{"id":40779,"date":"2026-01-09T03:06:01","date_gmt":"2026-01-08T19:06:01","guid":{"rendered":"https:\/\/17aitech.com\/?p=40779"},"modified":"2026-01-09T03:06:01","modified_gmt":"2026-01-08T19:06:01","slug":"%e4%b8%8a%e6%b5%b7ai-lab%e8%83%a1%e4%be%a0%ef%bc%9akv-cache%e5%8e%8b%e7%bc%a9%e4%b9%8b%e5%90%8e%ef%bc%8c%e5%8f%af%e8%ae%a9%e4%bb%b7%e6%a0%bc2%e4%b8%87%e7%be%8e%e9%87%91%e7%9a%84gpu%e5%8f%91%e6%8c%a5","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40779","title":{"rendered":"\u4e0a\u6d77AI Lab\u80e1\u4fa0\uff1aKV Cache\u538b\u7f29\u4e4b\u540e\uff0c\u53ef\u8ba9\u4ef7\u683c2\u4e07\u7f8e\u91d1\u7684GPU\u53d1\u6325\u51fa20\u4e07\u7f8e\u91d1\u7684\u4ef7\u503c | GAIR 2025"},"content":{"rendered":"<p>\u76ee\u524d\uff0c\u4e0d\u540c\u5927\u6a21\u578b\u5382\u5546\u53d1\u5e03\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u8d85\u957f\u4e0a\u4e0b\u6587\u65b9\u9762\u5df2\u7ecf\u6709\u663e\u8457\u7a81\u7834\uff0c\u6700\u9ad8\u7684\u5df2\u80fd\u652f\u6301\u6570\u767e\u4e07 Token \u7684\u8f93\u5165\uff0c\u4f8b\u5982 MiniMax-M1\u3001Qwen2.5-1M 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Computation\uff09\u6765\u63d0\u9ad8\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u6548\u7387\u201d\u65b9\u6848\uff0c\u5b9e\u73b0\u4e86\u4e24\u9879\u5173\u952e\u6280\u672f\u7a81\u7834\uff1a\u4e00\u662f\u5728\u7b97\u6cd5\u5c42\u9762\uff0c\u901a\u8fc7\u7c97\u5316\u8fdc\u8ddd\u79bb\u6807\u8bb0\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u6210\u529f\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u5883\u957f\u5ea6\u6269\u5c55\u81f3\u539f\u6709\u6c34\u5e73\u7684 8 \u500d\uff1b\u4e8c\u662f\u5728\u7cfb\u7edf\u5c42\u9762\uff0c\u5c06\u8fc7\u5f80\u6807\u8bb0\u7684\u4e2d\u95f4\u72b6\u6001\uff08KV Cache\uff09\u91cf\u5316\u4e3a 2 \u6bd4\u7279\u6570\u5b57\uff0c\u5b9e\u73b0\u4e86 8 \u500d\u5185\u5b58\u6548\u7387\u7684\u63d0\u5347\u548c 3.5 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\u7b97\u6cd5\u53ca\u7cfb\u7edf\uff08\u5355\u7bc7\u8bba\u6587\u88ab\u5f15\u7528\u8d85 8000 \u4f59\u6b21\uff09\u6210\u4e3a\u4e3b\u6d41\u4eba\u5de5\u667a\u80fd\u6846\u67b6 TensorFlow \u7684\u5b98\u65b9\u63a8\u8350\u7cfb\u7edf\uff0c\u4e3b\u5bfc\u5f00\u53d1\u7684\u5f02\u5e38\u68c0\u6d4b\u7cfb\u7edf\u5728\u901a\u7528\u3001Trane\u3001\u82f9\u679c\u7b49\u516c\u53f8\u7684\u4ea7\u54c1\u4e2d\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<p>\u5173\u4e8e\u8fd9\u4e24\u9879\u5173\u952e\u6280\u672f\u7684\u76f8\u5173\u7ec6\u8282\u4ee5\u53ca\u5e94\u7528\u524d\u666f\uff0c\u8fd1\u65e5\u6211\u4eec\u8ddf\u80e1\u4fa0\u6559\u6388\u804a\u4e86\u804a\uff0c\u4ee5\u4e0b\u5185\u5bb9\u7ecf\u8fc7\u4e0d\u6539\u53d8\u539f\u610f\u7684\u7f16\u8f91\u3001\u6574\u7406\uff1a<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 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href=\"https:\/\/17aitech.com\/?p=40779\/#%E2%80%9C%E6%9C%89%E6%8D%9F%E8%AE%A1%E7%AE%97%E2%80%9D%E5%9C%A8%E6%A8%A1%E5%9E%8B%E5%A4%84%E7%90%86%E4%B8%8D%E5%90%8C%E4%BB%BB%E5%8A%A1%E7%9A%84%E5%87%86%E7%A1%AE%E7%8E%87%E4%B8%8D%E5%90%8C\" >\u201c\u6709\u635f\u8ba1\u7b97\u201d\u5728\u6a21\u578b\u5904\u7406\u4e0d\u540c\u4efb\u52a1\u7684\u51c6\u786e\u7387\u4e0d\u540c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=40779\/#%E8%AF%A5%E2%80%9C%E6%9C%89%E6%8D%9F%E6%96%B9%E6%A1%88%E2%80%9D%E5%BA%94%E7%94%A8%E7%9A%84%E6%BD%9C%E5%8A%9B%E5%A6%82%E4%BD%95\" >\u8be5\u201c\u6709\u635f\u65b9\u6848\u201d\u5e94\u7528\u7684\u6f5c\u529b\u5982\u4f55<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E6%A8%A1%E7%B3%8A%E7%9A%84%E4%B8%8A%E4%B8%8B%E6%96%87%E4%BD%8D%E7%BD%AE%E4%BF%A1%E6%81%AF%E4%BB%A5%E5%8F%8A%E6%A8%A1%E7%B3%8A%E7%9A%84_KV_Cache_%E4%B8%A4%E7%82%B9%E5%85%A5%E6%89%8B%E5%81%9A%E2%80%9C%E6%9C%89%E6%8D%9F%E8%AE%A1%E7%AE%97%E2%80%9D\"><\/span>\u4ece\u6a21\u7cca\u7684\u4e0a\u4e0b\u6587\u4f4d\u7f6e\u4fe1\u606f\u4ee5\u53ca\u6a21\u7cca\u7684 KV Cache \u4e24\u70b9\u5165\u624b\u505a\u201c\u6709\u635f\u8ba1\u7b97\u201d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u96f7\u5cf0\u7f51\uff1a\u8bf7\u60a8\u5148\u7b80\u5355\u4ecb\u7ecd\u4e0b&#8221;\u901a\u8fc7\u6709\u635f\u8ba1\u7b97\u5b9e\u73b0\u9ad8\u6548\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406&#8221;\u7684\u5177\u4f53\u601d\u8def\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u6211\u4eec\u6839\u636e\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u6765\u81ea\u4f4e\u7cbe\u5ea6\u8ba1\u7b97\u7b49&#8221;\u6709\u635f\u64cd\u4f5c&#8221;\u4ea7\u751f\u7684\u566a\u58f0\u5177\u6709\u6781\u5f3a\u9c81\u68d2\u6027\u8fd9\u4e00\u7279\u70b9\uff0c\u4e3b\u52a8\u5f15\u5165\u53ef\u63a7\u7684\u3001\u4e0d\u635f\u5bb3\u6027\u80fd\u7684\u4fe1\u606f\u635f\u5931\uff0c\u80fd\u591f\u6781\u9ad8\u5730\u63d0\u4f9b\u63a8\u7406\u6548\u7387\uff0c\u5b9e\u9645\u4e0a\u662f\u7528\u7cbe\u5ea6\u6362\u53d6\u6548\u7387\u7684\u601d\u8def\u3002\u6211\u4eec\u7684&#8221;\u6709\u635f\u8ba1\u7b97&#8221;\u4e3b\u8981\u5b9e\u65bd\u65b9\u5f0f\u662f\u4e24\u79cd\uff0c\u4e00\u662f\u5728\u7b97\u6cd5\u5c42\u9762\uff0c\u4e0d\u8981\u7528\u4e0a\u4e0b\u6587\u7cbe\u786e\u7684\u76f8\u5bf9\u8ddd\u79bb\u6765\u8fdb\u884c\u8ba1\u7b97\uff0c\u800c\u662f\u901a\u8fc7\u7c97\u5316\u8fdc\u8ddd\u79bb\u6807\u8bb0\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u6210\u529f\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u5883\u957f\u5ea6\u6269\u5c55\u81f3\u539f\u6765\u6c34\u5e73\u7684 8 \u500d\uff1b\u4e8c\u662f\u5728\u7cfb\u7edf\u5c42\u9762\uff0c\u5c06\u8fc7\u53bb\u4ee4\u724c\u7684\u4e2d\u95f4\u72b6\u6001\uff08KV Cache\uff09\u505a\u76f8\u5e94\u7684\u91cf\u5316\uff0c\u91cf\u5316\u4e3a 2 \u6bd4\u7279\u6570\u5b57\uff0c\u53ef\u4ee5\u5b9e\u73b0 8 \u500d\u5185\u5b58\u6548\u7387\u63d0\u5347\u548c 3.5 \u500d\u5b9e\u9645\u901f\u5ea6\u52a0\u901f\uff0c\u4e14\u4e0d\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u201c\u6709\u635f\u8ba1\u7b97\u201d\u7684\u7075\u611f\u662f\u5426\u90e8\u5206\u6e90\u4e8e\u5bf9\u5927\u6a21\u578b\u672c\u8eab\u4f5c\u4e3a\u4e00\u79cd\u201c\u6709\u635f\u4e16\u754c\u538b\u7f29\u5668\u201d\u7684\u7406\u8bba\u8ba4\u77e5\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u6574\u4e2a\u65b9\u6848\u7684\u7075\u611f\u6765\u6e90\u4e8e\u6df1\u5ea6\u5b66\u4e60\uff0c\u6df1\u5ea6\u5b66\u4e60\u4e2d\u6709\u4e24\u4e2a\u91cd\u8981\u7684\u53d1\u73b0\u3002\u4e00\u4e2a\u662f\u6a21\u578b\u7684\u53c2\u6570\u91cf\u5b9e\u9645\u4e0a\u6bd4\u6a21\u578b\u7684\u7cbe\u5ea6\u66f4\u91cd\u8981\uff0c\u6211\u4eec\u505a\u4e86\u5f88\u591a\u5b9e\u9a8c\uff0c\u5176\u4e2d\u4e00\u5806\u5b9e\u9a8c\u90fd\u8868\u660e\u76f8\u5bf9\u5927\u7684\u6a21\u578b\u6bd4\u76f8\u5bf9\u7cbe\u786e\u7684\u6a21\u578b\uff0c\u5b83\u7684\u63a8\u7406\u65e0\u8bba\u662f\u6548\u7387\u8fd8\u662f\u51c6\u786e\u5ea6\u6765\u8bb2\u90fd\u66f4\u597d\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u91cd\u8981\u53d1\u73b0\u662f\u5728\u6df1\u5ea6\u6a21\u578b\u4e2d\uff0c\u5f53\u6211\u4eec\u628a\u5f88\u591a\u53c2\u6570\u5220\u6389\u4ee5\u540e\uff0c\u6a21\u578b\u7684\u51c6\u786e\u7387\u635f\u5931\u975e\u5e38\u5c0f\u3002<\/p>\n<p>\u4e8e\u662f\u6211\u4eec\u5c31\u60f3\u5230\u4e86\u600e\u6837\u4ece\u6a21\u7cca\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4ee5\u53ca\u6a21\u7cca\u7684 KV Cache \u8fd9\u4e24\u70b9\u5165\u624b\u505a\u6709\u635f\u8ba1\u7b97\u3002\u5177\u4f53\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u5982\u6211\u4eec\u8bfb\u4e66\u65f6\uff0c\u5f53\u6211\u4eec\u8bd5\u56fe\u8bb0\u5fc6\u4e0a\u4e0b\u6587\uff0c\u6bd4\u5982\u60f3\u77e5\u9053\u4e0a\u4e00\u7ae0\u51fa\u73b0\u4e86\u4e00\u4e2a\u4ec0\u4e48\u6545\u4e8b\uff0c\u4f46\u6211\u4eec\u4e0d\u9700\u8981\u77e5\u9053\u8fd9\u4e2a\u6545\u4e8b\u53d1\u751f\u5728\u7b2c 265 \u4e2a\u5b57\u4e4b\u524d\u8fd8\u662f\u7b2c 257 \u4e2a\u5b57\u4e4b\u524d\uff0c\u6211\u53ea\u9700\u8981\u77e5\u9053\u5927\u6982\u4e24\u4e09\u767e\u4e2a\u5b57\u4e4b\u524d\u51fa\u73b0\u4e86\u8fd9\u4e48\u4e00\u4e2a\u6545\u4e8b\u5c31\u884c\u4e86\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u60a8\u7684&#8221;\u6709\u635f\u8ba1\u7b97&#8221;\u65b9\u6848\u4e3b\u8981\u901a\u8fc7\u4e24\u79cd\u65b9\u6848\uff0c\u5176\u4e2d\u901a\u8fc7\u7c97\u5316\u4f4d\u7f6e\u4fe1\u606f\u6765\u6269\u5c55\u4e0a\u4e0b\u6587\uff0c\u8fd9\u79cd\u7c97\u5316\u7b56\u7565\u662f\u9759\u6001\uff0c\u8fd8\u662f\u6839\u636e\u6587\u672c\u5185\u5bb9\u52a8\u6001\u8c03\u6574\u7684\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u90fd\u4e0d\u662f\uff0c\u5b83\u5b9e\u9645\u4e0a\u662f\u6839\u636e\u5f53\u65f6\u4e0a\u4e0b\u6587\u7684\u9700\u8981\u8fdb\u884c\u52a8\u6001\u8c03\u6574\u7684\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u7b2c\u4e8c\u79cd\u65b9\u6cd5\u662f\u5c06 KV Cache \u538b\u7f29\u5230 2 \u6bd4\u7279\uff0c\u8fd9\u662f\u4e00\u9879\u975e\u5e38\u6fc0\u8fdb\u7684\u4f18\u5316\uff0c\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u60a8\u4ee5\u53ca\u60a8\u56e2\u961f\u9047\u5230\u6700\u5927\u7684\u6311\u6218\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u6574\u4e2a\u7814\u7a76\u6700\u5927\u7684\u6311\u6218\u5c31\u662f\u538b\u7f29\u5230 2 \u6bd4\u7279\u4ee5\u540e\uff0c\u5728\u8fd9\u79cd\u4f4e\u7cbe\u5ea6\u8868\u793a\u7684\u60c5\u51b5\u4e0b\u662f\u5426\u8fd8\u80fd\u591f\u8ba9\u6a21\u578b\u4fdd\u6301\u76f8\u5e94\u7684\u51c6\u786e\u7387\uff0c\u6240\u4ee5\u5fc5\u987b\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u6765\u89e3\u51b3\u3002<\/p>\n<p>\u867d\u7136\u6211\u4eec\u5728\u5b9e\u9a8c\u73af\u5883\u4e0b\u538b\u7f29\u5230 2 \u6bd4\u7279\u662f\u53ef\u884c\u7684\uff0c\u4f46\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\u5f88\u5c11\u6709\u4eba\u8fd9\u4e48\u505a\uff0c\u5de5\u4e1a\u754c\u4e3b\u6d41\u7684\u4f18\u5316\u624b\u6bb5\u4f8b\u5982 DeepSeek \u662f\u538b\u7f29\u5230 8 \u6bd4\u7279\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u538b\u7f29\u5230 4 \u6bd4\u7279\u5df2\u7ecf\u975e\u5e38\u6fc0\u8fdb\u4e86\uff0c2 \u6bd4\u7279\u73b0\u5728\u66f4\u591a\u8fd8\u662f\u4e00\u4e2a\u5b9e\u9a8c\u5ba4\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u538b\u7f29\u80fd\u591f\u63d0\u9ad8\u6a21\u578b\u7684\u5de5\u4f5c\u6548\u7387\uff0c\u8fd9\u5df2\u7ecf\u5f62\u6210\u4e86\u5e7f\u6cdb\u5171\u8bc6\uff0c\u538b\u7f29\u65b9\u6cd5\u662f\u6700\u5927\u7684\u6311\u6218\uff0c\u6240\u4ee5\u6211\u4eec\u7684\u5de5\u4f5c\u6700\u5927\u7684\u8d21\u732e\u5c31\u662f\u5bf9 Key Cache \u548c Value Cache \u7684\u538b\u7f29\u65b9\u5f0f\u662f\u4e0d\u4e00\u6837\u7684\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u538b\u7f29 KV Cache \u540e\uff0c\u80fd\u5b9e\u73b0\u4ec0\u4e48\u4ef7\u503c\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1aKV Cache \u662f\u5927\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u4e2a\u4e2d\u95f4\u5b58\u50a8\u72b6\u6001\uff0cKV Cache \u76f4\u63a5\u8ddf GPU \u7684\u5185\u5b58\u76f8\u5173\uff0c\u4f8b\u5982A100 80GB\uff0c\u5176\u4e2d\u7684 80GB \u5c31\u662f\u5b83\u7684\u5185\u5b58\uff0c\u800c 80GB \u5f53\u4e2d\u53ef\u80fd\u6709 90% \u4ee5\u4e0a\u7684\u7528\u9014\u90fd\u662f\u7528\u6765\u5b58 KV Cache\uff0c\u5b83\u662f\u8ba1\u7b97\u4e2d\u4e00\u4e2a\u6700\u91cd\u8981\u7684\u4e2d\u95f4\u5b58\u50a8\u8ba1\u7b97\u5de5\u5177\u3002<\/p>\n<p>\u5982\u679c\u4ece 16 \u6bd4\u7279\u538b\u5230 2 \u6bd4\u7279\uff0c\u5c31\u76f8\u5f53\u4e8e\u538b\u7f29\u4e86\u8fd1 10 \u500d\uff0c\u5c31\u76f8\u5f53\u4e8e\u80fd\u591f\u8ba9 80GB A100 \u7684 GPU \u589e\u52a0\u4e86 10 \u500d\u7684\u5b58\u50a8\u91cf\uff0c\u8fd9\u5c31\u975e\u5e38\u6709\u4ef7\u503c\u4e86\uff0c\u56e0\u4e3a\u4e00\u5757\u666e\u901a\u7684 GPU \u5c31\u662f\u4e24\u4e09\u4e07\u7f8e\u91d1\uff0c\u5982\u679c\u80fd\u589e\u52a0 10 \u500d\u5b58\u50a8\u91cf\u7684\u8bdd\uff0c\u7c97\u7b97\u4e0b\u6765\u76f8\u5f53\u4e8e\u628a 2 \u4e07\u7f8e\u91d1\u7684 GPU \u76f4\u63a5\u589e\u503c\u5230 20 \u4e07\u7f8e\u91d1\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u8fd9\u4e24\u4e2a\u65b9\u6cd5\u4e3b\u8981\u5728\u54ea\u4e9b\u6a21\u578b\u4e0a\u5b9e\u9a8c\u8fc7\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u6211\u4eec\u4e3b\u8981\u7684\u7ed3\u679c\u662f\u5728 llama \u4e0a\u505a\u7684\u3002\u4e24\u7bc7\u6587\u7ae0\u90fd\u662f 2024 \u5e74\u53d1\u7684\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u60a8\u56e2\u961f\u5f00\u53d1\u7684 AutoKeras \u7b49\u5f00\u6e90\u9879\u76ee\u5df2\u88ab\u5e7f\u6cdb\u91c7\u7528\u3002\u5bf9\u4e8e\u8fd9\u9879\u6709\u635f\u8ba1\u7b97\u6280\u672f\uff0c\u60a8\u662f\u5426\u4e5f\u8ba1\u5212\u901a\u8fc7\u7c7b\u4f3c\u7684\u8def\u5f84\u6765\u63a8\u52a8\u5176\u5de5\u4e1a\u754c\u91c7\u7eb3\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u5df2\u7ecf\u6709\u5f88\u591a\u4e3b\u6d41\u7684\u5f00\u6e90\u8f6f\u4ef6\u5305\u90fd\u5728\u4f7f\u7528\u4e86\uff0c\u50cf hugging face \u7684 transformer\uff0cllama.cpp \u90fd\u5728\u4f7f\u7528\u8fd9\u4e24\u4e2a\u65b9\u6cd5\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u60a8\u7684\u65b9\u6848\u8ddf\u5f53\u524d\u5176\u4ed6\u4e00\u4e9b\u63a8\u7406\u65b9\u6cd5\uff0c\u6bd4\u5982\u6df7\u5408\u4e13\u5bb6\u6a21\u578b MoE\uff0c\u6a21\u62df\u8ba1\u7b97\u7b49\uff0c\u5728\u54f2\u5b66\u548c\u6280\u672f\u8def\u5f84\u6709\u548c\u6839\u672c\u4e0d\u540c\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u54f2\u5b66\u4e0a\u662f\u5dee\u4e0d\u591a\u7684\uff0c\u6709\u53e5\u8bdd\u53eb no free lunch\uff0c\u6211\u4eec\u5f97\u5230\u7684\u662f\u5b83\u7684\u6548\u7387\uff0c\u635f\u5931\u7684\u662f\u7cbe\u5ea6\uff0c\u5c31\u770b\u635f\u5931\u7684\u7cbe\u5ea6\u4f1a\u4e0d\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002\u4f46\u662f\u6211\u4eec\u8ffd\u6c42\u7684\u5e76\u4e0d\u662f\u6a21\u578b\u7684\u7cbe\u5ea6\uff0c\u800c\u662f\u6700\u540e\u7684\u51c6\u786e\u7387\u3002\u6240\u4ee5\u54f2\u5b66\u4e0a\u90fd\u662f\u901a\u8fc7\u4e00\u4e9b\u65b9\u6cd5\u6765\u8ba9\u6a21\u578b\u6548\u7387\u66f4\u5feb\uff0c\u5728\u5feb\u7684\u540c\u65f6\u8fd8\u4e0d\u6389\u70b9\uff0c\u5373\u51c6\u786e\u7387\u8fd8\u4e0d\u4f1a\u4e0b\u964d\u3002<\/p>\n<p>\u6280\u672f\u4e0a\u5c31\u5b8c\u5168\u4e0d\u4e00\u6837\u4e86\uff0cMoE \u662f\u901a\u8fc7 sparsity\uff08\u7a00\u758f\u6027\uff09\u6765\u89e3\u51b3\u95ee\u9898\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u5982\u4f60\u8bfb\u7bc7\u6587\u7ae0\uff0csparsity \u610f\u5473\u7740\u6709\u4e9b\u8bcd\u5c31\u5b8c\u5168\u4e0d\u8bfb\uff0c\u5220\u6389\uff0c\u800c\u6211\u4eec\u7684\u7c97\u5316\u4f4d\u7f6e\u4fe1\u606f\u65b9\u6cd5\u5219\u662f\u90fd\u8981\u8bfb\u5b8c\uff0c\u4f46\u662f\u8bfb\u7684\u975e\u5e38\u5feb\uff0c\u4e0d\u7528\u53bb\u8bb0\u51c6\u786e\u7684\u4f4d\u7f6e\uff0c\u6211\u53ea\u77e5\u9053\u5b83\u53ef\u80fd\u5728 1\uff5e10 \u4e4b\u95f4\uff0c20\uff5e30 \u4e4b\u95f4\uff0c\u4f46\u4e0d\u9700\u8981\u53bb\u8bb0\u4f4d\u7f6e\u662f 5 \u8fd8\u662f 16\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E2%80%9C%E6%9C%89%E6%8D%9F%E8%AE%A1%E7%AE%97%E2%80%9D%E5%9C%A8%E6%A8%A1%E5%9E%8B%E5%A4%84%E7%90%86%E4%B8%8D%E5%90%8C%E4%BB%BB%E5%8A%A1%E7%9A%84%E5%87%86%E7%A1%AE%E7%8E%87%E4%B8%8D%E5%90%8C\"><\/span>\u201c\u6709\u635f\u8ba1\u7b97\u201d\u5728\u6a21\u578b\u5904\u7406\u4e0d\u540c\u4efb\u52a1\u7684\u51c6\u786e\u7387\u4e0d\u540c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u96f7\u5cf0\u7f51\uff1a\u5982\u679c\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u7a81\u7136\u9700\u8981\u56de\u987e\u4e00\u4e2a\u4e4b\u524d\u88ab\u5224\u5b9a\u4e3a\u201c\u4e0d\u91cd\u8981\u201d\u5e76\u4e22\u5f03\u7684\u4fe1\u606f\uff0c\u60a8\u7684\u7b97\u6cd5\u5982\u4f55\u5e94\u5bf9\u8fd9\u79cd\u201c\u5927\u6d77\u635e\u9488\uff08Needle- in-a-Haystack\uff09\u201d\u7684\u5931\u8d25\u98ce\u9669\uff1f<\/p>\n<p>\u80e1\u4fa0 \uff1a\u6a21\u578b\u4e0d\u7528\u975e\u8981\u53bb\u770b\u4e4b\u524d\u7684\u7edd\u5bf9\u4f4d\u7f6e\uff0c\u6240\u6709\u7684\u6a21\u578b\u7684\u76ee\u6807\u90fd\u662f\u5728\u6700\u540e\u751f\u6210\u6b63\u786e\u7684\u7b54\u6848\u5373\u53ef\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u8be5\u201c\u6709\u635f\u8ba1\u7b97\u201d\u65b9\u6848\u5bf9\u4e8e\u6a21\u578b\u5904\u7406\u4e0d\u540c\u4efb\u52a1\u7684\u5f71\u54cd\u662f\u76f8\u540c\u7684\u5417\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u73b0\u5728\u6211\u4eec\u7684\u65b9\u6848\u66f4\u591a\u662f\u9488\u5bf9\u8bed\u8a00\u5927\u6a21\u578b\uff0c\u4f46\u5bf9\u4e8e\u591a\u6a21\u6001\u5927\u6a21\u578b\u6216\u8005\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u6548\u679c\u662f\u4e0d\u540c\u7684\uff0c\u5176\u4ed6\u7684\u6211\u4eec\u4e5f\u6ca1\u6709\u5b9e\u9a8c\u53bb\u652f\u6491\uff0c\u6240\u4ee5\u5f88\u96be\u8bb2\u6548\u679c\u4f1a\u597d\u8fd8\u662f\u4e0d\u597d\u3002\u4f46\u4ece\u673a\u7406\u4e0a\u6765\u8bb2\uff0c\u6211\u4eec\u5927\u6982\u7684\u601d\u8def\u5c31\u662f\u7528\u7cbe\u5ea6\u6362\u6548\u7387\uff0c\u4f46\u8fd9\u4e2a\u635f\u5931\u7684\u7cbe\u5ea6\u5e76\u6ca1\u6709\u635f\u5bb3\u5230\u6a21\u578b\u7684\u51c6\u786e\u7387\u3002\u6240\u4ee5\u4ece\u5927\u7684\u903b\u8f91\u4e0a\u6765\u8bb2\u5bf9\u5f88\u591a\u4efb\u52a1\u5e94\u8be5\u6ca1\u6709\u592a\u591a\u5f71\u54cd\uff0c\u4f46\u5177\u4f53\u4efb\u52a1\u4e5f\u8981\u5177\u4f53\u5206\u6790\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u4ece\u67ef\u6c0f\u590d\u6742\u5ea6\u548c\u6700\u5c0f\u63cf\u8ff0\u957f\u5ea6\u7684\u89d2\u5ea6\u770b\uff0c\u8bad\u7ec3\u5927\u6a21\u578b\u662f\u5bfb\u627e\u6570\u636e\u80cc\u540e\u7684\u6700\u77ed\u7a0b\u5e8f\uff0c\u90a3\u4e48\u60a8\u8ba4\u4e3a\u5728\u63a8\u7406\u9636\u6bb5\u8fdb\u884c\u6709\u635f\u8ba1\u7b97\uff0c\u662f\u5426\u53ef\u4ee5\u7406\u89e3\u4e3a\u5728\u7279\u5b9a\u4efb\u52a1\u548c\u4e0a\u4e0b\u6587\u7ea6\u675f\u4e0b\u8fdb\u4e00\u6b65\u5bfb\u627e\u201c\u6700\u77ed\u7684\u8fd0\u884c\u65f6\u7a0b\u5e8f\u201d\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u6211\u89c9\u5f97\u53ef\u4ee5\u8fd9\u4e48\u8bb2\uff0c\u8fd9\u4e2a\u8bb2\u6cd5\u5bf9\u6211\u6765\u8bf4\u8fd8\u633a\u65b0\u9896\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u5982\u4f55\u8bc4\u4f30\u5e76\u786e\u4fdd\u8fd9\u4e9b\u201c\u6709\u635f\u64cd\u4f5c\u201d\u6ca1\u6709\u8fc7\u5ea6\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u8fd9\u662f\u4e2a\u5f88\u597d\u7684\u95ee\u9898\u3002\u6211\u4eec\u66f4\u591a\u662f\u7528\u5927\u91cf\u5b9e\u9a8c\u6765\u770b\u662f\u5426\u8fc7\u5ea6\uff0c\u6bd4\u5982\u8bf4\u73b0\u5728\u5e38\u89c1\u7684\u662f 16 \u6bd4\u7279\uff0c\u7a76\u7adf\u8981\u538b\u7f29\u5230 8 \u6bd4\u7279\u3001\u8fd8\u662f 4 \u6bd4\u7279\u3001\u8fd8\u662f 2 \u6bd4\u7279\uff0c\u8fd9\u5c31\u8981\u6839\u636e\u5b9e\u9645\u9700\u6c42\u6765\u5224\u65ad\uff0c\u56e0\u4e3a\u6a21\u578b\u51c6\u786e\u7387\u7684\u4e0b\u964d\u66f2\u7ebf\u5728\u4e0d\u540c\u7684\u4efb\u52a1\u4e0a\u4e5f\u662f\u4e0d\u540c\u7684\u3002\u5f53\u5b9e\u9a8c\u65f6\u6a21\u578b\u7684\u51c6\u786e\u7387\u5df2\u7ecf\u5f00\u59cb\u5927\u5e45\u4e0b\u964d\u4e86\uff0c\u5c31\u538b\u8fc7\u5934\u4e86\uff0c\u5c31\u4e0d\u80fd\u518d\u538b\u4e86\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u60a8\u63d0\u5230\u538b\u7f29\u65f6\uff0c\u6a21\u578b\u51c6\u786e\u7387\u7684\u4e0b\u964d\u66f2\u7ebf\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u4e0d\u540c\uff0c\u662f\u5426\u53ef\u4ee5\u4e3e\u4f8b\u5728\u54ea\u4e9b\u4efb\u52a1\u4e0a\u51fa\u73b0\u660e\u663e\u4e0d\u540c\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u6211\u4eec\u5b9e\u9a8c\u6bd4\u8f83\u591a\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u591a\u6a21\u6001\u7684\u4efb\u52a1\u3001classification \u7684\u4efb\u52a1\uff0c\u4e3b\u8981\u662f\u56de\u7b54\u95ee\u9898\uff0c\u5373 chatbot \u7684\u51c6\u786e\u7387\u5728\u538b\u7f29\u5230 2 \u6bd4\u7279\u7684\u65f6\u5019\u4e0d\u4f1a\u6389\u70b9\uff0c\u4f46\u662f\u53ef\u80fd\u7528\u6765\u505a\u751f\u6210\u7a0b\u5e8f\u6bd4\u8f83\u56f0\u96be\u3002\u6211\u4eec\u7684\u6709\u635f\u65b9\u6cd5\u5bf9\u751f\u6210\u7a0b\u5e8f\u8fd9\u79cd\u5bf9\u7cbe\u5ea6\u8981\u6c42\u975e\u5e38\u9ad8\u7684\u4efb\u52a1\u53ef\u80fd\u4f1a\u5f71\u54cd\u5176\u51c6\u786e\u6027\uff0c\u6211\u4eec\u6ca1\u505a\u76f8\u5e94\u7684\u5b9e\u9a8c\uff0c\u4f46\u6211\u611f\u89c9\u53ef\u80fd\u6bd4\u8f83\u56f0\u96be\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u7ecf\u5386\u4e86\u591a\u5c11\u6b21\u5b9e\u9a8c\u624d\u53d1\u73b0\u5c06 KV Cache \u538b\u7f29\u5230 2 \u6bd4\u7279\u7684\u65f6\u5019\u6389\u70b9\u5f88\u5c11\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u5f88\u96be\u8bb2\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u9879\u76ee\u4e5f\u4e0d\u662f\u51ed\u7a7a\u4ece\u5934\u5f00\u59cb\u505a\u7684\uff0c\u4e5f\u662f\u57fa\u4e8e\u6211\u4eec\u4e4b\u524d\u5f88\u591a\u5176\u4ed6\u5de5\u4f5c\u79ef\u7d2f\u51fa\u6765\u7684\u3002\u6211\u4eec\u5728\u901a\u8fc7\u4e0d\u540c\u65b9\u5f0f\u8dd1\u901a\u5927\u6a21\u578b\u7684\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u505a\u5404\u79cd\u5b9e\u9a8c\uff0c\u7136\u540e\u53d1\u73b0\u4e86\u8fd9\u4e2a\u73b0\u8c61\uff0c\u4f46\u6211\u4eec\u4e5f\u4e0d\u662f\u7b2c\u4e00\u4e2a\u505a\u538b\u7f29\u7684\u4eba\uff0c\u505a\u538b\u7f29\u7684\u4eba\u5f88\u591a\u3002\u4f46\u6211\u4eec\u4e3b\u8981\u8d21\u732e\u4e86\u4e00\u79cd\u65b0\u7684\u538b\u7f29\u65b9\u6cd5\uff0c\u5c31\u662f Key \u8ddf Value \u8fd9\u4e24\u79cd Cache\uff0c\u6240\u4ee5\u53eb\u5b83 KV Cache\uff0c\u4e4b\u524d\u5927\u5bb6\u90fd\u7528\u540c\u4e00\u79cd\u65b9\u6cd5\u6765\u538b\u7f29\u8fd9\u4e24\u79cd Cache\uff0c\u4f46\u6211\u4eec\u6bd4\u8f83\u521b\u65b0\u5730\u5c06 Key \u8ddf Value \u6309\u7167\u4e0d\u540c\u7684\u538b\u7f29\u65b9\u6cd5\u538b\u7f29\uff0c\u53ef\u4ee5\u8ba9\u5b83\u5728 2 \u6bd4\u7279\u7684\u65f6\u5019\u6389\u70b9\u975e\u5e38\u5c11\u6216\u8005\u51e0\u4e4e\u4e0d\u6389\u70b9\uff0c\u8fd9\u662f\u6700\u5927\u7684\u4e00\u4e2a\u8d21\u732e\u3002<\/p>\n<p>\u96f7\u5cf0\u7f51\uff1a\u90a3\u6709\u6ca1\u6709\u5b9e\u9a8c\u8bc1\u660e\u538b\u7f29\u5230 1 \u6bd4\u7279\u7684\u65f6\u5019\uff0c\u5f00\u59cb\u51fa\u73b0\u5927\u7684\u6389\u70b9\uff1f<\/p>\n<p>\u80e1\u4fa0\uff1a\u4e0d\u53ef\u80fd 1 \u6bd4\u7279\uff0c1 \u6bd4\u7279\u5c31\u76f8\u5f53\u4e8e\u53ea\u7528 0 \u548c 1 \u6765\u8868\u793a\uff0c\u6574\u4e2a\u77e9\u9635\u5c31\u662f 0\u30011\uff0c\u4fe1\u606f\u91cf\u592a\u5c11\u4e86\u3002<\/p>\n<h3><span class=\"ez-toc-section\" 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href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-caffd5db911581c593515fca738917f2.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/01\/frc-caffd5db911581c593515fca738917f2.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/academic\/qTBD52ttzwhaPo2C.html\" target=\"_blank\">\u4e0a\u6d77AI Lab\u80e1\u4fa0\uff1aKV Cache\u538b\u7f29\u4e4b\u540e\uff0c\u53ef\u8ba9\u4ef7\u683c2\u4e07\u7f8e\u91d1\u7684GPU\u53d1\u6325\u51fa20\u4e07\u7f8e\u91d1\u7684\u4ef7\u503c | GAIR 2025<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u524d\uff0c\u4e0d\u540c\u5927\u6a21\u578b\u5382\u5546\u53d1\u5e03\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904 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