{"id":83513,"date":"2026-07-26T00:33:34","date_gmt":"2026-07-25T16:33:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83513.html"},"modified":"2026-07-26T00:33:34","modified_gmt":"2026-07-25T16:33:34","slug":"deerflow%e9%83%a8%e7%bd%b2%e6%95%99%e7%a8%8b%ef%bc%9aarm%e6%9e%b6%e6%9e%84%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%88%e5%a6%82%e9%b2%b2%e9%b9%8f920%ef%bc%89%e9%80%82%e9%85%8ddeerflow%e6%96%b9%e6%a1%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83513.html","title":{"rendered":"DeerFlow\u90e8\u7f72\u6559\u7a0b\uff1aARM\u67b6\u6784\u670d\u52a1\u5668\uff08\u5982\u9cb2\u9e4f920\uff09\u9002\u914dDeerFlow\u65b9\u6848"},"content":{"rendered":"<h2>DeerFlow\u90e8\u7f72\u6559\u7a0b&#xff1a;ARM\u67b6\u6784\u670d\u52a1\u5668&#xff08;\u5982\u9cb2\u9e4f920&#xff09;\u9002\u914dDeerFlow\u65b9\u6848<\/h2>\n<h3>1. \u8ba4\u8bc6\u4f60\u7684\u6df1\u5ea6\u7814\u7a76\u52a9\u7406&#xff1a;DeerFlow<\/h3>\n<p>\u60f3\u627e\u4e00\u4e2a\u80fd\u5e2e\u4f60\u81ea\u52a8\u641c\u7d22\u8d44\u6599\u3001\u5206\u6790\u6570\u636e\u3001\u751a\u81f3\u751f\u6210\u64ad\u5ba2\u7684AI\u52a9\u624b\u5417&#xff1f;DeerFlow\u5c31\u662f\u8fd9\u6837\u4e00\u4e2a\u201c\u4e2a\u4eba\u6df1\u5ea6\u7814\u7a76\u52a9\u7406\u201d\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4&#xff0c;DeerFlow\u662f\u4e00\u4e2a\u5f00\u6e90\u7684AI\u7814\u7a76\u6846\u67b6\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u7531\u591a\u4e2aAI\u4e13\u5bb6\u7ec4\u6210\u7684\u865a\u62df\u56e2\u961f&#xff0c;\u80fd\u5e2e\u4f60\u5b8c\u6210\u4ece\u4fe1\u606f\u641c\u96c6\u5230\u62a5\u544a\u751f\u6210\u7684\u5168\u5957\u5de5\u4f5c\u3002\u4f60\u53ea\u9700\u8981\u7ed9\u5b83\u4e00\u4e2a\u7814\u7a76\u4e3b\u9898&#xff0c;\u6bd4\u5982\u201c\u5206\u6790\u4e00\u4e0b\u6700\u8fd1AI\u82af\u7247\u7684\u53d1\u5c55\u8d8b\u52bf\u201d&#xff0c;\u5b83\u5c31\u80fd\u81ea\u52a8\u53bb\u7f51\u4e0a\u641c\u7d22\u6700\u65b0\u8d44\u6599&#xff0c;\u7528Python\u5904\u7406\u6570\u636e&#xff0c;\u6700\u540e\u7ed9\u4f60\u6574\u7406\u51fa\u4e00\u4efd\u56fe\u6587\u5e76\u8302\u7684\u62a5\u544a&#xff0c;\u751a\u81f3\u8fd8\u80fd\u628a\u62a5\u544a\u5185\u5bb9\u8f6c\u6362\u6210\u4e00\u6bb5\u8bed\u97f3\u64ad\u5ba2\u3002<\/p>\n<p>\u8fd9\u4e2a\u9879\u76ee\u7531\u5b57\u8282\u8df3\u52a8\u57fa\u4e8eLangStack\u6280\u672f\u6846\u67b6\u5f00\u53d1\u5e76\u5f00\u6e90&#xff0c;\u6838\u5fc3\u7279\u70b9\u662f\u6a21\u5757\u5316\u548c\u81ea\u52a8\u5316\u3002\u5b83\u628a\u590d\u6742\u7684AI\u7814\u7a76\u4efb\u52a1\u62c6\u89e3\u6210\u51e0\u4e2a\u6b65\u9aa4&#xff0c;\u6bcf\u4e2a\u6b65\u9aa4\u7531\u4e13\u95e8\u7684\u201c\u667a\u80fd\u4f53\u201d\u8d1f\u8d23&#xff0c;\u6bd4\u5982\u6709\u8d1f\u8d23\u89c4\u5212\u7684\u201c\u89c4\u5212\u5668\u201d\u3001\u8d1f\u8d23\u641c\u7d22\u7684\u201c\u7814\u7a76\u5458\u201d\u3001\u8d1f\u8d23\u5199\u4ee3\u7801\u7684\u201c\u7f16\u7801\u5458\u201d\u548c\u8d1f\u8d23\u6574\u7406\u62a5\u544a\u7684\u201c\u62a5\u544a\u5458\u201d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8ba9\u5b83\u7279\u522b\u9002\u5408\u5904\u7406\u9700\u8981\u591a\u6b65\u9aa4\u3001\u591a\u5de5\u5177\u534f\u4f5c\u7684\u6df1\u5ea6\u7814\u7a76\u4efb\u52a1\u3002<\/p>\n<h3>2. \u4e3a\u4ec0\u4e48\u8981\u5728ARM\u670d\u52a1\u5668\u4e0a\u90e8\u7f72DeerFlow&#xff1f;<\/h3>\n<p>\u4f60\u53ef\u80fd\u4f1a\u95ee&#xff0c;DeerFlow\u4e0d\u662f\u6709\u73b0\u6210\u7684\u90e8\u7f72\u65b9\u6848\u5417&#xff1f;\u4e3a\u4ec0\u4e48\u8fd8\u8981\u4e13\u95e8\u6298\u817eARM\u67b6\u6784\u7684\u670d\u52a1\u5668\u5462&#xff1f;\u8fd9\u91cc\u4e3b\u8981\u6709\u51e0\u4e2a\u73b0\u5b9e\u539f\u56e0&#xff1a;<\/p>\n<p>\u573a\u666f\u4e00&#xff1a;\u56fd\u4ea7\u5316\u73af\u5883\u9700\u6c42 \u5f88\u591a\u4f01\u4e1a\u3001\u79d1\u7814\u673a\u6784\u6216\u5f00\u53d1\u8005&#xff0c;\u7531\u4e8e\u7279\u5b9a\u7684\u4fe1\u606f\u5b89\u5168\u6216\u4f9b\u5e94\u94fe\u8981\u6c42&#xff0c;\u6b63\u5728\u9010\u6b65\u5c06\u4e1a\u52a1\u8fc1\u79fb\u5230\u57fa\u4e8e\u56fd\u4ea7CPU&#xff08;\u5982\u534e\u4e3a\u9cb2\u9e4f920&#xff09;\u7684ARM\u670d\u52a1\u5668\u4e0a\u3002\u5728\u8fd9\u4e9b\u73af\u5883\u4e2d&#xff0c;\u76f4\u63a5\u8fd0\u884c\u4e3ax86\u67b6\u6784\u8bbe\u8ba1\u7684\u8f6f\u4ef6\u5305\u5e38\u5e38\u4f1a\u9047\u5230\u517c\u5bb9\u6027\u95ee\u9898\u3002<\/p>\n<p>\u573a\u666f\u4e8c&#xff1a;\u5229\u7528\u95f2\u7f6e\u7684ARM\u786c\u4ef6\u8d44\u6e90 \u968f\u7740\u6811\u8393\u6d3e\u3001\u82f9\u679cM\u7cfb\u5217\u82af\u7247\u7535\u8111\u7684\u666e\u53ca&#xff0c;\u4ee5\u53ca\u4e00\u4e9b\u4e91\u670d\u52a1\u5546\u5f00\u59cb\u63d0\u4f9bARM\u5b9e\u4f8b&#xff0c;\u5f88\u591a\u4eba\u624b\u5934\u5c31\u6709\u73b0\u6210\u7684ARM\u67b6\u6784\u8bbe\u5907\u3002\u5728\u8fd9\u4e9b\u8bbe\u5907\u4e0a\u76f4\u63a5\u90e8\u7f72&#xff0c;\u53ef\u4ee5\u5145\u5206\u5229\u7528\u73b0\u6709\u8d44\u6e90&#xff0c;\u907f\u514d\u989d\u5916\u8d2d\u7f6ex86\u670d\u52a1\u5668\u3002<\/p>\n<p>\u573a\u666f\u4e09&#xff1a;\u7279\u5b9a\u7684\u6027\u80fd\u4e0e\u80fd\u6548\u8003\u91cf \u5728\u67d0\u4e9b\u573a\u666f\u4e0b&#xff0c;ARM\u67b6\u6784\u670d\u52a1\u5668\u5728\u80fd\u6548\u6bd4\u65b9\u9762\u53ef\u80fd\u6709\u5176\u4f18\u52bf\u3002\u5bf9\u4e8e\u9700\u8981\u957f\u65f6\u95f4\u8fd0\u884cAI\u7814\u7a76\u4efb\u52a1\u7684\u573a\u666f&#xff0c;\u5728ARM\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u80fd\u66f4\u597d\u5730\u63a7\u5236\u957f\u671f\u8fd0\u884c\u6210\u672c\u3002<\/p>\n<p>\u7136\u800c&#xff0c;\u6311\u6218\u4e5f\u968f\u4e4b\u800c\u6765\u3002DeerFlow\u53ca\u5176\u4f9d\u8d56\u7684AI\u6a21\u578b\u63a8\u7406\u5f15\u64ce&#xff08;\u5982vLLM&#xff09;&#xff0c;\u5176\u5b98\u65b9\u9884\u7f16\u8bd1\u7684Python\u5305&#xff08;wheel\u6587\u4ef6&#xff09;\u5927\u591a\u9488\u5bf9x86_64\u67b6\u6784\u3002\u76f4\u63a5\u4f7f\u7528pip install\u5728ARM\u670d\u52a1\u5668\u4e0a\u5b89\u88c5&#xff0c;\u5f88\u53ef\u80fd\u4f1a\u9047\u5230\u7f16\u8bd1\u9519\u8bef\u6216\u627e\u4e0d\u5230\u5408\u9002\u7248\u672c\u7684\u95ee\u9898\u3002\u672c\u6559\u7a0b\u7684\u6838\u5fc3&#xff0c;\u5c31\u662f\u89e3\u51b3\u8fd9\u4e9b\u517c\u5bb9\u6027\u95ee\u9898&#xff0c;\u8ba9\u4f60\u80fd\u5728\u9cb2\u9e4f920\u6216\u5176\u4ed6ARM\u670d\u52a1\u5668\u4e0a\u987a\u5229\u8dd1\u8d77DeerFlow\u3002<\/p>\n<h3>3. \u90e8\u7f72\u524d\u51c6\u5907&#xff1a;\u73af\u5883\u4e0e\u4f9d\u8d56\u68c0\u67e5<\/h3>\n<p>\u5728\u5f00\u59cb\u52a8\u624b\u4e4b\u524d&#xff0c;\u6211\u4eec\u9700\u8981\u786e\u4fdd\u670d\u52a1\u5668\u73af\u5883\u6ee1\u8db3\u57fa\u672c\u8981\u6c42&#xff0c;\u5e76\u51c6\u5907\u597d\u5fc5\u8981\u7684\u5de5\u5177\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u88c5\u4fee\u623f\u5b50\u524d\u8981\u68c0\u67e5\u6c34\u7535\u662f\u5426\u901a\u7545\u4e00\u6837\u3002<\/p>\n<h4>3.1 \u7cfb\u7edf\u4e0e\u57fa\u7840\u73af\u5883\u786e\u8ba4<\/h4>\n<p>\u9996\u5148&#xff0c;\u767b\u5f55\u4f60\u7684ARM\u670d\u52a1\u5668&#xff08;\u6bd4\u5982\u9cb2\u9e4f920\u7684\u4e91\u4e3b\u673a\u6216\u7269\u7406\u673a&#xff09;&#xff0c;\u6253\u5f00\u7ec8\u7aef&#xff0c;\u9010\u4e00\u68c0\u67e5\u4ee5\u4e0b\u9879\u76ee&#xff1a;<\/p>\n<li>\n<p>\u786e\u8ba4CPU\u67b6\u6784&#xff1a;\u8fd0\u884c\u4e0b\u9762\u7684\u547d\u4ee4&#xff0c;\u786e\u8ba4\u4f60\u7684\u670d\u52a1\u5668\u786e\u5b9e\u662fARM\u67b6\u6784\u3002<\/p>\n<p> uname -m<\/p>\n<p>\u5982\u679c\u8fd4\u56de aarch64&#xff0c;\u90a3\u4e48\u606d\u559c&#xff0c;\u4f60\u6b63\u5728\u6b63\u786e\u7684\u9053\u8def\u4e0a\u3002\u8fd9\u662fARM 64\u4f4d\u67b6\u6784\u7684\u901a\u7528\u6807\u8bc6\u3002<\/p>\n<\/li>\n<li>\n<p>\u68c0\u67e5Python\u7248\u672c&#xff1a;DeerFlow\u8981\u6c42Python 3.12\u6216\u66f4\u9ad8\u7248\u672c\u3002<\/p>\n<p> python3 &#8211;version<br \/>\n# \u6216<br \/>\npython &#8211;version<\/p>\n<p>\u5982\u679c\u7248\u672c\u4f4e\u4e8e3.12&#xff0c;\u4f60\u9700\u8981\u5148\u5347\u7ea7Python\u3002\u5728Ubuntu\/Debian\u7cfb\u7edf\u4e0a&#xff0c;\u53ef\u4ee5\u4f7f\u7528deadsnakes PPA&#xff1b;\u5728CentOS\/Rocky Linux\u4e0a&#xff0c;\u53ef\u80fd\u9700\u8981\u7f16\u8bd1\u5b89\u88c5\u3002<\/p>\n<\/li>\n<li>\n<p>\u68c0\u67e5Node.js\u7248\u672c&#xff1a;DeerFlow\u7684\u524d\u7aef\u90e8\u5206\u9700\u8981Node.js 22&#043;\u3002<\/p>\n<p> node &#8211;version<\/p>\n<p>\u5982\u679c\u672a\u5b89\u88c5\u6216\u7248\u672c\u8fc7\u4f4e&#xff0c;\u5efa\u8bae\u901a\u8fc7NodeSource\u7684\u4ed3\u5e93\u5b89\u88c5&#xff08;\u6ce8\u610f\u9009\u62e9ARM\u67b6\u6784\u7684\u5b89\u88c5\u6307\u4ee4&#xff09;\u3002<\/p>\n<\/li>\n<h4>3.2 \u5173\u952e\u4f9d\u8d56&#xff1a;\u89e3\u51b3ARM\u4e0a\u7684vLLM\u5b89\u88c5\u96be\u9898<\/h4>\n<p>\u8fd9\u662f\u6574\u4e2a\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u6700\u53ef\u80fd\u201c\u5361\u58f3\u201d\u7684\u4e00\u6b65\u3002vLLM\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684LLM\u63a8\u7406\u548c\u670d\u52a1\u5f15\u64ce&#xff0c;DeerFlow\u7528\u5b83\u6765\u8fd0\u884c\u5185\u7f6e\u7684Qwen3-4B\u6a21\u578b\u3002\u5b98\u65b9pip install vllm\u5728ARM\u4e0a\u57fa\u672c\u4f1a\u5931\u8d25\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;\u4ece\u6e90\u7801\u7f16\u8bd1<\/p>\n<p>\u65e2\u7136\u6ca1\u6709\u73b0\u6210\u7684ARM\u7248\u5b89\u88c5\u5305&#xff0c;\u6211\u4eec\u5c31\u81ea\u5df1\u52a8\u624b\u7f16\u8bd1\u4e00\u4e2a\u3002\u522b\u62c5\u5fc3&#xff0c;\u6b65\u9aa4\u662f\u6e05\u6670\u7684\u3002<\/p>\n<li>\n<p>\u5b89\u88c5\u7f16\u8bd1\u4f9d\u8d56&#xff1a;vLLM\u7684\u7f16\u8bd1\u9700\u8981\u4e00\u4e9b\u7cfb\u7edf\u5e93\u548c\u5de5\u5177\u3002<\/p>\n<p> # \u5bf9\u4e8eUbuntu\/Debian\u7cfb\u7edf<br \/>\nsudo apt update<br \/>\nsudo apt install -y build-essential cmake python3-dev<\/p>\n<p># \u5bf9\u4e8eCentOS\/Rocky Linux\u7cfb\u7edf<br \/>\nsudo yum groupinstall -y &#034;Development Tools&#034;<br \/>\nsudo yum install -y cmake python3-devel\n <\/li>\n<li>\n<p>\u4f7f\u7528\u9884\u6784\u5efa\u7684ARM\u8f6e\u5b50&#xff08;\u5982\u679c\u53ef\u7528&#xff0c;\u63a8\u8350\u5148\u5c1d\u8bd5\u6b64\u65b9\u6cd5&#xff09;&#xff1a; \u6709\u65f6&#xff0c;\u793e\u533a\u6216\u67d0\u4e9b\u955c\u50cf\u7ad9\u4f1a\u63d0\u4f9b\u975e\u5b98\u65b9\u7684ARM\u67b6\u6784\u8f6e\u5b50\u3002\u5728\u5b89\u88c5\u524d&#xff0c;\u53ef\u4ee5\u5c1d\u8bd5\u641c\u7d22\u4e00\u4e0b\u3002\u5982\u679c\u627e\u4e0d\u5230&#xff0c;\u518d\u8fdb\u5165\u4e0b\u4e00\u6b65\u7f16\u8bd1\u3002<\/p>\n<\/li>\n<li>\n<p>\u4eceGitHub\u6e90\u7801\u7f16\u8bd1\u5b89\u88c5vLLM&#xff1a;<\/p>\n<p> # 1. \u514b\u9686vLLM\u4ed3\u5e93&#xff08;\u53ef\u4ee5\u9009\u62e9\u4e00\u4e2a\u8f83\u7a33\u5b9a\u7684\u53d1\u5e03\u7248\u672c\u5206\u652f&#xff09;<br \/>\ngit clone https:\/\/github.com\/vllm-project\/vllm.git<br \/>\ncd vllm<\/p>\n<p># 2. \u5b89\u88c5vLLM\u7684Python\u4f9d\u8d56\u548c\u81ea\u8eab<br \/>\n# \u4f7f\u7528&#096;&#8211;no-build-isolation&#096;\u548c\u6307\u5b9a&#096;&#8211;verbose&#096;\u6709\u52a9\u4e8e\u6392\u67e5\u7f16\u8bd1\u9519\u8bef<br \/>\npip install -e . &#8211;no-build-isolation -v<\/p>\n<p>\u7f16\u8bd1\u8fc7\u7a0b\u53ef\u80fd\u4f1a\u82b1\u8d39\u8f83\u957f\u65f6\u95f4&#xff08;10-30\u5206\u949f&#xff0c;\u53d6\u51b3\u4e8e\u670d\u52a1\u5668\u6027\u80fd&#xff09;&#xff0c;\u8bf7\u8010\u5fc3\u7b49\u5f85\u3002\u5982\u679c\u9047\u5230\u5173\u4e8epybind11\u3001cutlass\u7b49\u7f16\u8bd1\u9519\u8bef&#xff0c;\u901a\u5e38\u662f\u56e0\u4e3a\u7f3a\u5c11\u4f9d\u8d56\u6216\u5185\u5b58\u4e0d\u8db3&#xff0c;\u9700\u8981\u6839\u636e\u9519\u8bef\u4fe1\u606f\u5177\u4f53\u641c\u7d22\u89e3\u51b3\u3002<\/p>\n<\/li>\n<h3>4. \u5206\u6b65\u90e8\u7f72&#xff1a;\u8ba9DeerFlow\u5728ARM\u670d\u52a1\u5668\u4e0a\u8dd1\u8d77\u6765<\/h3>\n<p>\u73af\u5883\u51c6\u5907\u597d\u540e&#xff0c;\u6211\u4eec\u5c31\u53ef\u4ee5\u5f00\u59cb\u90e8\u7f72DeerFlow\u672c\u4f53\u4e86\u3002\u6574\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u5206\u4e3a\u83b7\u53d6\u4ee3\u7801\u3001\u5b89\u88c5\u4f9d\u8d56\u3001\u914d\u7f6e\u6a21\u578b\u548c\u542f\u52a8\u670d\u52a1\u56db\u4e2a\u9636\u6bb5\u3002<\/p>\n<h4>4.1 \u83b7\u53d6DeerFlow\u6e90\u4ee3\u7801<\/h4>\n<p>\u5efa\u8bae\u4eceDeerFlow\u7684\u5b98\u65b9GitHub\u4ed3\u5e93\u83b7\u53d6\u6700\u65b0\u4ee3\u7801&#xff0c;\u4ee5\u786e\u4fdd\u529f\u80fd\u7684\u5b8c\u6574\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<p># \u514b\u9686DeerFlow\u4ed3\u5e93<br \/>\ngit clone https:\/\/github.com\/langstack\/deep-research.git<br \/>\ncd deep-research<\/p>\n<p># \u5982\u679c\u4f60\u9700\u8981\u67d0\u4e2a\u7279\u5b9a\u7684\u53d1\u5e03\u7248\u672c&#xff0c;\u53ef\u4ee5\u5207\u6362\u6807\u7b7e&#xff0c;\u4f8b\u5982&#xff1a;<br \/>\n# git checkout tags\/v1.0.0<\/p>\n<h4>4.2 \u5b89\u88c5Python\u9879\u76ee\u4f9d\u8d56<\/h4>\n<p>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u540e&#xff0c;\u4f7f\u7528pip\u5b89\u88c5\u6240\u9700\u7684Python\u5305\u3002\u7531\u4e8e\u6211\u4eec\u5df2\u7ecf\u5904\u7406\u4e86\u6700\u68d8\u624b\u7684vLLM&#xff0c;\u8fd9\u4e00\u6b65\u5e94\u8be5\u4f1a\u6bd4\u8f83\u987a\u5229\u3002<\/p>\n<p># \u5efa\u8bae\u5148\u5347\u7ea7pip<br \/>\npip install &#8211;upgrade pip<\/p>\n<p># \u5b89\u88c5\u9879\u76ee\u4f9d\u8d56&#xff0c;requirements.txt\u901a\u5e38\u5728\u9879\u76ee\u6839\u76ee\u5f55<br \/>\npip install -r requirements.txt<\/p>\n<p>\u6ce8\u610f&#xff1a;\u5b89\u88c5\u8fc7\u7a0b\u4e2d&#xff0c;\u5982\u679c\u9047\u5230\u5176\u4ed6\u5305&#xff08;\u7279\u522b\u662f\u5e26\u6709C\u6269\u5c55\u7684\u5305&#xff0c;\u5982numpy, pandas\u67d0\u4e9b\u7248\u672c&#xff09;\u5728ARM\u4e0a\u5b89\u88c5\u5931\u8d25&#xff0c;\u53ef\u4ee5\u5c1d\u8bd5&#xff1a;<\/p>\n<ul>\n<li>\u5bfb\u627e\u8be5\u5305\u63d0\u4f9b\u7684aarch64\u8f6e\u5b50\u3002<\/li>\n<li>\u4f7f\u7528\u7cfb\u7edf\u5305\u7ba1\u7406\u5668\u5b89\u88c5&#xff08;\u5982sudo apt install python3-numpy&#xff09;\u3002<\/li>\n<li>\u964d\u4f4e\u7248\u672c\u53f7&#xff0c;\u5c1d\u8bd5\u66f4\u65e9\u7684\u3001\u53ef\u80fd\u517c\u5bb9\u6027\u66f4\u597d\u7684\u7248\u672c\u3002<\/li>\n<\/ul>\n<h4>4.3 \u914d\u7f6e\u4e0e\u542f\u52a8\u5185\u7f6e\u6a21\u578b\u670d\u52a1<\/h4>\n<p>DeerFlow\u5185\u7f6e\u4e86Qwen3-4B-Instruct\u6a21\u578b&#xff0c;\u5e76\u901a\u8fc7vLLM\u63d0\u4f9b\u670d\u52a1\u3002\u6211\u4eec\u9700\u8981\u786e\u4fdd\u8fd9\u4e2a\u670d\u52a1\u6b63\u5e38\u542f\u52a8\u3002<\/p>\n<li>\n<p>\u68c0\u67e5\u6a21\u578b\u670d\u52a1\u542f\u52a8\u811a\u672c&#xff1a;\u67e5\u770b\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\u662f\u5426\u6709\u7c7b\u4f3cstart_llm.sh\u6216\u6587\u6863\u4e2d\u63d0\u53ca\u7684\u542f\u52a8\u547d\u4ee4\u3002\u901a\u5e38\u547d\u4ee4\u4f1a\u7c7b\u4f3c\u4e8e&#xff1a;<\/p>\n<p> vllm serve Qwen\/Qwen3-4B-Instruct &#8211;api-key token-abc123 &#8211;port 8000<\/p>\n<p>\u4f60\u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5&#xff0c;\u8c03\u6574\u6a21\u578b\u8def\u5f84&#xff08;\u5982\u679c\u5df2\u79bb\u7ebf\u4e0b\u8f7d&#xff09;\u3001\u7aef\u53e3\u53f7\u7b49\u53c2\u6570\u3002<\/p>\n<\/li>\n<li>\n<p>\u542f\u52a8\u6a21\u578b\u670d\u52a1&#xff1a;\u5728\u540e\u53f0\u8fd0\u884c\u8fd9\u4e2a\u670d\u52a1&#xff0c;\u5e76\u5c06\u65e5\u5fd7\u8f93\u51fa\u5230\u6587\u4ef6&#xff0c;\u65b9\u4fbf\u6392\u67e5\u3002<\/p>\n<p> nohup vllm serve Qwen\/Qwen3-4B-Instruct &#8211;port 8000 &gt; \/root\/workspace\/llm.log 2&gt;&amp;1 &amp;<\/p>\n<ul>\n<li>nohup\u548c&amp;\u8ba9\u547d\u4ee4\u5728\u540e\u53f0\u8fd0\u884c\u3002<\/li>\n<li>\u5c06\u65e5\u5fd7\u91cd\u5b9a\u5411\u5230\u4e86\/root\/workspace\/llm.log&#xff08;\u8bf7\u786e\u4fdd\u8be5\u76ee\u5f55\u5b58\u5728&#xff0c;\u6216\u4fee\u6539\u4e3a\u4f60\u81ea\u5df1\u7684\u65e5\u5fd7\u8def\u5f84&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u9a8c\u8bc1\u6a21\u578b\u670d\u52a1&#xff1a;\u7b49\u5f85\u51e0\u5341\u79d2\u540e&#xff0c;\u68c0\u67e5\u65e5\u5fd7\u548cAPI\u7aef\u70b9\u662f\u5426\u6b63\u5e38\u3002<\/p>\n<p> # \u67e5\u770b\u65e5\u5fd7\u5c3e\u90e8&#xff0c;\u5bfb\u627e\u6210\u529f\u542f\u52a8\u7684\u5173\u952e\u5b57<br \/>\ntail -f \/root\/workspace\/llm.log<br \/>\n# \u770b\u5230\u7c7b\u4f3c\u201cUvicorn running on http:\/\/0.0.0.0:8000\u201d\u7684\u5b57\u6837\u5373\u8868\u793a\u6210\u529f\u3002<\/p>\n<p># \u4e5f\u53ef\u4ee5\u901a\u8fc7curl\u7b80\u5355\u6d4b\u8bd5API<br \/>\ncurl http:\/\/localhost:8000\/health<br \/>\n# \u9884\u671f\u8fd4\u56de\u4e00\u4e2a\u5305\u542b&#034;healthy&#034;\u7684JSON\u54cd\u5e94\u3002\n <\/li>\n<h4>4.4 \u542f\u52a8DeerFlow\u4e3b\u670d\u52a1<\/h4>\n<p>\u6a21\u578b\u670d\u52a1\u5c31\u7eea\u540e&#xff0c;\u5c31\u53ef\u4ee5\u542f\u52a8DeerFlow\u7684\u6838\u5fc3\u534f\u8c03\u670d\u52a1\u4e86\u3002<\/p>\n<li>\n<p>\u542f\u52a8\u4e3b\u670d\u52a1&#xff1a;\u540c\u6837\u4f7f\u7528\u540e\u53f0\u8fd0\u884c\u7684\u65b9\u5f0f&#xff0c;\u901a\u5e38\u4e3b\u7a0b\u5e8f\u7684\u5165\u53e3\u662f\u4e00\u4e2aPython\u6587\u4ef6&#xff0c;\u5982main.py\u6216server.py\u3002<\/p>\n<p> # \u5047\u8bbe\u542f\u52a8\u547d\u4ee4\u662f python src\/main.py<br \/>\nnohup python src\/main.py &gt; \/root\/workspace\/bootstrap.log 2&gt;&amp;1 &amp;\n <\/li>\n<li>\n<p>\u9a8c\u8bc1\u4e3b\u670d\u52a1&#xff1a;\u68c0\u67e5\u5176\u65e5\u5fd7\u548c\u8fd0\u884c\u72b6\u6001\u3002<\/p>\n<p> tail -f \/root\/workspace\/bootstrap.log<br \/>\n# \u6210\u529f\u542f\u52a8\u540e&#xff0c;\u65e5\u5fd7\u4f1a\u663e\u793a\u670d\u52a1\u76d1\u542c\u7684\u7aef\u53e3&#xff08;\u4f8b\u59828080&#xff09;&#xff0c;\u4ee5\u53ca\u5404\u7ec4\u4ef6\u521d\u59cb\u5316\u7684\u4fe1\u606f\u3002\n <\/li>\n<h3>5. \u4f7f\u7528\u4e0e\u9a8c\u8bc1&#xff1a;\u8bbf\u95ee\u4f60\u7684AI\u7814\u7a76\u52a9\u7406<\/h3>\n<p>\u670d\u52a1\u90fd\u542f\u52a8\u540e&#xff0c;\u6211\u4eec\u5c31\u53ef\u4ee5\u901a\u8fc7\u6d4f\u89c8\u5668\u6765\u4f7f\u7528DeerFlow\u4e86\u3002<\/p>\n<h4>5.1 \u8bbf\u95eeWeb\u7528\u6237\u754c\u9762<\/h4>\n<p>DeerFlow\u63d0\u4f9b\u4e86Web UI&#xff0c;\u8fd9\u662f\u6700\u76f4\u89c2\u7684\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n<li>\n<p>\u786e\u5b9a\u8bbf\u95ee\u5730\u5740&#xff1a;\u5982\u679c\u4f60\u7684\u670d\u52a1\u5668\u6709\u516c\u7f51IP\u6216\u4f60\u5728\u672c\u5730\u90e8\u7f72&#xff0c;\u5728\u6d4f\u89c8\u5668\u4e2d\u8f93\u5165 http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:\u524d\u7aef\u670d\u52a1\u7aef\u53e3\u3002\u524d\u7aef\u670d\u52a1\u7aef\u53e3\u9700\u8981\u67e5\u770bDeerFlow\u7684\u914d\u7f6e\u6216\u65e5\u5fd7&#xff0c;\u5e38\u89c1\u7684\u662f3000\u62168501\u3002<\/p>\n<ul>\n<li>\u91cd\u8981&#xff1a;\u5982\u679c\u670d\u52a1\u5668\u5728\u9632\u706b\u5899\u6216\u5b89\u5168\u7ec4\u540e&#xff0c;\u8bf7\u786e\u4fdd\u5bf9\u5e94\u7aef\u53e3\u5df2\u5f00\u653e\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u754c\u9762\u521d\u63a2&#xff1a;\u6210\u529f\u6253\u5f00\u540e&#xff0c;\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u7b80\u6d01\u7684\u804a\u5929\u754c\u9762\u3002\u8fd9\u5c31\u662f\u4f60\u548c\u4f60\u7684AI\u7814\u7a76\u56e2\u961f\u5bf9\u8bdd\u7684\u7a97\u53e3\u3002<\/p>\n<\/li>\n<h4>5.2 \u6267\u884c\u4f60\u7684\u7b2c\u4e00\u4e2a\u7814\u7a76\u4efb\u52a1<\/h4>\n<p>\u8ba9\u6211\u4eec\u6765\u505a\u4e2a\u7b80\u5355\u7684\u6d4b\u8bd5&#xff0c;\u9a8c\u8bc1\u6574\u4e2a\u7cfb\u7edf\u662f\u5426\u5de5\u4f5c\u6b63\u5e38\u3002<\/p>\n<li>\n<p>\u63d0\u51fa\u4e00\u4e2a\u660e\u786e\u7684\u7814\u7a76\u95ee\u9898&#xff1a;\u5728\u804a\u5929\u6846\u4e2d\u8f93\u5165\u4e00\u4e2a\u6307\u4ee4\u6e05\u6670\u7684\u95ee\u9898&#xff0c;\u8fd9\u6bd4\u4e00\u4e2a\u6a21\u7cca\u7684\u8bdd\u9898\u66f4\u5bb9\u6613\u83b7\u5f97\u597d\u7ed3\u679c\u3002\u4f8b\u5982&#xff1a;<\/p>\n<p>\u201c\u8bf7\u5e2e\u6211\u7814\u7a76\u4e00\u4e0b&#xff0c;\u5728ARM\u67b6\u6784\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u7684\u4e3b\u8981\u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848\u6709\u54ea\u4e9b&#xff1f;\u751f\u6210\u4e00\u4efd\u7b80\u8981\u7684\u62a5\u544a\u3002\u201d<\/p>\n<\/li>\n<li>\n<p>\u89c2\u5bdf\u6267\u884c\u8fc7\u7a0b&#xff1a;\u70b9\u51fb\u53d1\u9001\u540e&#xff0c;DeerFlow\u4f1a\u5f00\u59cb\u5de5\u4f5c\u3002\u5728\u540e\u53f0&#xff0c;\u5b83\u7684\u201c\u89c4\u5212\u5668\u201d\u4f1a\u5206\u89e3\u4efb\u52a1&#xff0c;\u201c\u7814\u7a76\u5458\u201d\u4f1a\u8c03\u7528\u641c\u7d22\u5f15\u64ce&#xff08;\u5982\u5df2\u914d\u7f6eTavily\u6216Brave Search API&#xff09;\u53bb\u83b7\u53d6\u4fe1\u606f&#xff0c;\u201c\u7f16\u7801\u5458\u201d\u53ef\u80fd\u4f1a\u6267\u884c\u4e00\u4e9b\u6570\u636e\u5904\u7406\u7684Python\u4ee3\u7801&#xff0c;\u6700\u540e\u201c\u62a5\u544a\u5458\u201d\u5c06\u4e00\u5207\u6c47\u603b\u3002<\/p>\n<\/li>\n<li>\n<p>\u67e5\u770b\u7ed3\u679c&#xff1a;\u7a0d\u7b49\u7247\u523b&#xff08;\u65f6\u95f4\u53d6\u51b3\u4e8e\u95ee\u9898\u7684\u590d\u6742\u5ea6\u548c\u7f51\u7edc\u641c\u7d22\u901f\u5ea6&#xff09;&#xff0c;\u4f60\u5c31\u80fd\u6536\u5230\u4e00\u4efd\u7ed3\u6784\u5316\u7684\u56de\u7b54&#xff0c;\u53ef\u80fd\u5305\u62ec\u8981\u70b9\u603b\u7ed3\u3001\u5f15\u7528\u6765\u6e90&#xff0c;\u751a\u81f3\u662f\u4e00\u4e9b\u5206\u6790\u3002<\/p>\n<\/li>\n<h4>5.3 \u68c0\u67e5\u670d\u52a1\u5065\u5eb7\u72b6\u6001&#xff08;\u6392\u9519\u53c2\u8003&#xff09;<\/h4>\n<p>\u5982\u679c\u5728\u4f7f\u7528\u4e2d\u9047\u5230\u95ee\u9898&#xff0c;\u6216\u8005\u9875\u9762\u65e0\u6cd5\u6253\u5f00&#xff0c;\u53ef\u4ee5\u6309\u4ee5\u4e0b\u987a\u5e8f\u6392\u67e5&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7b2c\u4e00\u6b65&#xff1a;\u67e5\u65e5\u5fd7<\/p>\n<p> # \u68c0\u67e5\u6a21\u578b\u670d\u52a1\u65e5\u5fd7<br \/>\ncat \/root\/workspace\/llm.log | tail -50<br \/>\n# \u68c0\u67e5\u4e3b\u670d\u52a1\u65e5\u5fd7<br \/>\ncat \/root\/workspace\/bootstrap.log | tail -50<\/p>\n<p>\u91cd\u70b9\u5173\u6ce8\u6700\u540e\u7684\u201cERROR\u201d\u6216\u201cTraceback\u201d\u9519\u8bef\u4fe1\u606f\u3002<\/p>\n<\/li>\n<li>\n<p>\u7b2c\u4e8c\u6b65&#xff1a;\u67e5\u8fdb\u7a0b<\/p>\n<p> # \u67e5\u770bvLLM\u548cDeerFlow\u4e3b\u8fdb\u7a0b\u662f\u5426\u5728\u8fd0\u884c<br \/>\nps aux | grep -E &#034;(vllm|python.*main)&#034;\n <\/li>\n<li>\n<p>\u7b2c\u4e09\u6b65&#xff1a;\u67e5\u7aef\u53e3<\/p>\n<p> # \u67e5\u770b\u5173\u952e\u7aef\u53e3&#xff08;\u59828000, 8080, 3000&#xff09;\u662f\u5426\u88ab\u76d1\u542c<br \/>\nnetstat -tlnp | grep -E \u2018:(8000|8080|3000)\u2019\n <\/li>\n<\/ul>\n<h3>6. \u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4&#xff0c;\u6211\u4eec\u6210\u529f\u5730\u5c06DeerFlow\u8fd9\u6b3e\u5f3a\u5927\u7684AI\u6df1\u5ea6\u7814\u7a76\u6846\u67b6&#xff0c;\u90e8\u7f72\u5230\u4e86ARM\u67b6\u6784\u7684\u670d\u52a1\u5668\u4e0a\u3002\u6574\u4e2a\u8fc7\u7a0b\u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u89e3\u51b3\u4f9d\u8d56\u5305&#xff0c;\u7279\u522b\u662fvLLM\u5728\u975ex86\u73af\u5883\u4e0b\u7684\u517c\u5bb9\u6027\u95ee\u9898\u3002\u6211\u4eec\u91c7\u53d6\u7684\u201c\u4ece\u6e90\u7801\u7f16\u8bd1\u201d\u662f\u6b64\u7c7b\u95ee\u9898\u7684\u901a\u7528\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u56de\u987e\u4e00\u4e0b\u5173\u952e\u70b9&#xff1a;<\/p>\n<li>\u73af\u5883\u786e\u8ba4\u662f\u524d\u63d0&#xff1a;\u786e\u4fddPython 3.12&#043;\u3001Node.js 22&#043;\u548c\u5fc5\u8981\u7684\u7f16\u8bd1\u5de5\u5177\u5c31\u4f4d\u3002<\/li>\n<li>vLLM\u7f16\u8bd1\u662f\u5173\u952e&#xff1a;\u8fd9\u662fARM\u90e8\u7f72\u7684\u6700\u5927\u969c\u788d&#xff0c;\u8010\u5fc3\u5b8c\u6210\u6e90\u7801\u7f16\u8bd1\u5373\u53ef\u6253\u901a\u3002<\/li>\n<li>\u5206\u6b65\u542f\u52a8\u6613\u6392\u67e5&#xff1a;\u5148\u542f\u52a8\u6a21\u578b\u670d\u52a1&#xff08;vLLM&#xff09;&#xff0c;\u518d\u542f\u52a8\u4e3b\u670d\u52a1&#xff08;DeerFlow&#xff09;&#xff0c;\u4fbf\u4e8e\u9694\u79bb\u548c\u5b9a\u4f4d\u95ee\u9898\u3002<\/li>\n<li>\u65e5\u5fd7\u662f\u4f60\u6700\u597d\u7684\u670b\u53cb&#xff1a;\u9047\u5230\u4efb\u4f55\u95ee\u9898&#xff0c;\u9996\u5148\u67e5\u770bllm.log\u548cbootstrap.log&#xff0c;\u9519\u8bef\u4fe1\u606f\u4f1a\u7ed9\u4f60\u6700\u76f4\u63a5\u7684\u6307\u5f15\u3002<\/li>\n<p>\u90e8\u7f72\u5b8c\u6210\u540e&#xff0c;\u4f60\u5c31\u53ef\u4ee5\u5728\u56fd\u4ea7\u5316ARM\u670d\u52a1\u5668\u6216\u4efb\u4f55ARM\u8bbe\u5907\u4e0a&#xff0c;\u4eab\u53d7DeerFlow\u5e26\u6765\u7684\u81ea\u52a8\u5316\u7814\u7a76\u80fd\u529b\u4e86\u3002\u65e0\u8bba\u662f\u8ddf\u8e2a\u884c\u4e1a\u52a8\u6001\u3001\u64b0\u5199\u5206\u6790\u62a5\u544a&#xff0c;\u8fd8\u662f\u63a2\u7d22\u6027\u7684\u5b66\u672f\u7814\u7a76&#xff0c;\u5b83\u90fd\u80fd\u6210\u4e3a\u4e00\u4e2a\u5f97\u529b\u7684\u6548\u7387\u5de5\u5177\u3002\u63a5\u4e0b\u6765&#xff0c;\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u4e3a\u5176\u914d\u7f6e\u4e0d\u540c\u7684\u641c\u7d22\u5f15\u64ceAPI\u3001\u63a5\u5165\u66f4\u5f3a\u5927\u7684\u4e91\u7aef\u6a21\u578b&#xff0c;\u6216\u6839\u636e\u5b98\u65b9\u6587\u6863\u63a2\u7d22\u5176MCP&#xff08;\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae&#xff09;\u96c6\u6210\u7b49\u9ad8\u7ea7\u529f\u80fd&#xff0c;\u8ba9\u5b83\u66f4\u597d\u5730\u4e3a\u4f60\u670d\u52a1\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DeerFlow\u90e8\u7f72\u6559\u7a0b&#xff1a;ARM\u67b6\u6784\u670d\u52a1\u5668&#xff08;\u5982\u9cb2\u9e4f920&#xff09;\u9002\u914dDeerFlow\u65b9\u6848<br \/>\n1. \u8ba4\u8bc6\u4f60\u7684\u6df1\u5ea6\u7814\u7a76\u52a9\u7406&#xff1a;DeerFlow<br \/>\n\u60f3\u627e\u4e00\u4e2a\u80fd\u5e2e\u4f60\u81ea\u52a8\u641c\u7d22\u8d44\u6599\u3001\u5206\u6790\u6570\u636e\u3001\u751a\u81f3\u751f\u6210\u64ad\u5ba2\u7684AI\u52a9\u624b\u5417&#xff1f;DeerFlow\u5c31\u662f\u8fd9\u6837\u4e00\u4e2a\u201c\u4e2a\u4eba\u6df1\u5ea6\u7814\u7a76\u52a9\u7406\u201d\u3002<br \/>\n\u7b80\u5355\u6765\u8bf4&#xff0c;DeerFlow\u662f\u4e00\u4e2a\u5f00\u6e90\u7684AI\u7814\u7a76\u6846\u67b6\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u7531\u591a\u4e2aAI\u4e13\u5bb6\u7ec4\u6210\u7684\u865a\u62df\u56e2\u961f&#xff0c;\u80fd\u5e2e\u4f60\u5b8c\u6210\u4ece\u4fe1\u606f\u641c\u96c6\u5230\u62a5\u544a\u751f\u6210\u7684\u5168\u5957\u5de5<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9354,6714,1521,3781],"topic":[],"class_list":["post-83513","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-arm","tag-1521","tag-3781"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DeerFlow\u90e8\u7f72\u6559\u7a0b\uff1aARM\u67b6\u6784\u670d\u52a1\u5668\uff08\u5982\u9cb2\u9e4f920\uff09\u9002\u914dDeerFlow\u65b9\u6848 - 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