{"id":40273,"date":"2025-04-30T22:02:55","date_gmt":"2025-04-30T14:02:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=40273"},"modified":"2025-04-30T22:02:55","modified_gmt":"2025-04-30T14:02:55","slug":"%e4%b8%8a%e4%ba%a4%e5%a4%a7%e5%86%b7%e9%9d%99%e6%96%87%ef%bc%9a%e6%a8%a1%e5%9e%8b%e5%8f%91%e5%b1%95%e9%9c%80%e8%a6%81%e5%92%8c%e8%8a%af%e7%89%87%e3%80%81%e7%b3%bb%e7%bb%9f%e5%8e%82%e5%95%86%e5%8d%8f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40273","title":{"rendered":"\u4e0a\u4ea4\u5927\u51b7\u9759\u6587\uff1a\u6a21\u578b\u53d1\u5c55\u9700\u8981\u548c\u82af\u7247\u3001\u7cfb\u7edf\u5382\u5546\u534f\u540c"},"content":{"rendered":"<p>\u4f5c\u8005\u4e28\u6731\u53ef\u8f69<\/p>\n<p>\u7f16\u8f91\u4e28\u9648\u5f69\u5a34<\/p>\n<p>\u8fd1\u671f\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4e0e AI Infra \u521b\u4f01\u9b54\u5f62\u667a\u80fd\u8054\u5408\u7814\u7a76\u56e2\u961f\u5728\u7531 IEEE \u8ba1\u7b97\u673a\u534f\u4f1a\u4e3b\u529e\u7684 HPCA 2025\uff08International Symposium on High-Performance Computer Architecture\uff09\u4f1a\u8bae\u4e0a\uff0c\u53d1\u8868\u4e86\u8bba\u6587\u300aVQ-LLM: High-performance Code Generation for Vector Quantization Augmented LLM Inference\u300b\u3002<\/p>\n<p>\u8bba\u6587\u63d0\u51fa\u7684 VQ-LLM \u6846\u67b6\u901a\u8fc7\u5206\u5c42\u4ee3\u7801\u672c\u7f13\u5b58\u548c\u4ee3\u7801\u672c\u4e2d\u5fc3\u8ba1\u7b97\u5f15\u64ce\u4e24\u5927\u6838\u5fc3\u6280\u672f\uff0c\u6210\u529f\u5b9e\u73b0\u4e86\u8d85\u8fc7 50% \u7684\u63a8\u7406\u5ef6\u8fdf\u964d\u4f4e\uff0c\u6027\u80fd\u8d85\u8d8a\u540c\u6bd4\u7279\u5bbd\u5ea6\u7684\u4f20\u7edf\u9010\u5143\u7d20\u91cf\u5316\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u4e00\u7a81\u7834\u4e3a\u5411\u91cf\u91cf\u5316\uff08VQ\uff09\u6280\u672f\u7684\u5b9e\u9645\u90e8\u7f72\u63d0\u4f9b\u4e86\u53ef\u884c\u65b9\u6848\uff0c\u5728\u4fdd\u6301\u5927\u8bed\u8a00\u6a21\u578b\u9ad8\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u663e\u8457\u63d0\u5347\u4e86\u63a8\u7406\u6548\u7387\u3002<\/p>\n<p>\u5f53\u524d\uff0c\u4e1a\u754c\u524d\u6cbf\u5728\u5927\u6a21\u578b\u538b\u7f29\u65b9\u9762\u6d8c\u73b0\u51fa\u4e0d\u5c11\u7814\u7a76\u6210\u679c\uff0c\u4e0d\u8fc7\u5f88\u5927\u4e00\u90e8\u5206\u90fd\u805a\u7126\u4e8e\u5355\u5143\u7d20\u91cf\u5316\uff0c\u800c\u5411\u91cf\u91cf\u5316\u7684\u597d\u5904\u5219\u5728\u4e8e\uff0c\u6781\u9650\u3001\u7b49\u6548\u7684\u6bd4\u7279\u538b\u7f29\u4f4d\u5bbd\u4f1a\u4f4e\u5f88\u591a\uff0c\u8fd9\u4e5f\u662f\u8bba\u6587\u7814\u7a76\u6240\u8003\u8651\u7684\u6838\u5fc3\u70b9\u3002<\/p>\n<p>\u800c\u8fd9\u7bc7\u8bba\u6587\u5de5\u4f5c\u7684\u4e3b\u8981\u8d1f\u8d23\u4eba\u4e3a\u4e0a\u6d77\u671f\u667a\u7814\u7a76\u9662 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e16a77656512c3400e4125e22c3d5500.png\"><\/a><\/p>\n<p>\u5f53\u524d\uff0c\u51b7\u9759\u6587\u548c\u56e2\u961f\u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u70b9\u8fd8\u805a\u7126\u5728\u82af\u7247\u67b6\u6784\u548c\u786c\u4ef6\u4e92\u8054\u65b9\u9762\uff0c\u5305\u62ec\u6570\u636e\u6d41\u7684\u82af\u7247\u5185\u90e8\u8bbe\u8ba1\u4ee5\u53ca\u7c7b\u4f3c\u4e8e\u8d85\u8282\u70b9\u7684\u9ad8\u901f\u4e92\u8054\u57df\u7684\u786c\u4ef6\u8bbe\u8ba1\u3002\u6b64\u524d\uff0c\u5176\u56e2\u961f\u4e5f\u53d1\u5e03\u4e86\u57fa\u4e8e\u6570\u636e\u6d41\u548c\u5e95\u5c42\u7b97\u5b50\u7684\u4e00\u7cfb\u5217\u4f18\u5316\u7ec4\u4ef6\u3002<\/p>\n<p>DeepSeek\u00a0\u4e4b\u540e\u56fd\u4ea7\u82af\u7247\u5b9e\u73b0 FP8 \u7684\u76f8\u5173\u95ee\u9898\u5f15\u53d1\u4e86\u4e1a\u5185\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5bf9\u6b64\uff0c\u51b7\u9759\u6587\u8868\u793a\uff0c\u201c\u4e4b\u524d\u6ca1\u6709\u5927\u6a21\u578b\u7684\u65f6\u5019\uff0c\u5927\u5bb6\u89c9\u5f97\u82af\u7247\u91cc\u7684\u7b97\u529b\u5df2\u7ecf\u591f\u7528\u4e86\uff0c\u518d\u505a FP8\u3001FP4 \u7b97\u529b\u5c31\u5197\u4f59\u4e86\uff0c\u6240\u4ee5\u6ca1\u6709\u50cf\u82f1\u4f1f\u8fbe\u90a3\u6837\u63d0\u524d\u628a\u4f4e\u4f4d\u5bbd\u7684\u7b97\u529b\u628a\u5b83\u5806\u4e0a\u53bb\uff0c\u8fd9\u4e00\u4ee3\u7684\u82af\u7247\u90fd\u53ef\u80fd\u6709\u540c\u6837\u7684\u95ee\u9898\u3002\u201d<\/p>\n<p>\u800c\u5bf9\u4e8e\u56fd\u4ea7\u82af\u7247\u7684\u53d1\u5c55\uff0c\u4ed6\u8ba4\u4e3a\uff0c\u201c\u5982\u679c\u5927\u5bb6\u53ea\u662f\u7167\u6284\u82f1\u4f1f\u8fbe\u7684\u8bbe\u8ba1\u65b9\u6cd5\u4f1a\u6c38\u8fdc\u843d\u540e\u4e8e\u4ed6\u4eec\uff0c\u8fd8\u662f\u5f97\u6709\u4e00\u4e9b\u539f\u521b\u6027\u7684\u601d\u8003\u3002\u201d\u8fd9\u4e5f\u662f\u51b7\u9759\u6587\u56e2\u961f\u4fa7\u91cd\u4e8e\u7814\u7a76\u6570\u636e\u6d41\u82af\u7247\u7684\u601d\u8003\u4e4b\u4e00\u3002<\/p>\n<p>\u5728\u4ed6\u770b\u6765\uff0c\u201c\u4ece\u56fd\u5185\u89d2\u5ea6\u6765\u770b\uff0cGPU \u5b9e\u9645\u4e0a\u5df2\u7ecf\u5b58\u5728\u51e0\u5341\u5e74\u4e86\uff0c\u7ea2\u5229\u5feb\u8d70\u5230\u5c3d\u5934\u4e86\uff0c\u518d\u5f80\u540e\u82af\u7247\u7684\u67b6\u6784\u4ee5\u53ca\u82af\u7247\u7684\u7f16\u7a0b\u65b9\u6cd5\u600e\u4e48\u53bb\u8bbe\u8ba1\uff0c\u6211\u4eec\u60f3\u901a\u8fc7\u6570\u636e\u6d41\u7684\u65b9\u5f0f\u6765\u89e3\u51b3\u95ee\u9898\u3002\u201d<\/p>\n<p>\u4ee5\u4e0b\u662f AI \u79d1\u6280\u8bc4\u8bba\u4e0e\u51b7\u9759\u6587\u7684\u5bf9\u8bdd\uff1a<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><strong>\u5411\u91cf\u91cf\u5316\u4e0e\u5927\u6a21\u578b\u538b\u7f29<\/strong><\/span><\/p>\n<p><strong><span style=\"text-align: left\">AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u4eec\u56e2\u961f\u548c\u9b54\u5f62\u667a\u80fd\u5408\u4f5c\u5728 HPCA 2025 \u4e0a\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\u5de5\u4f5c\uff0c\u53ef\u4ee5\u4ecb\u7ecd\u4e00\u4e0b\u60a8\u548c\u9b54\u5f62\u667a\u80fd\u6b64\u6b21\u5408\u4f5c\u7684\u8fd9\u7bc7\u8bba\u6587\u5de5\u4f5c\u5417\uff1f\u4f60\u4eec\u6700\u521d\u601d\u8003\u53bb\u505a\u8fd9\u7bc7\u5de5\u4f5c\u7684\u51fa\u53d1\u70b9\u662f\u4ec0\u4e48\uff1f<\/span><\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u6211\u4eec\u8ba4\u4e3a\u73b0\u9636\u6bb5\u5927\u6a21\u578b\u5f88\u91cd\u8981\uff0c\u5e76\u4e14\u5927\u6a21\u578b\u7684\u8ba1\u7b97\u91cf\u6bd4\u8f83\u5927\uff0c\u6d88\u8017\u7684\u5b58\u50a8\u7a7a\u95f4\u4e5f\u6bd4\u8f83\u5927\uff0c\u6240\u4ee5\u73b0\u5728\u6709\u4e2a\u5f88\u70ed\u95e8\u7684\u7814\u7a76\u65b9\u5411\u662f\u505a\u5927\u6a21\u578b\u538b\u7f29\uff0c\u6709\u4e00\u7cfb\u5217\u7684\u4ee3\u8868\u6027\u7684\u5de5\u4f5c\u662f\u5728\u5927\u6a21\u578b\u7684\u91cf\u5316\u4e0a\uff0c\u6bd4\u5982\u628a\u5355\u4e2a\u5143\u7d20\u4ece\u539f\u6765\u7684 FP16 \u538b\u7f29\u5230 4 \u6bd4\u7279\u7684 FP \u6216\u8005 4 \u6bd4\u7279\u7684 INT\uff0c\u5728\u8fd9\u4e2a\u538b\u7f29\u65b9\u6cd5\u91cc\u5f88\u591a\u4eba\u6ca1\u6709\u8003\u8651\u5230\u7684\u70b9\u5728\u4e8e\u4e0d\u540c\u7684\u5143\u7d20\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u4e00\u5b9a\u7684\u76f8\u5173\u6027\uff0c\u8fd9\u4e2a\u76f8\u5173\u6027\u5982\u4f55\u6316\u6398\u5c31\u662f\u6211\u4eec\u7684\u7814\u7a76\u52a8\u673a\u3002<\/p>\n<p>\u6211\u4eec\u505a\u7684\u662f\u539f\u6765\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u7684\u5411\u91cf\u91cf\u5316\uff0c\u628a\u4e00\u4e2a Vector \u5212\u5206\u6210\u66f4\u5c0f\u7684 Group\uff0c\u7136\u540e\u53bb\u6316\u6398 Group \u5185\u5143\u7d20\u7684\u76f8\u5173\u6027\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u8fdb\u884c\u538b\u7f29\u3002<\/p>\n<p>\u800c\u5411\u91cf\u91cf\u5316\u76f8\u6bd4\u4e8e\u539f\u6765\u5355\u4e2a\u5143\u7d20\u91cf\u5316\u7684\u597d\u5904\u5728\u4e8e\uff0c\u5b83\u6781\u9650\u3001\u7b49\u6548\u7684\u6bd4\u7279\u538b\u7f29\u4f4d\u5bbd\u53ef\u80fd\u6bd4\u539f\u6765\u7684\u5355\u5143\u7d20\u91cf\u5316\u8981\u4f4e\u5f88\u591a\uff0c\u6211\u4eec\u5206\u6790\u5305\u62ec\u4e1a\u754c\u4e5f\u6709\u4e0d\u5c11\u4eba\u6307\u51fa\u6765\uff0c\u5355\u5143\u7d20\u7684\u91cf\u5316\u505a\u5230 4 \u6bd4\u7279\u5dee\u4e0d\u591a\u5c31\u57fa\u672c\u4e0a\u505a\u5230\u5c3d\u5934\u4e86\uff0c\u90a3\u8fd9\u4e9b\u5c31\u8981\u7528\u5411\u91cf\u91cf\u5316\uff0c\u5411\u91cf\u5316\u73b0\u5728\u505a\u5230\u4e24\u4e09\u4e2a\u6bd4\u7279\u57fa\u672c\u4e0a\u8fd8\u662f\u80fd\u7528\u7684\uff0c\u6539\u8fdb\u5b83\u7684\u4e00\u4e9b\u91cf\u5316\u7b97\u6cd5\u3002<\/p>\n<p><span style=\"font-size: 20px\"><\/span><\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5728\u8fd9\u7bc7\u8bba\u6587\u5de5\u4f5c\u4e2d\u60a8\u548c\u9b54\u5f62\u667a\u80fd\u7684\u56e2\u961f\u53c2\u4e0e\u5176\u4e2d\u5206\u522b\u8d1f\u8d23\u4e86\u54ea\u90e8\u5206\u5185\u5bb9\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u6211\u4eec\u4ea4\u5927\u56e2\u961f\u4e3b\u8981\u63d0\u51fa\u4e86\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u540e\u9762\u5305\u62ec\u5b9e\u9a8c\u673a\u5668\u4ee5\u53ca\u5b9e\u9a8c\u73af\u5883\u3001\u6a21\u578b\u7b49\u90fd\u662f\u548c\u9b54\u5f62\u667a\u80fd\u7684\u56e2\u961f\u5408\u4f5c\uff0c\u53cc\u65b9\u5408\u4f5c\u6bd4\u8f83\u7d27\u5bc6\uff0c\u6211\u4eec\u4e5f\u7b7e\u4e86\u4e00\u4e2a\u6821\u4f01\u5408\u4f5c\u7684\u9879\u76ee\uff0c\u5728\u5927\u6a21\u578b\u7684\u57fa\u7840\u8bbe\u65bd\u8fd9\u5757\u4e00\u8d77\u505a\u524d\u6cbf\u7814\u7a76\u3002<\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a50feb58434e2eb7e593877130caa7c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a50feb58434e2eb7e593877130caa7c6.png\"><\/a><\/strong><\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2503.02236\" target=\"_blank\" rel=\"nofollow\">https:\/\/arxiv.org\/abs\/2503.02236<\/a><\/strong><\/span><\/p>\n<p><strong><span style=\"text-align: left\">AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u8fc7\u5f80\u7684\u8bba\u6587\u5de5\u4f5c\u51e0\u4e4e\u90fd\u662f\u548c\u7cfb\u7edf\u7814\u7a76\u76f8\u5173\u7684\uff0c\u60a8\u7684\u8fd9\u4e9b\u7ecf\u9a8c\u5bf9\u4e8e\u5f53\u524d LLM \u76f8\u5173\u8bba\u6587\u5de5\u4f5c\u6765\u8bb2\uff0c\u80fd\u63d0\u4f9b\u4ec0\u4e48\u6837\u7684\u53c2\u8003\uff1f<\/span><\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u7cfb\u7edf\u7684\u5f88\u591a\u4f18\u5316\u65b9\u6cd5\u90fd\u53ef\u4ee5\u6765\u6307\u5bfc\u5927\u6a21\u578b\u7684\u8bbe\u8ba1\uff0c\u6bd4\u8f83\u91cd\u8981\u7684\u65b9\u5411\u662f\u627e\u5230\u7cfb\u7edf\u5f53\u524d\u7684\u4e00\u4e9b\u74f6\u9888\uff0c\u7136\u540e\u7ed3\u5408\u6a21\u578b\u7684\u7279\u70b9\u6765\u8fdb\u884c\u8054\u5408\u8bbe\u8ba1\uff0c\u8fd9\u5f53\u4e2d\u6211\u4eec\u505a\u7684\u5de5\u4f5c\u662f\u53bb\u6316\u6398\u4e86\u4e00\u4e0b\u5927\u6a21\u578b\u7684\u53c2\u6570\uff0c\u6216\u8005\u8bf4\u5b83\u7684 KV \u7f13\u5b58\u91cc\u7ec6\u7c92\u5ea6\u4e0d\u540c\u7684\u90e8\u5206\u4e4b\u95f4\u5b58\u5728\u4ec0\u4e48\u5185\u5728\u5173\u8054\uff0c\u600e\u4e48\u5229\u7528\u5b83\u4eec\u7684\u76f8\u5173\u6027\u53bb\u505a\u5230\u6bd4\u8f83\u6781\u81f4\u7684\u538b\u7f29\uff0c\u8fd9\u662f\u53ef\u4f9b\u53c2\u8003\u7684\u3002<\/p>\n<p>\u672a\u6765\u663e\u5b58\u5bb9\u91cf\u3001\u901a\u4fe1\u5e26\u5bbd\u4e5f\u90fd\u662f\u74f6\u9888\u7684\u8bdd\uff0c\u90a3\u600e\u4e48\u7ed3\u5408\u8fd9\u4e9b\u74f6\u9888\u53bb\u8ba9\u6a21\u578b\u66f4\u597d\u5730\u9002\u914d\u7cfb\u7edf\uff0c\u524d\u6bb5\u65f6\u95f4\u5927\u5bb6\u8ba8\u8bba\u6bd4\u8f83\u6fc0\u70c8\u7684 NSA \u5de5\u4f5c\u4e5f\u662f\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u7684\u3002<\/p>\n<p><span style=\"font-size: 20px\"><\/span><\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5177\u4f53\u6765\u8bb2\uff0c\u60a8\u89c9\u5f97 NSA \u8fd9\u4e00\u5de5\u4f5c\u6709\u4ec0\u4e48\u4eae\u70b9\uff1f\u7ed9\u884c\u4e1a\u5e26\u6765\u4e86\u54ea\u4e9b\u4ef7\u503c\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u4e4b\u524d\u5927\u5bb6\u89c9\u5f97\u7a00\u758f\u662f\u5f88\u91cd\u8981\u7684\uff0c\u53ea\u4e0d\u8fc7\u65b9\u6cd5\u662f\u9700\u8981\u53bb\u505a\u9759\u6001\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u88c1\u526a\u3001\u51cf\u679d\u7b49\uff0cNSA \u7684\u4ef7\u503c\u5728\u4e8e\u5c31\u628a\u7a00\u758f\u8bbe\u8ba1\u539f\u751f\u5e26\u5165\u5230\u6a21\u578b\u7684\u67b6\u6784\u4e2d\u53bb\uff0c\u6709\u70b9\u50cf MoE\u67b6\u6784\uff0c\u4ed6\u4e5f\u662f\u7b2c\u4e00\u4e2a\u5728\u6ce8\u610f\u529b\u673a\u5236\u4e0a\u80fd\u591f\u505a\u7aef\u5230\u7aef\u5b66\u4e60\u7684\u5de5\u4f5c\uff0c\u8bf4\u660e\u6211\u4eec\u4e4b\u540e\u8bbe\u8ba1\u6a21\u578b\u7684\u65f6\u5019\uff0c\u9700\u8981\u628a\u6548\u7387\u4f18\u5148\u7684\u539f\u5219\u5e26\u5165\u5230\u6a21\u578b\u7ed3\u6784\u91cc\u53bb\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u4eec\u7684\u7814\u7a76\u4e3a\u5411\u91cf\u91cf\u5316\u6280\u672f\u7684\u5b9e\u9645\u90e8\u7f72\u63d0\u4f9b\u4e86\u53ef\u884c\u65b9\u6848\uff0c\u5728\u4fdd\u6301\u5927\u8bed\u8a00\u6a21\u578b\u9ad8\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u663e\u8457\u63d0\u5347\u4e86\u63a8\u7406\u6548\u7387\uff0c\u5177\u4f53\u662f\u600e\u4e48\u89e3\u51b3\u7684\uff1f\u89e3\u51b3\u63a8\u7406\u5ef6\u8fdf\u95ee\u9898\u7684\u8fc7\u7a0b\u4e2d\u4f60\u4eec\u4e5f\u6ca1\u6709\u9047\u5230\u8fc7\u96be\u70b9\u95ee\u9898\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u6574\u4e2a\u5de5\u4f5c\u4ece\u4e00\u5f00\u59cb\u505a motivation \u5230\u540e\u9762\u7684\u5177\u4f53\u5b9e\u73b0\uff0c\u90fd\u8fd8\u662f\u6bd4\u8f83\u987a\u5229\u7684\uff0c\u56e0\u4e3a\u6211\u4eec\u5148\u6293\u4e86\u4e00\u4e2a\u70b9\uff0c\u5148\u786e\u5b9a\u5411\u91cf\u91cf\u5316\u5230\u5e95\u662f\u4e0d\u662f\u6bd4\u539f\u6765\u7684\u5355\u5143\u7d20\u91cf\u5316\u66f4\u6709\u4ef7\u503c\uff0c\u6211\u4eec\u5728\u7b97\u6cd5\u9886\u57df\u627e\u5230\u4f50\u8bc1\uff0c\u81ea\u5df1\u505a\u4e86\u4e00\u4e9b\u5b9e\u9a8c\u4e5f\u5f97\u5230\u6bd4\u8f83\u597d\u7684\u6548\u679c\uff0c\u540e\u9762\u7684\u7cfb\u7edf\u5b9e\u73b0\u90fd\u662f\u6211\u4eec\u7684\u5f3a\u9879\uff0c\u6ca1\u6709\u7279\u522b\u96be\u7684\u95ee\u9898\uff0c\u6700\u5f00\u59cb\u7684\u96be\u70b9\u5728\u4e8e\u600e\u4e48\u6837\u627e\u5230\u7528\u5411\u91cf\u91cf\u5316\u7684\u65b9\u6cd5\u6765\u538b\u7f29\u5927\u6a21\u578b\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u89c2\u5bdf\u770b\u6765\uff0c\u6d77\u5185\u5916\u8fd8\u6709\u54ea\u4e9b\u662f\u6bd4\u8f83\u6709\u4ef7\u503c\u7684\u63a2\u7d22\u5411\u91cf\u91cf\u5316\u7a81\u7834\u7684\u524d\u6cbf\u5de5\u4f5c\uff1f\u548c\u4f60\u4eec\u7684\u505a\u6cd5\u53c8\u6709\u4ec0\u4e48\u5dee\u5f02\uff1f\u76ee\u524d\u5728\u5411\u91cf\u91cf\u5316\u8fd9\u5757\u7684\u7814\u7a76\u65b9\u9762\u8fd8\u5b58\u5728\u54ea\u4e9b\u4f18\u5316\u7a7a\u95f4\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u76ee\u524d\u6d77\u5185\u5916\u5411\u91cf\u91cf\u5316\u7528\u5728\u5927\u6a21\u578b\u538b\u7f29\u91cc\u7684\u5de5\u4f5c\u5206\u6210\u4e24\u79cd\uff0c\u4e00\u79cd\u662f\u53ea\u505a\u538b\u7f29\uff0c\u7136\u540e\u8ba1\u7b97\u7684\u65f6\u5019\u8fd8\u662f\u6062\u590d\u6210\u539f\u6765\u7684\u65b9\u6cd5\u6765\u505a\u8ba1\u7b97\uff0c\u8fd8\u6709\u4e00\u79cd\u662f\u76f4\u63a5\u57fa\u4e8e\u538b\u7f29\u540e\u7684\u65b9\u5f0f\u6765\u505a\u8ba1\u7b97\u3002\u6211\u4eec\u5f53\u524d\u8fd8\u53ea\u662f\u505a\u5230\u4e86\u538b\u7f29\uff0c\u4f46\u662f\u5728\u538b\u7f29\u548c\u8ba1\u7b97\u7684\u8054\u5408\u4f18\u5316\u4e0a\u6211\u4eec\u8fd8\u8981\u7ee7\u7eed\u505a\uff0c\u7136\u540e\u73b0\u5728\u5176\u5b9e\u91cf\u5316\u53ea\u662f\u7528\u5728\u4e86\u63a8\u7406\u4e0a\uff0c\u9700\u8981\u8003\u8651\u662f\u4e0d\u662f\u53ef\u4ee5\u628a\u91cf\u5316\u4e5f\u548c\u8bad\u7ec3\u7684\u8fc7\u7a0b\u96c6\u6210\u8d77\u6765\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u4eec\u7684\u5de5\u4f5c\u76ee\u524d\u662f\u5df2\u7ecf\u4ece\u5b66\u672f\u6210\u679c\u843d\u5730\u5230\u884c\u4e1a\u5185\u4e86\u5417\uff1f\u611f\u89c9\u76ee\u524d\u4e1a\u754c\u7684\u89e3\u6cd5\u548c\u5b66\u672f\u754c\u6700\u524d\u6cbf\u7684\u7814\u7a76\u95f4\u8fd8\u5b58\u5728\u591a\u5927\u5dee\u8ddd\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u76ee\u524d\u8bba\u6587\u5de5\u4f5c\u5185\u5bb9\u6a21\u578b\u90a3\u8fb9\u5df2\u7ecf\u6b63\u5728\u843d\u5728\u76f8\u5173\u7684\u4ea7\u54c1\u91cc\u9762\u3002\u4f46\u662f\u53e6\u5916\u4e00\u4e2a\u89d2\u5ea6\u6765\u8bb2\uff0c\u5b66\u672f\u754c\u5173\u6ce8\u524d\u6cbf\u7814\u7a76\uff0c\u66f4\u5177\u6709\u524d\u77bb\u6027\uff0c\u8981\u6bd4\u884c\u4e1a\u843d\u5730\u65e9\u51e0\u5e74\u3002\u53ef\u80fd\u73b0\u5728\u505a\u7684\u4e1c\u897f\u5982\u679c\u4e94\u5e74\u540e\u5927\u5bb6\u89c9\u5f97\u6709\u7528\u518d\u53bb\u8003\u8651\u843d\u5730\uff0c\u8fd9\u4f1a\u66f4\u6709\u524d\u77bb\u6027\u4e00\u4e9b\uff0c\u4ee5\u6b64\u4e3a\u76ee\u6807\u53bb\u505a\u5b66\u672f\u7814\u7a76\uff0c\u800c\u4e0d\u662f\u8bf4\u73b0\u5728\u4ec0\u4e48\u706b\u5c31\u53bb\u505a\u4ec0\u4e48\u3002<\/p>\n<p><span style=\"font-size: 20px\"><br \/><\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\">DeepSeek \u5e26\u6765\u7684\u601d\u8003<\/span><\/p>\n<p><strong><span style=\"text-align: left\">AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u8ba4\u4e3a DeepSeek \u8fd9\u79cd 671B \u7684 MoE \u6a21\u578b\u91cf\u5316\u8d77\u6765\u4f1a\u6709\u4ec0\u4e48\u96be\u70b9\uff1f\u8fd9\u4e48\u5927\u53c2\u6570\u7684\u7a00\u758f\u6a21\u578b\u8be5\u5982\u4f55\u5728\u5c3d\u91cf\u51cf\u5c11\u7cbe\u5ea6\u635f\u5931\u7684\u540c\u65f6\u63d0\u5347\u63a8\u7406\u6548\u7387\uff1f\u4f60\u4eec\u7684\u8bba\u6587\u5de5\u4f5c\u5bf9\u6b64\u6709\u4ec0\u4e48\u53c2\u8003\u4ef7\u503c\u5417\uff1f<\/span><\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u76ee\u524d DeepSeek \u6700\u5927\u7684\u96be\u70b9\u5728\u4e8e\u8981\u8dd1\u8d77\u6765 671B \u53c2\u6570\u7684\u6a21\u578b\uff0c\u5bf9\u673a\u5668\u8981\u6c42\u6bd4\u8f83\u9ad8\uff0c\u91cf\u5316\u8d77\u6765\u901f\u5ea6\u6bd4\u8f83\u6162\uff0c\u6240\u4ee5\u6211\u4eec\u4e00\u822c\u662f\u5728\u5c0f\u4e00\u70b9\u7684\u6a21\u578b\u4e0a\u53bb\u9a8c\u8bc1\u4e00\u4e0b\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u5176\u4e2d\u6709\u4e2a\u6bd4\u8f83\u91cd\u8981\u7684\u70b9\u5728\u4e8e\uff0c671B \u7684 MoE \u6a21\u578b\u7684\u6bcf\u4e2a\u4e13\u5bb6\u4e0d\u662f\u6bcf\u6b21\u63a8\u7406\u90fd\u88ab\u4f1a\u88ab\u6fc0\u6d3b\u7684\uff0c\u73b0\u5728\u7684\u4e00\u4e9b\u91cf\u5316\u65b9\u6cd5\u5176\u5b9e\u9700\u8981\u6709\u4e00\u4e9b\u4e13\u5bb6\u88ab\u6fc0\u6d3b\u540e\uff0c\u62ff\u5230\u4e2d\u95f4\u7ed3\u679c\u540e\u518d\u8fdb\u884c\u91cf\u5316\u538b\u7f29\uff0c\u6240\u4ee5\u6700\u5927\u7684\u95ee\u9898\u5728\u4e8e\u8fd9\u79cd MoE \u6a21\u578b\u4e0d\u662f\u6bcf\u6b21\u90fd\u6fc0\u6d3b\u4e13\u5bb6\uff0c\u90a3\u4e48\u600e\u4e48\u53bb\u91cf\u5316\u7b97\u6cd5\uff0c\u600e\u4e48\u53bb\u8003\u8651\u56e0\u7d20\u8fdb\u884c\u76f8\u5e94\u7684\u8c03\u6574\uff0c\u9664\u6b64\u4e4b\u5916\uff0cDeepSeek \u7684\u6a21\u578b\u8ddf\u4e4b\u524d\u7684\u5176\u4ed6\u6a21\u578b\u4e5f\u6ca1\u6709\u592a\u5927\u533a\u522b\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u60a8\u5982\u4f55\u8bc4\u4ef7 DeepSeek \u8bad\u7ec3\u5927\u6a21\u578b\u662f\u8f6f\u786c\u4e00\u4f53\u534f\u540c\u7684\uff1f\u5305\u62ec\u73b0\u5728\u6709\u89c2\u70b9\u8ba4\u4e3a\uff0c\u6a21\u578b\u5176\u5b9e\u8fd8\u662f\u9700\u8981\u6839\u636e\u73b0\u6709\u7684\u786c\u4ef6\u7ed3\u6784\u505a\u8c03\u6574\u7684\uff0c\u60a8\u600e\u4e48\u770b\uff1f<\/strong><\/p>\n<p><span style=\"font-size: 20px\"><\/span><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u6211\u89c9\u5f97\u6a21\u578b\u5728\u7ed3\u6784\u4e0a\u6ca1\u6709\u592a\u591a\u6839\u636e\u786c\u4ef6\u7ed3\u6784\u505a\u7684\u601d\u8003\uff0c\u4e0d\u8fc7\u4e5f\u6709\u4e00\u4e9b\u5e95\u5c42\u601d\u8003\u662f\u5728\u8f6f\u786c\u4ef6\u4e00\u4f53\u65b9\u9762\uff0c\u73b0\u5728\u7684\u6a21\u578b\u67b6\u6784\u544a\u8bc9\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u505a Attention \u6765\u6316\u6398\u4e00\u4e9b\u6709\u6548\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u8bad\u7ec3\u548c\u5f53\u524d\u7684 prompt \u91cc\u9762\u7684\u4fe1\u606f\uff0cAttention \u662f\u6700\u4e3b\u8981\u7684\u65b9\u5f0f\u3002<\/p>\n<p>\u90a3\u4e48\u5f62\u6210 Attention \u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u6211\u4eec\u73b0\u5728\u8fd8\u662f\u8981\u9010\u4e2a\u5143\u7d20\u505a\u5185\u79ef\uff0c\u4f46\u662f\u9700\u8981\u8003\u8651\u5230\u8fd9\u662f\u4e0d\u662f\u6700\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u6709\u6ca1\u6709\u66f4\u9ad8\u6548\u7684\u65b9\u6cd5\u53bb\u505a Attention \u7684\uff0c\u6bd4\u5982\u8bf4\uff0c\u6211\u4eec\u73b0\u5728\u8003\u8651\u7684\u5c31\u662f\u57fa\u4e8e\u5411\u91cf\u91cf\u5316\uff0c\u5982\u679c\u591a\u4e2a\u5411\u91cf\u7684 Group \u4e4b\u95f4\u6ca1\u6709\u5feb\u901f\u505a Attention \u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u4e0d\u4e00\u5b9a\u8981\u9010\u4e2a\u5143\u7d20\u76f8\u4e58\u7136\u540e\u505a\u5185\u79ef\uff0c\u8fd9\u65b9\u9762\u4e0a\u6d77\u4ea4\u5927\u4e5f\u63d0\u51fa\u8fc7\u5757\u72b6\u7a00\u758f\u7684\u6a21\u578b\u67b6\u6784\uff0c\u5728\u672a\u6765\u4f1a\u66f4\u9ad8\u6548\u4e00\u4e9b\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u524d\u9635\u5b50\u5173\u4e8e MaaS \u7684\u8ba8\u8bba\u4e5f\u5f88\u6fc0\u70c8\uff0c\u60a8\u5982\u4f55\u8bc4\u4ef7\u8fd9\u4e2a\u95ee\u9898\uff1f\u8fd9\u662f\u5426\u53ea\u80fd\u662f\u5927\u5382\u7684\u751f\u610f\uff0c\u5bf9\u4e8e\u5c0f\u5382\u6765\u8bb2\u6ce8\u5b9a\u4e8f\u635f\uff1f<\/strong><\/p>\n<p><span style=\"font-size: 20px\"><\/span><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u6211\u770b\u4e86 DeepSeek \u81ea\u5df1\u4f30\u7b97\u7684\u6210\u672c\uff0c\u4ed6\u4eec\u7ed9\u51fa\u6765\u7684\u65b9\u6848\u80fd\u591f\u5b9e\u73b0\u6bd4\u8f83\u4f4e\u7684\u6210\u672c\uff0c\u6211\u89c9\u5f97\u4ece\u5386\u53f2\u7684\u7ecf\u9a8c\u6765\u5224\u65ad\uff0c\u6700\u7ec8\u8981\u5546\u7528\u80af\u5b9a\u662f\u6709\u5229\u6da6\u7a7a\u95f4\u7684\uff0c\u53ea\u662f\u8bf4\u6700\u7ec8\u786c\u4ef6\u4e0d\u4e00\u5b9a\u662f\u4ee5\u73b0\u5728\u8fd9\u79cd GPU \u7684\u65b9\u5f0f\u6765\u90e8\u7f72\uff0c\u6709\u6ca1\u6709\u66f4\u9ad8\u6548\u7684\u786c\u4ef6\u90e8\u7f72\u65b9\u6cd5\uff0c\u7c7b\u4f3c\u4e8e\u5927\u5bb6\u4e4b\u524d\u7528\u82f9\u679c Mac \u7684 studio\uff0c\u5b83\u6709\u4e00\u4e2a\u5f88\u5927\u7684 unified memory\uff0c\u7528\u8fd9\u79cd\u786c\u4ef6\u67b6\u6784\u6765\u90e8\u7f72\uff0c\u901a\u8fc7\u4e00\u4e2a\u5f88\u5927\u7684 memory \u964d\u4f4e\u8f83\u5927\u6210\u672c\u3002<\/p>\n<p>\u6240\u4ee5\u8fd9\u5f53\u4e2d\u7684\u4f18\u5316\u7a7a\u95f4\u662f\u6709\u7684\uff0c\u4f46\u90fd\u662f\u4ece\u5546\u4e1a\u6210\u672c\u7684\u89d2\u5ea6\u53bb\u8003\u8651\uff0c\u751a\u81f3\u5305\u62ec\u73b0\u5728\u5927\u5bb6\u505a\u7684\u4ee5\u5b58\u4ee3\u7b97\u7684\u5de5\u4f5c\uff0c\u56e0\u4e3a\u4e0d\u4ec5\u8981\u505a serving\uff0cCache \u90a3\u5c42\u4e5f\u8981\u505a\u597d\uff0c\u4e0d\u662f\u8bf4\u6bcf\u4e00\u4e2a\u8bf7\u6c42\u90fd\u8981\u7b97\u7684\uff0c\u4e2d\u95f4\u8fd8\u8981\u547d\u4e2d\u4e00\u4e9b\u5386\u53f2\u7ed3\u679c\uff0c\u4ee5\u5b58\u6362\u7b97\u4e5f\u662f\u8fd9\u5f53\u4e2d\u53ef\u4ee5\u4f18\u5316\u7684\u70b9\uff0c\u5982\u679c\u80fd\u628a\u6a21\u578b\u7684\u90e8\u7f72\u6210\u672c\u964d\u5230\u6781\u81f4\u662f\u80fd\u505a\u4e0b\u53bb\u7684\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5c0f\u5382\u80fd\u591f\u590d\u73b0DeepSeek\u5b98\u65b9\u7684\u90e8\u7f72\u4f18\u5316\u65b9\u6848\u6bd4\u5982\u4e13\u5bb6\u5e76\u884c\uff08Expert Parallelism\uff0cEP\uff09\u7684\u8bdd\uff0c\u662f\u5426\u80fd\u6709\u4e00\u7ebf\u751f\u673a\uff1f\u73b0\u5728\u4e5f\u6709\u5382\u5546\u5df2\u7ecf\u505a\u5230\u4e86\uff0c\u60a8\u89c9\u5f97\u5f53\u4e2d\u4f1a\u6709\u4ec0\u4e48\u96be\u70b9\uff1f<\/strong><\/p>\n<p><span style=\"font-size: 20px\"><\/span><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u4e13\u5bb6\u5e76\u884c\u8981\u505a\u5230\u591a GPU \u4e4b\u95f4\u7684\u901a\u4fe1\u6bd4\u8f83\u96be\uff0c\u73b0\u5728\u4e0d\u505a EP\uff0c\u505a\u539f\u6765\u7684 DP\u3001TP \u7b49\u90fd\u6709\u5b98\u65b9\u5199\u597d\u7684\u96c6\u5408\u901a\u8baf\u5e93\u6765\u8c03\u7528\uff0c\u505a EP \u7684\u8bdd\u6709\u5f88\u591a\u70b9\u5bf9\u70b9\u7684\u901a\u4fe1\uff0c\u901a\u4fe1\u548c\u8ba1\u7b97\u4e4b\u95f4\u7684 Overlab \u90fd\u4f1a\u6bd4\u8f83\u96be\uff0c\u800c\u4e14\u82f1\u4f1f\u8fbe\u672c\u8eab\u4e5f\u8fd8\u6ca1\u6709\u63a8\u51fa\u6bd4\u8f83\u597d\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0 EP\uff0c\u5bfc\u81f4\u73b0\u5728\u5927\u5bb6\u90fd\u4e0d\u592a\u597d\u505a\uff0c\u800c\u4e14\u76ee\u524d\u5927\u5bb6\u4e5f\u90fd\u662f\u57fa\u4e8e\u82f1\u4f1f\u8fbe\u7684\u751f\u6001\u6765\u505a\uff0c\u6ca1\u6709\u56fd\u4ea7\u751f\u6001\u53ef\u4ee5\u505a\u8fd9\u4e9b\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1aDeepSeek \u4e5f\u5f00\u6e90\u4e86\u4e00\u7cfb\u5217\u4ee3\u7801\u5e93\uff0c\u51e0\u4e4e\u90fd\u5728\u56f4\u7ed5\u82f1\u4f1f\u8fbe GPU \u5c55\u5f00\uff0c\u8fd9\u7ed9\u4f60\u4eec\u7684\u7814\u7a76\u5de5\u4f5c\u5e26\u6765\u4e86\u54ea\u4e9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>DeepSeek \u5f00\u6e90\u7684\u4e00\u7cfb\u5217\u5185\u5bb9\u4e2d\u6211\u6bd4\u8f83\u5173\u6ce8\u7b97\u5b50\u751f\u6210\u8fd9\u4e00\u6b65\uff0c\u56e0\u4e3a\u4e3b\u8981\u805a\u7126\u5728\u5355\u4e2a GPU \u7684\u7814\u7a76\uff0c\u8fd9\u5f53\u4e2d\u6709\u4e9b\u501f\u9274\u610f\u4e49\u3002\u53e6\u5916\uff0c\u5728\u591a GPU \u7684\u7f16\u7a0b\u4e0a\u6211\u4eec\u56e2\u961f\u76ee\u524d\u4e5f\u5728\u5f00\u5c55\u4e00\u4e9b\u7814\u7a76\uff0c\u4e0d\u662f\u57fa\u4e8e GPU \u7684\u8bbe\u8ba1\u6765\u3002<\/p>\n<p>\u6211\u4eec\u56e2\u961f\u7684\u82af\u7247\u67b6\u6784\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u4e8e\u6570\u636e\u6d41\u82af\u7247\uff0c\u4e0d\u662f\u505a GPU \u4e0a\u7684\u63a7\u5236\u6d41\u7684\u65b9\u6cd5\uff0c\u6d77\u5916\u50cf Cerebras \u505a\u7684\u5927\u82af\u7247\u3001Tenstorrent \u7684\u82af\u7247\u4e5f\u662f\u7c7b\u4f3c\u4e8e\u6570\u636e\u6d41\u7684\uff0c\u4f46\u662f\u56fd\u5916\u5927\u5bb6\u90fd\u80fd\u4e70\u5230\u82f1\u4f1f\u8fbe\u7684 GPU\uff0c\u6240\u4ee5\u5927\u5bb6\u4e0d\u4e00\u5b9a\u4f1a\u53bb\u8d2d\u4e70\u4ed6\u4eec\uff0c\u800c\u4ece\u56fd\u5185\u89d2\u5ea6\u6765\u770b\uff0cGPU \u5b9e\u9645\u4e0a\u5df2\u7ecf\u5b58\u5728\u51e0\u5341\u5e74\u4e86\uff0c\u7ea2\u5229\u5feb\u8d70\u5230\u5c3d\u5934\u4e86\uff0c\u518d\u5f80\u540e\u82af\u7247\u7684\u67b6\u6784\u4ee5\u53ca\u82af\u7247\u7684\u7f16\u7a0b\u65b9\u6cd5\u600e\u4e48\u53bb\u8bbe\u8ba1\uff0c\u6211\u4eec\u60f3\u901a\u8fc7\u6570\u636e\u6d41\u7684\u65b9\u5f0f\u6765\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><br \/><\/span><span style=\"font-size: 20px\">\u56fd\u4ea7\u82af\u7247\u7684\u673a\u4f1a\u70b9<\/span><\/p>\n<p style=\"text-align: left\"><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u4f60\u4eec\u76ee\u524d\u4e3a\u6b62\u5728\u6570\u636e\u6d41\u65b9\u9762\u90fd\u505a\u4e86\u54ea\u4e9b\u76f8\u5173\u5de5\u4f5c\uff1f\u5df2\u7ecf\u89e3\u51b3\u4e86\u54ea\u4e9b\u4e1a\u5185\u96be\u70b9\u95ee\u9898\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u6211\u4eec\u5bf9\u6807\u4e8e GPU \u7684 CUDA \u7f16\u7a0b\u751f\u6001\uff0c\u7528\u7684\u62bd\u8c61\u673a\u662f\u57fa\u4e8e\u5355\u6307\u4ee4\u3001\u591a\u7ebf\u7a0b\u7684\u67b6\u6784\uff0c\u6211\u4eec\u53ef\u4ee5\u5728 GPU \u4e0a\u505a\u5f88\u591a\u5f00\u53d1\uff0c\u5b83\u6709\u5f88\u597d\u7684\u751f\u6001\u3002\u6211\u4eec\u505a\u7684\u6570\u636e\u6d41\u82af\u7247\u662f\u5728\u5148\u8003\u8651\u4e86\u62bd\u8c61\u673a\u7684\u8bbe\u8ba1\uff0c\u6211\u4eec\u4e5f\u53d1\u8868\u4e86\u4e00\u7bc7\u4e2d\u6587\u671f\u520a\u6587\u7ae0\uff0c\u9610\u8ff0\u6211\u4eec\u5728\u6570\u636e\u6d41\u7684\u62bd\u8c61\u673a\u4e0a\u7528\u57fa\u4e8e\u4ee3\u7801\u5757\u7684\u3001\u6bd4\u8f83\u7ec6\u817b\u5ea6\u7684\u6570\u636e\u6d41\u65b9\u5f0f\uff0c\u540c\u65f6\u80fd\u591f\u53bb\u517c\u5bb9 CUDA \u7684\u62bd\u8c61\u673a\uff0c\u6211\u4eec\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u662f\u672a\u6765\u8bbe\u8ba1 AI \u82af\u7247\u7684\u8bdd\uff0cAI \u82af\u7247\u5e95\u4e0b\u7684\u62bd\u8c61\u6a21\u578b\u4e0d\u4e00\u5b9a\u975e\u5f97\u505a\u6210\u82f1\u4f1f\u8fbe GPU \u7684\u67b6\u6784\uff0c\u800c\u662f\u53ef\u4ee5\u7528\u4ee3\u7801\u5757\u7684\u6570\u636e\u6d41\u65b9\u5f0f\u6765\u89e3\u51b3\u3002<\/p>\n<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2b8fa7d003e265824d84911252cdf455.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2b8fa7d003e265824d84911252cdf455.png\"><\/a><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px\"><a href=\"http:\/\/engine.scichina.com\/doi\/10.1360\/SSI-2024-0343\" target=\"_blank\" rel=\"nofollow\">http:\/\/engine.scichina.com\/doi\/10.1360\/SSI-2024-0343<\/a> <\/span><\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u6570\u636e\u6d41\u82af\u7247\u7684\u8bbe\u8ba1\u7814\u7a76\u6709\u4f55\u96be\u70b9\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u6570\u636e\u6d41\u82af\u7247\u9020\u51fa\u6765\u662f\u6bd4\u8f83\u597d\u9020\u7684\uff0c\u5173\u952e\u96be\u70b9\u662f\u5728\u8fd9\u4e0a\u9762\u600e\u4e48\u6837\u53bb\u5efa\u7acb\u4e00\u4e2a\u53ef\u4ee5\u5bf9\u6807 CUDA \u7684\u751f\u6001\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u662f\u4ece\u5e95\u5c42\u7684\u62bd\u8c61\u673a\u5f00\u59cb\u5165\u624b\uff0c\u53bb\u6784\u5efa\u62bd\u8c61\u6a21\u578b\uff0c\u7136\u540e\u57fa\u4e8e\u6b64\u53bb\u505a\u7f16\u7a0b\u8bed\u8a00\u4e0a\u7684\u5de5\u4f5c\u548c\u7f16\u7a0b\u5de5\u5177\u7684\u5f00\u53d1\u3002<\/p>\n<p>\u76ee\u524d\u6765\u770b\uff0c\u6570\u636e\u6d41\u7684\u5b66\u4e60\u6210\u672c\u662f\u6bd4\u8f83\u9ad8\u7684\uff0c\u6570\u636e\u6d41\u505a\u8d77\u6765\u7f16\u7a0b\u65b9\u6cd5\u548c\u601d\u8003\u8def\u5f84\u548c\u539f\u672c\u7684\u63a7\u5236\u6d41\u51af\u8bfa\u4f0a\u66fc\u67b6\u6784\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u95e8\u69db\u6bd4\u8f83\u9ad8\uff0c\u6240\u4ee5\u540e\u7eed\u600e\u4e48\u8f83\u4f4e\u5b66\u4e60\u6210\u672c\u662f\u73b0\u9636\u6bb5\u6700\u9700\u8981\u601d\u8003\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u5927\u96c6\u7fa4\u4f18\u5316\u4e5f\u662f\u4e2a\u6bd4\u8f83\u96be\u7684\u7cfb\u7edf\u95ee\u9898\uff0c\u5728\u60a8\u770b\u6765\uff0c\u8fd9\u5f53\u4e2d\u6709\u4ec0\u4e48\u96be\u70b9\uff1f\u4f60\u4eec\u6709\u5728\u505a\u8fd9\u65b9\u9762\u7684\u7814\u7a76\u5417\uff1f\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u73b0\u9636\u6bb5\u4e07\u5361\u96c6\u7fa4\u3001\u5343\u5361\u96c6\u7fa4\u90fd\u5df2\u7ecf\u7814\u7a76\u5f97\u6bd4\u8f83\u597d\u4e86\uff0c\u4e3b\u8981\u5c31\u662f\u505a\u5bb9\u9519\u4ee5\u53ca\u9ad8\u6548\u7684 4D \u5e76\u884c\u7b49\uff0c\u73b0\u5728\u5927\u96c6\u7fa4\u7684\u6f14\u8fdb\u65b9\u5411\uff0cGPU \u7684\u9ad8\u901f\u4e92\u8054\u57df\u4f1a\u505a\u5f97\u8d8a\u6765\u8d8a\u5927\u3002<\/p>\n<p>\u5c31\u50cf\u82f1\u4f1f\u8fbe\u7684\u00a0GB200 \u7684 NVL72 \u6216\u8005 NVL144 \u8fd9\u79cd\u65b9\u6848\uff0c\u5c31\u662f\u5728\u4e00\u4e2a\u9ad8\u901f\u4e92\u8054\u57df\u91cc\u9762\u96c6\u6210 72 \u4e2a GPU \u6216\u8005\u96c6\u6210 144 \u4e2a GPU\uff0c\u8fd9\u79cd\u5927\u96c6\u7fa4\u56fd\u5185\u76ee\u524d\u8fd8\u662f\u4e70\u4e0d\u5230\u7684\uff0c\u4e00\u673a\u516b\u5361\u7684 H100 \u56fd\u5185\u6709\uff0c\u5927\u5bb6\u53ef\u4ee5\u5728\u4e0a\u9762\u7814\u7a76\uff0c\u591a\u53f0\u670d\u52a1\u5668\u505a Scale-out \u505a\u6210\u4e07\u5361\u4e5f\u90fd\u53ef\u4ee5\uff0c\u4f46\u662f\u82f1\u4f1f\u8fbe\u4e0d\u662f\u5728\u8fd9\u4e2a\u6280\u672f\u8def\u7ebf\u4e0a\u6f14\u8fdb\uff0c\u4ed6\u4eec\u505a\u7684\u6709\u70b9\u50cf\u534e\u4e3a\u63d0\u7684\u8d85\u8282\u70b9\u6982\u5ff5\uff0c\u8fd9\u79cd\u8282\u70b9\u7684\u4f18\u5316\u672a\u6765\u4f1a\u53d8\u5f97\u66f4\u52a0\u91cd\u8981\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u534e\u4e3a\u4e91\u524d\u6bb5\u65f6\u95f4\u4e5f\u53d1\u5e03\u4e86 CloudMatrix 384 \u8d85\u8282\u70b9\uff0c\u53f7\u79f0\u80fd\u591f\u4e0e\u82f1\u4f1f\u8fbe\u7684 NVL72 \u6bd4\u80a9\uff0c\u5728\u60a8\u770b\u6765 CloudMatrix 384 \u6709\u4ec0\u4e48\u4eae\u70b9\uff1f\u5e26\u6765\u4e86\u54ea\u4e9b\u7a81\u7834\u6027\u8fdb\u5c55\uff1f\u7ed9\u56fd\u5185\u751f\u6001\u5e26\u6765\u4e86\u54ea\u4e9b\u52a9\u529b\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u4ed6\u4eec\u80fd\u548c\u82f1\u4f1f\u8fbe NVL72 \u51e0\u4e4e\u540c\u6b65\u53d1\u5e03\uff0c\u8bf4\u660e\u56fd\u5185\u7684\u601d\u8003\u662f\u8d70\u5728\u56fd\u9645\u524d\u5217\u7684\u3002\u6280\u672f\u4e0a\u7684\u4eae\u70b9\u5728\u4e8e\u4e92\u8054\u7684\u7ed3\u6784\uff0c\u534e\u4e3a\u505a\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u3001\u4e92\u8054\u7684\u7ed3\u6784\uff0c\u53ef\u4ee5\u8ba9\u788e\u7247\u5316\u7684\u901a\u4fe1\u7edf\u4e00\uff0c\u5728\u7f16\u7a0b\u751f\u6001\u4e0a\u4f1a\u6709\u4e0d\u5c11\u7684\u5e2e\u52a9\uff0c\u4e0d\u8fc7\u6211\u4eec\u73b0\u5728\u4e5f\u6ca1\u6709\u62ff\u5230\u8fd9\u4e2a\u8d85\u8282\u70b9\u53bb\u4f7f\u7528\uff0c\u540e\u7eed\u53ef\u80fd\u4f1a\u5728\u4e0a\u9762\u505a\u66f4\u591a\u7814\u7a76\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u76ee\u524d\uff0c\u53ea\u6709\u82f1\u4f1f\u8fbe\u7684\u82af\u7247\u624d\u80fd\u7075\u6d3b\u5b9e\u73b0 FP8 \u8bad\u7ec3\u5e76\u6536\u655b\uff0c\u56fd\u4ea7\u82af\u7247\u4ecd\u6323\u624e\u5728 BF16\/FP32 \u6536\u655b\u56f0\u96be\u7684\u8def\u4e0a\uff0c\u65b0\u7684 FP8\/BF16\/FP32 \u6df7\u5408\u8bad\u7ec3\u53c8\u7ed9\u56fd\u4ea7\u82af\u7247\u8bbe\u8ba1\u52a0\u4e86\u4e00\u9053\u65b0\u96be\u5173\uff0c\u4ece\u60a8\u8fd9\u6bb5\u65f6\u95f4\u7684\u89c2\u5bdf\u6765\u770b\uff0c\u56fd\u4ea7\u82af\u7247\u5728 DeepSeek \u4e4b\u540e\u7a81\u7834\u8fdb\u5c55\u5982\u4f55\u4e86\uff1f\u8fd8\u6709\u54ea\u4e9b\u96be\u9898\u4e9f\u5f85\u7a81\u7834\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u76ee\u524d\u56fd\u5185\u505aAI\u82af\u7247\u7684\u5305\u62ec\u4e24\u6761\u8def\u7ebf\uff0c\u4e00\u79cd\u662f\u7c7b CUDA \u7684\u67b6\u6784\uff0c\u8fd8\u6709\u4e00\u4e9b\u5c31\u662f\u4ee5\u76f8\u5f53\u4e8e CPU \u53bb\u6269\u5c55\u505a CND\u7684\u65b9\u6cd5\uff0c\u5982\u679c\u5927\u5bb6\u53ea\u662f\u7167\u6284\u82f1\u4f1f\u8fbe\u7684\u8bbe\u8ba1\u65b9\u6cd5\u4f1a\u6c38\u8fdc\u843d\u540e\u4e8e\u4ed6\u4eec\uff0c\u8fd8\u662f\u5f97\u6709\u4e00\u4e9b\u539f\u521b\u6027\u7684\u601d\u8003\uff0c\u505a\u4e00\u4e9b\u63d0\u524d\u5e03\u5c40\uff0c\u53ef\u80fd\u5728\u6bcf\u4e00\u4ee3\u7684\u82f1\u4f1f\u8fbe\u82af\u7247\u91cc\u9762\u5927\u5bb6\u90fd\u6ca1\u6709\u592a\u5173\u6ce8\u8fc7 BF16\u3001FP16 \u8fd9\u4e9b\uff0c\u56e0\u4e3a\u4e4b\u524d\u6ca1\u6709\u5927\u6a21\u578b\u7684\u65f6\u5019\uff0c\u5927\u5bb6\u89c9\u5f97\u82af\u7247\u91cc\u7684\u7b97\u529b\u5df2\u7ecf\u591f\u7528\u4e86\uff0c\u518d\u505a FP8\u3001FP4 \u7b97\u529b\u5c31\u5197\u4f59\u4e86\uff0c\u6240\u4ee5\u6ca1\u6709\u50cf\u82f1\u4f1f\u8fbe\u90a3\u6837\u63d0\u524d\u628a\u4f4e\u4f4d\u5bbd\u7684\u7b97\u529b\u628a\u5b83\u5806\u4e0a\u53bb\uff0c\u8fd9\u4e00\u4ee3\u7684\u82af\u7247\u90fd\u53ef\u80fd\u6709\u540c\u6837\u7684\u95ee\u9898\u3002<\/p>\n<p>\u53e6\u5916\u662f\u5728\u7f16\u7a0b\u751f\u6001\u4e0a\uff0c\u56e0\u4e3a\u82f1\u4f1f\u8fbe\u7684\u751f\u6001\u6bd4\u8f83\u5f00\u653e\uff0c\u6709\u5f88\u591a\u5f00\u6e90\u793e\u533a\uff0c\u5f88\u591a\u5b66\u8005\u90fd\u5728\u91cc\u9762\u505a\u4f18\u5316\uff0c\u5305\u62ec DeepSeek\u7ed5\u8fc7 CUDA \u7528\u00a0PTX\u00a0\u4e5f\u662f\u82f1\u4f1f\u8fbe\u57fa\u4e8e\u5e95\u4e0b\u5f00\u653e\u7684\u865a\u62df\u6307\u4ee4\u96c6\u5b9e\u73b0\u7684\u3002\u4f46\u662f\u56fd\u4ea7\u5927\u5bb6\u8fd8\u662f\u505c\u7559\u5728\u63a8\u81ea\u5df1\u7684\u65b9\u6848\uff0c\u4e0d\u5e0c\u671b\u8ba9\u5176\u4ed6\u4eba\u53bb\u4e86\u89e3\u5e95\u4e0b\u7684\u8bbe\u8ba1\u3001\u4f18\u5316\u7ec6\u8282\uff0c\u6240\u4ee5\u6211\u89c9\u5f97\u56fd\u4ea7\u8981\u505a\u8d77\u6765\uff0c\u786c\u4ef6\u662f\u62a4\u57ce\u6cb3\uff0c\u4f46\u662f\u5f00\u653e\u7684\u751f\u6001\u4e5f\u8981\u505a\u8d77\u6765\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u76ee\u524d\u8fd8\u6709\u54ea\u4e9b\u7cfb\u7edf\u95ee\u9898\u662f\u6bd4\u8f83\u96be\u4e14\u4e9f\u5f85\u89e3\u51b3\u7684\uff1f\u4f60\u4eec\u540e\u7eed\u7684\u7814\u7a76\u91cd\u70b9\u4e3b\u8981\u4f1a\u805a\u7126\u4e8e\u54ea\u4e00\u5757\uff1f<\/strong><\/p>\n<p><strong>\u51b7\u9759\u6587\uff1a<\/strong>\u7cfb\u7edf\u65b9\u9762\u76ee\u524d\u6bd4\u8f83\u96be\u89e3\u51b3\u7684\u95ee\u9898\u4e00\u662f\u5728\u4e8e\u5927\u6a21\u578b\u8981\u505a\u6210 Agent \u667a\u80fd\u4f53\u7684\u65b9\u5f0f\uff0c\u4f1a\u6d89\u53ca\u5230\u591a\u6b21\u7684\u8c03\u7528\uff0c\u8fd9\u5f53\u4e2d\u4f1a\u6d89\u53ca\u5230\u7cfb\u7edf\u5982\u4f55\u53bb\u652f\u6301\u7684\u95ee\u9898\uff0c\u5305\u62ec\u601d\u7ef4\u94fe\u53e0\u52a0\u4e0a\u5f3a\u5316\u5b66\u4e60\u641c\u7d22\u7684\u65b9\u6cd5\u672a\u6765\u5982\u4f55\u53bb\u505a\u7cfb\u7edf\u652f\u6301\uff0c\u4f46\u6211\u4eec\u540e\u7eed\u7684\u7814\u7a76\u91cd\u70b9\u53ef\u80fd\u4e0d\u80fd\u90a3\u4e48\u4fa7\u91cd\u4e8e\u7cfb\u7edf\uff0c\u672a\u6765\u8fd8\u662f\u60f3\u805a\u7126\u4e8e\u505a\u82af\u7247\u67b6\u6784\u548c\u786c\u4ef6\u4e92\u8054\uff0c\u5305\u62ec\u6570\u636e\u6d41\u7684\u82af\u7247\u5185\u90e8\u8bbe\u8ba1\u4ee5\u53ca\u7c7b\u4f3c\u4e8e\u8d85\u8282\u70b9\u7684\u9ad8\u901f\u4e92\u8054\u57df\u7684\u786c\u4ef6\u8bbe\u8ba1\uff0c\u76ee\u524d\u8fd9\u79cd\u786c\u4ef6\u8bbe\u8ba1\u8fd8\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u3002<\/p>\n<p><strong>AI 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\u6a21\u578b\u4ee5\u53ca\u5757\u72b6\u7a00\u758f\u6a21\u578b\u3001\u8bb0\u5fc6\u4f53\u7acb\u65b9\u6a21\u578b\u7b49\u7b49\uff0c\u8fd9\u4e9b\u5728\u5b66\u672f\u754c\u90fd\u6709\u65b0\u7684\u8fdb\u5c55\uff0c\u4f46\u662f\u8981\u505a\u8bad\u7ec3\u7684\u8bdd\uff0c\u8fd8\u6709\u5f88\u591a\u6587\u672c\u3001\u8bad\u7ec3\u96c6\u8fd8\u6709\u673a\u5668\u89c4\u6a21\u7684\u95ee\u9898\uff0c\u73b0\u5728\u5b66\u672f\u754c\u8fd8\u505a\u4e0d\u5230\uff0c\u6240\u4ee5\u505a\u82af\u7247\u3001\u7cfb\u7edf\u7684\u8fd8\u53ef\u4ee5\u7ed3\u5408\u65b0\u7684\u6a21\u578b\u67b6\u6784\u6765\u5c1d\u8bd5\u4e00\u4e0b\u3002\u53e6\u5916\u5c31\u662f\u7ee7\u7eed\u63a8\u6a21\u578b\u7684\u5c0f\u578b\u5316\u3001\u8f7b\u91cf\u5316\uff0c\u6a21\u578b\u5382\u5546\u53ef\u4ee5\u53cd\u9988\u7ed9\u82af\u7247\u5382\u5546\u4e00\u4e9b\u65b0\u7684\u8bbe\u8ba1\u601d\u8def\u548c\u7406\u5ff5\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63a8\u52a8\u964d\u672c\u3002<\/p>\n<p><strong>AI \u79d1\u6280\u8bc4\u8bba\uff1a\u8fd1\u671f\uff0c\u82f1\u4f1f\u8fbe 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