{"id":99527,"date":"2026-09-02T19:08:53","date_gmt":"2026-09-02T11:08:53","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/99527.html"},"modified":"2026-09-02T19:08:53","modified_gmt":"2026-09-02T11:08:53","slug":"%e8%8b%b1%e4%bc%9f%e8%be%be%e6%82%84%e6%82%84%e6%8d%a2%e4%ba%86%e8%b5%9b%e9%81%93%ef%bc%9a%e4%b8%8d%e5%86%8d%e5%8f%aa%e5%8d%96gpu%ef%bc%8c%e4%b8%93%e7%94%a8%e6%8e%a8%e7%90%86%e8%8a%af%e7%89%87lpu","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/99527.html","title":{"rendered":"\u82f1\u4f1f\u8fbe\u6084\u6084\u6362\u4e86\u8d5b\u9053\uff1a\u4e0d\u518d\u53ea\u5356GPU\uff0c\u4e13\u7528\u63a8\u7406\u82af\u7247LPU\u5c06\u662f\u4e0b\u4e00\u4e2a\u4e07\u4ebf\u6218\u573a"},"content":{"rendered":"<p>2026\u5e748\u670824\u65e5&#xff0c;Hot Chips\u5927\u4f1a\u73b0\u573a&#xff0c;Groq 3 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LPX\u673a\u67b6\u7ea7\u7cfb\u7edf\u67b6\u6784\u56fe<\/p>\n<h2>\u4e00\u3001\u8bad\u7ec3\u548c\u63a8\u7406&#xff0c;\u6839\u672c\u5c31\u662f\u4e24\u79cd\u6d3b<\/h2>\n<p>\u5f88\u591a\u4eba\u628aAI\u7b97\u529b\u5f53\u6210\u4e00\u4e2a\u6574\u4f53\u6765\u770b&#xff0c;\u8fd9\u662f\u7b2c\u4e00\u4e2a\u8ba4\u77e5\u8bef\u533a\u3002\u8bad\u7ec3\u548c\u63a8\u7406\u5bf9\u786c\u4ef6\u7684\u8981\u6c42&#xff0c;\u5dee\u5f02\u5927\u5230\u53ef\u4ee5\u8bf4\u662f\u4e24\u4e2a\u7269\u79cd\u3002<\/p>\n<p>\u8bad\u7ec3\u62fc\u7684\u662f\u5cf0\u503c\u541e\u5410\u91cf\u3002\u6a21\u578b\u53c2\u6570\u4ece\u51e0\u5341\u4ebf\u5230\u4e0a\u4e07\u4ebf&#xff0c;\u8981\u5728\u5c3d\u91cf\u77ed\u7684\u65f6\u95f4\u91cc\u8dd1\u5b8c\u6d77\u91cf\u77e9\u9635\u8fd0\u7b97\u3002\u9700\u8981\u6781\u9ad8\u7684\u6d6e\u70b9\u7b97\u529b\u3001\u6781\u5927\u7684\u663e\u5b58\u5bb9\u91cf\u548c\u5e26\u5bbd&#xff0c;\u8fd8\u8981\u6709\u8db3\u591f\u7684\u901a\u7528\u6027\u6765\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u6a21\u578b\u7ed3\u6784\u3002GPU\u7684SIMT\u5355\u6307\u4ee4\u591a\u7ebf\u7a0b\u67b6\u6784&#xff0c;\u5929\u751f\u5c31\u662f\u5e72\u8fd9\u4e2a\u7684&#xff0c;HBM\u9ad8\u5e26\u5bbd\u5185\u5b58\u8d1f\u8d23\u5582\u9971\u6570\u636e\u3002<\/p>\n<p>\u63a8\u7406\u5b8c\u5168\u662f\u53e6\u4e00\u5957\u903b\u8f91\u3002\u7528\u6237\u53d1\u4e00\u6761\u6d88\u606f&#xff0c;\u6700\u5728\u610f\u7684\u662f\u7b2c\u4e00\u4e2a\u5b57\u591a\u5feb\u8e66\u51fa\u6765&#xff0c;\u4e5f\u5c31\u662f\u9996Token\u5ef6\u8fdf&#xff0c;\u7136\u540e\u662f\u540e\u9762\u6bcf\u79d2\u80fd\u5410\u591a\u5c11\u5b57&#xff0c;\u4e5f\u5c31\u662fToken\u751f\u6210\u901f\u7387\u3002\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u4f46\u6781\u5176\u91cd\u8981\u7684\u6307\u6807&#xff1a;\u54cd\u5e94\u65f6\u95f4\u8981\u7a33&#xff0c;\u4e0d\u80fd\u8fd9\u6b21\u79d2\u56de\u4e0b\u6b21\u5361\u4e09\u79d2\u3002<\/p>\n<p>\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u5e76\u53d1\u3001\u786e\u5b9a\u6027&#xff0c;\u8fd9\u4e09\u4e2a\u8bcd\u5c31\u662f\u63a8\u7406\u573a\u666f\u7684\u6838\u5fc3\u8bc9\u6c42\u3002<\/p>\n<p>GPU\u4e0d\u662f\u4e0d\u80fd\u505a\u63a8\u7406&#xff0c;\u4f46\u5b83\u7684\u67b6\u6784\u8bbe\u8ba1\u4ece\u6839\u4e0a\u5c31\u662f\u504f\u5411\u541e\u5410\u91cf\u7684\u3002\u8fd0\u884c\u65f6\u52a8\u6001\u8c03\u5ea6\u673a\u5236\u5f88\u7075\u6d3b&#xff0c;\u4f46\u4f1a\u5e26\u6765\u4e0d\u53ef\u9884\u6d4b\u7684\u5ef6\u8fdf\u6ce2\u52a8\u3002HBM\u5e26\u5bbd\u786e\u5b9e\u9ad8&#xff0c;\u4f46\u8bbf\u95ee\u5ef6\u8fdf\u5728\u5341\u7eb3\u79d2\u91cf\u7ea7&#xff0c;\u5bf9\u4e8e\u81ea\u56de\u5f52\u89e3\u7801\u8fd9\u79cd\u9891\u7e41\u5c0f\u6279\u91cf\u8bbf\u95ee\u7684\u8ba1\u7b97\u6a21\u5f0f&#xff0c;\u6548\u7387\u6253\u6298\u6263\u3002<\/p>\n<p>LPU\u8bed\u8a00\u5904\u7406\u5355\u5143\u7684\u601d\u8def\u5f88\u5e72\u8106&#xff1a;\u653e\u5f03\u901a\u7528\u6027&#xff0c;\u56f4\u7ed5\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u7684\u8ba1\u7b97\u7279\u5f81\u505a\u6b7b\u78d5\u4f18\u5316\u3002\u6838\u5fc3\u5c31\u4e09\u62db&#xff1a;\u5168\u7247\u4e0aSRAM\u5f53\u5de5\u4f5c\u5185\u5b58\u3001\u7f16\u8bd1\u671f\u9759\u6001\u8c03\u5ea6\u3001\u786e\u5b9a\u6027\u6570\u636e\u6d41\u6267\u884c\u3002\u4e09\u62db\u53e0\u52a0&#xff0c;\u5b9e\u73b0\u5fae\u79d2\u7ea7\u7684\u5ef6\u8fdf\u4e00\u81f4\u6027\u548c\u5f88\u9ad8\u7684\u63a8\u7406\u80fd\u6548\u6bd4\u3002<\/p>\n<p>\u4e0d\u662f\u8bf4LPU\u6bd4GPU\u5f3a&#xff0c;\u800c\u662f\u5404\u6709\u5404\u7684\u6218\u573a\u3002\u8bad\u7ec3\u548c\u5927\u89c4\u6a21\u6279\u91cf\u63a8\u7406&#xff0c;GPU\u4f9d\u7136\u662f\u7edd\u5bf9\u4e3b\u529b\u3002\u4f4e\u5ef6\u8fdf\u4ea4\u4e92\u5f0f\u63a8\u7406\u3001\u667a\u80fd\u4f53\u5b9e\u65f6\u54cd\u5e94\u3001\u957f\u4e0a\u4e0b\u6587\u5feb\u901f\u751f\u6210\u8fd9\u4e9b\u573a\u666f&#xff0c;LPU\u6b63\u5728\u5c55\u73b0\u51faGPU\u7ed9\u4e0d\u4e86\u7684\u4e1c\u897f\u3002AI\u7b97\u529b\u5e95\u5ea7\u4eceGPU\u4e00\u5bb6\u72ec\u5927&#xff0c;\u8d70\u5411GPU\u52a0\u4e13\u7528\u63a8\u7406\u82af\u7247\u7684\u5f02\u6784\u7ec4\u5408&#xff0c;\u8fd9\u4e2a\u65b9\u5411\u5df2\u7ecf\u5f88\u6e05\u6670\u4e86\u3002<\/p>\n<h2>\u4e8c\u3001LPU\u5230\u5e95\u662f\u600e\u4e48\u505a\u5230\u7684<\/h2>\n<p>Groq 3 LPU\u4ee3\u8868\u4e86\u4e13\u7528\u63a8\u7406\u82af\u7247\u7684\u4e00\u6761\u5178\u578b\u8def\u7ebf\u3002\u641e\u61c2\u5b83&#xff0c;\u8981\u4ece\u5185\u5b58\u3001\u8c03\u5ea6\u3001\u4e92\u8054\u4e09\u4e2a\u5c42\u9762\u770b\u3002<\/p>\n<h3>\u7247\u4e0aSRAM&#xff1a;\u628a\u5de5\u4f5c\u5185\u5b58\u585e\u8fdb\u82af\u7247\u91cc<\/h3>\n<p>\u4f20\u7edfAI\u52a0\u901f\u5668\u7684\u5185\u5b58\u5c42\u6b21\u662f\u5bc4\u5b58\u5668\u3001\u7f13\u5b58\u3001HBM\u3001\u4e3b\u673a\u5185\u5b58&#xff0c;\u6570\u636e\u5728\u4e0d\u540c\u5c42\u7ea7\u4e4b\u95f4\u6765\u56de\u642c\u3002HBM\u5e26\u5bbd\u9ad8&#xff0c;\u4f46\u8bbf\u95ee\u5ef6\u8fdf\u6bd4\u7247\u4e0a\u5185\u5b58\u9ad8\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7&#xff0c;\u8fd8\u5f97\u9760\u590d\u6742\u7684\u8c03\u5ea6\u903b\u8f91\u53bb\u9690\u85cf\u5ef6\u8fdf\u3002<\/p>\n<p>LPU\u7684\u505a\u6cd5\u66f4\u76f4\u63a5\u3002\u5355\u9897\u82af\u7247\u96c6\u6210500MB\u7247\u4e0aSRAM&#xff0c;\u6ce8\u610f\u8fd9\u4e0d\u662f\u7f13\u5b58&#xff0c;\u662f\u76f4\u63a5\u5f53\u6a21\u578b\u63a8\u7406\u7684\u4e3b\u5de5\u4f5c\u5185\u5b58\u7528&#xff0c;\u6d3b\u8dc3\u7684\u6743\u91cd\u3001\u6fc0\u6d3b\u503c\u3001KV\u7f13\u5b58\u72b6\u6001\u90fd\u653e\u8fd9\u91cc\u3002SRAM\u8bbf\u95ee\u5ef6\u8fdf\u5728\u4e9a\u7eb3\u79d2\u5230\u7eb3\u79d2\u7ea7&#xff0c;\u5e26\u5bbd150TB\/s&#xff0c;\u6bd4HBM\u9ad8\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n<p>\u4ee3\u4ef7\u662f\u5bb9\u91cf\u5c0f\u3002500MB\u542c\u7740\u4e0d\u5c11&#xff0c;\u4f46\u9762\u5bf9\u51e0\u5341GB\u7684\u5927\u6a21\u578b\u53c2\u6570&#xff0c;\u53ea\u80fd\u88c5\u4e0b\u4e00\u90e8\u5206\u6d3b\u8dc3\u5de5\u4f5c\u96c6\u3002\u8fd9\u5c31\u903c\u7740\u7f16\u8bd1\u5668\u5728\u7f16\u8bd1\u9636\u6bb5\u628a\u6570\u636e\u7684\u52a0\u8f7d\u3001\u8ba1\u7b97\u3001\u5b58\u50a8\u65f6\u5e8f\u7cbe\u786e\u89c4\u5212\u597d&#xff0c;\u786e\u4fdd\u7b97\u7684\u65f6\u5019\u6570\u636e\u5df2\u7ecf\u5728\u7247\u4e0a\u7b49\u7740\u4e86\u3002\u8fd9\u4e2a\u601d\u8def\u6709\u70b9\u50cf\u65e9\u5e74CPU\u7684\u663e\u5f0f\u5185\u5b58\u7ba1\u7406&#xff0c;\u7528\u7f16\u8bd1\u5668\u7684\u786e\u5b9a\u6027\u8c03\u5ea6\u6362\u6389\u786c\u4ef6\u7684\u52a8\u6001\u7f13\u5b58\u3002<\/p>\n<p>\u62c9\u5230\u673a\u67b6\u7ea7\u522b\u770b&#xff0c;256\u9897LPU\u805a\u5408\u8d77\u6765\u603bSRAM\u5bb9\u91cf128GB&#xff0c;\u7247\u4e0a\u805a\u5408\u5e26\u5bbd40PB\/s\u3002\u8fd9\u4e2a\u91cf\u7ea7\u610f\u5473\u7740\u673a\u67b6\u8303\u56f4\u5185&#xff0c;\u6a21\u578b\u7684\u5927\u90e8\u5206\u6d3b\u8dc3\u53c2\u6570\u548cKV\u7f13\u5b58\u53ef\u4ee5\u5e38\u9a7b\u7247\u4e0a&#xff0c;\u5916\u90e8\u5185\u5b58\u7684\u8bbf\u95ee\u74f6\u9888\u57fa\u672c\u88ab\u6d88\u9664\u4e86\u3002<\/p>\n<h3>\u786e\u5b9a\u6027\u8c03\u5ea6&#xff1a;\u7f16\u8bd1\u5668\u5f88\u91cd\u8981<\/h3>\n<p>GPU\u9760\u8fd0\u884c\u65f6\u52a8\u6001\u8c03\u5ea6&#xff0c;\u786c\u4ef6\u8c03\u5ea6\u5668\u6839\u636e\u8d44\u6e90\u53ef\u7528\u6027\u5b9e\u65f6\u5206\u914d\u4efb\u52a1\u3002\u7075\u6d3b\u662f\u7075\u6d3b&#xff0c;\u4f46\u5ef6\u8fdf\u6ce2\u52a8\u4e0d\u53ef\u63a7\u3002\u63a8\u7406\u670d\u52a1\u91cc&#xff0c;\u5ef6\u8fdf\u6ce2\u52a8\u76f4\u63a5\u7b49\u4e8e\u7528\u6237\u4f53\u9a8c\u4e0d\u7a33\u5b9a&#xff0c;\u4e5f\u610f\u5473\u7740\u4e3a\u4e86\u4fdd\u670d\u52a1\u8d28\u91cf\u5f97\u591a\u7559\u5197\u4f59\u7b97\u529b\u3002<\/p>\n<p>LPU\u8d70\u7684\u662f\u53e6\u4e00\u4e2a\u6781\u7aef\u3002\u6240\u6709\u8ba1\u7b97\u548c\u6570\u636e\u79fb\u52a8&#xff0c;\u5728\u7f16\u8bd1\u9636\u6bb5\u5c31\u7cbe\u786e\u89c4\u5212\u5230\u6bcf\u4e00\u4e2a\u65f6\u949f\u5468\u671f\u3002\u7f16\u8bd1\u5668\u5206\u6790\u6a21\u578b\u7684\u8ba1\u7b97\u56fe&#xff0c;\u628a\u7b97\u5b50\u6620\u5c04\u5230\u5177\u4f53\u8ba1\u7b97\u5355\u5143&#xff0c;\u89c4\u5212\u6570\u636e\u5728\u7247\u4e0a\u5185\u5b58\u548c\u8ba1\u7b97\u5355\u5143\u4e4b\u95f4\u7684\u7cbe\u786e\u6d41\u52a8\u65f6\u5e8f&#xff0c;\u8fde\u82af\u7247\u4e4b\u95f4\u7684\u6570\u636e\u6536\u53d1\u5728\u54ea\u4e2a\u65f6\u949f\u5468\u671f\u53d1\u751f\u90fd\u5b89\u6392\u597d\u4e86\u3002<\/p>\n<p>\u8fd9\u4e48\u5e72\u6709\u4e24\u4e2a\u76f4\u63a5\u597d\u5904\u3002\u4e00\u662f\u5ef6\u8fdf\u6781\u5176\u7a33\u5b9a&#xff0c;\u6bcf\u6b21\u63a8\u7406\u7684\u6267\u884c\u65f6\u95f4\u51e0\u4e4e\u5b8c\u5168\u4e00\u81f4&#xff0c;\u6ce2\u52a8\u5728\u5fae\u79d2\u7ea7&#xff0c;\u6ca1\u6709GPU\u90a3\u79cd\u5076\u53d1\u7684\u5ef6\u8fdf\u5c16\u5cf0\u3002\u4e8c\u662f\u786c\u4ef6\u4e0d\u9700\u8981\u590d\u6742\u7684\u52a8\u6001\u8c03\u5ea6\u903b\u8f91&#xff0c;\u7701\u4e0b\u6765\u7684\u82af\u7247\u9762\u79ef\u548c\u529f\u8017\u5168\u90e8\u6295\u7ed9\u8ba1\u7b97\u548c\u5185\u5b58\u3002<\/p>\n<p>\u4ee3\u4ef7\u662f\u7075\u6d3b\u6027\u5dee\u3002\u6a21\u578b\u7ed3\u6784\u4e00\u53d8\u5c31\u5f97\u91cd\u65b0\u7f16\u8bd1\u3002\u4f46\u5bf9\u5df2\u7ecf\u4e0a\u7ebf\u7684\u5927\u6a21\u578b\u670d\u52a1\u6765\u8bf4&#xff0c;\u6a21\u578b\u7ed3\u6784\u76f8\u5bf9\u56fa\u5b9a&#xff0c;\u91cd\u65b0\u7f16\u8bd1\u7684\u6210\u672c\u5b8c\u5168\u53ef\u4ee5\u63a5\u53d7\u3002<\/p>\n<h3>\u82af\u7247\u95f4\u4e92\u8054&#xff1a;\u5168\u4e92\u8054\u62d3\u6251<\/h3>\n<p>\u63a8\u7406\u4efb\u52a1\u5728\u591a\u82af\u7247\u4e4b\u95f4\u7684\u62c6\u5206\u65b9\u5f0f&#xff0c;\u548c\u8bad\u7ec3\u4e5f\u4e0d\u4e00\u6837\u3002\u8bad\u7ec3\u9700\u8981\u9891\u7e41\u7684\u68af\u5ea6\u540c\u6b65\u548c\u53c2\u6570\u66f4\u65b0&#xff0c;\u5bf9\u4e92\u8054\u5e26\u5bbd\u548c\u5ef6\u8fdf\u8981\u6c42\u6781\u9ad8\u3002\u63a8\u7406\u7684\u81ea\u56de\u5f52\u89e3\u7801\u8fc7\u7a0b&#xff0c;\u6bcf\u751f\u6210\u4e00\u4e2aToken\u90fd\u8981\u8bbf\u95ee\u5b8c\u6574\u7684KV\u7f13\u5b58&#xff0c;KV\u7f13\u5b58\u5bb9\u91cf\u968f\u4e0a\u4e0b\u6587\u957f\u5ea6\u7ebf\u6027\u589e\u957f&#xff0c;\u8fd9\u5c31\u8981\u6c42\u591a\u82af\u7247\u4e4b\u95f4\u80fd\u9ad8\u6548\u5171\u4eabKV\u7f13\u5b58\u72b6\u6001\u3002<\/p>\n<p>Groq 3 LPU\u7684\u82af\u7247\u95f4\u4e92\u8054\u5c31\u662f\u56f4\u7ed5\u8fd9\u4e2a\u9700\u6c42\u8bbe\u8ba1\u7684\u3002\u5355\u9897\u82af\u724796\u6761112Gbps\u76f4\u8fde\u94fe\u8def&#xff0c;\u5355\u82af\u7247scale-up\u5e26\u5bbd2.5TB\/s\u3002256\u9897\u82af\u7247\u7ec4\u6210\u7684\u673a\u67b6\u7528\u5168\u4e92\u8054\u62d3\u6251&#xff0c;\u4efb\u610f\u4e24\u9897\u82af\u7247\u76f4\u63a5\u901a\u4fe1&#xff0c;\u673a\u67b6\u7ea7\u7eb5\u5411\u6269\u5c55\u5e26\u5bbd640TB\/s\u3002<\/p>\n<p>\u66f4\u5173\u952e\u7684\u4e00\u70b9&#xff0c;\u56e0\u4e3a\u662f\u786e\u5b9a\u6027\u8c03\u5ea6&#xff0c;\u82af\u7247\u4e4b\u95f4\u7684\u6570\u636e\u6536\u53d1\u5728\u7cbe\u786e\u7684\u65f6\u949f\u5468\u671f\u53d1\u751f&#xff0c;\u7f51\u7edc\u91cc\u4e0d\u9700\u8981\u4efb\u4f55\u81ea\u9002\u5e94\u8def\u7531\u6216\u62e5\u585e\u611f\u77e5\u903b\u8f91\u3002\u4e92\u8054\u5ef6\u8fdf\u4e5f\u662f\u5b8c\u5168\u786e\u5b9a\u7684&#xff0c;\u4e0d\u5b58\u5728\u4f20\u7edf\u7f51\u7edc\u91cc\u62e5\u585e\u5bfc\u81f4\u7684\u5ef6\u8fdf\u6ce2\u52a8\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"551\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260902110852-6a9803c437168.jpg\" width=\"980\" \/><\/p>\n<p>\u56fe2&#xff1a;Rubin GPU\u4e0eGroq 3 LPU\u53cc\u82af\u7247\u5bf9\u6bd4\u8054\u5408\u67b6\u6784\u56fe<\/p>\n<h2>\u4e09\u3001GPU\u52a0LPU&#xff0c;\u600e\u4e48\u534f\u540c\u5de5\u4f5c<\/h2>\n<p>LPU\u4e0d\u662f\u6765\u62a2GPU\u996d\u7897\u7684&#xff0c;\u4e24\u8005\u662f\u4e92\u8865\u5173\u7cfb\u3002\u76ee\u524d\u6700\u524d\u6cbf\u7684\u63a8\u7406\u67b6\u6784&#xff0c;\u6b63\u5728\u8d70\u5411GPU\u548cLPU\u7684\u5f02\u6784\u534f\u540c\u3002<\/p>\n<p>\u5177\u4f53\u600e\u4e48\u534f\u540c&#xff0c;\u6709\u4e24\u79cd\u5178\u578b\u6a21\u5f0f\u3002<\/p>\n<p>\u7b2c\u4e00\u79cd\u662f\u9636\u6bb5\u62c6\u5206\u3002\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u5206\u4e24\u4e2a\u9636\u6bb5&#xff1a;\u9884\u586b\u5145\u548c\u89e3\u7801\u3002\u9884\u586b\u5145\u662f\u628a\u7528\u6237\u8f93\u5165\u7684Prompt\u4e00\u6b21\u6027\u5904\u7406\u6389&#xff0c;\u8ba1\u7b97\u91cf\u5927&#xff0c;\u5c5e\u4e8e\u9ad8\u541e\u5410\u91cf\u7684\u6279\u91cf\u77e9\u9635\u8fd0\u7b97&#xff0c;GPU\u7684\u9ad8\u6d6e\u70b9\u7b97\u529b\u5e72\u8fd9\u4e2a\u6b63\u5408\u9002\u3002\u89e3\u7801\u662f\u9010Token\u81ea\u56de\u5f52\u751f\u6210&#xff0c;\u6bcf\u6b65\u8ba1\u7b97\u91cf\u5c0f\u4f46\u5ef6\u8fdf\u654f\u611f&#xff0c;\u8fd8\u8981\u9891\u7e41\u8bbf\u95eeKV\u7f13\u5b58&#xff0c;LPU\u7684\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u7247\u4e0a\u5185\u5b58\u5e26\u5bbd\u5728\u8fd9\u4e2a\u9636\u6bb5\u4f18\u52bf\u660e\u663e\u3002<\/p>\n<p>\u6240\u4ee5\u5206\u5de5\u5f88\u81ea\u7136&#xff1a;GPU\u8d1f\u8d23\u9884\u586b\u5145&#xff0c;LPU\u8d1f\u8d23\u89e3\u7801\u3002\u4e24\u8005\u901a\u8fc7\u9ad8\u901f\u4e92\u8054\u4ea4\u6362\u4e2d\u95f4\u72b6\u6001&#xff0c;\u5404\u5c55\u6240\u957f\u3002\u5b9e\u6d4b\u6570\u636e\u663e\u793a&#xff0c;\u8fd9\u79cd\u5f02\u6784\u67b6\u6784\u5728\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e0b\u7684Token\u751f\u6210\u901f\u7387&#xff0c;\u6bd4\u7eafGPU\u65b9\u6848\u6709\u660e\u663e\u63d0\u5347\u3002\u5728100K\u4e0a\u4e0b\u6587\u57fa\u51c6\u6d4b\u8bd5\u4e2d&#xff0c;\u642d\u8f7dGemma 4 31B\u6a21\u578b\u7684\u7cfb\u7edf\u8dd1\u51fa\u4e863431 output 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