{"id":781617,"date":"2026-05-18T19:03:06","date_gmt":"2026-05-18T11:03:06","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=781617"},"modified":"2026-05-18T19:03:06","modified_gmt":"2026-05-18T11:03:06","slug":"kimi%e6%96%b0%e8%ae%ba%e6%96%87%ef%bc%9a%e6%8a%8akvcache%e7%8e%a9%e6%88%90%e6%96%b0%e5%95%86%e4%b8%9a%e6%a8%a1%e5%bc%8f%e4%ba%86-%e9%87%8f%e5%ad%90%e4%bd%8d","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=781617","title":{"rendered":"Kimi\u65b0\u8bba\u6587\uff1a\u628aKVCache\u73a9\u6210\u65b0\u5546\u4e1a\u6a21\u5f0f\u4e86 &#8211; \u91cf\u5b50\u4f4d"},"content":{"rendered":"<br \/>\n<h1>Kimi\u65b0\u8bba\u6587\uff1a\u628aKVCache\u73a9\u6210\u65b0\u5546\u4e1a\u6a21\u5f0f\u4e86<\/h1>\n<div>              <span><img loading=\"lazy\" src=\"http:\/\/www.qbitai.com\/wp-content\/themes\/liangziwei\/imagesnew\/head.jpg\" height=\"200\" width=\"200\" alt=\"Kimi\u65b0\u8bba\u6587\uff1a\u628aKVCache\u73a9\u6210\u65b0\u5546\u4e1a\u6a21\u5f0f\u4e86 &amp;#8211; \u91cf\u5b50\u4f4d\"><em><a href=\"https:\/\/www.qbitai.com\/author\/hengyu\" title=\"\u7531 \u8861\u5b87 \u53d1\u5e03\" rel=\"author\">\u8861\u5b87<\/a><\/em><\/span>                           <span>2026-04-19<\/span>              <span>18:19:45<\/span>           <span>           \u6765\u6e90\uff1a<a href='https:\/\/www.qbitai.com' target='blank' rel=\"nofllow noopener\">\u91cf\u5b50\u4f4d<\/a>            <\/span><\/div>\n<div>\n<p>\u8d85\u957f\u4e0a\u4e0b\u6587\u798f\u97f3<\/p>\n<\/p><\/div>\n<p data-track=\"2\">\u628a\u957f\u4e0a\u4e0b\u6587\u505a\u5230\u6781\u81f4\u7684Kimi\u53c8\u53d1\u65b0\u6210\u679c\uff01<\/p>\n<p data-track=\"3\">\u8fd9\u4e00\u6b21\u7784\u51c6\u7684\u662f\u5927\u6a21\u578b\u63a8\u7406\u67b6\u6784\u8de8\u673a\u623f\u8c03\u5ea6\u6c89\u75b4\u3002<\/p>\n<p data-track=\"4\">\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u5957\u5168\u65b0\u8303\u5f0f\uff0c<strong>Prefill-as-a-Service<\/strong>\uff08\u7b80\u79f0PrFaaS\uff09<strong>\uff0c\u9884\u586b\u5145\u5373\u670d\u52a1\u3002<\/strong><\/p>\n<p data-track=\"5\">\u5176\u6838\u5fc3\u7a81\u7834\u662f\u8ba9KV Cache\u53ef\u4ee5\u8de8\u6570\u636e\u4e2d\u5fc3\u4f20\u8f93\uff0c\u628aPrefill\u548cDecode\u5f7b\u5e95\u89e3\u8026\u5230\u4e0d\u540c\u7684\u5f02\u6784\u96c6\u7fa4\u3002<\/p>\n<p data-track=\"6\">\u6709\u4e86PrFaaS\uff0c<strong>Prefill\u548cDecode\u4e4b\u95f4\u53ef\u4ee5\u8de8\u8d8a\u57ce\u5e02\u3001\u8de8\u5730\u57df\u8c03\u5ea6\u3002<\/strong><\/p>\n<p data-track=\"7\">\u800c\u4e14\uff0c\u9762\u5bf9\u957f\u6587\u672c\u573a\u666f\uff0c\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u5b83\u7684\u4f18\u52bf\u8d8a\u660e\u663e\u3002<\/p>\n<p data-track=\"8\">\u53ef\u4ee5\u8bf4\u662f<strong>\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u5929\u751f\u5723\u4f53<\/strong>\uff08doge\uff09\uff01<\/p>\n<div><img decoding=\"async\" src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/6f5bc9b19fa16e8ecf4e379a21365382.webp\" data-src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/6f5bc9b19fa16e8ecf4e379a21365382.webp\" alt=\"Kimi\u65b0\u8bba\u6587\uff1a\u628aKVCache\u73a9\u6210\u65b0\u5546\u4e1a\u6a21\u5f0f\u4e86 &amp;#8211; \u91cf\u5b50\u4f4d\" \/><\/p>\n<\/div>\n<p data-track=\"9\">\u8fd9\u9879\u5de5\u4f5c<strong>\u7531\u6708\u4e4b\u6697\u9762\u548c\u6e05\u534e\u5927\u5b66\u6e05\u534e\u5927\u5b66\u90d1\u7eac\u6c11\u9662\u58eb\u3001\u6b66\u6c38\u536b\u6559\u6388\u56e2\u961f\u8054\u5408\u63a8\u51fa<\/strong>\u3002<\/p>\n<p data-track=\"10\">\u5728\u5185\u90e81T\u53c2\u6570\u6df7\u5408\u6ce8\u610f\u529b\u6a21\u578b\u7684\u5b9e\u6d4b\u9a8c\u8bc1\u4e0b\uff0c\u8fd9\u5957PrFaaS-PD\u67b6\u6784\u4ea4\u51fa\u4e86\u6781\u5177\u8bf4\u670d\u529b\u7684\u6570\u636e\u3002<\/p>\n<p data-track=\"11\">\u76f8\u6bd4\u4f20\u7edf\u540c\u6784PD\u90e8\u7f72\uff0c\u541e\u5410\u91cf\u63d0\u534754%\uff0cP90\u5ef6\u8fdf\u5927\u5e45\u964d\u4f4e64%\uff1b\u5373\u4fbf\u5bf9\u6bd4\u672a\u505a\u667a\u80fd\u8c03\u5ea6\u7684\u6734\u7d20\u5f02\u6784\u65b9\u6848\uff0c\u541e\u5410\u91cf\u4f9d\u7136\u63d0\u534732%\u3002<\/p>\n<p data-track=\"12\">\u800c\u8de8\u6570\u636e\u4e2d\u5fc3\u4f20\u8f93\u4ec5\u5360\u752813Gbps\u5e26\u5bbd\uff0c\u8fdc\u4f4e\u4e8e100Gbps\u7684\u4ee5\u592a\u7f51\u4e0a\u9650\uff0c\u4e5f\u5c31\u662f\u8bf4<strong>\u666e\u901a\u5546\u7528\u4ee5\u592a\u7f51\u5373\u53ef\u7a33\u5b9a\u627f\u8f7d<\/strong>\u3002<\/p>\n<p data-track=\"13\">\u8fd9\u80cc\u540e\u662f\u600e\u4e48\u505a\u5230\u7684\uff1f<\/p>\n<h1 data-track=\"14\">\u4e3a\u4ec0\u4e48\u5fc5\u987b\u8de8\u6570\u636e\u4e2d\u5fc3\uff1f<\/h1>\n<p data-track=\"15\">Prefill-Decode\u5206\u79bb\u662f\u5927\u6a21\u578b\u63a8\u7406\u670d\u52a1\u7684\u884c\u4e1a\u6807\u914d\u3002<\/p>\n<p data-track=\"16\">\u4f46\u8fd9\u8ba9<strong>KV Cache\u4f20\u8f93\u9ad8\u5ea6\u4f9d\u8d56RDMA\u7f51\u7edc\uff0c\u7262\u7262\u5730\u628aPrefill\u548cDecode\u4e24\u4e2a\u9636\u6bb5\u5f3a\u884c\u7ed1\u5b9a\u5728\u5355\u4e00\u96c6\u7fa4\u5185<\/strong>\u3002<\/p>\n<p data-track=\"17\">\u89e3\u7ed1\u5355\u98de\u4e0d\u4e86\uff0c\u538b\u6839\u513f\u89e3\u7ed1\u5355\u98de\u4e0d\u4e86\u3002<\/p>\n<p data-track=\"18\">\u4e8e\u662f\uff0c\u5982\u679c\u6700\u9002\u5408\u505aPrefill\u7684\u7b97\u529b\u82af\u7247\u548c\u6700\u9002\u5408\u505aDecode\u7684\u5e26\u5bbd\u82af\u7247\u4e0d\u5728\u4e00\u4e2a\u673a\u623f\uff0c\u662f\u5f02\u5730\u604b\u7684\u72b6\u6001\uff0c\u5c31\u6839\u672c\u6ca1\u529e\u6cd5\u4e00\u8d77\u7528\u3002<\/p>\n<p data-track=\"19\">\u4f46\u5f3a\u884c\u628a\u5f02\u6784\u786c\u4ef6\u585e\u5230\u4e00\u8d77\uff0c\u5fc5\u7136\u5bfc\u81f4\u8d44\u6e90\u914d\u6bd4\u5b8c\u5168\u50f5\u6b7b\u3002<\/p>\n<p data-track=\"20\">\u5927\u5bb6\u90fd\u77e5\u9053\u6d41\u91cf\u662f\u6ce2\u52a8\u7684\u3002\u914d\u6bd4\u5982\u679c\u5b9a\u6b7b\uff0c\u5f88\u5bb9\u6613\u51fa\u73b0\u4e00\u8fb9\u5fd9\u5230\u98de\u8d77\uff0c\u4e00\u8fb9\u95f2\u6210\u72d7\u7684\u60c5\u51b5\u51fa\u73b0\uff0c\u7b97\u529b\u5229\u7528\u7387\u5927\u6253\u6298\u6263\u3002<\/p>\n<p data-track=\"21\">\u5bfc\u81f4\u8fd9\u4e2a\u60c5\u51b5\u7684\u201c\u75c5\u7076\u201d\uff0c\u5c31\u662f\u5c31\u662f<strong>KV Cache\u7684\u5e26\u5bbd\u5899<\/strong>\u3002<\/p>\n<p data-track=\"22\">\u7814\u7a76\u56e2\u961f\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\u7ed9\u51fa\u4e86\u91cf\u5316\u6570\u636e\u3002<\/p>\n<p data-track=\"23\">\u4ee5MiniMax-M2.5\u8fd9\u6b3e\u5178\u578b\u7684dense GQA\u67b6\u6784\u6a21\u578b\u4e3a\u4f8b\u2014\u2014<\/p>\n<p data-track=\"24\">\u572832K\u4e0a\u4e0b\u6587\u65f6\uff0c\u5355\u5b9e\u4f8b\u4ea7\u751fKV Cache\u7684\u901f\u7387\u8fbe\u523060Gbps\uff0c\u800c\u8de8\u6570\u636e\u4e2d\u5fc3\u4ee5\u592a\u7f51\u5e26\u5bbd\u901a\u5e38\u53ea\u670910-100Gbps\uff0c\u76f8\u5f53\u4e8e\u540e\u8005\u8bd5\u56fe\u7528\u5bb6\u7528\u5c0f\u6c34\u7ba1\u6765\u625b\u6d88\u9632\u6c34\u5e26\u7684\u6d41\u91cf\uff0c\u6839\u672c\u5e26\u4e0d\u52a8\u3002<\/p>\n<div><img decoding=\"async\" src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/7e0f483548933c421aa481df0d86a066.jpeg\" data-src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/7e0f483548933c421aa481df0d86a066.jpeg\" alt=\"Kimi\u65b0\u8bba\u6587\uff1a\u628aKVCache\u73a9\u6210\u65b0\u5546\u4e1a\u6a21\u5f0f\u4e86 &amp;#8211; \u91cf\u5b50\u4f4d\" \/><\/p>\n<\/div>\n<p data-track=\"25\">\u56e0\u6b64\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u63a8\u7406\u4e0d\u88ab\u5361\u4f4f\u3001\u4e0d\u51fa\u73b0\u7b49\u5f85\u5ef6\u8fdf\uff0cPrefill\u4e0eDecode \u4e4b\u95f4\u5fc5\u987b\u4f7f\u7528\u9ad8\u5e26\u5bbd\u3001\u4f4e\u65f6\u5ef6\u7684RDMA\u7f51\u7edc\u8fdb\u884c\u901a\u4fe1\u3002<\/p>\n<p data-track=\"26\">\u8fd9\u5c31\u662f\u4f20\u7edfPD\u5206\u79bb\u67b6\u6784\u53ea\u80fd\u88ab\u9650\u5236\u5728RDMA\u57df\u5185\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n<p data-track=\"27\">\u4e0d\u8fc7\uff0c<strong>\u65b0\u4e00\u4ee3\u6df7\u5408\u6ce8\u610f\u529b\u67b6\u6784\u5e26\u6765\u4e86\u8f6c\u673a<\/strong>\u3002<\/p>\n<p data-track=\"28\">\u8fd1\u671f\uff0cKimi Linear\u3001Qwen 3.5\u3001MiMo-V2-Flash\u3001Ring-2.5\u7b49\u6a21\u578b\u9f50\u5237\u5237\u7528\u4e0a \u4e86<strong>\u7ebf\u6027\u6ce8\u610f\u529b+\u5168\u6ce8\u610f\u529b<\/strong>\u6df7\u5408\u67b6\u6784\u3002<\/p>\n<p data-track=\"29\">\u5728\u8fd9\u79cd\u6df7\u5408\u67b6\u6784\u4e0b\uff0c\u7ebf\u6027\u5c42\u53ea\u4ea7\u51fa\u56fa\u5b9a\u5927\u5c0f\u7684\u5faa\u73af\u72b6\u6001\uff0c\u4e0d\u968f\u4e0a\u4e0b\u6587\u53d8\u957f\u800c\u81a8\u80c0\uff1b\u53ea\u6709\u5168\u6ce8\u610f\u529b\u5c42\u624d\u4f1a\u751f\u6210\u548c\u957f\u5ea6\u76f8\u5173\u7684KV Cache\u3002<\/p>\n<p data-track=\"30\">\u5b83\u5e26\u6765\u4e86\u559c\u4eba\u7684\u6548\u679c\u3002\u572832K\u4e0a\u4e0b\u6587\u4e0b\uff1a<\/p>\n<ul>\n<li data-track=\"31\">MiMo-V2-Flash\u7684KV\u541e\u5410\u91cf\u4ec54.66Gbps\uff0c\u6bd4\u8d77MiniMax-M2.5\u6765\u964d\u4e8613\u500d\uff1b<\/li>\n<li data-track=\"32\">Qwen3.5-397B\u76848.25Gbps\u76f8\u6bd4\u540c\u89c4dense\u6a21\u578b\u768433.35Gbps\uff0c\u964d\u4f4e4\u500d\uff1b<\/li>\n<li data-track=\"33\">Ring-2.5-1T\u7684MLA\u538b\u7f29\u53e0\u52a07:1\u6df7\u5408\u6bd4\u4f8b\uff0c\u6574\u4f53KV\u5185\u5b58\u8282\u7701\u7ea636\u500d\u3002<\/li>\n<\/ul>\n<p data-track=\"34\">\u201c\u7ebf\u6027\u6ce8\u610f\u529b+\u5168\u6ce8\u610f\u529b\u201d\u6df7\u5408\u67b6\u6784\u628aKV\u541e\u5410\u91cf\u4eceRDMA\u7ea7\u522b\u964d\u5230\u4e86\u4ee5\u592a\u7f51\u7ea7\u522b\u3002<\/p>\n<p data-track=\"35\"><strong>\u8de8\u6570\u636e\u4e2d\u5fc3\u505aPD\u5206\u79bb\uff0c\u7ec8\u4e8e\u4ece\u4e0d\u53ef\u80fd\u53d8\u6210\u4e86\u53ef\u80fd\u3002<\/strong><\/p>\n<h1 data-track=\"36\">\u63a8\u51fa\u7834\u5c40\u65b9\u6848\u201cPrFaaS \u201d<\/h1>\n<p data-track=\"37\">\u5149\u6709\u6a21\u578b\u67b6\u6784\u8fd8\u4e0d\u591f\uff0c\u60f3\u771f\u6b63\u843d\u5730\u8de8\u6570\u636e\u4e2d\u5fc3\u63a8\u7406\uff0c\u8fd8\u9700\u8981\u4e00\u5957\u80fd\u628a \u201c\u6709\u53ef\u80fd\u201d \u53d8\u6210 \u201c\u80fd\u7528\u201d \u7684\u7cfb\u7edf\u67b6\u6784\u3002<\/p>\n<p data-track=\"38\">\u9488\u5bf9\u8fd9\u4e00\u70b9\uff0c\u6e05\u534e\u8054\u5408\u6708\u4e4b\u6697\u9762\u56e2\u961f\u63a8\u51fa\u4e86<strong>PrFaas<\/strong>\u3002<\/p>\n<p data-track=\"39\">PrFaaS\u5373Prefill-as-a-Service\uff0c\u7ffb\u8bd1\u8fc7\u6765\u53eb\u9884\u586b\u5145\u5373\u670d\u52a1\u3002<\/p>\n<p data-track=\"40\">\u5b83\u662f\u4e00\u79cd\u8de8\u6570\u636e\u4e2d\u5fc3\u7684\u5927\u6a21\u578b\u63a8\u7406\u670d\u52a1\u67b6\u6784\uff0c\u6838\u5fc3\u662f\u5c06\u957f\u4e0a\u4e0b\u6587\u8bf7\u6c42\u7684Prefill\u8ba1\u7b97\uff0c\u9009\u62e9\u6027\u5378\u8f7d\u5230\u72ec\u7acb\u7684\u3001\u7b97\u529b\u5bc6\u96c6\u578b\u7684\u4e13\u7528\u96c6\u7fa4\u5b8c\u6210\uff0c\u518d\u628a\u751f\u6210\u7684KV Cache\u901a\u8fc7\u666e\u901a\u4ee5\u592a\u7f51\u4f20\u8f93\u5230\u672c\u5730PD\u96c6\u7fa4\u6267\u884cDecode\u3002<\/p>\n<div><img decoding=\"async\" src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/10bded673155c1d783d9f92d60fda689.jpeg\" data-src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/10bded673155c1d783d9f92d60fda689.jpeg\" alt=\"Kimi\u65b0\u8bba\u6587\uff1a\u628aKVCache\u73a9\u6210\u65b0\u5546\u4e1a\u6a21\u5f0f\u4e86 &amp;#8211; \u91cf\u5b50\u4f4d\" \/><\/p>\n<\/div>\n<p data-track=\"41\">\u5177\u4f53\u6765\u8bf4\uff0c<strong>\u7cfb\u7edf\u4f1a\u8bbe\u4e00\u4e2a\u52a8\u6001\u957f\u5ea6\u9608\u503ct\u3002<\/strong><\/p>\n<p data-track=\"42\">\u5982\u679c\u662f\u77ed\u8bf7\u6c42\uff08\u672a\u7f13\u5b58\u957f\u5ea6\u2264t\uff09\uff0c\u5c31\u8001\u8001\u5b9e\u5b9e\u7559\u5728\u672c\u5730PD\u96c6\u7fa4\u8dd1\u5b8c\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n<p data-track=\"43\">\u53ea\u6709\u957f\u8bf7\u6c42\uff08\u672a\u7f13\u5b58\u957f\u5ea6 &gt; t\uff09\u624d\u4f1a\u88ab\u9001\u5230\u4e13\u95e8\u7684PrFaaS\u96c6\u7fa4\u505aPrefill\uff0c\u751f\u6210\u7684KV Cache\u518d\u901a\u8fc7\u4ee5\u592a\u7f51\u4f20\u56de\u672c\u5730\u505a Decode\u3002<\/p>\n<p data-track=\"44\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9608\u503ct\u4f1a\u8ddf\u7740\u5b9e\u65f6\u5e26\u5bbd\u3001\u8bf7\u6c42\u957f\u5ea6\u5206\u5e03\u81ea\u52a8\u8c03\u6574\u3002<\/p>\n<div><img decoding=\"async\" src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/5bca1e14dc4abc1a495a4e3ab16f8a6d.webp\" data-src=\"https:\/\/i.qbitai.com\/wp-content\/uploads\/2026\/04\/5bca1e14dc4abc1a495a4e3ab16f8a6d.webp\" alt=\"Kimi\u65b0\u8bba\u6587\uff1a\u628aKVCache\u73a9\u6210\u65b0\u5546\u4e1a\u6a21\u5f0f\u4e86 &amp;#8211; 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