{"id":2893,"date":"2025-06-23T10:39:57","date_gmt":"2025-06-23T02:39:57","guid":{"rendered":"http:\/\/www.xzclass.com\/?p=2893"},"modified":"2025-08-19T15:21:47","modified_gmt":"2025-08-19T07:21:47","slug":"%e5%85%b3%e4%ba%8e%e5%8d%8e%e4%b8%bacloudmatrix384%e6%98%87%e8%85%beai%e4%ba%91%e6%9c%8d%e5%8a%a1%ef%bc%8c%e7%9c%8b%e8%bf%99%e4%b8%80%e7%af%87%e5%b0%b1%e5%a4%9f%e4%ba%86%ef%bc%81","status":"publish","type":"post","link":"http:\/\/www.xzclass.com\/?p=2893","title":{"rendered":"\u5173\u4e8e\u534e\u4e3aCloudMatrix384\u6607\u817eAI\u4e91\u670d\u52a1\uff0c\u770b\u8fd9\u4e00\u7bc7\u5c31\u591f\u4e86\uff01"},"content":{"rendered":"

\u524d\u6bb5\u65f6\u95f4\uff0c\u534e\u4e3a\u53d1\u5e03\u4e86\u4e00\u6b3e\u9488\u5bf9AI\u667a\u7b97\u573a\u666f\u7684\u91cd\u78c5\u4ea7\u54c1\u2014\u2014CloudMatrix384\uff0c\u5728\u884c\u4e1a\u5185\u5916\u5f15\u8d77\u4e86\u4e0d\u5c0f\u7684\u9707\u52a8\u3002<\/span><\/span><\/p>\n


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CloudMatrix384\u662f\u4e00\u4e2a\u8d85\u8282\u70b9\uff08Super Node\uff09\uff0c\u76f8\u5f53\u4e8e\u4e00\u53f0\u8d85\u7ea7\u201c\u670d\u52a1\u5668\u201d\u3002\u5b83\u642d\u8f7d\u4e86384\u9897\u534e\u4e3a\u6607\u817eNPU\u548c192\u9897\u9cb2\u9e4fCPU\uff0c<\/span><\/span>\u5355\u5361\u63a8\u7406\u541e\u5410\u91cf\u53ef\u4ee5\u8fbe\u52302300 Tokens\/s\u3002\u540c\u65f6\uff0c\u63a8\u7406\u7684\u65f6\u5ef6\u4e5f\u5f97\u5230\u4e86\u6781\u5927\u964d\u4f4e\uff0c\u539f\u6765100ms\u7684\u589e\u91cfToken\u8f93\u51fa\u65f6\u5ef6\uff0c\u73b0\u5728\u964d\u4f4e\u5230\u4e8650ms\u4ee5\u4e0b\u3002<\/span><\/span><\/p>\n


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<\/section>\n

CloudMatrix384<\/span><\/span><\/p>\n


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\u8206\u8bba\u666e\u904d\u8ba4\u4e3a\uff0c\u5728\u76ee\u524d\u5168\u7403AI\u7b97\u529b\u9700\u6c42\u9ad8\u901f\u589e\u957f\u7684\u80cc\u666f\u4e0b\uff0cCloudMatrix384\u7684\u6a2a\u7a7a\u51fa\u4e16\uff0c\u5c06\u5f7b\u5e95\u6253\u7834\u56fd\u5916\u5bf9AI\u7b97\u529b\u5e02\u573a\u7684\u5784\u65ad\uff0c\u6539\u53d8\u4e2d\u56fd\u4e43\u81f3\u5168\u7403AI\u4ea7\u4e1a\u7684\u683c\u5c40\u3002<\/span><\/span><\/p>\n


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\u5c0f\u67a3\u541b\u4e00\u76f4\u60f3\u5199\u4e00\u7bc7\u5173\u4e8eCloudMatrix384\u7684\u6587\u7ae0\uff0c\u4f46\u82e6\u4e8e\u5b98\u65b9\u516c\u5f00\u7684\u8d44\u6599\u592a\u5c11\uff0c\u8fdf\u8fdf\u65e0\u6cd5\u4e0b\u7b14\u3002<\/span><\/span><\/p>\n


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\u73b0\u5728\uff0c\u673a\u4f1a\u7ec8\u4e8e\u6765\u4e86\u3002<\/span><\/span><\/p>\n


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\u4eca\u5929\uff0c\u534e\u4e3a\u5f00\u53d1\u8005\u5927\u4f1a2025\u5728\u4e1c\u839e\u6b63\u5f0f\u5f00\u5e55\u3002\u5728\u4e3b\u9898\u6f14\u8bb2\u73af\u8282\uff0c\u534e\u4e3a\u5e38\u52a1\u8463\u4e8b\u3001\u534e\u4e3a\u4e91\u8ba1\u7b97 CEO\u5f20\u5e73\u5b89\u5ba3\u5e03\uff0c\u57fa\u4e8eCloudMatrix384\u7684\u6607\u817eAI\u4e91\u670d\u52a1\u5df2\u7ecf\u5168\u9762\u4e0a\u7ebf\uff0c\u63d0\u4f9b\u6f8e\u6e43\u7b97\u529b\uff0c\u4f9b\u5404\u884c\u5404\u4e1a\u5ba2\u6237\u4f7f\u7528\u3002<\/span><\/span><\/p>\n


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\u5728\u6f14\u8bb2\u4e2d\uff0c\u4ed6\u8fd8\u900f\u9732\u4e86\u66f4\u591a\u7684\u4ea7\u54c1\u7ec6\u8282\uff0c\u8fdb\u4e00\u6b65\u63ed\u5f00\u4e86CloudMatrix384\u6607\u817eAI\u4e91\u670d\u52a1\u7684\u795e\u79d8\u9762\u7eb1\u3002<\/span><\/span><\/p>\n


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<\/section>\n

\u5f20\u5e73\u5b89\u6f14\u8bb2\u53d1\u8a00<\/span><\/span><\/p>\n


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\u63a5\u4e0b\u6765\uff0c\u5c0f\u67a3\u541b\u5c31\u7ed3\u5408\u6700\u65b0\u4fe1\u606f\uff0c\u7ed9\u5927\u5bb6\u505a\u4e2a\u6df1\u5165\u89e3\u8bfb\u3002<\/span><\/span><\/p>\n


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\u2588 <\/span>CloudMatrix384\u7684\u6838\u5fc3\u8bbe\u8ba1\u7406\u5ff5<\/span><\/span><\/strong><\/section>\n


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\u5982\u524d\u9762\u6240\u8bf4\uff0cCloudMatrix384\u662f\u4e00\u4e2a\u8d85\u8282\u70b9\uff0c\u4e5f\u662f\u4e00\u4e2aAI\u667a\u7b97\u96c6\u7fa4\u3002<\/span><\/span><\/p>\n


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AI\u667a\u7b97\u96c6\u7fa4\u5206\u4e3a\u4e24\u79cd\u6a21\u5f0f\uff0c\u4e00\u79cd\u662fScale Up\uff0c\u53e6\u4e00\u79cd\u662fScale Out\u3002<\/span><\/span><\/p>\n


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Scale Up\u662f\u5411\u4e0a\u6269\u5c55\uff08\u7eb5\u5411\u6269\u5c55\uff09\uff0c\u589e\u52a0\u5355\u8282\u70b9\u5185\u7684GPU\/NPU\u7b97\u5361\u6570\u91cf\u3002Scale Out\u662f\u5411\u5916\u6269\u5c55\uff08\u6a2a\u5411\u6269\u5c55\uff09\uff0c\u589e\u52a0\u8282\u70b9\u7684\u6570\u91cf\u3002<\/span><\/span><\/p>\n


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<\/section>\n


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\u62e5\u670916\u5361\u4ee5\u4e0a\u7684Scale Up\u7cfb\u7edf\uff0c\u5c31\u662f\u8d85\u8282\u70b9\u3002CloudMatrix384\u62e5\u6709384\u5361\uff0c\u7b97\u662f\u76ee\u524d\u8d85\u8282\u70b9\u4e2d\u89c4\u6a21\u6700\u5927\u7684\u3002<\/span><\/span><\/p>\n


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\u90a3\u4e48\uff0cCloudMatrix384\u662f\u4e0d\u662f\u7b80\u5355\u5730\u628a384\u4e2a\u5361\u201c\u7ed1\u5b9a\u201d\u5728\u4e00\u8d77<\/span>\uff0c\u8fdb\u884c\u7b97\u529b\u7684\u53e0\u52a0\u5462\uff1f<\/span><\/span><\/p>\n


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\u7b54\u6848\u5f53\u7136\u662f\u5426\u5b9a\u7684\u3002<\/span><\/span><\/p>\n


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CloudMatrix384\u53d1\u5e03\u4e4b\u540e\uff0c\u5f88\u591a\u4eba\u90fd\u53ea\u5173\u5fc3\u7b97\u529b\u7684\u5927\u5c0f\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u6700\u5927\u7684\u770b\u70b9\uff0c\u5728\u4e8e\u5b83\u7684\u8bbe\u8ba1\u7406\u5ff5\u3002<\/span><\/span><\/p>\n


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\u534e\u4e3a\u5728\u53d1\u5e03CloudMatrix384\u65f6\uff0c\u53cd\u590d\u5f3a\u8c03\u4e86\u4e09\u53e5\u8bdd\uff0c\u5373\uff1a<\/span>\u201c\u4e00\u5207\u53ef\u6c60\u5316\u201d\u201c\u4e00\u5207\u7686\u5bf9\u7b49\u201d\u201c\u4e00\u5207\u53ef\u7ec4\u5408\u201d<\/span>\u3002<\/span><\/span><\/p>\n


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\u8fd9\u5c31\u662fCloudMatrix384\u7684\u6838\u5fc3\u8bbe\u8ba1\u7406\u5ff5\u3002\u770b\u61c2\u4e86\u8fd9\u4e09\u53e5\u8bdd\uff0c\u624d\u80fd\u771f\u6b63\u770b\u61c2\u8fd9\u6b3e\u4ea7\u54c1\u3002<\/span><\/span><\/p>\n


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\u6211\u5148\u89e3\u91ca\u4e00\u4e0b\u8fd9\u4e09\u53e5\u8bdd\u7684\u57fa\u672c\u542b\u4e49\uff1a<\/span><\/span><\/p>\n


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\u4e00\u5207\u53ef\u6c60\u5316\uff0c\u6307\u7684\u662f\u5728CloudMatrix384\u4e2d\uff0c\u6240\u6709\u7684\u8d44\u6e90\u90fd\u5728\u8d44\u6e90\u6c60\u91cc\u3002\u8fd9\u4e2a\u8d44\u6e90\uff0c\u4e0d\u4ec5\u5305\u62ecNPU\uff0c\u4e5f\u5305\u62ecCPU\u3001\u5185\u5b58\u3001\u7f51\u7edc\u3002\uff08\u82f1\u4f1f\u8fbe\u4ec5\u5b9e\u73b0\u4e86GPU\u6c60\u5316\u3002\uff09<\/span><\/span><\/p>\n


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\u4e00\u5207\u7686\u5bf9\u7b49\uff0c\u6307\u7684\u662f\u8d44\u6e90\u6c60\u91cc\u7684\u8d44\u6e90\u4e0d\u518d\u662f\u4e3b\u4ece\u5f0f\u5173\u7cfb\uff0c\u800c\u662f\u5bf9\u7b49\u5173\u7cfb\u3002\u4f20\u7edf\u7684\u4ee5CPU\u4e3a\u4e2d\u5fc3\u7684\u8ba1\u7b97\u8303\u5f0f\uff0c\u5df2\u7ecf\u8f6c\u53d8\u4e3a\u66f4\u9ad8\u6548\u3001\u66f4\u7075\u6d3b\u7684CPU\u4e0eNPU\u7b49\u5bf9\u7b49\u67b6\u6784\u3002<\/span><\/span><\/p>\n


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\u4e00\u5207\u53ef\u7ec4\u5408\uff0c\u5219\u662f\u6307CloudMatrix384\u4e2d\u6c60\u5316\u7684\u8d44\u6e90\uff0c\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u4efb\u52a1\u9700\u6c42\uff0c\u50cf\u642d\u79ef\u6728\u4e00\u6837\uff0c\u8fdb\u884c\u7075\u6d3b\u8c03\u914d\u7ec4\u5408\u3002<\/span><\/span><\/p>\n


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\u534e\u4e3a\u8ba4\u4e3a\uff0c\u5728\u4eba\u5de5\u667a\u80fd\u5927\u7206\u53d1\u7684\u65f6\u4ee3\uff0c\u5355\u4e00\u7c7b\u578b\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5355\u4e00\u8282\u70b9\u7684\u8ba1\u7b97\u80fd\u529b\u3001\u5b58\u50a8\u80fd\u529b\uff0c\u4ee5\u53ca\u914d\u6bd4\u56fa\u5b9a\u3001\u677e\u6563\u534f\u540c\u7684\u6269\u5c55\u6a21\u5f0f\uff0c\u5df2\u7ecf\u96be\u4ee5\u6ee1\u8db3\u65e5\u76ca\u590d\u6742\u4e14\u5feb\u901f\u53d8\u5316\u7684\u5e94\u7528\u90e8\u7f72\u9700\u6c42\u3002<\/span><\/span><\/p>\n


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\u4e0e\u5176\u5728\u4f20\u7edf\u8ba1\u7b97\u4e92\u8054\u6784\u67b6\u4e0a\u4fee\u4fee\u8865\u8865\uff0c\u4e0d\u5982\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u67b6\u6784\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix\u67b6\u6784\u5c06NPU\u3001CPU\u3001\u5185\u5b58\u3001\u7f51\u5361\u7b49\u6240\u6709\u8d44\u6e90\u5b8c\u5168\u89e3\u8026\uff0c\u5f62\u6210\u53ef\u4ee5\u72ec\u7acb\u6269\u5c55\u7684\u8d44\u6e90\u6c60\uff0c\u5b9e\u73b0<\/span>\u201c\u7531\u5355\u7b97\u529b\u8f6c\u5411\u6df7\u5408\u7b97\u529b\uff0c\u7531\u5355\u673a\u8f6c\u5411\u96c6\u7fa4\uff0c\u7531\u4f20\u7edf\u5e94\u7528\u677e\u6563\u5206\u5e03\u8f6c\u5411\u591a\u6837\u5e94\u7528\u7d27\u5bc6\u878d\u5408\u201d<\/span>\uff0c\u662f\u4e00\u4e2a\u771f\u6b63\u5bf9\u7b49\u4e92\u8054\u7684\u8d85\u8282\u70b9\u67b6\u6784\u3002<\/span><\/span><\/p>\n


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<\/section>\n


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\u5927\u5bb6\u770b\u660e\u767d\u4e86\u5417\uff1f\u6211\u603b\u7ed3\u4e00\u4e0b\uff1a<\/span><\/span><\/p>\n


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CloudMatrix384\uff0c\u662f\u534e\u4e3a\u6253\u9020\u7684\u65b0\u4e00\u4ee3AI\u4e91\u57fa\u7840\u8bbe\u65bd\uff0c\u5b9e\u73b0\u4e86\u6240\u6709\u8d44\u6e90\u7684\u903b\u8f91\u89e3\u8026\u548c\u5bf9\u7b49\u6c60\u5316\uff0c\u80fd\u591f\u66f4\u597d\u5730\u5e94\u5bf9\u4e0d\u65ad\u589e\u957f\u7684AIGC\u5927\u6a21\u578b\u8bad\u63a8\u4efb\u52a1\u9700\u6c42\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u5c31\u662f<\/span>\u7528\u201c\u5bf9\u7b49\u4e92\u8054\u6c60\u5316\u201d\u6253\u9020\u201c\u5f3a\u6574\u4f53\u201d<\/span>\uff0c\u4ee5\u7cfb\u7edf\u5316\u7684\u601d\u7ef4\uff0c\u5e94\u5bf9\u5927\u6a21\u578b\u8bad\u63a8\u5e26\u6765\u7684\u7b97\u529b\u6311\u6218\u3002<\/span><\/span><\/p>\n


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\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c31\u6839\u636e\u5177\u4f53\u7684\u8ba1\u7b97\u4efb\u52a1\u573a\u666f\uff0c\u770b\u770bCloudMatrix384\u662f\u5982\u4f55\u5b9e\u73b0\u7b97\u529b\u6548\u7387\u63d0\u5347\u7684\u3002<\/span><\/span><\/p>\n


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\u2588 <\/span>S<\/span>cale Up\u6700\u5f3a\u8d85\u8282\u70b9<\/span><\/span><\/strong><\/section>\n


<\/span><\/p>\n

CloudMatrix384\u662f\u4e00\u4e2a\u62e5\u6709384\u4e2a\u6607\u817eNPU\u7684\u8d85\u8282\u70b9\uff0c\u901a\u8fc7\u5168\u65b0\u9ad8\u901f\u7f51\u7edcMatrixLink\u5168\u5bf9\u7b49\u4e92\u8054\uff0c\u53d8\u8eab\u4e3a\u4e00\u53f0<\/span><\/span>\u8d85\u7ea7<\/span><\/span>\u201c\u670d\u52a1\u5668\u201d\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u8fd9\u53f0<\/span><\/span>\u201c<\/span><\/span>\u8d85\u7ea7<\/span><\/span>\u670d\u52a1\u5668\u201d\u4e3aAI\u800c\u751f\uff0c\u5b83\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u80fd\u591f\u66f4\u597d\u5730\u5339\u914d\u5927\u6a21\u578b\u7684\u8bad\u63a8\u4efb\u52a1\u3002<\/span><\/span><\/p>\n


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\u6211\u4eec\u4e3e\u4e2a\u5206\u5e03\u5f0f\u63a8\u7406\u6280\u672f\u7684\u4f8b\u5b50\u3002<\/span><\/span><\/p>\n


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\u73b0\u5728\u5305\u62ecDeepSeek\u5728\u5185\u7684\u5f88\u591a\u70ed\u95e8\u5927\u6a21\u578b\uff0c\u90fd\u91c7\u7528\u4e86MoE\uff08Mixture of Experts\uff0c\u6df7\u5408\u4e13\u5bb6\uff09\u67b6\u6784\u3002\u6574\u4e2a\u6a21\u578b\uff0c\u5305\u62ec\u4e86\u591a\u4e2a\u4e13\u95e8\u7684\u5b50\u6a21\u578b\uff08\u201c\u4e13\u5bb6\u201d\uff09\uff0c\u5b58\u5728\u5927\u91cf\u7684\u4e13\u5bb6\u5e76\u884c\uff08EP\uff0cExpert Paralelism\uff09\u8ba1\u7b97\u3002<\/span><\/span><\/p>\n


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<\/section>\n

MoE\u67b6\u6784<\/span><\/span><\/p>\n


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CloudMatrix384<\/span><\/span>\u57fa\u4e8e\u534e\u4e3a\u4e91\u5206\u5e03\u5f0fQingTian\u7b49\u6280\u672f\uff0c\u8fbe\u6210\u4e86\u4e00\u5207\u53ef\u6c60\u5316\u3002\u5b83<\/span><\/span>\u6240\u63d0\u4f9b\u7684\u8d85\u5f3a\u5361\u95f4\u4e92\u8054\u80fd\u529b\uff0c\u80fd\u591f\u8ba9DeepSeek\u5b9e\u73b0\u201c\u4e00\u4e2a\u4e13\u5bb6\u4e00\u5f20\u5361\u201d\u7684\u6a21\u5f0f\uff0c\u5927\u5e45\u63d0\u5347\u63a8\u7406\u4efb\u52a1\u7684\u6548\u7387\u3002<\/span><\/span><\/p>\n


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\u539f\u56e0\u5982\u4e0b\uff1a<\/span><\/span><\/p>\n


<\/span><\/p>\n

AIGC\u5927\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u5305\u62ec\u4e86Prefill\uff08\u9884\u586b\u5145\uff09\u548cDecode\uff08\u89e3\u7801\uff09\u4e24\u4e2a\u9636\u6bb5\uff0c\u5927\u6a21\u578b\u63a8\u7406\u8981\u5b9e\u73b0Prefill\u9636\u6bb5\u7684”\u9ad8\u541e\u5410”\u548cDecode\u9636\u6bb5\u7684\u7684”\u4f4e\u65f6\u5ef6”\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

Prefill\u9636\u6bb5\u548cDecode\u9636\u6bb5<\/span><\/span><\/p>\n


<\/span><\/p>\n

DeepSeek\u6709256\u4e2a\u56fa\u5b9a\u4e13\u5bb6+32\u4e2a\u5171\u4eab\u4e13\u5bb6\uff08288\u5f20\u5361\uff09\uff0c\u52a0\u4e0a\u4e00\u4e9b\u5197\u4f59\u5361\uff08\u5e94\u5bf9\u8d1f\u8f7d\u4e0d\u5747\u8861\u7684\u60c5\u51b5\uff09\uff0c\u4e00\u5171320\u5f20\u5361\uff0c\u7528\u4e8eDecode\u3002Prefill\u5927\u6982\u4f1a\u7528\u523032\u5f20\u5361\u3002\u52a0\u5728\u4e00\u8d77\uff0c\u5c31\u662f352\u5f20\u5361\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u7684384\u5361\u53ef\u4ee5\u201c\u4e00\u5361\u4e00\u4e13\u5bb6\u201d\u5730\u5b8c\u7f8e\u5951\u5408\u8fd9352\u5f20\u5361\u7684\u8ba1\u7b97\u4efb\u52a1\uff0c\u57fa\u4e8e\u5361\u95f4\u4e92\u8054\u80fd\u529b\uff0c\u80fd\u591f\u5b9e\u73b0all to all\uff08Full mesh\uff09\u901a\u4fe1\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5b83\u4e0d\u662f\u5355\u7eaf\u53e0\u5361\u7684\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d\uff0c\u800c\u662f\u901a\u8fc7\u6280\u672f\u8c03\u4f18\u6765\u8fbe\u6210\u201c\u9ad8\u541e\u5410\u201d\u548c\u201c\u4f4e\u65f6\u5ef6\u201d\u7684\u76ee\u6807\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u6211\u4eec\u4e5f\u53ef\u4ee5\u7528\u66f4\u7b80\u5355\u7684\u65b9\u5f0f\u6765\u7406\u89e3\u2014\u2014<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u901a\u8fc7\u5c06\u8ba1\u7b97\u4efb\u52a1\u5728\u8de8\u8282\u70b9\u7684\u4e13\u5bb6\u95f4\u8fdb\u884c\u5206\u5e03\u5f0f\u5904\u7406\uff0c\u4f7f\u5f97\u5355\u6b21\u63a8\u7406\u7684\u6279\u91cf\u5927\u5c0f\uff08batch size\uff09\u5f97\u4ee5\u5927\u5e45\u589e\u52a0\u3002\u66f4\u5927\u7684\u6279\u91cf\u5904\u7406\u80fd\u529b\u53ef\u5145\u5206\u91ca\u653e\u5e76\u884c\u8ba1\u7b97\u6f5c\u529b\uff0c\u51cf\u5c11\u5355\u4f4d\u8ba1\u7b97\u7684\u8c03\u5ea6\u5f00\u9500\uff0c\u4ece\u800c\u5b9e\u73b0\u6574\u4f53\u541e\u5410\u91cf\u7684\u63d0\u5347\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u7684\u6c60\u5316\u7b97\u529b\u8d44\u6e90\uff0c\u8fd8\u53ef\u4ee5\u66f4\u7075\u6d3b\u5730\u5206\u5de5\u5b8c\u6210\u8fd9\u4e9b\u5de5\u4f5c\u3002\u5206\u5de5\u80af\u5b9a\u4f1a\u5e26\u6765\u5f88\u591a\u6c9f\u901a\u6210\u672c\uff08\u901a\u4fe1\u5f00\u9500\uff09\uff0c\u800cCloudMatrix384\u7684\u5361\u95f4\u901a\u4fe1\u80fd\u529b\uff0c\u80fd\u591fhold\u5f97\u4f4f\u8fd9\u4e9b\u6210\u672c\u3002\u518d\u4e3e\u4e00\u4e2a\u6c60\u5316\u67b6\u6784\u5e2e\u52a9\u964d\u4f4e\u7cfb\u7edf\u65f6\u5ef6\u7684\u4f8b\u5b50\uff1a<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u5927\u6a21\u578b\u63a8\u7406\u4efb\u52a1\u6d89\u53ca\u5230\u4e86\u4e00\u4e2aKV Cache\uff08\u952e\u503c\u7f13\u5b58\uff09\u6280\u672f\u3002Prefill\u751f\u6210KV Cache\uff0cDecode\u4f7f\u7528\u548c\u66f4\u65b0KV Cache\u3002KV Cache\u4f1a\u4e0d\u65ad\u589e\u957f\uff0c\u5360\u7528\u66f4\u591a\u663e\u5b58\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

KV Cache<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u524d\u9762\u8bf4\u4e86\uff0cCloudMatrix384\u7684\u6c60\u5316\u4e0d\u4ec5\u5305\u62ec\u7b97\u5361\uff0c\u4e5f\u5305\u62ec\u5185\u5b58\u3002\u5b83\u521b\u5efa\u7684\u89e3\u8026\u5f0f\u5171\u4eab\u5185\u5b58\u6c60\uff08\u628a\u6240\u6709\u7684CPU\u9ad8\u901f\u5185\u5b58\u51d1\u4e00\u5757\uff09\uff0c\u53ef\u4ee5\u4fdd\u5b58KV Cache\uff0c\u8ba9Prefill\u548cDecode\u4efb\u52a1\u66f4\u5feb\u901f\u3001\u66f4\u5747\u8861\u5730\u8bbf\u95eeKV Cache\uff0c\u964d\u4f4e\u7cfb\u7edf\u5ef6\u8fdf\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u6839\u636e\u4e0a\u9762\u8fd9\u4e9b\u4f8b\u5b50\uff0c\u5927\u5bb6\u53ef\u4ee5\u770b\u51fa\uff0c<\/span>CloudMatrix384\u7684\u5f3a\u5927\u5361\u95f4\u901a\u4fe1\u80fd\u529b\u548c\u6c60\u5316\u8bbe\u8ba1\uff0c\u662f\u5b83\u5b9e\u73b0\u9ad8\u6027\u80fd\u3001\u9ad8\u6548\u7387\u7684\u5173\u952e\u56e0\u7d20\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u5728\u8fd9\u4e9bbuff\u7684\u52a0\u6301\u4e0b\uff0cCloudMatrix384\u4e0d\u4ec5\u5355\u8282\u70b9\u7b97\u529b\u5f88\u9ad8<\/span><\/span>\uff08300Pflops\uff09<\/span><\/span>\uff0c\u5b83\u7684\u5355\u5361\u8ba1\u7b97\u548c\u901a\u4fe1\u6548\u7387\u4e5f\u975e\u5e38\u60ca\u4eba\u3002CloudMatrix384\u7684\u8282\u70b9\u5185\u4e92\u8054\u5e26\u5bbd\u9ad8\u8fbe2.8Tbps\uff0c\u8fdc\u9ad8\u4e8e\u82f1\u4f1f\u8fbe\u76841.8Tbps\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u8fd9\u91cc\u8fd8\u8981\u8865\u5145\u8bf4\u660e\u4e00\u4e0b\uff1aCloudMatrix384\u7684\u5f3a\u5927\u5361\u95f4\u901a\u4fe1\u80fd\u529b\uff0c\u5f97\u76ca\u4e8e\u534e\u4e3a\u4e91Matrixlink\u4eb2\u548c\u6027\u667a\u80fd\u8c03\u5ea6\u3001\u91cd\u6784\u7f51\u7edc\u534f\u8bae\u7b49\u6280\u672f\u80fd\u529b\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u5e26\u5bbd\uff0c\u964d\u4f4e\u4e86\u65f6\u5ef6\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u8fd9\u4e9b\u6280\u672f\u521b\u65b0\u5171\u540c\u53d1\u6325\u4f5c\u7528\uff0c\u6700\u7ec8\u80fd\u5c06\u6574\u4f53all to all\u901a\u4fe1\u6548\u7387\u63d0\u534730%\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\u2588 <\/span>Scale Out\u6700\u5927\u96c6\u7fa4<\/span><\/span><\/strong><\/section>\n


<\/span><\/p>\n

\u6211\u4eec\u521a\u624d\u4ecb\u7ecd\u4e86CloudMatrix384\u7684Scale Up\u80fd\u529b\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u770b\u770bScale Out\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u5230\u73b0\u5728\uff0c\u5df2\u7ecf\u8fc8\u5165\u4e86\u4e07\u4ebf\u53c2\u6570\u65f6\u4ee3\u3002\u5982\u6b64\u5e9e\u5927\u89c4\u6a21\u53c2\u6570\u7684\u6a21\u578b\u8bad\u7ec3\uff0c\u52a8\u8f84\u9700\u8981\u4e07\u5361\u3001\u5341\u4e07\u5361\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u7684Scale Out\u80fd\u529b\u540c\u6837\u5f88\u5f3a\u3002\u5c06432\u4e2aCloudMatrix384\u8fdb\u884c\u7ea7\u8054\uff0c\u53ef\u4ee5\u5f62\u6210\u4e00\u4e2a165888\u5361\uff08384\u00d7432\uff09\u7684\u8d85\u7ea7AI\u96c6\u7fa4\uff0c\u63d0\u4f9b<\/span>10\u4e07PFlops<\/span>\u7684\u60ca\u4eba\u7b97\u529b\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u4e0d\u4ec5\u80fd\u6784\u5efa\u8d85\u5927\u96c6\u7fa4\uff0c\u8fd8\u80fd\u5b9e\u73b0\u6781\u9ad8\u7684\u7ebf\u6027\u5ea6\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u7ebf\u6027\u5ea6\uff0c\u5c31\u662f1+1\u8981\u5c3d\u91cf\u7b49\u4e8e2\u3002\u901a\u5e38\u6765\u8bf4\uff0c\u7b97\u5361\u8d8a\u591a\uff0c\u635f\u8017\u8d8a\u591a\uff0c\u7ebf\u6027\u5ea6\u8d8a\u5dee\uff0c1+1\u751a\u81f3\u53ef\u80fd\u53ea\u67091.6\u751a\u81f31.2\uff08\u4e3e\u4f8b\uff09\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u7ebf\u6027\u5ea6<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u7684\u4e07\u5361\u96c6\u7fa4\u7ebf\u6027\u5ea6\u53ef\u4ee5\u505a\u523095%\u4ee5\u4e0a\uff0c\u6027\u80fd\u63d0\u5347\u4e0e\u8d44\u6e90\u6269\u5c55\u7684\u6bd4\u4f8b\u63a5\u8fd11:1\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u4e4b\u6240\u4ee5\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u662f\u56e0\u4e3a\u534e\u4e3a\u4e91<\/span>\u901a\u8fc7\u4e00\u7cfb\u5217\u7b97\u6cd5\u548c\u8f6f\u4ef6\u8c03\u4f18<\/span>\uff0c\u5f88\u597d\u5730\u89e3\u51b3\u4e86\u901a\u4fe1\u74f6\u9888\u548c\u8d1f\u8f7d\u4e0d\u5747\u8861\u7b49\u4f1a\u5bf9\u7ebf\u6027\u5ea6\u9020\u6210\u4e25\u91cd\u5f71\u54cd\u7684\u95ee\u9898\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u4f8b\u5982\uff0c\u8fd0\u7528\u591a\u4efb\u52a1\u7b97\u7f51\u5b58\u878d\u5408\u8d1f\u8f7d\u5747\u8861\u7b97\u6cd5\uff0c\u534f\u540c\u8c03\u5ea6\uff0c\u5b9e\u73b0\u5168\u7f51\u65e0\u963b\u585e\uff1b\u7ed3\u5408\u96c6\u7fa4\u5e76\u884c\u8c03\u5ea6\u7b49\u6280\u672f\uff0c\u63d0\u5347\u8d44\u6e90\u7684\u4f7f\u7528\u6548\u7387\u4ee5\u53ca\u5f00\u53d1\u8005\u7684\u5f00\u53d1\u6548\u7387\uff1b\u5728\u7b97\u529b\u8bf7\u6c42\u589e\u52a0\u6216\u51cf\u5c11\u65f6\uff0c\u7cfb\u7edf\u80fd\u591f\u5408\u7406\u5206\u914d\u8ba1\u7b97\u8d44\u6e90\uff0c\u5b9e\u73b0\u8282\u70b9\u5185\uff08Scale Up\uff09\u79d2\u7ea7\u4f38\u7f29\uff0c\u8282\u70b9\u95f4\uff08Scale Out\uff09\u6beb\u79d2\u7ea7\u6781\u901f\u5f39\u6027\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\u2588 <\/span>\u8d44\u6e90\u6781\u81f4\u4f18\u5316\uff0c\u8d1f\u8f7d\u667a\u80fd\u611f\u77e5<\/span><\/span><\/strong><\/section>\n


<\/span><\/p>\n

\u524d\u9762\u6211\u4eec\u5df2\u7ecf\u8bf4\u8fc7\u4e86\uff0cCloudMatrix384\u7684\u6240\u6709\u8d44\u6e90\u90fd\u662f\u6c60\u5316\u7684\u3002\u8fd9\u4e3a\u8d44\u6e90\u7684\u4f18\u5316\u8c03\u5ea6\u521b\u9020\u4e86\u6761\u4ef6\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u5728\u5927\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6709\u4e9b\u4efb\u52a1\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\uff0c\u6709\u4e9b\u4efb\u52a1\u662f\u5185\u5b58\uff08\u663e\u5b58\uff09\u5bc6\u96c6\u578b\u3002\u901a\u8fc7\u201c\u4e00\u5207\u53ef\u7ec4\u5408\u201d\uff0c\u53ef\u4ee5\u5b9e\u73b0\u8d44\u6e90\u7684\u6700\u4f73\u5206\u914d\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u4ee5\u524d\u9762\u63d0\u5230\u7684Prefill\uff08\u9884\u586b\u5145\uff09\u548cDecode\uff08\u89e3\u7801\uff09\u4e24\u79cd\u4efb\u52a1\u4e3a\u4f8b\u3002\u524d\u8005\u5c5e\u4e8e\u5178\u578b\u7684\u8ba1\u7b97\u5bc6\u96c6\u578b\uff0c\u540e\u8005\u5219\u662f\u5185\u5b58\u5e26\u5bbd\u5bc6\u96c6\u578b\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u53ef\u4ee5\u6839\u636eNPU\u8d44\u6e90\u60c5\u51b5\u3001\u4e1a\u52a1\u8bf7\u6c42\u6570\u636e\u7b49\u591a\u56e0\u5b50\uff0c\u4f30\u7b97\u8d1f\u8f7d\u7684\u6001\u52bf\uff0c\u5e76\u7ed3\u5408\u65b0\u7684\u7f16\u6392\u6a21\u578b\uff0c\u5b9e\u73b0Prefill\/Decode\u6309\u6bd4\u4f8b\u7ec4\u5408\uff0c\u4ee5\u53caPrefill\/Decode\u5355\u72ec\u6269\u7f29\u5bb9\u3002\u8fd9\u63d0\u5347\u4e86\u8ba1\u7b97\u8d44\u6e90\u5206\u914d\u7684\u5408\u7406\u6027\uff0c\u51cf\u5c11\u4e86\u8d44\u6e90\u95f2\u7f6e\uff0c\u8282\u7ea6\u4e86\u6210\u672c\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u8fd8\u652f\u6301\u8bad\u63a8\u7b97\u529b\u4e00\u4f53\u90e8\u7f72\uff0c\u6bd4\u5982\u767d\u5929\u63a8\u7406\uff0c\u665a\u4e0a\u8bad\u7ec3\u3002\u8bad\u63a8\u7684\u7b97\u529b\u53ef\u4ee5\u6309\u5361\u7075\u6d3b\u5206\u914d\uff0c\u5e2e\u52a9\u5ba2\u6237\u6700\u4f18\u4f7f\u7528\u8d44\u6e90\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u8fd9\u8fb9\u8981\u63d0\u4e00\u4e0bCloudMatrix384\u7684\u201c40\u5929\u957f\u7a33\u8bad\u7ec3\u300110\u5206\u949f\u5feb\u901f\u6062\u590d\u201d\u80fd\u529b\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u5927\u5bb6\u90fd\u77e5\u9053\uff0cAI\u5927\u6a21\u578b\u8bad\u7ec3\u7ecf\u5e38\u4f1a\u51fa\u9519\u4e2d\u65ad\u3002\u4e2d\u65ad\u540e\uff0c\u9700\u8981\u65f6\u95f4\u8fdb\u884c\u6062\u590d\u3002\u8fd9\u4e0d\u4ec5\u62c9\u957f\u7684\u8bad\u7ec3\u5468\u671f\uff0c\u4e5f\u589e\u52a0\u4e86\u5927\u91cf\u7684\u8bad\u7ec3\u6210\u672c\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

CloudMatrix384\u501f\u52a9\u6607\u817e\u4e91\u8111\uff0c\u5b9e\u73b0\u4e86\u5168\u6808\u6545\u969c\u611f\u77e5\u3001\u8bca\u65ad\u4e0e\u5feb\u901f\u81ea\u52a8\u6062\u590d\u3002\u5728\u5feb\u901f\u6062\u590d\u65b9\u9762\uff0cCloudMatrix384\u914d\u5408\u201c\u4e09\u5c42\u5feb\u6062\u6280\u672f\u201d\uff0c\u53ef\u4ee5\u5b9e\u73b0\u4e07\u5361\u96c6\u7fa4\u6545\u969c10\u5206\u949f\u5feb\u901f\u6062\u590d\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\u2588 <\/span>\u6700\u540e\u7684\u8bdd<\/span><\/span><\/strong><\/section>\n


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\u524d\u4e0d\u4e45\uff0c\u534e\u4e3a\u4efb\u6b63\u975e\u5728\u63a5\u53d7\u4eba\u6c11\u65e5\u62a5\u91c7\u8bbf\u7684\u65f6\u5019\uff0c\u8bf4\u4e86\u8fd9\u4e48\u4e00\u53e5\u8bdd\uff1a<\/span><\/span><\/p>\n


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