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\u6211\u4eec\u505a\u5f02\u6784\u4f17\u6838\uff0c\u6beb\u4e0d\u5938\u5f20\u5730\u8bf4\uff0c\u662f\u5168\u7403\u6bd4\u8f83\u65e9\u5c31\u5f00\u59cb\u805a\u7126\u8fd9\u4e2a\u9886\u57df\u7684\u56e2\u961f\u3002\u521a\u521a\u63d0\u5230\u592a\u521d\u6700\u5927\u7684\u56f0\u96be\u662f\u4ec0\u4e48\uff0c\u592a\u521d\u6700\u96be\u7684\u4e8b\u60c5\u662f\u5728\u4e8e\u6ca1\u6709\u4f5c\u4e1a\u53ef\u4ee5\u53bb\u6284\uff0c\u9762\u4e34\u7684\u98ce\u9669<\/a>\u5c31\u662f\u521b\u65b0\u7684\u98ce\u9669\u3002\u6ca1\u6709\u4eba\uff0c\u4f60\u6284\u4e0d\u4e86\u522b\u7684\u4eba\u7684\u4f5c\u4e1a\uff0c\u4f46\u662f\u5b83\u7684\u6536\u76ca\u5c31\u662f\u5728\u4e8e\u4f60\u4e00\u5207\u7684\u4e1c\u897f\u90fd\u53ef\u4ee5\u53bb\u53ef\u63a7\uff0c\u5f53\u4f60\u771f\u6b63\u7684\u5b8c\u6210\u4e86\u4f60\u7684\u5546\u4e1a\u5316\u843d\u5730\u4e86\u4e4b\u540e\uff0c\u9762\u5411\u672a\u6765\u5e02\u573a\u65e0\u8bba\u5e02\u573a\u600e\u4e48\u6837\u53d8\u5316\uff0c\u4f60\u90fd\u80fd\u591f\u6700\u5feb\u901f\u5730\u53bb\u8fdb\u884c\u54cd\u5e94\u3002<\/p>\n

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\u6768\u664b\u5586\uff1a<\/b>\u5f02\u6784\u878d\u5408\u5df2\u7ecf\u6210\u4e3a\u8ba1\u7b97\u4f53\u7cfb\u67b6\u6784\u7684\u660e\u786e\u6f14\u8fdb\u65b9\u5411\uff0c\u82f1\u4f1f\u8fbe\u3001AMD\u7b49\u56fd\u9645\u5927\u5382\u53ca Tenstorrent \u7b49\u5934\u90e8\u82af\u7247\u521b\u4e1a\u516c\u53f8\uff0c\u90fd\u5728\u6301\u7eed\u8fed\u4ee3\u5f02\u6784\u6280\u672f\u4e0e\u4ea7\u54c1\u5e03\u5c40\u3002\u800c\u592a\u521d\u5143\u7881\u7684\u5f02\u6784\u4f17\u6838\u6280\u672f\u8def\u7ebf\u91c7\u7528\u82af\u7247\u7ea7\u539f\u751f\u5f02\u6784\u8bbe\u8ba1\uff0c\u5c06\u901a\u7528\u63a7\u5236\u3001\u52a0\u901f\u8ba1\u7b97\u4e0e\u6570\u636e\u5904\u7406\u7b49\u4e0d\u540c\u7c7b\u578b\u6838\u5fc3\u6df1\u5ea6\u96c6\u6210\u4e8e\u5355\u82af\u7247\u5185\uff0c\u8fd9\u79cd\u67b6\u6784\u4e0d\u4ec5\u5177\u5907\u66f4\u9ad8\u7684\u6280\u672f\u4e0a\u9650\uff0c\u8fd8\u540c\u65f6\u517c\u5177 GPU \u7684\u9ad8\u6027\u80fd\u8ba1\u7b97\u80fd\u529b\u4e0e CPU \u7684\u7f16\u7a0b\u901a\u7528\u6027\uff0c\u4e3a\u56fd\u4ea7\u9ad8\u7aef\u7b97\u529b\u82af\u7247\u7a81\u7834\u73b0\u6709\u6280\u672f\u683c\u5c40\u3001\u8ffd\u8d76\u56fd\u9645\u9886\u5148\u6c34\u5e73\uff0c\u63d0\u4f9b\u4e86\u4e00\u6761\u81ea\u4e3b\u53ef\u63a7\u4e14\u72ec\u5177\u4f18\u52bf\u7684\u53d1\u5c55\u8def\u5f84\u3002<\/b><\/p>\n

\u8fd9\u6837\u7684\u4f18\u52bf\u4f1a\u4e3b\u8981\u4f53\u73b0\u5728\uff1a<\/p>\n

\u9996\u5148\u662f\u67b6\u6784\u4e0a\u66f4\u5168\u9762\uff1a\u6211\u4eec\u5728\u4e00\u9897\u82af\u7247\u4e0a\u5c31\u96c6\u6210\u4e86\u901a\u7528\u8ba1\u7b97\u6838\u5fc3\u3001\u52a0\u901f\u8ba1\u7b97\u6838\u5fc3\u548c\u6570\u636e\u5904\u7406\u6838\u5fc3\u7b49\u4e0d\u540c\u5f02\u6784\u5904\u7406\u5355\u5143\uff0c\u800c\u4e14\u652f\u6301\u7edf\u4e00\u5185\u5b58\u5bfb\u5740\uff0c\u8ba1\u7b97\u7cbe\u5ea6\u80fd\u4eceFP4\u8986\u76d6\u5230FP64\uff0c\u8fd8\u80fd\u901a\u8fc7\u9ad8\u901f\u7247\u95f4\u4e92\u8054\u6280\u672f\uff0c\u80fd\u652f\u6301\u57fa\u4e8e\u5185\u5b58\u8bed\u4e49\u7684\u767e\u5361\u89c4\u6a21Scale Up\u4e92\u8054\u3002<\/p>\n

\u5176\u6b21\u662f\u5206\u5de5\u7279\u522b\u660e\u786e\uff1a\u6211\u4eec\u8ba9\u6bcf\u7c7b\u6838\u5fc3\u90fd\u5404\u53f8\u5176\u804c\uff0c\u8fd9\u6837\u5c31\u907f\u514d\u4e86\u4f20\u7edfGPU\u4e2d\u4e0d\u540c\u7c7b\u578b\u4efb\u52a1\u4f1a\u4e89\u62a2\u8ba1\u7b97\u8d44\u6e90<\/a>\u7684\u7ed3\u6784\u6027\u95ee\u9898\uff0c\u53ef\u4ee5\u628a\u8ba1\u7b97\u8d44\u6e90\u7684\u9ad8\u6027\u80fd\u7b97\u529b\u5145\u5206\u91ca\u653e\u51fa\u6765\uff0c\u4e0d\u6d6a\u8d39\u7b97\u529b\u3002<\/p>\n

\u66f4\u7075\u6d3b\u9ad8\u6548\uff1a\u9664\u4e86\u652f\u6301\u4f20\u7edf\u7684Host-Device\u6a21\u5f0f\u5916\uff0c\u5f02\u6784\u4f17\u6838\u53ef\u4ee5\u5728\u81ea\u4e3b\u8ba1\u7b97\u6a21\u5f0f\u4e0b\u4f5c\u4e3a\u72ec\u7acb\u4e3b\u673a\u5de5\u4f5c\uff0c\u8fd9\u6837\u5c31\u80fd\u8ba9\u4e00\u90e8\u5206\u8d1f\u8f7d\u5728\u82af\u7247\u4e0a\u7684\u901a\u7528\u8ba1\u7b97\u6838\u5fc3\u4e0a\u8fd0\u884c\uff0c\u4e0d\u7528\u5728Host\u548cDevice\u4e4b\u95f4\u9891\u7e41\u5730\u642c\u6570\u636e\u3001\u901a\u4fe1\uff0c\u80fd\u7ed9\u8d1f\u8f7d\u63d0\u4f9b\u66f4\u9ad8\u7684\u6027\u80fd\u3002<\/p>\n

\u5728\u5e94\u7528\u573a\u666f\u7684\u5e94\u5bf9\u4e0a\uff0c\u8fd9\u4e9b\u4f18\u52bf\u4e5f\u4f1a\u8f6c\u6362\u6210\u4e3a\u201c\u66f4\u80fd\u6253\u3001\u66f4\u5212\u7b97\u3001\u66f4\u6d41\u7545\u201d\u7684\u786c\u6838\u80fd\u529b\uff1a<\/b><\/p>\n

\u79d1\u5b66\u8ba1\u7b97\u573a\u666f\u66f4\u80fd\u6253\uff1a\u6bd4\u5982\u5728\u8d85\u667a\u878d\u5408\u8fd9\u79cd\u79d1\u5b66\u8ba1\u7b97\u573a\u666f\u4e2d\uff0c\u5355\u9897\u82af\u7247\u5c31\u80fd\u540c\u65f6\u6ee1\u8db3AI\u6a21\u578b\u7684\u4f4e\u7cbe\u5ea6\u9700\u6c42\u548cHPC\u8d1f\u8f7d\u7684\u9ad8\u7cbe\u5ea6\u8981\u6c42\uff1b\u800c\u4e14\u5728HPC\u548cAI\u4ea4\u66ff\u6267\u884c\u7684\u573a\u666f\u91cc\uff0c\u76f8\u6bd4\u4e8e\u4f20\u7edfCPU-GPU\u7cfb\u7edf\u67b6\u6784\uff0c\u53ef\u4ee5\u5728\u901a\u7528\u6838\u5fc3\u548c\u52a0\u901f\u6838\u5fc3\u4e4b\u95f4\u63d0\u4f9b\u66f4\u4f4e\u5ef6\u8fdf\u3001\u66f4\u9ad8\u5e26\u5bbd\u548c\u66f4\u9ad8\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n

\u5927\u6a21\u578b\u63a8\u7406\u66f4\u5212\u7b97\uff1a\u5728\u5927\u6a21\u578b\u63a8\u7406\u573a\u666f\u4e2d\uff0c\u76f8\u6bd4\u4f20\u7edf\u7684CPU-GPU\u7cfb\u7edf\u67b6\u6784\uff0c\u5f02\u6784\u4f17\u6838\u67b6\u6784\u53ef\u5c06\u90e8\u5206\u8f6f\u4ef6\u6808\u8fd0\u884c\u5728\u901a\u7528\u8ba1\u7b97\u6838\u5fc3\u4e4b\u4e0a\uff0c\u8fdb\u800c\u964d\u4f4eHost\u4fa7CPU\u548c\u5185\u5b58\u5728\u6574\u4f53\u7cfb\u7edf\u4e2d\u7684\u5360\u6bd4\uff0c\u4e3a\u5e94\u7528\u63d0\u4f9b\u66f4\u9ad8\u7684\u6027\u4ef7\u6bd4\u3002<\/p>\n

Agentic\u573a\u666f\u66f4\u6d41\u7545\uff1a\u5728Agentic LLM\u573a\u666f\u91cc\uff0c\u9762\u5bf9coding\u3001chat\u3001\u6587\u732e\u5206\u6790\u7b49\u573a\u666f\u4e2d\u8d85\u957f\u4e0a\u4e0b\u6587\u5e26\u6765\u7684\u6027\u80fd\u6311\u6218\uff0c\u76f8\u6bd4\u4f20\u7edfCPU-GPU\u7cfb\u7edf\u67b6\u6784\uff0c\u5f02\u6784\u4f17\u6838\u67b6\u6784\u53ef\u4ee5\u4f18\u5316CPU-GPU\u4e4b\u95f4\u7684\u6570\u636e\u901a\u4fe1\u6027\u80fd\u548c\u8bbf\u5b58\u6548\u7387\uff0c\u964d\u4f4e\u7aef\u5230\u7aef\u7cfb\u7edf\u5ef6\u8fdf\uff0c\u8ba9\u7528\u6237\u4f53\u9a8c\u66f4\u597d\u3002<\/p>\n

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\u6768\u664b\u5586\uff1a<\/b>\u4eca\u5e74\u6625\u8282\u4ee5\u6765\uff0c\u6211\u4eec\u80fd\u770b\u5230\uff0c\u56fd\u4ea7AI\u5927\u6a21\u578b\u7684\u53d1\u5c55\u52bf\u5934\u8d8a\u53d1\u731b\u70c8\uff0c\u751a\u81f3\u4e00\u5ea6\u5448\u73b0\u201c\u5468\u66f4\u201d\u8d8b\u52bf\u3002\u622a\u81f3\u76ee\u524d\uff0c\u592a\u521d\u4f9d\u6258\u81ea\u7814AI\u52a0\u901f\u5361\u4e0eSDAA\u8f6f\u4ef6\u6808\u7684\u6df1\u5ea6\u534f\u540c\uff0c\u5b8c\u6210\u4e86\u8d85\u8fc740\u4e2aAI\u5927\u6a21\u578b\u7684\u5373\u53d1\u5373\u9002\u914d\uff0c\u4e0a\u7ebf\u5373\u53ef\u7528\uff0c\u5b8c\u6574\u8986\u76d6\u4e86\u667a\u8c31GLM\u3001\u963f\u91cc\u5343\u95eeQwen3.5\u3001DeepSeek\u3001Minimax\u7b49\u56fd\u5185\u4e3b\u6d41\u5927\u6a21\u578b\u5382\u5546\u7684\u65b0\u54c1\uff0c\u5c06\u884c\u4e1a\u666e\u904d\u6570\u5468\u751a\u81f3\u6570\u6708\u7684\u9002\u914d\u5468\u671f\u538b\u7f29\u81f3\u5929\u7ea7\uff0c\u6253\u7834\u4e86\u6a21\u578b\u8fed\u4ee3\u4e0e\u56fd\u4ea7\u5316\u843d\u5730\u7684\u65f6\u95f4\u58c1\u5792\u3002<\/p>\n

\u6211\u4eec\u7684\u5ba2\u6237\u5bf9\u4e8e\u56fd\u4ea7AI\u5927\u6a21\u578b\u90fd\u6709\u4e0d\u540c\u7684\u9700\u6c42\uff0c\u521a\u521a\u63d0\u5230\u768440\u591a\u4e2a\u5927\u6a21\u578b\u9002\u914d\u540e\uff0c\u5f88\u591a\u4e5f\u90fd\u8d70\u5165\u4e86\u771f\u5b9e\u7684\u843d\u5730\u573a\u666f\u4e2d\u3002\u5728\u6559\u79d1\u7814\u9886\u57df\uff0c\u5728\u667a\u6167\u653f\u52a1\u9886\u57df\uff0c\u5728\u5de5\u4e1a\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u9886\u57df\u90fd\u5df2\u7ecf\u843d\u5730\u3002\u6bd4\u5982\uff0c\u57fa\u4e8e\u5bf9\u901a\u4e49\u5343\u95ee\u4e0eDeepSeek\u5927\u6a21\u578b\u7684\u6df1\u5ea6\u9002\u914d\uff0c\u6211\u4eec\u643a\u624b\u4e0a\u6d77\u5b9d\u5c71\u884c\u653f\u670d\u52a1\u4e2d\u5fc3\u6253\u9020\u5e76\u843d\u5730\u4e86\u201cAI+\u201d\u667a\u6167\u653f\u52a1\u4fbf\u6c11\u5e94\u7528\u201c\u5b9d\u4f60HUI AI\u5c0f\u5b9d\u201d\uff0c\u4e3a\u529e\u4e8b\u7fa4\u4f17\u63d0\u4f9b\u4fbf\u6377\u9ad8\u6548\u7684\u5168\u6d41\u7a0b\u667a\u80fd\u5316\u653f\u52a1\u670d\u52a1\uff0c\u7d2f\u8ba1\u670d\u52a1\u7528\u6237\u6570\u4e07\u540d\u3002<\/p>\n

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\u6768\u664b\u5586\uff1a<\/b>\u7efc\u5408\u6027\u7684\u8003\u8651\u3002\u5728\u6027\u80fd\u65b9\u9762\uff0c\u5ba2\u6237\u7684\u6838\u5fc3\u8003\u91cf\u5f80\u5f80\u5e76\u975e\u5355\u70b9\u6307\u6807\uff0c\u800c\u662f\u96c6\u7fa4\u5316\u90e8\u7f72\u540e\uff0c\u80fd\u5426\u5207\u5b9e\u89e3\u51b3\u5b9e\u9645\u4e1a\u52a1\u95ee\u9898\u7684\u7efc\u5408\u6027\u80fd\uff0c\u8fd9\u662f\u6211\u4eec\u7684\u6838\u5fc3\u4f18\u52bf\u4e4b\u4e00\u3002\u5728\u5546\u4e1a\u5316\u843d\u5730\u8fc7\u7a0b\u4e2d\uff0c\u56fd\u5185\u5e02\u573a\u4e3a\u672c\u571f\u4f01\u4e1a\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u57f9\u80b2\u73af\u5883\uff0c\u56fd\u5bb6\u51fa\u53f0\u7684\u5f88\u591a\u653f\u7b56\u5229\u597d\uff0c\u4e5f\u7ed9\u5e02\u573a\u63d0\u632f\u4fe1\u5fc3\u6765\u9009\u62e9\u56fd\u4ea7\u3002<\/p>\n

\u592a\u521d\u91c7\u7528\u5f00\u6e90\u5f00\u653e\u751f\u6001\uff0c\u533a\u522b\u4e8e\u90e8\u5206\u95ed\u6e90\u65b9\u6848\u53ef\u80fd\u5e26\u6765\u7684\u7ed1\u5b9a\u95ee\u9898\uff0c\u80fd\u8ba9\u5ba2\u6237\u62e5\u6709\u66f4\u5f3a\u7684\u81ea\u4e3b\u4f18\u5316\u4e0e\u5b9a\u5236\u7a7a\u95f4\uff0c\u4f7f\u7528\u66f4\u653e\u5fc3\u3001\u66f4\u7075\u6d3b\uff0c\u8fd9\u4e5f\u662f\u5ba2\u6237\u503e\u5411\u9009\u62e9\u6211\u4eec\u7684\u91cd\u8981\u539f\u56e0\u3002<\/p>\n

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