{"id":22944,"date":"2025-04-19T06:41:55","date_gmt":"2025-04-18T22:41:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/22944.html"},"modified":"2025-04-19T06:41:55","modified_gmt":"2025-04-18T22:41:55","slug":"%e5%a6%82%e4%bd%95%e5%9c%a8amd-mi300x-%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e9%83%a8%e7%bd%b2-deepseek-r1%e6%a8%a1%e5%9e%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/22944.html","title":{"rendered":"\u5982\u4f55\u5728AMD MI300X \u670d\u52a1\u5668\u4e0a\u90e8\u7f72 DeepSeek R1\u6a21\u578b\uff1f"},"content":{"rendered":"<\/p>\n<p>DeepSeek-R1\u51ed\u501f\u5176\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\u5907\u53d7\u5173\u6ce8&#xff0c;\u5728\u8bed\u8a00\u6a21\u578b\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53ef\u4e0e\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\u5339\u654c\u3002<\/p>\n<\/p>\n<p>AMD Instinct MI300X GPU\u53ef\u5728\u5355\u8282\u70b9\u4e0a\u9ad8\u6548\u8fd0\u884c\u65b0\u53d1\u5e03\u7684DeepSeek-R1\u548cV3\u6a21\u578b\u3002<\/p>\n<\/p>\n<p>\u7528\u6237\u901a\u8fc7SGLang\u4f18\u5316&#xff0c;\u5c06MI300X\u7684\u6027\u80fd\u63d0\u5347\u81f3\u521d\u59cb\u7248\u672c\u76844\u500d&#xff0c;\u4e14\u66f4\u591a\u4f18\u5316\u5c06\u5728\u672a\u6765\u51e0\u5468\u5185\u96c6\u6210\u5230\u5f00\u6e90\u4ee3\u7801\u4e2d\u3002<\/p>\n<\/p>\n<p>MI300X\u7684\u9ad8\u5185\u5b58\u5e26\u5bbd\u548c\u5bb9\u91cf\u4f18\u52bf&#xff0c;\u4f7fChain of Thought&#xff08;CoT&#xff09;\u63a8\u7406\u80fd\u66f4\u5feb\u901f\u3001\u9ad8\u6548\u5730\u8bbf\u95ee\u5927\u5185\u5b58&#xff0c;\u652f\u6301\u5b9e\u9645\u5e94\u7528\u4e2d\u66f4\u957f\u5e8f\u5217\u7684\u5904\u7406\u3002<\/p>\n<\/p>\n<p>\u5728\u672c\u535a\u6587\u4e2d&#xff0c;\u6211\u4eec\u5c06\u63a2\u8ba8DeepSeek-R1\u5982\u4f55\u5728AMD Instinct\u2122 MI300X GPU\u4e0a\u5b9e\u73b0\u5353\u8d8a\u6027\u80fd&#xff0c;\u5e76\u4e0eH200\u8fdb\u884c\u6027\u80fd\u5bf9\u6bd4\u3002\u501f\u52a9MI300X&#xff0c;\u7528\u6237\u53ef\u5728\u5355\u8282\u70b9\u4e0a\u9ad8\u6548\u90e8\u7f72DeepSeek-R1\u548cV3\u6a21\u578b\u3002\u4ec5\u901a\u8fc7\u4e24\u5468\u7684SGLang\u4f18\u5316&#xff0c;\u63a8\u7406\u901f\u5ea6\u5df2\u63d0\u5347\u9ad8\u8fbe4\u500d&#xff0c;\u786e\u4fdd\u4e86\u9ad8\u6548\u6269\u5c55\u3001\u66f4\u4f4e\u5ef6\u8fdf\u53ca\u4f18\u5316\u541e\u5410\u91cf\u3002MI300X\u7684\u9ad8\u5e26\u5bbd\u5185\u5b58&#xff08;HBM&#xff09;\u548c\u5f3a\u5927\u7b97\u529b\u53ef\u5904\u7406\u590d\u6742AI\u4efb\u52a1&#xff0c;\u652f\u6301\u66f4\u957f\u5e8f\u5217\u548c\u9ad8\u8981\u6c42\u63a8\u7406\u3002AMD\u4e0eSGLang\u793e\u533a\u6301\u7eed\u63a8\u8fdb\u4f18\u5316&#xff0c;\u5305\u62ec\u878d\u5408MoE\u5185\u6838\u3001MLA\u5185\u6838\u878d\u5408\u53ca\u63a8\u6d4b\u6027\u89e3\u7801&#xff0c;\u4f7fMI300X\u7684AI\u63a8\u7406\u4f53\u9a8c\u66f4\u52a0\u5f3a\u5927\u3002<\/p>\n<\/p>\n<p>\u76ee\u524d&#xff0c;\u4f01\u4e1a\u9664\u4e86\u53ef\u4ee5\u4eceAMD\u5b98\u65b9\u9884\u5b9aMI300X\u4ee5\u5916&#xff0c;\u8fd8\u53ef\u4ee5\u901a\u8fc7\u4e91\u5e73\u53f0\u6765\u4f7f\u7528MI300X&#xff0c;\u4f8b\u5982DigitalOcean \u6700\u65b0\u63a8\u51fa\u7684\u57fa\u4e8eMI300X\u7684GPU \u88f8\u91d1\u5c5e\u670d\u52a1\u5668&#xff08;\u5177\u4f53\u8be6\u60c5\u53ef\u54a8\u8be2\u5353\u666e\u4e91&#xff09;\u3002<\/p>\n<\/p>\n<h4>DeepSeek\u6a21\u578b\u90e8\u7f72\u6311\u6218<\/h4>\n<\/p>\n<p>\u5c3d\u7ba1\u5927\u89c4\u6a21\u90e8\u7f72\u9700\u6c42\u65e5\u76ca\u8feb\u5207&#xff0c;\u4f46\u5b9e\u73b0\u6700\u4f18\u63a8\u7406\u6027\u80fd\u4ecd\u9762\u4e34\u6280\u672f\u6311\u6218\u3002DeepSeek-R1\u662f\u4e00\u4e2a\u8d85\u5927\u89c4\u6a21\u6a21\u578b&#xff08;\u53c2\u6570\u91cf\u8d85640 GB&#xff09;&#xff0c;\u5373\u4f7f\u4ee5FP8\u7cbe\u5ea6\u8bad\u7ec3&#xff0c;\u4e5f\u65e0\u6cd5\u57288\u5361NVIDIA H100\u5355\u8282\u70b9\u4e2d\u90e8\u7f72\u3002\u6b64\u5916&#xff0c;\u5176\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b&#xff08;MLA&#xff09;\u548c\u4e13\u5bb6\u6df7\u5408&#xff08;MoE&#xff09;\u67b6\u6784\u9700\u8981\u9ad8\u5ea6\u4f18\u5316\u7684\u5185\u6838\u4ee5\u5b9e\u73b0\u9ad8\u6548\u6269\u5c55\u548c\u5b9a\u5236\u5316\u4f18\u5316\u3002\u6700\u540e&#xff0c;\u9002\u914d\u652f\u6301\u5757\u91cf\u5316FP8 GEMM\u5185\u6838\u5bf9\u6700\u5927\u5316\u541e\u5410\u91cf\u548c\u6027\u80fd\u81f3\u5173\u91cd\u8981&#xff0c;\u56e0\u6b64\u5185\u6838\u8c03\u4f18\u662f\u9ad8\u6548\u6267\u884c\u7684\u5173\u952e\u3002<\/p>\n<\/p>\n<h4>\u5728MI300X\u4e0a\u4f7f\u7528SGLang<\/h4>\n<\/p>\n<p>SGLang\u662f\u9762\u5411LLM\u548cVLM\u7684\u9ad8\u6027\u80fd\u5f00\u6e90\u63a8\u7406\u6846\u67b6&#xff0c;\u63d0\u4f9b\u9ad8\u6548\u8fd0\u884c\u65f6\u3001\u5e7f\u6cdb\u6a21\u578b\u652f\u6301\u53ca\u6d3b\u8dc3\u793e\u533a&#xff0c;\u6b63\u88ab\u884c\u4e1a\u5e7f\u6cdb\u91c7\u7528\u3002AMD\u4f5c\u4e3aSGLang\u7684\u6838\u5fc3\u8d21\u732e\u8005&#xff0c;\u4e0e\u793e\u533a\u7d27\u5bc6\u5408\u4f5c&#xff0c;\u4f18\u5316AMD Instinct GPU\u4e0a\u7684LLM\u63a8\u7406\u3002\u4e3a\u63d0\u4f9b\u6700\u4f73MI300X\u5f00\u7bb1\u5373\u7528\u4f53\u9a8c&#xff0c;SGLang\u5df2\u53d1\u5e03\u9884\u6784\u5efaDocker\u955c\u50cf\u548c\u6587\u4ef6&#xff0c;\u65e2\u53ef\u7528\u4e8e\u751f\u4ea7\u90e8\u7f72&#xff0c;\u4e5f\u53ef\u4f5c\u4e3a\u5b9a\u5236\u5316\u7528\u4f8b\u7684\u8d77\u70b9\u3002<\/p>\n<\/p>\n<h4>\u57fa\u51c6\u6d4b\u8bd5\u5173\u952e\u7ed3\u8bba<\/h4>\n<\/p>\n<p>\u4ee5\u4e0b\u662fSGLang\u5728Instinct MI300X\u4e0a\u7684\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u8981\u70b9&#xff1a;<\/p>\n<\/p>\n<ul>\n<li>\u4ec5\u4e24\u5468\u5185&#xff0c;\u901a\u8fc7\u4f18\u5316FP8\u7cbe\u5ea6\u76846710\u4ebf\u53c2\u6570DeepSeek-R1\u6a21\u578b&#xff08;\u975e\u7cbe\u7b80\u7248&#xff09;&#xff0c;\u63a8\u7406\u6027\u80fd\u63d0\u5347\u9ad8\u8fbe4\u500d&#xff0c;\u6240\u6709\u4f18\u5316\u5df2\u96c6\u6210\u5230SGLang&#xff08;\u56fe1&#xff09;\u3002<\/li>\n<li>DeepSeek-R1\u548cV3\u6a21\u578b\u5728MI300X\u4e0a\u7ecf\u8fc7\u9ad8\u5ea6\u4f18\u5316&#xff0c;\u5145\u5206\u5229\u7528\u5176\u5f3a\u5927\u7b97\u529b\u548c\u5927\u5bb9\u91cfHBM\u5185\u5b58\u3002<\/li>\n<\/ul>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"614\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224153-6802d531e032a.png\" width=\"747\" \/><\/p>\n<\/p>\n<p>\u5bf9\u4e8e\u9700\u4f4e\u5ef6\u8fdf\u7684\u5728\u7ebf\u63a8\u7406\u573a\u666f&#xff08;\u5982\u804a\u5929\u5e94\u7528&#xff09;&#xff0c;\u5355\u8282\u70b98\u5361MI300X\u572832\u5e76\u53d1\u8bf7\u6c42\u4e0b\u4ecd\u53ef\u4fdd\u6301\u6bcf\u8f93\u51fatoken\u65f6\u95f4&#xff08;TPOT&#xff09;\u4f4e\u4e8e50ms\u3002\u79bb\u7ebf\u4efb\u52a1\u5219\u53ef\u901a\u8fc7\u66f4\u5927\u5e76\u53d1\u8bbe\u7f6e\u63d0\u5347\u541e\u5410\u91cf\u3002<\/p>\n<\/p>\n<p>\u56fe2\u663e\u793a&#xff0c;\u5f53\u6700\u5927\u5e76\u53d1\u4ece1\u589e\u81f332\u65f6&#xff0c;\u6027\u80fd\u4e3b\u8981\u53d7\u9650\u4e8e\u5185\u5b58&#xff1b;\u800c32\u81f364\u5e76\u53d1\u533a\u95f4\u5219\u8f6c\u4e3a\u8ba1\u7b97\u74f6\u9888\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"795\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224154-6802d53211dfa.png\" width=\"1024\" \/><\/p>\n<\/p>\n<h4>\u5982\u4f55\u590d\u73b0\u57fa\u51c6\u6d4b\u8bd5<\/h4>\n<\/p>\n<p>\u4ee5\u4e0b\u662fMI300X\u548cH200\u7684\u6d4b\u8bd5\u6b65\u9aa4&#xff08;\u5047\u8bbe\u6a21\u578b\u5df2\u4e0b\u8f7d&#xff09;&#xff1a;<\/p>\n<\/p>\n<h5>\u5728MI300X\u4e0a<\/h5>\n<\/p>\n<p>1\u3001\u4e0b\u8f7dDocker\u955c\u50cf&#xff1a;<\/p>\n<\/p>\n<p>docker pull rocm\/sglang-staging:20250212   <\/p>\n<p>2\u3001\u8fd0\u884c\u5bb9\u5668&#xff1a;<\/p>\n<\/p>\n<p>docker run -d -it &#8211;ipc&#061;host &#8211;network&#061;host &#8211;privileged &#8211;device&#061;\/dev\/kfd &#8211;device&#061;\/dev\/dri &#8211;device&#061;\/dev\/mem &#8211;group-add render &#8211;security-opt seccomp&#061;unconfined -v \/home:\/workspace rocm\/sglang-staging:20250212<br \/>\ndocker exec -it &lt;container_id&gt; bash   <\/p>\n<p>3\u3001\u542f\u52a8\u63a8\u7406\u670d\u52a1&#xff1a;<\/p>\n<\/p>\n<p>HSA_NO_SCRATCH_RECLAIM&#061;1 python3 -m sglang.launch_server &#8211;model \/workspace\/models\/DeepSeek-R1\/ &#8211;tp 8 &#8211;trust-remote-code   <\/p>\n<p>4\u3001\u8fd0\u884c\u5ba2\u6237\u7aef\u8bf7\u6c42&#xff1a;<\/p>\n<\/p>\n<p>concurrency_values&#061;(128 64 32 16 8 4 2 1)<br \/>\nfor concurrency in &#034;${concurrency_values[&#064;]}&#034;;do<br \/>\n    python3 -m sglang.bench_serving \\\\<br \/>\n    &#8211;dataset-name random \\\\<br \/>\n    &#8211;random-range-ratio 1 \\\\<br \/>\n    &#8211;num-prompt 500 \\\\<br \/>\n    &#8211;random-input 3200 \\\\<br \/>\n    &#8211;random-output 800 \\\\<br \/>\n    &#8211;max-concurrency &#034;${concurrency}&#034;<br \/>\ndone   <\/p>\n<\/p>\n<h5>\u5728H200\u4e0a<\/h5>\n<\/p>\n<p>1\u3001\u4e0b\u8f7dDocker\u955c\u50cf&#xff1a;<\/p>\n<\/p>\n<p>docker pull lmsysorg\/sglang:v0.4.2.post3-cu125   <\/p>\n<p>2\u3001\u8fd0\u884c\u5bb9\u5668&#xff1a;<\/p>\n<\/p>\n<p>docker run -d -it &#8211;rm &#8211;gpus all &#8211;shm-size 32g -p 30000:30000 -v \/home:\/workspace &#8211;ipc&#061;host lmsysorg\/sglang:v0.4.2.post4-cu125<br \/>\ndocker exec -it &lt;container_id&gt; bash   <\/p>\n<p>3\u3001\u4f7f\u7528\u4e0eMI300X\u76f8\u540c\u7684\u547d\u4ee4\u8fd0\u884c\u57fa\u51c6\u6d4b\u8bd5&#xff1a;<\/p>\n<\/p>\n<p>HSA_NO_SCRATCH_RECLAIM&#061;1 python3 -m sglang.launch_server &#8211;model \/workspace\/models\/DeepSeek-R1\/ &#8211;tp 8 &#8211;trust-remote-code   <\/p>\n<\/p>\n<p>\u5b8c\u6210\u4ee5\u4e0a\u6b65\u9aa4\u540e&#xff0c;\u5c31\u53ef\u4ee5\u5728MI300X\u670d\u52a1\u5668\u4e0a\u5b9e\u65f6\u8fd0\u884cDeepSeek-R1\u7684\u804a\u5929\u5e94\u7528\u4e86\u3002<\/p>\n<\/p>\n<h4>\u672a\u6765\u65b9\u5411<\/h4>\n<\/p>\n<p>\u672a\u6765AMD\u4e0eSGLang\u5c06\u63a8\u51fa\u66f4\u591a\u4f18\u5316&#xff0c;\u5305\u62ec&#xff1a;<\/p>\n<\/p>\n<ul>\n<li>\u878d\u5408MoE\u5185\u6838\u4f18\u5316<\/li>\n<li>MLA\u5185\u6838\u878d\u5408<\/li>\n<li>\u96c6\u7fa4\u901a\u4fe1\u589e\u5f3a<\/li>\n<li>\u6570\u636e\u5e76\u884c&#xff08;DP&#xff09;\u4e0e\u4e13\u5bb6\u5e76\u884c&#xff08;EP&#xff09;<\/li>\n<li>\u524d\u5411\u8ba1\u7b97\u4e0e\u89e3\u7801\u5206\u79bb<\/li>\n<li>\u6295\u673a\u6027\u89e3\u7801<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u6539\u8fdb\u5c06\u8fdb\u4e00\u6b65\u91ca\u653eMI300X\u7684\u6f5c\u529b&#xff0c;\u4e3aAI\u63a8\u7406\u5e26\u6765\u66f4\u5f3a\u5927\u7684\u6027\u80fd\u3002\u53e6\u5916&#xff0c;\u5982\u679c\u5e0c\u671b\u673a\u9047MI300X\u90e8\u7f72\u8fdb\u884cAI\u4ea7\u54c1\u5f00\u53d1&#xff0c;\u6b22\u8fce\u4e86\u89e3DigitalOcean 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