{"id":18429,"date":"2025-11-10T03:19:00","date_gmt":"2025-11-10T03:19:00","guid":{"rendered":"https:\/\/moneycompass.com.my\/cn\/%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%9c%ac%e5%9c%9fai%e8%b6%85%e8%8a%82%e7%82%b9%e5%85%83%e8%84%91sd200%e5%a6%82%e4%bd%95%e7%8e%87%e5%85%88%e5%ae%9e%e7%8e%b0token%e7%94%9f%e6%88%90%e9%80%9f%e5%ba%a68-9ms\/"},"modified":"2025-11-10T03:19:00","modified_gmt":"2025-11-10T03:19:00","slug":"%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%9c%ac%e5%9c%9fai%e8%b6%85%e8%8a%82%e7%82%b9%e5%85%83%e8%84%91sd200%e5%a6%82%e4%bd%95%e7%8e%87%e5%85%88%e5%ae%9e%e7%8e%b0token%e7%94%9f%e6%88%90%e9%80%9f%e5%ba%a68-9ms","status":"publish","type":"post","link":"https:\/\/moneycompass.com.my\/cn\/%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%9c%ac%e5%9c%9fai%e8%b6%85%e8%8a%82%e7%82%b9%e5%85%83%e8%84%91sd200%e5%a6%82%e4%bd%95%e7%8e%87%e5%85%88%e5%ae%9e%e7%8e%b0token%e7%94%9f%e6%88%90%e9%80%9f%e5%ba%a68-9ms\/","title":{"rendered":"\u8be6\u89e3\uff1a\u672c\u571fAI\u8d85\u8282\u70b9\u5143\u8111SD200\u5982\u4f55\u7387\u5148\u5b9e\u73b0token\u751f\u6210\u901f\u5ea68.9ms"},"content":{"rendered":"

\n \u5317\u4eac<\/span>
\n 2025\u5e7411\u670810\u65e5<\/span> \/\u7f8e\u901a\u793e\/ — \u8fd1\u65e5\uff0c\u57282025\u4eba\u5de5\u667a\u80fd\u8ba1\u7b97\u5927\u4f1a\u4e0a\uff0c\u6d6a\u6f6e\u4fe1\u606f\u516c\u5e03\uff0c\u57fa\u4e8e\u5143\u8111SD200\u8d85\u8282\u70b9AI\u670d\u52a1\u5668\uff0cDeepSeek R1\u5927\u6a21\u578btoken\u751f\u6210\u901f\u5ea6\u4ec5\u97008.9\u6beb\u79d2\uff0c\u521b\u9020\u56fd\u5185\u5927\u6a21\u578b\u6700\u5febtoken\u751f\u6210\u901f\u5ea6\u3002<\/p>\n

\n

\n <\/a><\/p>\n

\n <\/p>\n<\/div>\n

\n \u5143\u8111SD200
\n \u521b\u65b0\u8bbe\u8ba1\u6ee1\u8db3\u4f4e\u5ef6\u8fdf\u63a8\u7406\u9700\u6c42\n <\/p>\n

\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u6807\u5fd7\u6027\u7279\u5f81\u662f\u591a\u6a21\u578b\u534f\u540c\u4e0e\u5b9e\u65f6\u51b3\u7b56\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u5177\u5907\u611f\u77e5-\u51b3\u7b56-\u6267\u884c\u7684\u95ed\u73af\u80fd\u529b\uff0c\u6d89\u53ca\u590d\u6742\u7684\u3001\u591a\u6b65\u9aa4\u7684\u5de5\u4f5c\u6d41\uff0c\u9700\u8981\u4efb\u52a1\u5206\u89e3\u3001\u81ea\u4e3b\u51b3\u7b56\u4ee5\u53ca\u6301\u7eed\u7684\u89c4\u5212\u548c\u6267\u884c\u3002\u5728\u667a\u80fd\u4f53\u63a8\u7406\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5373\u4f7f\u662f\u5355\u4e2a\u63a8\u7406\u6b65\u9aa4\u4e2d\u7684\u5ef6\u8fdf\u4e5f\u4f1a\u5728\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\u88ab\u6307\u6570\u7ea7\u653e\u5927\uff0c\u5bfc\u81f4\u7528\u6237\u4f53\u9a8c\u8fdf\u6ede\u3002\u56e0\u6b64\uff0ctoken\u751f\u6210\u901f\u5ea6\u6b63\u6210\u4e3a\u5f71\u54cd\u7528\u6237\u8bc4\u4ef7\u7684\u4e00\u4e2a\u5173\u952e\u6307\u6807\u3002<\/p>\n

\u5143\u8111SD200\u8d85\u8282\u70b9AI\u670d\u52a1\u5668\u57fa\u4e8e\u9ad8\u5e26\u5bbd\u3001\u4f4e\u5ef6\u65f6\u3001\u539f\u751f\u5185\u5b58\u8bed\u4e49\u7684\u5f00\u653e\u603b\u7ebf\u534f\u8bae\uff0c\u901a\u8fc7\u6784\u5efa\u9ad8\u6027\u80fd\u4ea4\u6362\u5355\u5143\u6253\u90203D Mesh\u9ad8\u6027\u80fd\u4e92\u8fde\u8d85\u6269\u5c55\u7cfb\u7edf\uff0c\u652f\u630164\u5f20\u672c\u571fAI\u82af\u7247\u9ad8\u5bc6\u5ea6\u7b97\u529b\u6269\u5c55\uff0c\u80fd\u591f\u5f88\u597d\u5730\u6ee1\u8db3DeepSeek\u7b49\u5927\u6a21\u578b\u7684\u4f4e\u5ef6\u8fdf\u63a8\u7406\u9700\u6c42\uff0c\u52a0\u5febtoken\u751f\u6210\u901f\u5ea6\u3002<\/p>\n

\n

\n <\/a><\/p>\n

\n <\/p>\n<\/div>\n

\u7cbe\u7b80\u4e92\u8fde\u534f\u8bae\uff1a\u91c7\u7528\u4e8b\u52a1\u5c42-\u6570\u636e\u94fe\u8def\u5c42-\u7269\u7406\u5c42\u4e09\u5c42\u7cbe\u7b80\u4e92\u8fde\u534f\u8bae\uff0c\u4e8b\u52a1\u5c42\u5929\u7136\u652f\u6301Load\/Store\u5185\u5b58\u8bed\u4e49\uff1b\u6570\u636e\u94fe\u8def\u5c42\u652f\u6301\u57fa\u4e8e\u4fe1\u7528\u7684\u6d41\u63a7\u673a\u5236\u548c\u94fe\u8def\u7ea7\u9519\u8bef\u91cd\u4f20\u4fdd\u969c\uff1b\u7269\u7406\u5c42\u5efa\u7acb10-12\u4f4e\u8bef\u7801\u7387\u7684\u9ad8\u53ef\u9760\u7269\u7406\u901a\u9053\uff0c\u62a5\u6587\u6709\u6548\u6570\u636e\u5229\u7528\u7387\u8fbe\u621096%\u4ee5\u4e0a\u3002<\/p>\n

\u5168\u5c40\u7edf\u4e00\u7f16\u5740\uff1a\u4e3a\u89e3\u51b3\u8de8\u4e3b\u673a\u57df\u901a\u4fe1\u96be\u9898\uff0c\u8bbe\u8ba1\u72ec\u7acb\u4e8e\u4e3b\u673a\u57df\u7684\u4ea4\u6362\u57df\u5168\u5c40\u5730\u5740\u7a7a\u95f4\uff0c\u5c06\u591a\u4e2a\u72ec\u7acb\u4e3b\u673a\u57df\u4e0b\u7684GPU\u5728\u4ea4\u6362\u57df\u8fdb\u884c\u7edf\u4e00\u7684\u663e\u5b58\u7f16\u5740\uff0c\u4e3aGPU\u4e92\u8bbf\u63d0\u4f9b\u57fa\u7840\u4fdd\u969c\u3002<\/p>\n

\u5168\u5c40\u5730\u5740\u6620\u5c04\u4e0e\u6570\u636e\u8def\u7531\uff1a\u521b\u65b0\u7814\u53d1\u5f71\u5b50\u8bbe\u5907\u6280\u672f\uff0c\u901a\u8fc7\u5f71\u5b50\u8bbe\u5907\u5c06\u8fdc\u7aefGPU\u6620\u5c04\u5230\u672c\u5730\u4e3b\u673a\u57df\uff0c\u5b9e\u73b0\u6240\u6709\u72ec\u7acb\u4e3b\u673a\u5bf9\u5168\u5c40GPU\u7684\u663e\u5b58\u8bbf\u95ee\uff0c\u901a\u8fc7\u7aef\u53e3\u9ad8\u6548\u8f6c\u53d1\u6280\u672f\u5b9e\u73b0\u8de8\u4e3b\u673aP2P\u8bbf\u95ee\u3002<\/p>\n

\n

\n <\/a><\/p>\n

\n <\/p>\n<\/div>\n

\n \u5b9a\u5236\u901a\u4fe1\u7b97\u6cd5\u6df1\u5ea6\u9002\u914d\u5143\u8111SD200\n <\/p>\n

\u9664\u4e86\u786c\u4ef6\u65b9\u9762\u7684\u521b\u65b0\uff0c\u6d6a\u6f6e\u4fe1\u606fAI\u56e2\u961f\u4e5f\u9488\u5bf9DeepSeek\u3001Kimi\u7b49\u6a21\u578b\u7684\u8ba1\u7b97\u7279\u5f81\u548c\u5143\u8111SD200\u7684\u786c\u4ef6\u67b6\u6784\u7279\u5f81\uff0c\u5b8c\u6210\u4e86\u901a\u4fe1\u5e93\u3001\u8ba1\u7b97\u6846\u67b6\u5c42\u9762\u7b49\u591a\u65b9\u9762\u7684\u4f18\u5316\uff0c\u5145\u5206\u53d1\u6325\u4e86\u5143\u8111SD200\u7684\u8ba1\u7b97\u6027\u80fd\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u4f4e\u5ef6\u8fdf\u63a8\u7406\u3002\u540c\u65f6\uff0c\u4e5f\u652f\u6301\u9884\u586b\u5145-\u89e3\u7801 (Prefill-Decode) \u5206\u79bb\u63a8\u7406\uff0c\u5728\u6ee1\u8db3\u5ba2\u6237\u4e1a\u52a1\u573a\u666fSLO\u9700\u6c42\u7684\u57fa\u7840\u4e0a\u63d0\u4f9b\u66f4\u9ad8\u6027\u80fd\u3002<\/p>\n

\u901a\u4fe1\u5e93\u5c42\u9762\uff0c\u9488\u5bf9Allreduce\u3001Allgather\u3001Alltoall\u7b49\u5178\u578b\u901a\u4fe1\u7b97\u5b50\uff0c\u6d6a\u6f6e\u4fe1\u606f\u5236\u5b9a\u4e86\u4e0e\u5143\u8111SD200\u6df1\u5ea6\u9002\u914d\u7684\u901a\u4fe1\u7b97\u6cd5\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8eAllreduce\uff0c\u4e3a\u4e86\u5145\u5206\u53d1\u6325\u5143\u8111SD200\u7684\u4f4e\u5ef6\u8fdf\u4f18\u52bf\uff0c\u4e13\u4e3aAllreduce\u8bbe\u8ba1\u4e86\u5206\u5c42\u7b97\u6cd5\u7b56\u7565\uff1a\u9488\u5bf9\u5c0f\u6570\u636e\u91cf\uff0c\u91c7\u7528\u5168\u91cf\u6536\u96c6\uff0c\u672c\u5730\u89c4\u7ea6\u7684\u4f4e\u5ef6\u8fdf\u5b9a\u5236One-Shot\u7b97\u6cd5\uff0c\u65e8\u5728\u6700\u5c0f\u5316GPU\u95f4\u7684\u540c\u6b65\u4e0e\u901a\u4fe1\u5f00\u9500\uff1b\u9488\u5bf9\u5927\u6570\u636e\u91cf\uff0c\u91c7\u7528\u9ad8\u541e\u5410\u7684\u5b9a\u5236\u5316\u73af\u5f62\u7b97\u6cd5\uff0c\u4ee5\u5f7b\u5e95\u89e3\u51b3\u5e26\u5bbd\u74f6\u9888\u5e76\u5b9e\u73b0\u6700\u4f18\u5e26\u5bbd\u5229\u7528\u7387\u3002\u800c\u5bf9\u4e8e\u6a21\u578b\u5e94\u7528\u4e2d\u6700\u5e38\u89c1\u7684\u4e2d\u7b49\u6570\u636e\u91cf\uff0c\u5219\u91c7\u7528\u517c\u987e\u5ef6\u8fdf\u4e0e\u5e26\u5bbd\u7684\u5b9a\u5236Two-Shot\u7b97\u6cd5\u3002\u6d6a\u6f6e\u4fe1\u606f\u66f4\u7ed3\u5408\u82af\u7247\u7f13\u5b58\u7279\u6027\u5bf9\u6b64\u6838\u5fc3\u573a\u666f\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\uff1a\u5bf9\u4e2d\u5c0f\u6570\u636e\u91cf\u542f\u7528\u65e0\u7f13\u5b58\u65b9\u6848\u4ee5\u8ffd\u6c42\u6781\u81f4\u5ef6\u8fdf\uff1b\u5bf9\u4e2d\u5927\u6570\u636e\u91cf\u5219\u542f\u7528\u7f13\u5b58\u65b9\u6848\uff0c\u4ece\u800c\u6700\u5927\u5316\u541e\u5410\u6548\u7387\u3002<\/p>\n

\u5b9e\u6d4b\u6570\u636e\u8868\u660e\uff0c\u572864 GPU\u96c6\u7fa4\u4e0a\u8fdb\u884cDeepSeek R1 671B\u6a21\u578b\u7684BF16\u63a8\u7406\u65f6\uff0c\u9488\u5bf9Batch Size\u4e3a1\u7684decode\u9636\u6bb5\uff08\u5176Allreduce\u6570\u636e\u91cf\u7ea6\u4e3a14 KB\uff09\uff0c\u4f18\u5316\u540e\u7684\u7b97\u6cd5\u5c06\u901a\u4fe1\u65f6\u5ef6\u964d\u4f4e\u4e865.8\u500d\u3002\u6b64\u5916\uff0c\u572816 KB\u81f316 MB\u8fd9\u4e00\u6838\u5fc3\u6570\u636e\u91cf\u533a\u95f4\u5185\uff0c\u5b9a\u5236\u4f18\u5316\u7b97\u6cd5\u7684\u901a\u4fe1\u65f6\u5ef6\u76f8\u8f83\u4e8e\u672a\u4f18\u5316\u524d\u7684\u5b9e\u73b0\u964d\u4f4e\u4e861.6\u81f35.8\u500d\uff1b\u4e0e\u4f20\u7edfscale-out\u7cfb\u7edf\u76f8\u6bd4\uff0c\u65f6\u5ef6\u964d\u4f4e\u5e45\u5ea6\u5219\u8fdb\u4e00\u6b65\u6269\u5927\u81f34.5\u81f312.7\u500d\u3002<\/p>\n

\n \u5168\u65b9\u4f4d\u6846\u67b6\u4f18\u5316\u4fdd\u969c\u8ba1\u7b97\u4f4e\u5ef6\u8fdf\n <\/p>\n

\u6846\u67b6\u5c42\u9762\uff0c\u6d6a\u6f6e\u4fe1\u606fAI\u56e2\u961f\u5b8c\u6210\u4e86\u5e76\u884c\u65b9\u5f0f\u3001\u7b97\u5b50\u878d\u5408\u3001\u591a\u6d41\u6c34\u7ebf\u7b49\u591a\u65b9\u9762\u4f18\u5316\uff0c\u6765\u4fdd\u8bc1\u8ba1\u7b97\u7684\u4f4e\u5ef6\u8fdf\u3002<\/p>\n

\u9996\u5148\uff0c\u5728\u5e76\u884c\u65b9\u5f0f\u4e0a\uff0c\u9009\u62e9\u4e86\u6574\u7f51\u7684\u5f20\u91cf\u5e76\u884c\u3002\u5728\u6b64\u5e76\u884c\u6a21\u5f0f\u4e0b\uff0c\u901a\u8fc7\u6a21\u578b\u5747\u5300\u5207\u5206\u5b9e\u73b0\u4e86\u8bbe\u5907\u95f4\u8ba1\u7b97\u8d1f\u8f7d\u7684\u5b8c\u5168\u5747\u8861\u3001\u5404\u4e2a\u8ba1\u7b97\u677f\u5361\u4e4b\u95f4\u8ba1\u7b97\u7684\u5b8c\u5168\u5e76\u884c\u548c\u540c\u6b65\uff0c\u6d88\u9664\u4e86\u6d41\u6c34\u7ebf\u6c14\u6ce1\u4e0e\u8d1f\u8f7d\u4e0d\u5747\u8861\u95ee\u9898\u3002\u540c\u65f6\uff0c\u5143\u8111SD200\u7684\u9ad8\u5e26\u5bbd\u3001\u4f4e\u5ef6\u8fdf\u786e\u4fdd\u4e86AllReduce\u3001AllGather\u7b49\u901a\u4fe1\u7b97\u5b50\u6027\u80fd\u7684\u5927\u5e45\u63d0\u5347\uff0c\u4f7f\u5f97\u901a\u4fe1\u65f6\u95f4\u5927\u5e45\u4e0b\u964d\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u8d85\u4f4e\u5ef6\u8fdf\u7684\u63a8\u7406\u6027\u80fd\u3002<\/p>\n

\u5176\u6b21\uff0c\u5728\u7b97\u5b50\u4e0a\uff0c\u5b9e\u73b0\u4e86\u6781\u81f4\u7684\u7b97\u5b50\u878d\u5408\u7b49\u4f18\u5316\u3002GPU\u7684\u8ba1\u7b97\u901f\u5ea6\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u5185\u5b58\u5e26\u5bbd\u7684\u8bbf\u95ee\u901f\u5ea6\uff0c\u4ece\u5185\u5b58\u4e2d\u8bfb\u5199\u6570\u636e\u7684\u65f6\u95f4\u6210\u672c\uff0c\u5927\u90e8\u5206\u65f6\u5019\u6bd4\u5b9e\u9645\u8fdb\u884c\u8ba1\u7b97\u7684\u65f6\u95f4\u6210\u672c\u8fd8\u8981\u9ad8\u3002\u7b97\u5b50\u878d\u5408\u53ef\u4ee5\u901a\u8fc7\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5185\u5b58\u8bfb\u5199\u548c\u8ba1\u7b97\u5f00\u9500\uff0c\u6765\u663e\u8457\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3001\u964d\u4f4e\u5ef6\u8fdf\u5e76\u51cf\u5c11\u5185\u5b58\u5360\u7528\uff0c\u6240\u4ee5\u57fa\u4e8eSGlang\u6846\u67b6\u7684\u5df2\u6709\u5b9e\u73b0\uff0c\u8fdb\u884c\u4e86\u591a\u4e2a\u7b97\u5b50\u7684\u878d\u5408\u3002<\/p>\n

\u5bf9MLA\u6a21\u5757\u4e2dattn_mla\u8ba1\u7b97\u524d\u7684\u7b97\u5b50\u8fdb\u884c\u878d\u5408\uff0c\u8be5\u878d\u5408\u7b97\u5b50\u4ee5Query\u548cKey\u5411\u91cf\u8fdb\u884cRMSnorm\u8ba1\u7b97\u540e\u7684\u8f93\u51fa\u4e3a\u8f93\u5165\uff0c\u4ee5attn_mla\u8ba1\u7b97\u7684\u8f93\u5165q_input\u3001k_input\u3001v_input\u7b49\u4e3a\u8f93\u51fa\uff0c\u5305\u542bbmm\u8ba1\u7b97\u3001rotary_emb\u8ba1\u7b97\u4ee5\u53ca\u5411\u91cf\u62c6\u5206\u8f6c\u7f6e\u7b49\u8ba1\u7b97\uff1b<\/p>\n

RMSNorm\u548cadd\u8ba1\u7b97\u878d\u5408\uff1b<\/p>\n

\u5b9e\u73b0int8\u7cbe\u5ea6\u7684\u91cf\u5316\u548cRMSNorm\u3001silu\u7b49\u6fc0\u6d3b\u51fd\u6570\u7684\u878d\u5408\uff1b<\/p>\n

\u5c06\u8def\u7531\u4e13\u5bb6\u5206\u7ec4\u9009\u62e9\u4e2d\u591a\u4e2a\u7b97\u5b50\u7684\u878d\u5408\u4e3a\u4e00\u4e2a\u7b97\u5b50\u3002<\/p>\n

\u6700\u540e\uff0c\u4e5f\u8fdb\u884c\u4e86\u591astream\u7684\u4f18\u5316\u3002\u591a\u4e2a\u7b97\u5b50\u8ba1\u7b97\u65f6\uff0c\u9ed8\u8ba4\u5728\u5355stream\u6a21\u5f0f\u4e0b\uff0c\u6240\u6709\u64cd\u4f5c\u90fd\u6392\u6210\u4e00\u6761\u961f\uff0c\u4e00\u4e2a\u63a5\u4e00\u4e2a\u5730\u6267\u884c\u3002\u5f53\u7b97\u5b50\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u4e0d\u662f\u5f88\u5927\u65f6\uff0c\u4f1a\u5bfc\u81f4GPU\u7684\u90e8\u5206\u786c\u4ef6\u5355\u5143\u5728\u8ba1\u7b97\u65f6\u5904\u4e8e\u7a7a\u95f2\u72b6\u6001\uff0c\u4e5f\u5c31\u6d6a\u8d39\u4e86\u8ba1\u7b97\u8d44\u6e90\u3002\u591astream\u4f18\u5316\u5c31\u662f\u4e3a\u4e86\u8ba9\u8fd9\u4e9b\u786c\u4ef6\u5355\u5143”\u540c\u65f6\u5fd9\u8d77\u6765”\uff0c\u5bf9\u4e8e\u76f8\u4e92\u4e4b\u95f4\u6ca1\u6709\u4f9d\u8d56\u5173\u7cfb\u7684\u64cd\u4f5c\uff0c\u53ef\u4ee5\u653e\u5230\u4e0d\u540c\u7684stream\u4e2d\u5e76\u884c\u6267\u884c\uff0c\u63d0\u9ad8\u786c\u4ef6\u7684\u5229\u7528\u6548\u7387\uff0c\u540c\u65f6\u51cf\u5c0f\u6574\u4f53\u7684\u8ba1\u7b97\u65f6\u95f4\u3002\u5728\u591astream\u5e76\u884c\u4f18\u5316\u65b9\u9762\uff0c\u6d6a\u6f6e\u4fe1\u606f\u5b9e\u73b0\u4e86MLA\u5c42\u7684\u591a\u4e2alayernorm\u8ba1\u7b97\u7684\u5e76\u884c\uff0c\u5e76\u5b9e\u73b0\u4e86MoE\u9636\u6bb5\u548c\u5171\u4eab\u4e13\u5bb6\u8ba1\u7b97\u548c\u8def\u7531\u4e13\u5bb6\u5206\u7ec4\u9009\u62e9\u7684\u5e76\u884c\u7b49\uff0c\u5b9e\u73b0\u4e86\u7ea610%\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n

\n \u9884\u586b\u5145-
\n \u89e3\u7801\u5206\u79bb\u8f6f\u4ef6\u63d0\u9ad8\u6574\u4f53\u8ba1\u7b97\u6027\u80fd\n <\/p>\n

\u6b64\u5916\uff0c\u6d6a\u6f6e\u4fe1\u606f\u5f00\u53d1\u4e86\u9884\u586b\u5145-\u89e3\u7801 (Prefill-Decode) \u5206\u79bb\u8f6f\u4ef6\uff0c\u9488\u5bf9\u9884\u586b\u5145\u4e0e\u89e3\u7801\u4e0d\u540c\u7684\u8ba1\u7b97\u7279\u6027\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u5e76\u884c\u8ba1\u7b97\u7b56\u7565\u3001\u786c\u4ef6\u914d\u7f6e\u7b49\uff0c\u63d0\u9ad8\u7cfb\u7edf\u6574\u4f53\u7684\u8ba1\u7b97\u6027\u80fd\u3002\u540c\u65f6\u5728\u4e1a\u52a1\u90e8\u7f72\u4e2d\uff0c\u652f\u6301\u8282\u70b9\u670d\u52a1\u7684\u52a8\u6001\u6269\u5c55\uff1b\u652f\u6301\u5229\u7528\u8d1f\u8f7d\u5747\u8861\u548c\u952e\u503c\u7f13\u5b58(KV cache)\u547d\u4e2d\u7387\u8fdb\u884c\u4efb\u52a1\u5206\u914d\uff0c\u628a\u4efb\u52a1\u4e0b\u53d1\u5230\u952e\u503c\u7f13\u5b58\u5339\u914d\u5ea6\u76f8\u5bf9\u8f83\u9ad8\u3001\u4efb\u52a1\u8d1f\u8f7d\u76f8\u5bf9\u8f83\u5c0f\u7684\u8282\u70b9\uff0c\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\uff0c\u540c\u65f6\u6700\u5927\u5316\u8ba1\u7b97\u8d44\u6e90\u5229\u7528\u7387\u3002\u53e6\u5916\uff0cPD\u5206\u79bb\u8f6f\u4ef6\u8fd8\u5b9e\u73b0\u4e86\u952e\u503c\u7f13\u5b58offload\u6280\u672f\uff0c\u53ef\u628a\u952e\u503c\u7f13\u5b58\u5230CPU\u7aef\u5185\u5b58\u4e0e\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u4e0a\uff0c\u589e\u5927\u7f13\u5b58\u7a7a\u95f4\u3002<\/p>\n

\n

\n <\/a><\/p>\n

\n <\/p>\n<\/div>\n

\u5143\u8111SD200\u8d85\u8282\u70b9AI\u670d\u52a1\u5668\u901a\u8fc7\u9ad8\u5e26\u5bbd\u548c\u8d85\u4f4e\u5ef6\u8fdf\u901a\u4fe1\u3001\u8d85\u5927\u663e\u5b58\u6c60\u3001\u667a\u80fd\u8def\u7531\u4f18\u5316\u3001PD\u5206\u79bb\u63a8\u7406\u7b49\u521b\u65b0\u6280\u672f\uff0c\u5927\u5e45\u63d0\u5347\u4e86DeepSeek\u3001Kimi\u7b49\u5927\u6a21\u578b\u7684\u63a8\u7406\u8f93\u51fa\u901f\u5ea6\u3002\u5143\u8111SD200\u642d\u8f7d64\u5f20\u672c\u571fAI\u82af\u7247\u8fd0\u884cDeepSeek R1\u5927\u6a21\u578b\uff0c\u5f53\u8f93\u5165\u957f\u5ea6\u4e3a4096\u3001\u8f93\u51fa\u957f\u5ea6\u4e3a1024\u65f6\uff0c\u5355\u7528\u6237token\u751f\u6210\u8fbe\u5230112 tokens\/s\uff0c\u6bcftoken\u751f\u6210\u65f6\u95f4\u4ec5\u4e3a8.9ms\uff0c\u7387\u5148\u5b9e\u73b0\u56fd\u5185AI\u670d\u52a1\u5668token\u751f\u6210\u901f\u5ea6\u4f4e\u4e8e10ms\uff0c\u5c06\u63a8\u52a8\u4e07\u4ebf\u53c2\u6570\u5927\u6a21\u578b\u5728\u91d1\u878d\u3001\u79d1\u7814\u3001\u667a\u80fd\u5236\u9020\u7b49\u9886\u57df\u5feb\u901f\u843d\u5730\u3002<\/p>\n

<\/div>\n

SOURCE \u6d6a\u6f6e\u4fe1\u606f<\/p>","protected":false},"excerpt":{"rendered":"

\u5317\u4eac 2025\u5e7411\u670810\u65e5 \/\u7f8e\u901a\u793e\/ — \u8fd1\u65e5\uff0c\u57282025\u4eba\u5de5\u667a\u80fd\u8ba1\u7b97\u5927\u4f1a\u4e0a\uff0c\u6d6a\u6f6e\u4fe1\u606f\u516c\u5e03\uff0c\u57fa\u4e8e\u5143\u8111SD200\u8d85\u8282\u70b9AI\u670d\u52a1\u5668\uff0cDeepSeek R1\u5927\u6a21\u578btoken\u751f\u6210\u901f\u5ea6\u4ec5\u97008.9\u6beb\u79d2\uff0c\u521b\u9020\u56fd\u5185\u5927\u6a21\u578b\u6700\u5febtoken\u751f\u6210\u901f\u5ea6\u3002 \u5143\u8111SD200 \u521b\u65b0\u8bbe\u8ba1\u6ee1\u8db3\u4f4e\u5ef6\u8fdf\u63a8\u7406\u9700\u6c42 \u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u6807\u5fd7\u6027\u7279\u5f81\u662f\u591a\u6a21\u578b\u534f\u540c\u4e0e\u5b9e\u65f6\u51b3\u7b56\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u5177\u5907\u611f\u77e5-\u51b3\u7b56-\u6267\u884c\u7684\u95ed\u73af\u80fd\u529b\uff0c\u6d89\u53ca\u590d\u6742\u7684\u3001\u591a\u6b65\u9aa4\u7684\u5de5\u4f5c\u6d41\uff0c\u9700\u8981\u4efb\u52a1\u5206\u89e3\u3001\u81ea\u4e3b\u51b3\u7b56\u4ee5\u53ca\u6301\u7eed\u7684\u89c4\u5212\u548c\u6267\u884c\u3002\u5728\u667a\u80fd\u4f53\u63a8\u7406\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5373\u4f7f\u662f\u5355\u4e2a\u63a8\u7406\u6b65\u9aa4\u4e2d\u7684\u5ef6\u8fdf\u4e5f\u4f1a\u5728\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\u88ab\u6307\u6570\u7ea7\u653e\u5927\uff0c\u5bfc\u81f4\u7528\u6237\u4f53\u9a8c\u8fdf\u6ede\u3002\u56e0\u6b64\uff0ctoken\u751f\u6210\u901f\u5ea6\u6b63\u6210\u4e3a\u5f71\u54cd\u7528\u6237\u8bc4\u4ef7\u7684\u4e00\u4e2a\u5173\u952e\u6307\u6807\u3002 \u5143\u8111SD200\u8d85\u8282\u70b9AI\u670d\u52a1\u5668\u57fa\u4e8e\u9ad8\u5e26\u5bbd\u3001\u4f4e\u5ef6\u65f6\u3001\u539f\u751f\u5185\u5b58\u8bed\u4e49\u7684\u5f00\u653e\u603b\u7ebf\u534f\u8bae\uff0c\u901a\u8fc7\u6784\u5efa\u9ad8\u6027\u80fd\u4ea4\u6362\u5355\u5143\u6253\u90203D Mesh\u9ad8\u6027\u80fd\u4e92\u8fde\u8d85\u6269\u5c55\u7cfb\u7edf\uff0c\u652f\u630164\u5f20\u672c\u571fAI\u82af\u7247\u9ad8\u5bc6\u5ea6\u7b97\u529b\u6269\u5c55\uff0c\u80fd\u591f\u5f88\u597d\u5730\u6ee1\u8db3DeepSeek\u7b49\u5927\u6a21\u578b\u7684\u4f4e\u5ef6\u8fdf\u63a8\u7406\u9700\u6c42\uff0c\u52a0\u5febtoken\u751f\u6210\u901f\u5ea6\u3002 \u7cbe\u7b80\u4e92\u8fde\u534f\u8bae\uff1a\u91c7\u7528\u4e8b\u52a1\u5c42-\u6570\u636e\u94fe\u8def\u5c42-\u7269\u7406\u5c42\u4e09\u5c42\u7cbe\u7b80\u4e92\u8fde\u534f\u8bae\uff0c\u4e8b\u52a1\u5c42\u5929\u7136\u652f\u6301Load\/Store\u5185\u5b58\u8bed\u4e49\uff1b\u6570\u636e\u94fe\u8def\u5c42\u652f\u6301\u57fa\u4e8e\u4fe1\u7528\u7684\u6d41\u63a7\u673a\u5236\u548c\u94fe\u8def\u7ea7\u9519\u8bef\u91cd\u4f20\u4fdd\u969c\uff1b\u7269\u7406\u5c42\u5efa\u7acb10-12\u4f4e\u8bef\u7801\u7387\u7684\u9ad8\u53ef\u9760\u7269\u7406\u901a\u9053\uff0c\u62a5\u6587\u6709\u6548\u6570\u636e\u5229\u7528\u7387\u8fbe\u621096%\u4ee5\u4e0a\u3002 \u5168\u5c40\u7edf\u4e00\u7f16\u5740\uff1a\u4e3a\u89e3\u51b3\u8de8\u4e3b\u673a\u57df\u901a\u4fe1\u96be\u9898\uff0c\u8bbe\u8ba1\u72ec\u7acb\u4e8e\u4e3b\u673a\u57df\u7684\u4ea4\u6362\u57df\u5168\u5c40\u5730\u5740\u7a7a\u95f4\uff0c\u5c06\u591a\u4e2a\u72ec\u7acb\u4e3b\u673a\u57df\u4e0b\u7684GPU\u5728\u4ea4\u6362\u57df\u8fdb\u884c\u7edf\u4e00\u7684\u663e\u5b58\u7f16\u5740\uff0c\u4e3aGPU\u4e92\u8bbf\u63d0\u4f9b\u57fa\u7840\u4fdd\u969c\u3002 \u5168\u5c40\u5730\u5740\u6620\u5c04\u4e0e\u6570\u636e\u8def\u7531\uff1a\u521b\u65b0\u7814\u53d1\u5f71\u5b50\u8bbe\u5907\u6280\u672f\uff0c\u901a\u8fc7\u5f71\u5b50\u8bbe\u5907\u5c06\u8fdc\u7aefGPU\u6620\u5c04\u5230\u672c\u5730\u4e3b\u673a\u57df\uff0c\u5b9e\u73b0\u6240\u6709\u72ec\u7acb\u4e3b\u673a\u5bf9\u5168\u5c40GPU\u7684\u663e\u5b58\u8bbf\u95ee\uff0c\u901a\u8fc7\u7aef\u53e3\u9ad8\u6548\u8f6c\u53d1\u6280\u672f\u5b9e\u73b0\u8de8\u4e3b\u673aP2P\u8bbf\u95ee\u3002 \u5b9a\u5236\u901a\u4fe1\u7b97\u6cd5\u6df1\u5ea6\u9002\u914d\u5143\u8111SD200 \u9664\u4e86\u786c\u4ef6\u65b9\u9762\u7684\u521b\u65b0\uff0c\u6d6a\u6f6e\u4fe1\u606fAI\u56e2\u961f\u4e5f\u9488\u5bf9DeepSeek\u3001Kimi\u7b49\u6a21\u578b\u7684\u8ba1\u7b97\u7279\u5f81\u548c\u5143\u8111SD200\u7684\u786c\u4ef6\u67b6\u6784\u7279\u5f81\uff0c\u5b8c\u6210\u4e86\u901a\u4fe1\u5e93\u3001\u8ba1\u7b97\u6846\u67b6\u5c42\u9762\u7b49\u591a\u65b9\u9762\u7684\u4f18\u5316\uff0c\u5145\u5206\u53d1\u6325\u4e86\u5143\u8111SD200\u7684\u8ba1\u7b97\u6027\u80fd\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u4f4e\u5ef6\u8fdf\u63a8\u7406\u3002\u540c\u65f6\uff0c\u4e5f\u652f\u6301\u9884\u586b\u5145-\u89e3\u7801 (Prefill-Decode) \u5206\u79bb\u63a8\u7406\uff0c\u5728\u6ee1\u8db3\u5ba2\u6237\u4e1a\u52a1\u573a\u666fSLO\u9700\u6c42\u7684\u57fa\u7840\u4e0a\u63d0\u4f9b\u66f4\u9ad8\u6027\u80fd\u3002 \u901a\u4fe1\u5e93\u5c42\u9762\uff0c\u9488\u5bf9Allreduce\u3001Allgather\u3001Alltoall\u7b49\u5178\u578b\u901a\u4fe1\u7b97\u5b50\uff0c\u6d6a\u6f6e\u4fe1\u606f\u5236\u5b9a\u4e86\u4e0e\u5143\u8111SD200\u6df1\u5ea6\u9002\u914d\u7684\u901a\u4fe1\u7b97\u6cd5\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8eAllreduce\uff0c\u4e3a\u4e86\u5145\u5206\u53d1\u6325\u5143\u8111SD200\u7684\u4f4e\u5ef6\u8fdf\u4f18\u52bf\uff0c\u4e13\u4e3aAllreduce\u8bbe\u8ba1\u4e86\u5206\u5c42\u7b97\u6cd5\u7b56\u7565\uff1a\u9488\u5bf9\u5c0f\u6570\u636e\u91cf\uff0c\u91c7\u7528\u5168\u91cf\u6536\u96c6\uff0c\u672c\u5730\u89c4\u7ea6\u7684\u4f4e\u5ef6\u8fdf\u5b9a\u5236One-Shot\u7b97\u6cd5\uff0c\u65e8\u5728\u6700\u5c0f\u5316GPU\u95f4\u7684\u540c\u6b65\u4e0e\u901a\u4fe1\u5f00\u9500\uff1b\u9488\u5bf9\u5927\u6570\u636e\u91cf\uff0c\u91c7\u7528\u9ad8\u541e\u5410\u7684\u5b9a\u5236\u5316\u73af\u5f62\u7b97\u6cd5\uff0c\u4ee5\u5f7b\u5e95\u89e3\u51b3\u5e26\u5bbd\u74f6\u9888\u5e76\u5b9e\u73b0\u6700\u4f18\u5e26\u5bbd\u5229\u7528\u7387\u3002\u800c\u5bf9\u4e8e\u6a21\u578b\u5e94\u7528\u4e2d\u6700\u5e38\u89c1\u7684\u4e2d\u7b49\u6570\u636e\u91cf\uff0c\u5219\u91c7\u7528\u517c\u987e\u5ef6\u8fdf\u4e0e\u5e26\u5bbd\u7684\u5b9a\u5236Two-Shot\u7b97\u6cd5\u3002\u6d6a\u6f6e\u4fe1\u606f\u66f4\u7ed3\u5408\u82af\u7247\u7f13\u5b58\u7279\u6027\u5bf9\u6b64\u6838\u5fc3\u573a\u666f\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\uff1a\u5bf9\u4e2d\u5c0f\u6570\u636e\u91cf\u542f\u7528\u65e0\u7f13\u5b58\u65b9\u6848\u4ee5\u8ffd\u6c42\u6781\u81f4\u5ef6\u8fdf\uff1b\u5bf9\u4e2d\u5927\u6570\u636e\u91cf\u5219\u542f\u7528\u7f13\u5b58\u65b9\u6848\uff0c\u4ece\u800c\u6700\u5927\u5316\u541e\u5410\u6548\u7387\u3002 \u5b9e\u6d4b\u6570\u636e\u8868\u660e\uff0c\u572864 GPU\u96c6\u7fa4\u4e0a\u8fdb\u884cDeepSeek R1 671B\u6a21\u578b\u7684BF16\u63a8\u7406\u65f6\uff0c\u9488\u5bf9Batch Size\u4e3a1\u7684decode\u9636\u6bb5\uff08\u5176Allreduce\u6570\u636e\u91cf\u7ea6\u4e3a14 KB\uff09\uff0c\u4f18\u5316\u540e\u7684\u7b97\u6cd5\u5c06\u901a\u4fe1\u65f6\u5ef6\u964d\u4f4e\u4e865.8\u500d\u3002\u6b64\u5916\uff0c\u572816 KB\u81f316 MB\u8fd9\u4e00\u6838\u5fc3\u6570\u636e\u91cf\u533a\u95f4\u5185\uff0c\u5b9a\u5236\u4f18\u5316\u7b97\u6cd5\u7684\u901a\u4fe1\u65f6\u5ef6\u76f8\u8f83\u4e8e\u672a\u4f18\u5316\u524d\u7684\u5b9e\u73b0\u964d\u4f4e\u4e861.6\u81f35.8\u500d\uff1b\u4e0e\u4f20\u7edfscale-out\u7cfb\u7edf\u76f8\u6bd4\uff0c\u65f6\u5ef6\u964d\u4f4e\u5e45\u5ea6\u5219\u8fdb\u4e00\u6b65\u6269\u5927\u81f34.5\u81f312.7\u500d\u3002 \u5168\u65b9\u4f4d\u6846\u67b6\u4f18\u5316\u4fdd\u969c\u8ba1\u7b97\u4f4e\u5ef6\u8fdf \u6846\u67b6\u5c42\u9762\uff0c\u6d6a\u6f6e\u4fe1\u606fAI\u56e2\u961f\u5b8c\u6210\u4e86\u5e76\u884c\u65b9\u5f0f\u3001\u7b97\u5b50\u878d\u5408\u3001\u591a\u6d41\u6c34\u7ebf\u7b49\u591a\u65b9\u9762\u4f18\u5316\uff0c\u6765\u4fdd\u8bc1\u8ba1\u7b97\u7684\u4f4e\u5ef6\u8fdf\u3002 \u9996\u5148\uff0c\u5728\u5e76\u884c\u65b9\u5f0f\u4e0a\uff0c\u9009\u62e9\u4e86\u6574\u7f51\u7684\u5f20\u91cf\u5e76\u884c\u3002\u5728\u6b64\u5e76\u884c\u6a21\u5f0f\u4e0b\uff0c\u901a\u8fc7\u6a21\u578b\u5747\u5300\u5207\u5206\u5b9e\u73b0\u4e86\u8bbe\u5907\u95f4\u8ba1\u7b97\u8d1f\u8f7d\u7684\u5b8c\u5168\u5747\u8861\u3001\u5404\u4e2a\u8ba1\u7b97\u677f\u5361\u4e4b\u95f4\u8ba1\u7b97\u7684\u5b8c\u5168\u5e76\u884c\u548c\u540c\u6b65\uff0c\u6d88\u9664\u4e86\u6d41\u6c34\u7ebf\u6c14\u6ce1\u4e0e\u8d1f\u8f7d\u4e0d\u5747\u8861\u95ee\u9898\u3002\u540c\u65f6\uff0c\u5143\u8111SD200\u7684\u9ad8\u5e26\u5bbd\u3001\u4f4e\u5ef6\u8fdf\u786e\u4fdd\u4e86AllReduce\u3001AllGather\u7b49\u901a\u4fe1\u7b97\u5b50\u6027\u80fd\u7684\u5927\u5e45\u63d0\u5347\uff0c\u4f7f\u5f97\u901a\u4fe1\u65f6\u95f4\u5927\u5e45\u4e0b\u964d\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u8d85\u4f4e\u5ef6\u8fdf\u7684\u63a8\u7406\u6027\u80fd\u3002 \u5176\u6b21\uff0c\u5728\u7b97\u5b50\u4e0a\uff0c\u5b9e\u73b0\u4e86\u6781\u81f4\u7684\u7b97\u5b50\u878d\u5408\u7b49\u4f18\u5316\u3002GPU\u7684\u8ba1\u7b97\u901f\u5ea6\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u5185\u5b58\u5e26\u5bbd\u7684\u8bbf\u95ee\u901f\u5ea6\uff0c\u4ece\u5185\u5b58\u4e2d\u8bfb\u5199\u6570\u636e\u7684\u65f6\u95f4\u6210\u672c\uff0c\u5927\u90e8\u5206\u65f6\u5019\u6bd4\u5b9e\u9645\u8fdb\u884c\u8ba1\u7b97\u7684\u65f6\u95f4\u6210\u672c\u8fd8\u8981\u9ad8\u3002\u7b97\u5b50\u878d\u5408\u53ef\u4ee5\u901a\u8fc7\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5185\u5b58\u8bfb\u5199\u548c\u8ba1\u7b97\u5f00\u9500\uff0c\u6765\u663e\u8457\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3001\u964d\u4f4e\u5ef6\u8fdf\u5e76\u51cf\u5c11\u5185\u5b58\u5360\u7528\uff0c\u6240\u4ee5\u57fa\u4e8eSGlang\u6846\u67b6\u7684\u5df2\u6709\u5b9e\u73b0\uff0c\u8fdb\u884c\u4e86\u591a\u4e2a\u7b97\u5b50\u7684\u878d\u5408\u3002 \u5bf9MLA\u6a21\u5757\u4e2dattn_mla\u8ba1\u7b97\u524d\u7684\u7b97\u5b50\u8fdb\u884c\u878d\u5408\uff0c\u8be5\u878d\u5408\u7b97\u5b50\u4ee5Query\u548cKey\u5411\u91cf\u8fdb\u884cRMSnorm\u8ba1\u7b97\u540e\u7684\u8f93\u51fa\u4e3a\u8f93\u5165\uff0c\u4ee5attn_mla\u8ba1\u7b97\u7684\u8f93\u5165q_input\u3001k_input\u3001v_input\u7b49\u4e3a\u8f93\u51fa\uff0c\u5305\u542bbmm\u8ba1\u7b97\u3001rotary_emb\u8ba1\u7b97\u4ee5\u53ca\u5411\u91cf\u62c6\u5206\u8f6c\u7f6e\u7b49\u8ba1\u7b97\uff1b RMSNorm\u548cadd\u8ba1\u7b97\u878d\u5408\uff1b \u5b9e\u73b0int8\u7cbe\u5ea6\u7684\u91cf\u5316\u548cRMSNorm\u3001silu\u7b49\u6fc0\u6d3b\u51fd\u6570\u7684\u878d\u5408\uff1b \u5c06\u8def\u7531\u4e13\u5bb6\u5206\u7ec4\u9009\u62e9\u4e2d\u591a\u4e2a\u7b97\u5b50\u7684\u878d\u5408\u4e3a\u4e00\u4e2a\u7b97\u5b50\u3002 \u6700\u540e\uff0c\u4e5f\u8fdb\u884c\u4e86\u591astream\u7684\u4f18\u5316\u3002\u591a\u4e2a\u7b97\u5b50\u8ba1\u7b97\u65f6\uff0c\u9ed8\u8ba4\u5728\u5355stream\u6a21\u5f0f\u4e0b\uff0c\u6240\u6709\u64cd\u4f5c\u90fd\u6392\u6210\u4e00\u6761\u961f\uff0c\u4e00\u4e2a\u63a5\u4e00\u4e2a\u5730\u6267\u884c\u3002\u5f53\u7b97\u5b50\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u4e0d\u662f\u5f88\u5927\u65f6\uff0c\u4f1a\u5bfc\u81f4GPU\u7684\u90e8\u5206\u786c\u4ef6\u5355\u5143\u5728\u8ba1\u7b97\u65f6\u5904\u4e8e\u7a7a\u95f2\u72b6\u6001\uff0c\u4e5f\u5c31\u6d6a\u8d39\u4e86\u8ba1\u7b97\u8d44\u6e90\u3002\u591astream\u4f18\u5316\u5c31\u662f\u4e3a\u4e86\u8ba9\u8fd9\u4e9b\u786c\u4ef6\u5355\u5143”\u540c\u65f6\u5fd9\u8d77\u6765”\uff0c\u5bf9\u4e8e\u76f8\u4e92\u4e4b\u95f4\u6ca1\u6709\u4f9d\u8d56\u5173\u7cfb\u7684\u64cd\u4f5c\uff0c\u53ef\u4ee5\u653e\u5230\u4e0d\u540c\u7684stream\u4e2d\u5e76\u884c\u6267\u884c\uff0c\u63d0\u9ad8\u786c\u4ef6\u7684\u5229\u7528\u6548\u7387\uff0c\u540c\u65f6\u51cf\u5c0f\u6574\u4f53\u7684\u8ba1\u7b97\u65f6\u95f4\u3002\u5728\u591astream\u5e76\u884c\u4f18\u5316\u65b9\u9762\uff0c\u6d6a\u6f6e\u4fe1\u606f\u5b9e\u73b0\u4e86MLA\u5c42\u7684\u591a\u4e2alayernorm\u8ba1\u7b97\u7684\u5e76\u884c\uff0c\u5e76\u5b9e\u73b0\u4e86MoE\u9636\u6bb5\u548c\u5171\u4eab\u4e13\u5bb6\u8ba1\u7b97\u548c\u8def\u7531\u4e13\u5bb6\u5206\u7ec4\u9009\u62e9\u7684\u5e76\u884c\u7b49\uff0c\u5b9e\u73b0\u4e86\u7ea610%\u7684\u6027\u80fd\u63d0\u5347\u3002 \u9884\u586b\u5145- \u89e3\u7801\u5206\u79bb\u8f6f\u4ef6\u63d0\u9ad8\u6574\u4f53\u8ba1\u7b97\u6027\u80fd \u6b64\u5916\uff0c\u6d6a\u6f6e\u4fe1\u606f\u5f00\u53d1\u4e86\u9884\u586b\u5145-\u89e3\u7801 (Prefill-Decode) \u5206\u79bb\u8f6f\u4ef6\uff0c\u9488\u5bf9\u9884\u586b\u5145\u4e0e\u89e3\u7801\u4e0d\u540c\u7684\u8ba1\u7b97\u7279\u6027\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u5e76\u884c\u8ba1\u7b97\u7b56\u7565\u3001\u786c\u4ef6\u914d\u7f6e\u7b49\uff0c\u63d0\u9ad8\u7cfb\u7edf\u6574\u4f53\u7684\u8ba1\u7b97\u6027\u80fd\u3002\u540c\u65f6\u5728\u4e1a\u52a1\u90e8\u7f72\u4e2d\uff0c\u652f\u6301\u8282\u70b9\u670d\u52a1\u7684\u52a8\u6001\u6269\u5c55\uff1b\u652f\u6301\u5229\u7528\u8d1f\u8f7d\u5747\u8861\u548c\u952e\u503c\u7f13\u5b58(KV cache)\u547d\u4e2d\u7387\u8fdb\u884c\u4efb\u52a1\u5206\u914d\uff0c\u628a\u4efb\u52a1\u4e0b\u53d1\u5230\u952e\u503c\u7f13\u5b58\u5339\u914d\u5ea6\u76f8\u5bf9\u8f83\u9ad8\u3001\u4efb\u52a1\u8d1f\u8f7d\u76f8\u5bf9\u8f83\u5c0f\u7684\u8282\u70b9\uff0c\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\uff0c\u540c\u65f6\u6700\u5927\u5316\u8ba1\u7b97\u8d44\u6e90\u5229\u7528\u7387\u3002\u53e6\u5916\uff0cPD\u5206\u79bb\u8f6f\u4ef6\u8fd8\u5b9e\u73b0\u4e86\u952e\u503c\u7f13\u5b58offload\u6280\u672f\uff0c\u53ef\u628a\u952e\u503c\u7f13\u5b58\u5230CPU\u7aef\u5185\u5b58\u4e0e\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u4e0a\uff0c\u589e\u5927\u7f13\u5b58\u7a7a\u95f4\u3002 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SOURCE \u6d6a\u6f6e\u4fe1\u606f<\/p>\n","protected":false},"author":0,"featured_media":18430,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25],"tags":[],"class_list":["post-18429","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pr-newswire"],"yoast_head":"\n\u8be6\u89e3\uff1a\u672c\u571fAI\u8d85\u8282\u70b9\u5143\u8111SD200\u5982\u4f55\u7387\u5148\u5b9e\u73b0token\u751f\u6210\u901f\u5ea68.9ms - Money Compass CN<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/moneycompass.com.my\/cn\/\u8be6\u89e3\uff1a\u672c\u571fai\u8d85\u8282\u70b9\u5143\u8111sd200\u5982\u4f55\u7387\u5148\u5b9e\u73b0token\u751f\u6210\u901f\u5ea68-9ms\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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