7684\u677e\u5f1b\u65f6\u95f4\uff0cFH\u6700\u65e9\u5f00\u59cb\u65f6\u95f4\n<\/h3><p>7<\/p>\n<h3 id=\"\u6784\u5efa\u54c8\u592b\u66fc\u6811\u4ee5\u4e0b\u54ea\u4e2a\u8bf4\u6cd5\u662f\u6b63\u786e\u7684\">\n    <a href=\"#%e6%9e%84%e5%bb%ba%e5%93%88%e5%a4%ab%e6%9b%bc%e6%a0%91%e4%bb%a5%e4%b8%8b%e5%93%aa%e4%b8%aa%e8%af%b4%e6%b3%95%e6%98%af%e6%ad%a3%e7%a1%ae%e7%9a%84\" class=\"header-anchor\">#<\/a>\n    \u6784\u5efa\u54c8\u592b\u66fc\u6811\uff0c\u4ee5\u4e0b\u54ea\u4e2a\u8bf4\u6cd5\u662f\u6b63\u786e\u7684\n<\/h3><p>0.08\u548c0.12\u5728\u540c\u4e00\u5c42<\/p>\n<h3 id=\"\u53c2\u6570\u4f20\u5165\u6811\u7ec4\u540d\u5b9e\u9645\u4f20\u5165\u7684\u662f\u6811\u7ec4\u7684\">\n    <a href=\"#%e5%8f%82%e6%95%b0%e4%bc%a0%e5%85%a5%e6%a0%91%e7%bb%84%e5%90%8d%e5%ae%9e%e9%99%85%e4%bc%a0%e5%85%a5%e7%9a%84%e6%98%af%e6%a0%91%e7%bb%84%e7%9a%84\" class=\"header-anchor\">#<\/a>\n    \u53c2\u6570\u4f20\u5165\u6811\u7ec4\u540d\u5b9e\u9645\u4f20\u5165\u7684\u662f\u6811\u7ec4\u7684\uff1f\n<\/h3><p>\u7b2c\u4e00\u4e2a\u5143\u7d20\u7684\u5730\u5740<\/p>\n<h3 id=\"\u5bf9\u4e8e\u4e00\u4e2a\u6709\u5e8f\u5e8f\u5217a120\u4f7f\u7528\u6298\u534a\u67e5\u627e\u6cd5\u5982\u679c\u67e5\u627e\u7684\u5143\u7d20\u662fa13\u67e5\u627e\u5e8f\u5217\u4e3a\">\n    <a href=\"#%e5%af%b9%e4%ba%8e%e4%b8%80%e4%b8%aa%e6%9c%89%e5%ba%8f%e5%ba%8f%e5%88%97a120%e4%bd%bf%e7%94%a8%e6%8a%98%e5%8d%8a%e6%9f%a5%e6%89%be%e6%b3%95%e5%a6%82%e6%9e%9c%e6%9f%a5%e6%89%be%e7%9a%84%e5%85%83%e7%b4%a0%e6%98%afa13%e6%9f%a5%e6%89%be%e5%ba%8f%e5%88%97%e4%b8%ba\" class=\"header-anchor\">#<\/a>\n    \u5bf9\u4e8e\u4e00\u4e2a\u6709\u5e8f\u5e8f\u5217A[1&hellip;20]\uff0c\u4f7f\u7528\u6298\u534a\u67e5\u627e\u6cd5\uff0c\u5982\u679c\u67e5\u627e\u7684\u5143\u7d20\u662fA[13]\uff0c\u67e5\u627e\u5e8f\u5217\u4e3a\n<\/h3><p>A[10]\u3001A[15]\u3001A[12]\u3001A[13]<\/p>\n<h3 id=\"\u6570\u636e\u5e93\u6388\u6743\">\n    <a href=\"#%e6%95%b0%e6%8d%ae%e5%ba%93%e6%8e%88%e6%9d%83\" class=\"header-anchor\">#<\/a>\n    \u6570\u636e\u5e93\u6388\u6743\n<\/h3><p>Grant<\/p>\n<h3 id=\"\u6570\u636e\u5e93\u5206\u7ec4\">\n    <a href=\"#%e6%95%b0%e6%8d%ae%e5%ba%93%e5%88%86%e7%bb%84\" class=\"header-anchor\">#<\/a>\n    \u6570\u636e\u5e93\u5206\u7ec4\n<\/h3><p>Group By<\/p>\n<h3 id=\"\u5bf9\u4e8e\u94fe\u8868\u63cf\u8ff0\u9519\u8bef\u7684\u662f\">\n    <a href=\"#%e5%af%b9%e4%ba%8e%e9%93%be%e8%a1%a8%e6%8f%8f%e8%bf%b0%e9%94%99%e8%af%af%e7%9a%84%e6%98%af\" class=\"header-anchor\">#<\/a>\n    \u5bf9\u4e8e\u94fe\u8868\u63cf\u8ff0\u9519\u8bef\u7684\u662f\n<\/h3><p>\u94fe\u8868\u53ef\u4ee5\u968f\u673a\u8bbf\u95ee\u4efb\u610f\u4e00\u4e2a\u5143\u7d20<\/p>\n<h3 id=\"risc\u548ccisc\u5bf9\u6bd4-cisc\u4e0d\u5305\u62ec\u7684\u662f\">\n    <a href=\"#risc%e5%92%8ccisc%e5%af%b9%e6%af%94-cisc%e4%b8%8d%e5%8c%85%e6%8b%ac%e7%9a%84%e6%98%af\" class=\"header-anchor\">#<\/a>\n    RISC\u548cCISC\u5bf9\u6bd4\uff0c CISC\u4e0d\u5305\u62ec\u7684\u662f\n<\/h3><p>\u6307\u4ee4\u957f\u5ea6\u56fa\u5b9a<\/p>\n<h3 id=\"\u4e0b\u9762\u5bf9\u4e8e\u6307\u4ee4\u5468\u671f\u63cf\u8ff0\u6b63\u786e\u7684\u662f\">\n    <a href=\"#%e4%b8%8b%e9%9d%a2%e5%af%b9%e4%ba%8e%e6%8c%87%e4%bb%a4%e5%91%a8%e6%9c%9f%e6%8f%8f%e8%bf%b0%e6%ad%a3%e7%a1%ae%e7%9a%84%e6%98%af\" class=\"header-anchor\">#<\/a>\n    \u4e0b\u9762\u5bf9\u4e8e\u6307\u4ee4\u5468\u671f\u63cf\u8ff0\u6b63\u786e\u7684\u662f\n<\/h3><p>\u6307\u4ee4\u5b58\u53d6\u4ee5\u53ca\u6267\u884c\u7684\u65f6\u95f4\u603b\u548c<\/p>\n<h3 id=\"\u4ee5\u7528\u6237\u9700\u6c42\u4e3a\u52a8\u529b\u7684\u6a21\u578b\">\n    <a href=\"#%e4%bb%a5%e7%94%a8%e6%88%b7%e9%9c%80%e6%b1%82%e4%b8%ba%e5%8a%a8%e5%8a%9b%e7%9a%84%e6%a8%a1%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    \u4ee5\u7528\u6237\u9700\u6c42\u4e3a\u52a8\u529b\u7684\u6a21\u578b\n<\/h3><p>\u55b7\u6cc9\u6a21\u578b<\/p>\n<h2 id=\"\u4e0b\u5348\u6848\u4f8b\u5206\u6790\u9898\">\n    <a href=\"#%e4%b8%8b%e5%8d%88%e6%a1%88%e4%be%8b%e5%88%86%e6%9e%90%e9%a2%98\" class=\"header-anchor\">#<\/a>\n    \u4e0b\u5348\u6848\u4f8b\u5206\u6790\u9898\n<\/h2><h3 id=\"\u6570\u636e\u6d41\u56fe\">\n    <a href=\"#%e6%95%b0%e6%8d%ae%e6%b5%81%e5%9b%be\" class=\"header-anchor\">#<\/a>\n    \u6570\u636e\u6d41\u56fe\n<\/h3><h3 id=\"c\u8bed\u8a00\u4e8c\u53c9\u6392\u5e8f\u6811\">\n    <a href=\"#c%e8%af%ad%e8%a8%80%e4%ba%8c%e5%8f%89%e6%8e%92%e5%ba%8f%e6%a0%91\" class=\"header-anchor\">#<\/a>\n    C\u8bed\u8a00\u4e8c\u53c9\u6392\u5e8f\u6811\n<\/h3><p>return flag\u6216\u8005break<\/p>\n<h3 id=\"er\u56fe\">\n    <a href=\"#er%e5%9b%be\" class=\"header-anchor\">#<\/a>\n    ER\u56fe\n<\/h3><h4 id=\"\u8bf7\u8865\u5145ab\u7a7a\u4ee5\u53ca\u5b8c\u6574\u6027\u7ea6\u675f\">\n    <a href=\"#%e8%af%b7%e8%a1%a5%e5%85%85ab%e7%a9%ba%e4%bb%a5%e5%8f%8a%e5%ae%8c%e6%95%b4%e6%80%a7%e7%ba%a6%e6%9d%9f\" class=\"header-anchor\">#<\/a>\n    \u8bf7\u8865\u5145a\u3001b\u7a7a\u4ee5\u53ca\u5b8c\u6574\u6027\u7ea6\u675f\n<\/h4><p>\uff08a\uff09\u73ed\u5217\u7f16\u53f7\n\uff08b\uff09\u73ed\u5217\u7f16\u53f7<\/p>\n<p>\u8ba2\u5355\u7684\u4e3b\u952e\u662fxxxx\uff0c\u5916\u952e\u662fxxxx<\/p>\n<h3 id=\"\u9009\u505a\u9898java\">\n    <a href=\"#%e9%80%89%e5%81%9a%e9%a2%98java\" class=\"header-anchor\">#<\/a>\n    \u9009\u505a\u9898java\n<\/h3><p>(1) String name<\/p>\n<p>(2) abstract void draw()<\/p>\n<p>(3) abstract xxxx()<\/p>\n<p>(4)<\/p>\n<p>(5) new CompositeGraphic(&ldquo;\u4efb\u610f\u5b57\u7b26&rdquo;)<\/p>\n<p>\u6839\u636e\u7fa4\u53cb\u56de\u5fc6\uff0c\u9646\u7eed\u5728\u6574\u7406\u4e2d&hellip;<\/p>\n"},{"title":"\u590d\u76d8\u56fd\u5bc6sm4\u8e29\u5751","link":"https:\/\/srcrs.github.io\/posts\/2024\/10\/11\/replay-of-the-national-secret-sm4-pitfalls\/","pubDate":"Fri, 11 Oct 2024 00:00:00 +0000","guid":"https:\/\/srcrs.github.io\/posts\/2024\/10\/11\/replay-of-the-national-secret-sm4-pitfalls\/","description":"<p>\u590d\u76d8\u6700\u8fd1\u5de5\u4f5c\u9047\u5230\u7684\u56fd\u5bc6sm4\u89e3\u5bc6\uff0c\u82b1\u8d39\u4e86\u4e0d\u5c11\u7cbe\u529b\u624d\u89e3\u51b3\u3002<\/p>\n<p>\u6253\u5f00ai\u641c\u7d22\u5f15\u64ce\uff0c\u521d\u6b65\u4e86\u89e3\u4ec0\u4e48\u662f\u56fd\u5bc6sm4\u3002\u8f93\u51fa\u4e86\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\"> 1\n<\/span><span class=\"lnt\"> 2\n<\/span><span class=\"lnt\"> 3\n<\/span><span class=\"lnt\"> 4\n<\/span><span class=\"lnt\"> 5\n<\/span><span class=\"lnt\"> 6\n<\/span><span class=\"lnt\"> 7\n<\/span><span class=\"lnt\"> 8\n<\/span><span class=\"lnt\"> 9\n<\/span><span class=\"lnt\">10\n<\/span><span class=\"lnt\">11\n<\/span><span class=\"lnt\">12\n<\/span><span class=\"lnt\">13\n<\/span><span class=\"lnt\">14\n<\/span><span class=\"lnt\">15\n<\/span><span class=\"lnt\">16\n<\/span><span class=\"lnt\">17\n<\/span><span class=\"lnt\">18\n<\/span><span class=\"lnt\">19\n<\/span><span class=\"lnt\">20\n<\/span><span class=\"lnt\">21\n<\/span><span class=\"lnt\">22\n<\/span><span class=\"lnt\">23\n<\/span><span class=\"lnt\">24\n<\/span><span class=\"lnt\">25\n<\/span><span class=\"lnt\">26\n<\/span><span class=\"lnt\">27\n<\/span><span class=\"lnt\">28\n<\/span><span class=\"lnt\">29\n<\/span><span class=\"lnt\">30\n<\/span><span class=\"lnt\">31\n<\/span><span class=\"lnt\">32\n<\/span><span class=\"lnt\">33\n<\/span><span class=\"lnt\">34\n<\/span><span class=\"lnt\">35\n<\/span><span class=\"lnt\">36\n<\/span><span class=\"lnt\">37\n<\/span><span class=\"lnt\">38\n<\/span><span class=\"lnt\">39\n<\/span><span class=\"lnt\">40\n<\/span><span class=\"lnt\">41\n<\/span><span class=\"lnt\">42\n<\/span><span class=\"lnt\">43\n<\/span><span class=\"lnt\">44\n<\/span><span class=\"lnt\">45\n<\/span><span class=\"lnt\">46\n<\/span><span class=\"lnt\">47\n<\/span><span class=\"lnt\">48\n<\/span><span class=\"lnt\">49\n<\/span><span class=\"lnt\">50\n<\/span><span class=\"lnt\">51\n<\/span><span class=\"lnt\">52\n<\/span><span class=\"lnt\">53\n<\/span><span class=\"lnt\">54\n<\/span><span class=\"lnt\">55\n<\/span><span class=\"lnt\">56\n<\/span><span class=\"lnt\">57\n<\/span><span class=\"lnt\">58\n<\/span><span class=\"lnt\">59\n<\/span><span class=\"lnt\">60\n<\/span><span class=\"lnt\">61\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">\u56fd\u5bc6SM4\u7b97\u6cd5\u6982\u8ff0\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u56fd\u5bc6SM4\u7b97\u6cd5\u662f\u4e2d\u56fd\u56fd\u5bb6\u5bc6\u7801\u7ba1\u7406\u5c40\u53d1\u5e03\u7684\u5546\u7528\u5bc6\u7801\u7b97\u6cd5\u6807\u51c6\uff0c\u662f\u4e00\u79cd\u5bf9\u79f0\u5206\u7ec4\u52a0\u5bc6\u7b97\u6cd5\u3002SM4\u7b97\u6cd5\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u7684\u52a0\u5bc6\u548c\u89e3\u5bc6\uff0c\u5176\u8bbe\u8ba1\u76ee\u7684\u662f\u4e3a\u4e86\u66ff\u4ee3\u56fd\u9645\u4e0a\u5e7f\u6cdb\u4f7f\u7528\u7684DES\u548cAES\u7b97\u6cd5\uff0c\u4ee5\u63d0\u9ad8\u56fd\u5185\u4fe1\u606f\u5b89\u5168\u7cfb\u7edf\u7684\u81ea\u4e3b\u53ef\u63a7\u6027\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u7b97\u6cd5\u7279\u70b9\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5bc6\u94a5\u957f\u5ea6\u548c\u5206\u7ec4\u957f\u5ea6\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">SM4\u7b97\u6cd5\u7684\u5bc6\u94a5\u957f\u5ea6\u4e3a128\u4f4d\uff0c\u4e0eAES\u7b97\u6cd5\u76f8\u540c\uff0c\u8fd9\u4e00\u957f\u5ea6\u7684\u5bc6\u94a5\u8db3\u4ee5\u63d0\u4f9b\u8f83\u9ad8\u7684\u5b89\u5168\u6027\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5206\u7ec4\u957f\u5ea6\u4e5f\u4e3a128\u4f4d\uff0c\u537316\u5b57\u8282\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u7ed3\u6784\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">SM4\u7b97\u6cd5\u91c7\u752832\u8f6e\u8fed\u4ee3\u7684\u975e\u5e73\u8861Feistel\u7ed3\u6784\uff0c\u6bcf\u4e00\u8f6e\u9700\u8981\u4e00\u4e2a\u8f6e\u5bc6\u94a5\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u52a0\u5bc6\u548c\u89e3\u5bc6\u8fc7\u7a0b\u4f7f\u7528\u76f8\u540c\u7684\u7b97\u6cd5\uff0c\u552f\u4e00\u7684\u4e0d\u540c\u5728\u4e8e\u89e3\u5bc6\u5bc6\u94a5\u662f\u7531\u52a0\u5bc6\u5bc6\u94a5\u751f\u6210\u7684\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u6838\u5fc3\u64cd\u4f5c\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5f02\u6216\u64cd\u4f5c\uff1a\u5c06\u8f6e\u5bc6\u94a5\u4e0e\u8f93\u5165\u6570\u636e\u8fdb\u884c\u5f02\u6216\u8fd0\u7b97\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u79fb\u4f4d\u64cd\u4f5c\uff1a\u5faa\u73af\u5de6\u79fb\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">S\u76d2\u53d8\u6362\uff1a\u5c068\u4f4d\u8f93\u5165\u6620\u5c04\u52308\u4f4d\u8f93\u51fa\u7684\u56fa\u5b9a\u53d8\u6362\uff0c\u7528\u4e8e\u5b9e\u73b0\u975e\u7ebf\u6027\u53d8\u6362\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u52a0\u5bc6\u8fc7\u7a0b\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u521d\u59cb\u5411\u91cf\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u660e\u6587\u6570\u636e\u9996\u5148\u4e0e\u521d\u59cb\u5411\u91cf\u8fdb\u884c\u5f02\u6216\u8fd0\u7b97\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u8f6e\u51fd\u6570\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u8f6e\u51fd\u6570\u5305\u62ec32\u6b21\u8fed\u4ee3\u8fd0\u7b97\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u6bcf\u4e00\u8f6e\u8fd0\u7b97\u5305\u62ec\u4e00\u4e2a\u8f6e\u5bc6\u94a5\u52a0\u8fd0\u7b97\u548c\u56db\u4e2aS\u76d2\u67e5\u627e\u8fd0\u7b97\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u8f6e\u5bc6\u94a5\u52a0\u8fd0\u7b97\u662f\u5c06\u8f6e\u5bc6\u94a5\u4e0e\u8f93\u5165\u6570\u636e\u8fdb\u884c\u5f02\u6216\u8fd0\u7b97\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">S\u76d2\u67e5\u627e\u8fd0\u7b97\u662f\u5c06\u6570\u636e\u901a\u8fc7S\u76d2\u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u8f93\u51fa\u5bc6\u6587\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u7ecf\u8fc732\u8f6e\u8fed\u4ee3\u8fd0\u7b97\u540e\uff0c\u8f93\u51fa\u5bc6\u6587\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u89e3\u5bc6\u8fc7\u7a0b\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u521d\u59cb\u5411\u91cf\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5bc6\u6587\u6570\u636e\u9996\u5148\u4e0e\u521d\u59cb\u5411\u91cf\u8fdb\u884c\u5f02\u6216\u8fd0\u7b97\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u8f6e\u51fd\u6570\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u89e3\u5bc6\u8fc7\u7a0b\u4e0e\u52a0\u5bc6\u8fc7\u7a0b\u7a0b\u7c7b\u4f3c\uff0c\u53ea\u662f\u8f6e\u5bc6\u94a5\u7684\u4f7f\u7528\u987a\u5e8f\u76f8\u53cd\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u8f93\u51fa\u660e\u6587\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u7ecf\u8fc732\u8f6e\u8fed\u4ee3\u8fd0\u7b97\u540e\uff0c\u8f93\u51fa\u660e\u6587\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5b89\u5168\u6027\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">SM4\u7b97\u6cd5\u7684\u5b89\u5168\u6027\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5bc6\u94a5\u957f\u5ea6\uff1a128\u4f4d\u7684\u5bc6\u94a5\u957f\u5ea6\u63d0\u4f9b\u4e86\u8f83\u9ad8\u7684\u5b89\u5168\u6027\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u975e\u7ebf\u6027\u53d8\u6362\uff1aS\u76d2\u53d8\u6362\u5f15\u5165\u4e86\u975e\u7ebf\u6027\uff0c\u589e\u52a0\u4e86\u7b97\u6cd5\u7684\u590d\u6742\u5ea6\uff0c\u63d0\u9ad8\u4e86\u6297\u653b\u51fb\u80fd\u529b\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u8fed\u4ee3\u6b21\u6570\uff1a32\u8f6e\u8fed\u4ee3\u4f7f\u5f97\u653b\u51fb\u8005\u96be\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u7ebf\u6027\u6216\u5dee\u5206\u653b\u51fb\u7834\u89e3\u7b97\u6cd5\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5e94\u7528\u573a\u666f\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">SM4\u7b97\u6cd5\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u4fe1\u606f\u5b89\u5168\u9886\u57df\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u6570\u636e\u52a0\u5bc6\uff1a\u4fdd\u62a4\u654f\u611f\u6570\u636e\u7684\u4f20\u8f93\u548c\u5b58\u50a8\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u7f51\u7edc\u901a\u4fe1\uff1a\u786e\u4fdd\u7f51\u7edc\u901a\u4fe1\u7684\u5b89\u5168\u6027\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u5b89\u5168\u534f\u8bae\uff1a\u5982SSL\/TLS\u534f\u8bae\u4e2d\u7684\u52a0\u5bc6\u7b97\u6cd5\u3002\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u603b\u7ed3\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u56fd\u5bc6SM4\u7b97\u6cd5\u4f5c\u4e3a\u4e00\u79cd\u9ad8\u6548\u7684\u5bf9\u79f0\u5206\u7ec4\u52a0\u5bc6\u7b97\u6cd5\uff0c\u51ed\u501f\u5176\u8f83\u9ad8\u7684\u5b89\u5168\u6027\u548c\u7075\u6d3b\u6027\uff0c\u5728\u56fd\u5185\u4fe1\u606f\u5b89\u5168\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u968f\u7740\u56fd\u5bc6\u7b97\u6cd5\u7684\u666e\u53ca\uff0cSM4\u7b97\u6cd5\u5728\u4fdd\u969c\u56fd\u5bb6\u7f51\u7edc\u5b89\u5168\u548c\u63a8\u52a8\u4fe1\u606f\u4ea7\u4e1a\u81ea\u4e3b\u53ef\u63a7\u65b9\u9762\u5c06\u53d1\u6325\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u4f5c\u7528\u3002\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u901a\u8fc7\u4e0a\u9762\u5185\u5bb9\uff0c\u5bf9\u56fd\u5bc6\u6709\u4e86\u4e00\u4e2a\u521d\u6b65\u7684\u4e86\u89e3\uff0c\u8be5\u7b97\u6cd5\u4e3b\u8981\u5728\u56fd\u5185\u4f7f\u7528\uff0c\u5bf9\u6807\u56fd\u9645AES\u548cDES\u52a0\u5bc6\u7b97\u6cd5\u3002<\/p>\n<p>\u73b0\u5728\u8bf4\u4e0b\u6211\u76ee\u524d\u7684\u4fe1\u606f\uff0cbase64\u5f62\u5f0f\u52a0\u5bc6\u4e32\u3001IV\u3001TAG\u3001\u4ee5\u53ca\u5bc6\u94a5\uff0c\u5b83\u662f\u56fd\u5bc6sm4\uff0c\u5e26\u7740\u8fd9\u4e9b\u5728\u641c\u54df\u5f15\u64ce\u627e\u5230\u4e86<code>https:\/\/github.com\/tjfoc\/gmsm\/blob\/master\/sm4\/sm4_gcm_test.go<\/code>\uff0c\u968f\u540e\u548c\u5bf9\u63a5\u65b9\u786e\u8ba4\u662fsm4-gcm\u52a0\u5bc6\u7684\uff0c\u6d4b\u8bd5\u53d1\u73b0\u5e76\u65e0\u6cd5\u5b9e\u73b0\u89e3\u5bc6\uff0c\u6267\u884c\u8fd8\u4f1a\u62a5\u9519\uff0c\u6000\u7591\u662f\u5426\u662f\u59ff\u52bf\u4e0d\u5bf9\uff0c\u5c06\u53c2\u6570\u8c03\u6574\u4e00\u756a\u4ecd\u7136\u4e0d\u884c\u3002<\/p>\n<p>\u63a5\u7740\u518d\u548c\u9700\u6c42\u65b9\u6c9f\u901a\uff0c\u540c\u6b65\u65e0\u6cd5\u89e3\u5bc6\u7684\u60c5\u51b5\uff0c\u4e5f\u5c06\u4ee3\u7801\u4e5f\u53d1\u9001\u4e86\u8fc7\u53bb\uff0c\u6211\u8bf4\u4e86\u8fd9\u91cc\u7528\u7684\u4e00\u4e2a\u5f00\u6e90\u5e93\u6765\u89e3\u5bc6\u7684\uff0c\u5bf9\u65b9\u8fd8\u5f88\u5403\u60ca\uff0c\u6b64\u65f6\u8fd8\u6ca1\u610f\u8bc6\u5230\u95ee\u9898\u5728\u54ea\uff0c\u65e0\u679c\u3002\u5185\u90e8\u540c\u65f6\u6c9f\u901a\u4e00\u756a\uff0c\u4ee5\u524d\u505a\u8fc7\u7c7b\u4f3c\u7684\u89e3\u5bc6\uff0c\u4f46\u662f\u7528\u7684cpp\uff0cgolang\u5e76\u6ca1\u6709\u7528\u8fc7\uff0c\u5e76\u7ed9\u4e86\u4e00\u4e2acpp\u89e3\u5bc6\u65b9\u6cd5\uff0c\u6210\u529f\u89e3\u5bc6\u3002<\/p>\n<p>\u8fd9\u4ee4\u6211\u5f88\u597d\u5947\uff0c\u6b65\u9aa4\u51e0\u4e4e\u4e00\u6837\uff0c\u5728golang\u7adf\u7136\u65e0\u6cd5\u89e3\u5bc6\uff0c\u6709\u4e86\u5bf9\u6bd4\u5c31\u770b\u5dee\u5f02\u4e86\uff0c\u4e24\u8fb9\u6e90\u7801\u90fd\u662f\u6709\u7684\u3002\u4e0b\u9762\u662fgo\u7684\u4e00\u4e2a\u76ee\u5f55\u3002<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><span class=\"lnt\">3\n<\/span><span class=\"lnt\">4\n<\/span><span class=\"lnt\">5\n<\/span><span class=\"lnt\">6\n<\/span><span class=\"lnt\">7\n<\/span><span class=\"lnt\">8\n<\/span><span class=\"lnt\">9\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">sm4\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u251c\u2500\u2500 lib\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2502\u00a0\u00a0 \u251c\u2500\u2500 sm4.h\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2502\u00a0\u00a0 \u2514\u2500\u2500 sm4.a\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u251c\u2500\u2500 sm4.go\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u251c\u2500\u2500 sm4_gcm.go\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u251c\u2500\u2500 sm4_gcm_test.go\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u251c\u2500\u2500 sm4_test.go\n<\/span><\/span><span class=\"line\"><span class=\"cl\">\u2514\u2500\u2500 utils.go\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u5728cpp\u76ee\u5f55\u4e0b\u4e5f\u627e\u5230\u4e86sm4\u548csm4.a\uff0c\u901a\u8fc7\u9605\u8bfb\u4e24\u8fb9\u6e90\u7801\u53d1\u73b0\u4ee3\u7801\u5e76\u6ca1\u6709\u52a0\u89e3\u5bc6\u5904\u7406\u7684\u903b\u8f91\uff0c\u90fd\u662f\u8c03\u7528\u4e86\u9759\u6001\u5e93\uff0c\u5bf9\u6bd4\u4e0bmd5\u503c\uff0c\u679c\u7136\u53d1\u73b0\u662f\u4e0d\u4e00\u6837\u7684\u3002\u66ff\u6362\u6210cpp\u7684\u8fd9\u4e2a\u7248\u672c\u540e\uff0c\u89e3\u5bc6\u6210\u529f\u3002<\/p>\n<p>\u540e\u9762\u4e86\u89e3\u5230\u516c\u53f8\u5185\u90e8\u81ea\u5df1\u7f16\u8bd1\u4e86\u4e00\u4e2a\u56fd\u5bc6\u7248\u672c\uff0c\u5916\u9762\u7684\u5f00\u6e90\u7248\u672c\u5e76\u4e0d\u80fd\u5b9e\u73b0\u89e3\u5bc6\uff0c\u5f53\u65f6\u4e5f\u5728\u5185\u90e8\u793e\u533a\u8fdb\u884c\u4e86\u67e5\u9605\uff0c\u90fd\u662f\u5728\u8bb2\u5b9e\u73b0\u539f\u7406\uff0c\u52a0\u89e3\u5bc6\u4f8b\u5b50\uff0c\u5e76\u65e0\u6cd5\u83b7\u5f97\u6709\u6548\u4fe1\u606f\uff08\u4e5f\u8bb8\u5f53\u65f6\u4ed4\u7ec6\u770b\u770b\u4e5f\u80fd\u770b\u51fa\u95ee\u9898\uff09\u3002<\/p>\n<p>\u603b\u7ed3\uff1a<\/p>\n<ul>\n<li>\u7248\u672c\u662f\u5426\u4e00\u81f4<\/li>\n<li>\u4e86\u89e3\u539f\u7406\uff0c\u516c\u53f8\u5185\u90e8\u662f\u5426\u6709\u7279\u6b8a\u6027<\/li>\n<li>\u8ba9\u5bf9\u63a5\u65b9\u63d0\u4f9b\u5bf9\u5e94\u8bed\u8a00\u7684\u89e3\u5bc6\u793a\u4f8b\u6216\u8005sdk<\/li>\n<li>\u5feb\u901f\u627e\u5230\u80fd\u89e3\u5bc6\u548c\u4e0d\u80fd\u89e3\u5bc6\u7684\u4f8b\u5b50\uff0c\u67e5\u770b\u5b9e\u73b0\u6e90\u7801<\/li>\n<\/ul>\n"},{"title":"macbook\u5b89\u88c5ollama\u548cqwen2.5-7b","link":"https:\/\/srcrs.github.io\/posts\/2024\/10\/01\/macbook-install-ollama-and-qwen2.5-7b\/","pubDate":"Tue, 01 Oct 2024 00:00:00 +0000","guid":"https:\/\/srcrs.github.io\/posts\/2024\/10\/01\/macbook-install-ollama-and-qwen2.5-7b\/","description":"<h2 id=\"\u7b80\u8ff0\">\n    <a href=\"#%e7%ae%80%e8%bf%b0\" class=\"header-anchor\">#<\/a>\n    \u7b80\u8ff0\n<\/h2><p>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u5f00\u53d1\u8005\u548c\u7231\u597d\u8005\u5e0c\u671b\u5728\u672c\u5730\u8bbe\u5907\u4e0a\u8fd0\u884c\u8fd9\u4e9b\u6a21\u578b\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5728MacBook\u4e0a\u5b89\u88c5Ollama\u548cQwen2.5 7B\u6a21\u578b\uff0c\u5e2e\u52a9\u4f60\u5feb\u901f\u4e0a\u624b\u5e76\u4f53\u9a8c\u8fd9\u4e9b\u5f3a\u5927\u7684\u6a21\u578b\u3002<\/p>\n<h2 id=\"\u5b89\u88c5ollama\">\n    <a href=\"#%e5%ae%89%e8%a3%85ollama\" class=\"header-anchor\">#<\/a>\n    \u5b89\u88c5ollama\n<\/h2><h3 id=\"1\u73af\u5883\u51c6\u5907\">\n    <a href=\"#1%e7%8e%af%e5%a2%83%e5%87%86%e5%a4%87\" class=\"header-anchor\">#<\/a>\n    1.\u73af\u5883\u51c6\u5907\n<\/h3><p>\u5728\u5f00\u59cb\u5b89\u88c5\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u4f60\u7684MacBook\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\uff1a<\/p>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf\uff1amacOS Monterey 12.0 \u6216\u66f4\u9ad8\u7248\u672c\u3002<\/li>\n<li>\u786c\u4ef6\u914d\u7f6e\uff1a\u5efa\u8bae\u81f3\u5c1116GB\u5185\u5b58\uff0cM1\u6216\u66f4\u9ad8\u7248\u672c\u7684\u5904\u7406\u5668\u3002<\/li>\n<li>\u5b58\u50a8\u7a7a\u95f4\uff1a\u81f3\u5c1110GB\u7684\u53ef\u7528\u5b58\u50a8\u7a7a\u95f4\u3002<\/li>\n<\/ul>\n<h3 id=\"2\u5b89\u88c5ollama\">\n    <a href=\"#2%e5%ae%89%e8%a3%85ollama\" class=\"header-anchor\">#<\/a>\n    2.\u5b89\u88c5Ollama\n<\/h3><p>Ollama \u662f\u4e00\u4e2a\u7528\u4e8e\u5728\u672c\u5730\u8fd0\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5de5\u5177\u3002\u4ee5\u4e0b\u662f\u5b89\u88c5Ollama\u7684\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u5b89\u88c5 Homebrew\uff08\u5982\u679c\u5c1a\u672a\u5b89\u88c5\uff09\uff1a \u6253\u5f00\u7ec8\u7aef\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/li>\n<\/ul>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">\/bin\/bash -c &#34;$(curl -fsSL https:\/\/raw.githubusercontent.com\/Homebrew\/install\/HEAD\/install.sh)&#34;\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li>\u5b89\u88c5Ollama\uff1a \u4f7f\u7528 Homebrew \u5b89\u88c5 Ollama\uff1a<\/li>\n<\/ul>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">brew install ollama\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u5982\u679c\u4e0d\u60f3\u4f7f\u7528homebrew\u5b89\u88c5\uff0c\u53ef\u4ee5\u4f7f\u7528\u8bbf\u95ee\u5b98\u7f51\u4e0b\u8f7d\u8f6f\u4ef6\u5305<code>https:\/\/ollama.com\/<\/code><\/p>\n<ul>\n<li>\u9a8c\u8bc1\u5b89\u88c5\uff1a \u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u9a8c\u8bc1Ollama\u662f\u5426\u5b89\u88c5\u6210\u529f\uff1a<\/li>\n<\/ul>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">ollama --version\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h2 id=\"\u4e0b\u8f7dqwen25-7b\u6a21\u578b\">\n    <a href=\"#%e4%b8%8b%e8%bd%bdqwen25-7b%e6%a8%a1%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    \u4e0b\u8f7dQwen2.5 7B\u6a21\u578b\n<\/h2><h3 id=\"1\u4e0b\u8f7d\u548c\u5b89\u88c5qwen25-7b\u6a21\u578b\">\n    <a href=\"#1%e4%b8%8b%e8%bd%bd%e5%92%8c%e5%ae%89%e8%a3%85qwen25-7b%e6%a8%a1%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    1.\u4e0b\u8f7d\u548c\u5b89\u88c5Qwen2.5 7B\u6a21\u578b\n<\/h3><p>Qwen2.5 7B \u662f\u963f\u91cc\u4e91\u5f00\u6e90\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u4efb\u52a1\u3002\u4ee5\u4e0b\u662f\u4e0b\u8f7d\u548c\u5b89\u88c5Qwen2.5 7B\u6a21\u578b\u7684\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u4e0b\u8f7d\u6a21\u578b\uff1a \u4f7f\u7528 Ollama \u4e0b\u8f7d Qwen2.5 7B \u6a21\u578b\uff1a<\/li>\n<\/ul>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">ollama pull qwen2.5-7b\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><ul>\n<li>\u9a8c\u8bc1\u4e0b\u8f7d\uff1a \u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u9a8c\u8bc1\u6a21\u578b\u662f\u5426\u4e0b\u8f7d\u6210\u529f\uff1a<\/li>\n<\/ul>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">ollama models\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"2\u914d\u7f6e\u548c\u8fd0\u884c\u6a21\u578b\">\n    <a href=\"#2%e9%85%8d%e7%bd%ae%e5%92%8c%e8%bf%90%e8%a1%8c%e6%a8%a1%e5%9e%8b\" class=\"header-anchor\">#<\/a>\n    2.\u914d\u7f6e\u548c\u8fd0\u884c\u6a21\u578b\n<\/h3><p>\u542f\u52a8\u6a21\u578b\uff1a \u4f7f\u7528 Ollama \u542f\u52a8 Qwen2.5 7B \u6a21\u578b\uff1a<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">ollama run qwen2.5-7b\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><p>\u6d4b\u8bd5\u6a21\u578b\uff1a \u4f60\u53ef\u4ee5\u901a\u8fc7\u547d\u4ee4\u884c\u4e0e\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\uff0c\u6d4b\u8bd5\u5176\u6027\u80fd\u3002\u4f8b\u5982\uff1a<\/p>\n<div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">ollama run qwen2.5-7b -- &#34;\u4f60\u597d\uff0cQwen2.5 7B\uff01&#34;\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h3 id=\"3\u8c03\u8bd5\u548c\u4f18\u5316\">\n    <a href=\"#3%e8%b0%83%e8%af%95%e5%92%8c%e4%bc%98%e5%8c%96\" class=\"header-anchor\">#<\/a>\n    3.\u8c03\u8bd5\u548c\u4f18\u5316\n<\/h3><p>\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u8c03\u8bd5\u548c\u4f18\u5316\u5efa\u8bae\uff1a<\/p>\n<ul>\n<li>\u5185\u5b58\u4e0d\u8db3\uff1a\u5982\u679c\u9047\u5230\u5185\u5b58\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u51cf\u5c11\u6a21\u578b\u7684\u53c2\u6570\u91cf\u6216\u4f18\u5316\u5185\u5b58\u4f7f\u7528\u3002<\/li>\n<li>\u6027\u80fd\u4f18\u5316\uff1a\u4f7f\u7528 llama.cpp \u63a8\u7406\u6846\u67b6\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u3002<\/li>\n<li>\u591a\u7ebf\u7a0b\u652f\u6301\uff1a\u786e\u4fdd\u4f60\u7684\u7cfb\u7edf\u914d\u7f6e\u652f\u6301\u591a\u7ebf\u7a0b\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u8fd0\u884c\u6548\u7387\u3002<\/li>\n<\/ul>\n<h2 id=\"\u5e38\u89c1\u95ee\u9898\u89e3\u7b54\">\n    <a href=\"#%e5%b8%b8%e8%a7%81%e9%97%ae%e9%a2%98%e8%a7%a3%e7%ad%94\" class=\"header-anchor\">#<\/a>\n    \u5e38\u89c1\u95ee\u9898\u89e3\u7b54\n<\/h2><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">Q: \u5b89\u88c5Ollama\u65f6\u9047\u5230\u95ee\u9898\u600e\u4e48\u529e\uff1f\n<\/span><\/span><span class=\"line\"><span class=\"cl\">A: \u8bf7\u786e\u4fdd\u4f60\u7684\u7f51\u7edc\u8fde\u63a5\u6b63\u5e38\uff0c\u5e76\u68c0\u67e5 Homebrew \u662f\u5426\u5b89\u88c5\u6210\u529f\u3002\u5982\u679c\u95ee\u9898\u4ecd\u7136\u5b58\u5728\uff0c\u53ef\u4ee5\u53c2\u8003 Ollama \u7684\u5b98\u65b9\u6587\u6863\u6216\u793e\u533a\u652f\u6301\u3002\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">Q: \u6a21\u578b\u4e0b\u8f7d\u901f\u5ea6\u6162\u600e\u4e48\u529e\uff1f\n<\/span><\/span><span class=\"line\"><span class=\"cl\">A: \u4f60\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u66f4\u5feb\u7684\u7f51\u7edc\u8fde\u63a5\uff0c\u6216\u8005\u9009\u62e9\u5176\u4ed6\u955c\u50cf\u6e90\u4e0b\u8f7d\u6a21\u578b\u3002\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">Q: \u6a21\u578b\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u5361\u987f\u600e\u4e48\u529e\uff1f\n<\/span><\/span><span class=\"line\"><span class=\"cl\">A: \u68c0\u67e5\u4f60\u7684\u7cfb\u7edf\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\uff0c\u786e\u4fdd\u6709\u8db3\u591f\u7684\u5185\u5b58\u548c CPU \u8d44\u6e90\u3002\u5982\u679c\u95ee\u9898\u4ecd\u7136\u5b58\u5728\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u51cf\u5c11\u6a21\u578b\u7684\u53c2\u6570\u91cf\u3002\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><div class=\"highlight\"><div class=\"chroma\">\n<table class=\"lntable\"><tr><td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code><span class=\"lnt\">1\n<\/span><span class=\"lnt\">2\n<\/span><\/code><\/pre><\/td>\n<td class=\"lntd\">\n<pre tabindex=\"0\" class=\"chroma\"><code class=\"language-fallback\" data-lang=\"fallback\"><span class=\"line\"><span class=\"cl\">Q: \u8de8\u57df\u95ee\u9898\u600e\u4e48\u89e3\u51b3\n<\/span><\/span><span class=\"line\"><span class=\"cl\">A: \u5728\u547d\u4ee4\u884c\u6267\u884c`launchctl setenv OLLAMA_HOST &#34;0.0.0.0&#34;`\uff0c\u7136\u540e\u91cd\u542follama\u3002\n<\/span><\/span><\/code><\/pre><\/td><\/tr><\/table>\n<\/div>\n<\/div><h2 id=\"\u603b\u7ed3\">\n    <a href=\"#%e6%80%bb%e7%bb%93\" class=\"header-anchor\">#<\/a>\n    \u603b\u7ed3\n<\/h2><p>\u901a\u8fc7\u672c\u6587\u7684\u4ecb\u7ecd\uff0c\u4f60\u5e94\u8be5\u80fd\u591f\u5728 MacBook \u4e0a\u6210\u529f\u5b89\u88c5\u548c\u8fd0\u884c Ollama \u548c Qwen2.5 7B \u6a21\u578b\u3002<\/p>\n"}]}}