{"id":20981,"date":"2024-07-05T11:04:00","date_gmt":"2024-07-05T03:04:00","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20981"},"modified":"2024-07-05T11:04:00","modified_gmt":"2024-07-05T03:04:00","slug":"kimi%e8%ae%ba%e6%96%87%e8%87%aa%e6%9b%9d%e6%8e%a8%e7%90%86%e6%9e%b6%e6%9e%84%ef%bc%8c80%e6%b5%81%e9%87%8f%e9%83%bd%e9%9d%a0%e5%ae%83%e6%89%bf%e6%8b%85","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/07\/05\/20981\/","title":{"rendered":"Kimi\u8bba\u6587\u81ea\u66dd\u63a8\u7406\u67b6\u6784\uff0c80%\u6d41\u91cf\u90fd\u9760\u5b83\u627f\u62c5"},"content":{"rendered":"<div><img data-dominant-color=\"78aeca\" data-has-transparency=\"false\" style=\"--dominant-color: #78aeca;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20983\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/420e82931c49ac60e5e239a5c060447124a7ac-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/420e82931c49ac60e5e239a5c060447124a7ac-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/07\/420e82931c49ac60e5e239a5c060447124a7ac-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u52a9\u7406\u6559\u6388\u7ae0\u660e\u661f\u8868\u793a\uff0c\u4ece\u76ee\u524d\u7684\u8d8b\u52bf\u6765\u770b\uff0c\u5927\u6a21\u578b\u670d\u52a1\u7684\u8d1f\u8f7d\u4f1a\u6108\u53d1\u7684\u590d\u6742\u548c\u591a\u5143\u5316\uff0c\u8c03\u5ea6\u4f1a\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u4e5f\u4f1a\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u6708\u4e4b\u6697\u9762\u548c\u6e05\u534eKVCache.ai\u56e2\u961f\u7684\u6700\u65b0\u8bba\u6587\uff0c\u9996\u6b21\u63ed\u79d8\u4e86<strong>Kimi\u80cc\u540e\u7684\u63a8\u7406\u67b6\u6784<\/strong>\uff01<\/p>\n<p class=\"js_darkmode__2\">\u8981\u77e5\u9053Kimi\u662f\u56fd\u4ea7\u5927\u6a21\u578b\u7684\u5f53\u7ea2\u70b8\u5b50\u9e21\uff0c\u706b\u5230\u53ef\u4ee5\u8bf4\u4ece\u6765\u6ca1\u7f3a\u8fc7\u6d41\u91cf\uff0c\u751a\u81f3\u8fd8\u7ecf\u5e38\u51fa\u73b0\u8fc7\u8f7d\u3002<\/p>\n<p class=\"js_darkmode__3\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202407\/05\/a9dd71a167531fe1b28669c4ff5c3ebfec3984.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__4\">\u800c\u968f\u7740\u8bba\u6587\u7684\u53d1\u5e03\uff0c\u8fd9\u6cfc\u5929\u7684\u6d41\u91cf\u5230\u5e95\u5982\u4f55\u88abKimi\u63a5\u4f4f\u7684\u95ee\u9898\uff0c\u4e5f\u6709\u4e86\u7b54\u6848\u3002<\/p>\n<p class=\"js_darkmode__5\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202407\/05\/8619e2233043ffcc4a41660506e80df89b9445.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__6\">Kimi\u80cc\u540e\u7684\u63a8\u7406\u67b6\u6784\u540d\u53eb<strong>Mooncake<\/strong>\uff08\u6708\u997c\uff09\uff0c\u4e3b\u8981\u7279\u70b9\u662f\u91c7\u53d6\u4e86<strong>\u5206\u79bb\u5f0f\u7684\u8bbe\u8ba1\u65b9\u6848<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__8\">\u800c\u4e14\uff0cMooncake\u5728\u8bbe\u8ba1\u4e4b\u65f6\u5c31\u8003\u8651\u4e86\u53ef\u80fd\u51fa\u73b0\u7684<strong>\u5927\u6d41\u91cf\u573a\u666f<\/strong>\uff0c\u5e76\u9488\u5bf9\u8fd9\u79cd\u60c5\u51b5\u4e13\u95e8\u7814\u53d1\u3002<\/p>\n<p class=\"js_darkmode__9\">\u5728\u6a21\u62df\u573a\u666f\u4e0b\uff0cMooncake\u6700\u9ad8\u80fd\u5e26\u6765<strong>525%\u7684\u541e\u5410\u91cf\u589e\u957f<\/strong>\uff0c\u5b9e\u9645\u573a\u666f\u4e2d\u4e5f\u80fd<strong>\u591a\u5904\u740675%\u8bf7\u6c42<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__10\">\u53e6\u636e\u6708\u4e4b\u6697\u9762\u5de5\u7a0b\u526f\u603b\u88c1\u8bb8\u6b23\u7136\u7684\u4e00\u7bc7\u77e5\u4e4e\u6587\u7ae0\u4ecb\u7ecd\uff0c<strong>Kimi\u670980%\u4ee5\u4e0a\u7684\u6d41\u91cf\uff0c\u90fd\u662f\u7531\u8be5\u7cfb\u7edf\u627f\u63a5<\/strong>\u3002<\/p>\n<h4>\u4eceKV\u7f13\u5b58\u51fa\u53d1\uff0c\u5efa\u9020\u5206\u5e03\u5f0f\u7cfb\u7edf<\/h4>\n<p class=\"js_darkmode__12\">\u6574\u4e2aMooncake\u7cfb\u7edf\u8bbe\u8ba1\u7684\u6838\u5fc3\uff0c\u662f\u56f4\u7ed5\u7740<strong>KV\u7f13\u5b58<\/strong>\u5c55\u5f00\u7684\u3002<\/p>\n<p class=\"js_darkmode__13\">\uff08KV\u7f13\u5b58\u7528\u4e8e\u5b58\u50a8\u952e-\u503c\u5bf9\uff08Key-Value 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class=\"js_darkmode__16\">\u4ece\u7ed3\u6784\u4e0a\u770b\uff0cMooncake\u7531\u5168\u5c40\u8c03\u5ea6\u5668\uff08Conductor\uff09\u3001Prefill\u8282\u70b9\u96c6\u7fa4\u3001Decoding\u8282\u70b9\u96c6\u7fa4\u548c\u5206\u5e03\u5f0fKVCache\u6c60\u51e0\u90e8\u5206\u7ec4\u6210\uff0c\u53e6\u5916\u8fd8\u6709RDMA\u901a\u4fe1\u7ec4\u4ef6\uff08Messenger\uff09\u3002<\/p>\n<p class=\"js_darkmode__19\">\u5176\u4e2d<strong>\u5168\u5c40\u8c03\u5ea6\u5668<\/strong>\u662f\u7528\u6237\u8bf7\u6c42\u5230\u8fbe\u7cfb\u7edf\u540e\u7684\u7b2c\u4e00\u7ad9\uff0c\u5b83\u8d1f\u8d23\u63a5\u6536\u8bf7\u6c42\u5e76\u6839\u636eKV\u7f13\u5b58\u5206\u5e03\u548c\u8d1f\u8f7d\u60c5\u51b5\uff0c\u5c06\u8bf7\u6c42\u8c03\u5ea6\u5230<strong>Prefill\u548cDecoding\u8282\u70b9<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__20\">\u8c03\u5ea6\u5668\u5728\u8c03\u5ea6\u65f6\u9700\u8981\u7efc\u5408\u8003\u8651KV\u7f13\u5b58\u7684\u590d\u7528\u957f\u5ea6\u3001\u8d1f\u8f7d\u5747\u8861\u7b49\u56e0\u7d20\uff0c\u5b9e\u73b0KV\u7f13\u5b58\u590d\u7528\u7684\u6700\u5927\u5316\u3002<\/p>\n<p class=\"js_darkmode__21\">\u5177\u4f53\u5230Mooncake\uff0c\u5b83\u91c7\u7528\u4e86\u4e00\u79cd\u542f\u53d1\u5f0f\u7684\u81ea\u52a8\u70ed\u70b9\u8fc1\u79fb\u7b56\u7565\uff0c\u53ef\u4ee5\u5728\u4e0d\u9700\u8981\u7cbe\u786e\u9884\u6d4b\u672a\u6765\u8bbf\u95ee\u7684\u60c5\u51b5\u4e0b\u81ea\u52a8\u590d\u5236\u70ed\u70b9KV\u7f13\u5b58\u5757\u3002<\/p>\n<p class=\"js_darkmode__22\">\u540c\u65f6\uff0c\u8fd9\u79cd\u52a8\u6001\u590d\u5236\u70ed\u70b9KV\u7f13\u5b58\u5757\u7684\u65b9\u5f0f\uff0c\u4e5f\u662f\u5b9e\u73b0\u5747\u8861\u8d1f\u8f7d\u7684\u4e00\u79cd\u91cd\u8981\u9014\u5f84\u3002<\/p>\n<p class=\"js_darkmode__23\">\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u968f\u673a\u8c03\u5ea6\u548c\u8d1f\u8f7d\u5747\u8861\u8c03\u5ea6\u76f8\u6bd4\uff0cMooncake\u7684\u8c03\u5ea6\u7b56\u7565\u53ef\u4ee5\u663e\u8457\u964d\u4f4eTTFT\uff08Time To First Token\uff0c\u9996\u4e2aToken\u5ef6\u8fdf\uff09\uff0c\u63d0\u9ad8\u7cfb\u7edf\u6027\u80fd\u3002<\/p>\n<p class=\"js_darkmode__24\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202407\/05\/e89ee63731eef8044249689db4a8fab8a5fdaf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__25\">\u5b8c\u6210\u8c03\u5ea6\u4e4b\u540e\uff0c\u4efb\u52a1\u4f1a\u5206\u522b\u4ea4\u7531Prefill\u548cDecoding\u8282\u70b9\u8fdb\u884c\u8fd0\u7b97\u3002<\/p>\n<p class=\"js_darkmode__26\">Prefill\u8282\u70b9\u63a5\u6536\u5230\u8c03\u5ea6\u5668\u8f6c\u53d1\u8fc7\u6765\u7684\u8bf7\u6c42\u540e\uff0c\u4f1a\u4eceKV\u7f13\u5b58\u6c60\u4e2d\u8bfb\u53d6\u7f13\u5b58\uff0c\u6267\u884c\u9884\u8ba1\u7b97\u5e76\u751f\u6210\u65b0\u7684KV\u7f13\u5b58\u3002<\/p>\n<p class=\"js_darkmode__27\">\u5bf9\u4e8e\u957f\u4e0a\u4e0b\u6587\u8bf7\u6c42\uff0cMooncake\u8fd8\u4f1a\u5206\u5757\u6d41\u6c34\u5e76\u884c\u7684\u65b9\u5f0f\uff0c\u4f7f\u7528\u591a\u4e2a\u8282\u70b9\u5e76\u884c\u5904\u7406\u6765\u964d\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<p class=\"js_darkmode__28\">\u800cDecoding\u8282\u70b9\u9664\u4e86\u63a5\u6536\u8c03\u5ea6\u5668\u53d1\u6765\u7684\u8bf7\u6c42\u5916\uff0c\u8fd8\u4f1a\u6536\u5230Prefill\u9636\u6bb5\u751f\u6210\u7684KV\u7f13\u5b58\uff0c\u8282\u70b9\u4f1a\u5bf9\u8fd9\u4e9b\u7f13\u5b58\u6267\u884c\u89e3\u7801\u5e76\u751f\u6210\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<p class=\"js_darkmode__29\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202407\/05\/e24fe4405e1f51ab72186205a525ee874af189.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__30\">\u8fd9\u5f53\u4e2d\uff0c\u5927\u5bb9\u91cf\u3001\u9ad8\u6027\u80fd\u7684KV\u7f13\u5b58\u5b58\u50a8\u7531\u7f13\u5b58\u6c60\u63d0\u4f9b\uff1bRDMA\u901a\u4fe1\u7ec4\u4ef6\u5219\u51ed\u501f\u5176\u9ad8\u5e26\u5bbd\u3001\u4f4e\u5ef6\u8fdf\u7684\u4f18\u52bf\uff0c\u8d1f\u8d23\u5728\u4e0d\u540c\u8282\u70b9\u4e4b\u95f4\u7684KV\u7f13\u5b58\u4f20\u8f93\u3002<\/p>\n<p class=\"js_darkmode__31\">\u9664\u4e86\u91c7\u53d6\u4ee5KV\u7f13\u5b58\u4e3a\u4e2d\u5fc3\u7684\u5de5\u4f5c\u6d41\u7a0b\u5916\uff0cMooncake\u8fd8\u6709\u53e6\u4e00\u4e2a\u91cd\u8981\u7279\u70b9\u2014\u2014<strong>\u5206\u79bb\u5f0f\u7684\u67b6\u6784<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__32\">\u91c7\u53d6\u5206\u79bb\u5f0f\u67b6\u6784\u7684\u91cd\u8981\u56e0\u7d20\u4e4b\u4e00\uff0c\u662f\u5728\u4e8ePrefill\u548cDecoding\u4e24\u4e2a\u9636\u6bb5\u7684<strong>\u8ba1\u7b97\u7279\u6027\u5dee\u5f02\u5f88\u5927<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__33\">\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4eec\u5206\u522b\u8981\u5bf9TTFT\u548cTBT\uff08Time Between Tokens\uff0cToken\u95f4\u5ef6\u8fdf\uff09\u8d1f\u8d23\u3002<\/p>\n<p class=\"js_darkmode__34\">\u8fd9\u5c31\u5bfc\u81f4\u4e86\u4e24\u8005\u5728<strong>\u8ba1\u7b97\u590d\u6742\u5ea6\u3001\u5185\u5b58\u8bbf\u95ee\u65b9\u5f0f\u3001\u5e76\u884c\u7c92\u5ea6\u548c\u5bf9\u5ef6\u8fdf\u7684\u654f\u611f\u5ea6<\/strong>\u4e0a\u90fd\u5b58\u5728\u5dee\u5f02\uff1a<\/p>\n<p class=\"js_darkmode__35\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202407\/05\/352d4cf29947d0cf36d470691e2961d4008364.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__36\">\u6240\u4ee5\uff0c\u6708\u4e4b\u6697\u9762\u56e2\u961f\u5bf9GPU\u96c6\u7fa4\u4e5f\u8fdb\u884c\u4e86\u76f8\u5e94\u7684\u62c6\u5206\uff0c\u4ee5\u4fbf\u5c06\u5b83\u4eec\u5206\u522b\u90e8\u7f72\u5728\u4e0d\u540c\u8282\u70b9\u96c6\u7fa4\u4e0a\uff0c\u5b9e\u73b0\u8d44\u6e90\u9694\u79bb\u548c\u4e13\u95e8\u4f18\u5316\u3002<\/p>\n<p class=\"js_darkmode__37\">\u53e6\u5916\uff0cMooncake\u4e2d\u7684<strong>KV\u7f13\u5b58\u6c60<\/strong>\u4e5f\u662f\u5206\u5e03\u5f0f\u7684\uff0c\u540c\u65f6\u5145\u5206\u5229\u7528\u4e86GPU\u96c6\u7fa4\u4e2d\u7a7a\u95f2\u7684CPU\u3001DRAM\u548cSSD\u8d44\u6e90\uff0c\u5b9e\u73b0\u4e86\u5927\u5bb9\u91cf\u3001\u9ad8\u5e26\u5bbd\u7684KV\u7f13\u5b58\u5b58\u50a8\u548c\u4f20\u8f93\uff0c\u540c\u65f6\u4e5f\u51cf\u5c11\u4e86\u95f2\u7f6e\u8d44\u6e90\u7684\u6d6a\u8d39\u3002<\/p>\n<p class=\"js_darkmode__38\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202407\/05\/92d229b498611f02f397783fa59682de6a0d54.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u63d0\u524d\u9884\u6d4b\u8d1f\u8f7d\uff0c\u53ca\u65f6\u62d2\u7edd\u8d85\u91cf\u8bf7\u6c42<\/h4>\n<p class=\"js_darkmode__40\">\u4e0d\u8fc7\uff0c\u5373\u4f7fMooncake\u91c7\u7528\u4e86\u9ad8\u6548\u7684\u5206\u79bb\u67b6\u6784\uff0c\u4f46\u5b9e\u9645\u73af\u5883\u4e2d\u7684\u8d85\u5927\u6d41\u91cf\uff0c\u5bf9\u7cfb\u7edf\u4ecd\u7136\u662f\u4e00\u4e2a\u8003\u9a8c\u3002<\/p>\n<p class=\"js_darkmode__41\">\u5bf9\u6b64\uff0c\u4f5c\u8005\u4e5f\u63d0\u51fa\u4e86\u65b0\u7684\u5e94\u5bf9\u7b56\u7565\u3002<\/p>\n<p class=\"js_darkmode__42\">\u5728\u8fc7\u8f7d\u573a\u666f\u4e0b\uff0c\u8c03\u5ea6\u7684\u5173\u952e\u662f\u51b3\u5b9a\u662f\u5426\u63a5\u53d7\u65b0\u7684\u8bf7\u6c42\u3002<\/p>\n<p class=\"js_darkmode__43\">\u7531\u4e8eMooncake\u91c7\u7528\u7684\u662f\u5206\u79bb\u5f0f\u67b6\u6784\uff0c\u53ef\u4ee5\u91c7\u53d6<strong>\u65e9\u671f\u62d2\u7edd\u7b56\u7565<\/strong>\uff0c\u5728Prefill\u9636\u6bb5\u5c31\u6839\u636eDecoding\u8282\u70b9\u7684\u8d1f\u8f7d\u60c5\u51b5\uff0c\u63d0\u524d\u62d2\u7edd\u8bf7\u6c42\u3002<\/p>\n<p class=\"js_darkmode__44\">Mooncake\u4f7f\u7528TTFT\u548cTBT\u7684SLO\uff08Service Level Objective\uff0c\u670d\u52a1\u7b49\u7ea7\u76ee\u6807\uff09\u6ee1\u8db3\u60c5\u51b5\u4f5c\u4e3a\u8d1f\u8f7d\u7684\u5ea6\u91cf\u6307\u6807\u3002<\/p>\n<p class=\"js_darkmode__46\">\u5177\u4f53\u7684SLO\u8981\u6c42\u662fTTFT\u768490\u5206\u4f4d\u503c\uff08P90\uff09\u4e0d\u8d85\u8fc7\u5355\u4e2a\u8bf7\u6c42\u5728\u7a7a\u8f7d\u6761\u4ef6\u4e0b\u5904\u7406\u65f6\u95f4\u768410\u500d\uff0cTBT\u7684P90\u503c\u4e0d\u8d85\u8fc75\u500d\u3002<\/p>\n<p class=\"js_darkmode__48\">\u8fd9\u79cd\u65e9\u671f\u62d2\u7edd\u7b56\u7565\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u65e0\u6548\u7684Prefill\u8ba1\u7b97,\u63d0\u9ad8\u8d44\u6e90\u5229\u7528\u7387\uff0c\u4f46\u540c\u65f6\u4e5f\u5e26\u6765\u4e86\u65b0\u7684\u95ee\u9898\u2014\u2014Prefill\u548cDecoding\u8282\u70b9\u8d1f\u8f7d\u7684\u6ce2\u52a8\uff0c\u5bfc\u81f4\u8d44\u6e90\u5229\u7528\u7387\u4e0b\u964d\u3001\u5f71\u54cd\u7cfb\u7edf\u6027\u80fd\u3002<\/p>\n<p class=\"js_darkmode__49\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/05\/d504c7d28ea50d36c0e30152c107be96124118.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__50\">\u8fd9\u662f\u7531\u4e8e\u65e9\u671f\u62d2\u7edd\u7b56\u7565\u4e2d\uff0c\u7cfb\u7edf\u505a\u51fa\u8bf7\u6c42\u62d2\u7edd\u7684\u51b3\u7b56\u65f6\u5b58\u5728\u6ede\u540e\u6027\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<ul data-id=\"u738a58b-TW31UR7U\">\n<li data-id=\"l34939b2-EZBkTbZ5\">\u5728\u9636\u6bb51\uff0cPrefill\u8282\u70b9\u548cDecoding\u8282\u70b9\u7684\u8d1f\u8f7d\u90fd\u8f83\u4f4e\uff0c\u6b64\u65f6\u8c03\u5ea6\u5668\u4f1a\u6301\u7eed\u63a5\u53d7\u65b0\u7684\u8bf7\u6c42\uff0c\u76f4\u5230Prefill\u8282\u70b9\u7684\u8d1f\u8f7d\u8fbe\u5230\u4e0a\u9650\u3002<\/li>\n<li data-id=\"l34939b2-Z7n2KP4k\">\u8fdb\u5165\u9636\u6bb52\u540e\uff0cRrefill\u8282\u70b9\u5904\u7406\u7684\u8bf7\u6c42\u5f00\u59cb\u8fdb\u5165Decoding\u8282\u70b9\uff0c\u5bfc\u81f4\u5176\u8d1f\u8f7d\u5feb\u901f\u4e0a\u5347\u3002\u5f53Decoding\u8282\u70b9\u7684\u8d1f\u8f7d\u8d85\u8fc7\u9608\u503c\u540e\u8c03\u5ea6\u5668\u5f00\u59cb\u62d2\u7edd\u65b0\u7684\u8bf7\u6c42\uff0c\u4f46\u6b64\u65f6Prefill\u8282\u70b9\u7684\u8d1f\u8f7d\u4ecd\u7136\u5f88\u9ad8\u3002<\/li>\n<li data-id=\"l34939b2-99bXWknm\">\u5230\u4e86\u9636\u6bb53\uff0c\u7531\u4e8e\u8c03\u5ea6\u5668\u62d2\u7edd\u65b0\u8bf7\u6c42\uff0cPrefill\u8282\u70b9\u7684\u8d1f\u8f7d\u5f00\u59cb\u4e0b\u964d\u3002\u4f46\u6b64\u524d\u79ef\u538b\u7684\u8bf7\u6c42\u6b63\u5728Decoding\u9636\u6bb5\u5904\u7406\uff0c\u8282\u70b9\u7684\u8d1f\u8f7d\u4ecd\u7136\u5f88\u9ad8\u3002<\/li>\n<li data-id=\"l34939b2-Y77T9nWF\">\u6700\u540e\u662f\u9636\u6bb54\uff0cDecoding\u8282\u70b9\u7684\u8d1f\u8f7d\u5f00\u59cb\u4e0b\u964d\uff0c\u56e0\u4e3a\u524d\u9762\u7684\u8bf7\u6c42\u90fd\u5904\u7406\u5b8c\u6210\uff0c\u800c\u65b0\u7684\u8bf7\u6c42\u53c8\u88ab\u62d2\u7edd\u4e86\u3002\u8fd9\u65f6\u8c03\u5ea6\u5668\u518d\u6b21\u5f00\u59cb\u63a5\u53d7\u65b0\u8bf7\u6c42\uff0cPrefill\u8282\u70b9\u7684\u8d1f\u8f7d\u53c8\u5f00\u59cb\u4e0a\u5347\u3002<\/li>\n<li data-id=\"l34939b2-dZ5lGTQa\">\u4e4b\u540e\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u5468\u671f\u6027\u5730\u91cd\u590d\uff0c\u5bfc\u81f4Prefill\u548cDecoding\u8282\u70b9\u7684\u8d1f\u8f7d\u51fa\u73b0\u53cd\u76f8\u4f4d\u7684\u6ce2\u52a8\u3002<\/li>\n<\/ul>\n<p class=\"js_darkmode__52\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202407\/05\/e74c071808c2e6c47aa33871404316e8f99819.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__53\">\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u6708\u4e4b\u6697\u9762\u56e2\u961f\u5bf9\u8fd9\u79cd\u7b80\u5355\u7684\u65e9\u671f\u62d2\u7edd\u7b56\u7565\u8fdb\u884c\u4e86\u4fee\u6b63\uff0c\u63d0\u51fa\u4e86<strong>\u57fa\u4e8e\u9884\u6d4b\u7684\u65e9\u671f\u62d2\u7edd\u7b56\u7565<\/strong>\uff0c\u4ece\u800c\u964d\u4f4e\u8282\u70b9\u8d1f\u8f7d\u7684\u6ce2\u52a8\u3002<\/p>\n<p class=\"js_darkmode__54\">\u8fd9\u79cd\u7b56\u7565\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5bf9\u4e00\u6bb5\u65f6\u95f4\u540e\u7684Decoding\u8282\u70b9\u8d1f\u8f7d\u8fdb\u884c\u9884\u6d4b\uff0c\u5e76\u57fa\u4e8e\u9884\u6d4b\u7ed3\u679c\u51b3\u5b9a\u662f\u5426\u62d2\u7edd\u8bf7\u6c42\u3002<\/p>\n<p class=\"js_darkmode__55\">\u9884\u6d4b\u53ef\u4ee5\u5728\u8bf7\u6c42\u7ea7\u522b\u548c\u7cfb\u7edf\u7ea7\u522b\u4e24\u4e2a\u5c42\u9762\u8fdb\u884c\uff0c\u8bf7\u6c42\u7ea7\u522b\u7684\u9884\u6d4b\u6bd4\u8f83\u56f0\u96be\uff0c\u56e0\u4e3a\u8981\u9884\u6d4b\u5355\u4e2a\u8bf7\u6c42\u7684\u6267\u884c\u65f6\u95f4\uff1b\u7cfb\u7edf\u7ea7\u522b\u7684\u9884\u6d4b\u76f8\u5bf9\u5bb9\u6613\u4e00\u4e9b\uff0c\u53ea\u9700\u8981\u9884\u6d4b\u6574\u4f53\u7684\u8d1f\u8f7d\u60c5\u51b5\u3002<\/p>\n<p class=\"js_darkmode__56\">Mooncake\u91c7\u7528\u7684\u662f\u4e00\u79cd<strong>\u7b80\u5316\u7684\u7cfb\u7edf\u7ea7\u522b\u9884\u6d4b\u65b9\u6cd5<\/strong>\uff0c\u5047\u8bbe\u6bcf\u4e2a\u8bf7\u6c42\u7684\u6267\u884c\u65f6\u95f4\u670d\u4ece\u67d0\u4e2a\u56fa\u5b9a\u5206\u5e03\uff0c\u636e\u6b64\u9884\u6d4b\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u8d1f\u8f7d\u60c5\u51b5\u3002<\/p>\n<p class=\"js_darkmode__57\">\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u57fa\u4e8e\u9884\u6d4b\u7684\u65e9\u671f\u62d2\u7edd\u7b56\u7565\uff0c\u53ef\u4ee5\u6709\u6548\u7f13\u89e3\u8d1f\u8f7d\u6ce2\u52a8\u95ee\u9898\u3002<\/p>\n<p class=\"js_darkmode__58\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202407\/05\/e74c071808c2e6c47aa33871404316e8f99819.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__59\">\u6700\u7ec8\uff0c\u7aef\u5230\u7aef\u6027\u80fd\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0cMooncake\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u4f18\u5316\u7b56\u7565\uff0c<strong>\u6709\u6548\u63d0\u9ad8\u4e86\u63a8\u7406\u670d\u52a1\u6027\u80fd<\/strong>\uff0c\u5c24\u5176\u5728\u957f\u4e0a\u4e0b\u6587\u548c\u771f\u5b9e\u573a\u666f\u4e0b\u4f18\u52bf\u66f4\u52a0\u663e\u8457\u3002<\/p>\n<p class=\"js_darkmode__60\">\u5728ArXiv Summarization\u548cL-Eval\u6570\u636e\u96c6\u4e0a\uff0cMooncake\u7684\u541e\u5410\u91cf\u6bd4baseline\u65b9\u6cd5vLLM\u5206\u522b\u63d0\u9ad8\u4e8620%\u548c40%\u3002<\/p>\n<p class=\"js_darkmode__61\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/05\/49d11943462328c314786512471aafefb79ab3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__62\">\u5728\u6a21\u62df\u6570\u636e\u96c6\u4e0a\uff0cMooncake\u7684\u541e\u5410\u91cf\u6700\u9ad8\u53ef\u8fbe525%\uff0c\u5728\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\u4e5f\u53ef\u4ee5\u6bd4vLLM\u591a\u5904\u7406\u7ea675%\u7684\u8bf7\u6c42\u3002<\/p>\n<p class=\"js_darkmode__63\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202407\/05\/c67db5384bc431f4fcb5874ec204a7a894efc2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__64\">\u8fc7\u8f7d\u573a\u666f\u4e0b\u7684\u6027\u80fd\u8bc4\u4f30\u7ed3\u679c\u5219\u663e\u793a\uff0c\u4f7f\u7528\u57fa\u4e8e\u9884\u6d4b\u7684\u65e9\u671f\u62d2\u7edd\u7b56\u7565\u65f6\uff0c\u62d2\u7edd\u7684\u8bf7\u6c42\u6570\u91cf\u4ecebaseline\u76844183\u4e2a\u51cf\u5c11\u5230\u4e863589\u4e2a\uff0c\u8bf4\u660e\u7cfb\u7edf\u7684\u8bf7\u6c42\u5904\u7406\u80fd\u529b\u5f97\u5230\u4e86\u63d0\u9ad8\u3002<\/p>\n<p class=\"js_darkmode__65\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202407\/05\/c59dd4d3160e12b19db466e5bfd0cb7ff3affa.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__66\">\u9488\u5bf9\u672a\u6765\u7684\u53d1\u5c55\uff0c\u8bba\u6587\u7684\u53e6\u4e00\u4f4d\u4f5c\u8005\u3001\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u52a9\u7406\u6559\u6388\u7ae0\u660e\u661f\u8868\u793a\uff0c\u4ece\u76ee\u524d\u7684\u8d8b\u52bf\u6765\u770b\uff0c\u5927\u6a21\u578b\u670d\u52a1\u7684\u8d1f\u8f7d\u4f1a\u6108\u53d1\u7684\u590d\u6742\u548c\u591a\u5143\u5316\uff0c\u8c03\u5ea6\u4f1a\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u4e5f\u4f1a\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/p>\n<p class=\"js_darkmode__67\">\u800c\u5bf9\u4e8e\u6708\u4e4b\u6697\u9762\u7684\u53d1\u5c55\u65b9\u5411\uff0c\u5219\u662f\u7531\u8bb8\u6b23\u7136\u505a\u4e86\u89e3\u7b54\u2014\u2014\u5206\u5e03\u5f0f\u7b56\u7565\u7684\u5b9e\u65bd\uff0c\u4e5f\u610f\u5473\u7740\u672a\u6765\u6708\u4e4b\u6697\u9762\u7684\u6574\u4e2a\u7cfb\u7edf\uff0c\u5c06\u5f80\u201c\u7b97\u529b\/$\u201d\u548c\u201c\u5e26\u5bbd\/$\u201d\u4e24\u4e2a\u65b9\u5411\u72ec\u7acb\u53d1\u5c55\uff0c\u4ece\u800c\u5bf9\u786c\u4ef6\u4f18\u5316\u66f4\u52a0\u53cb\u597d\u3002<\/p>\n<p class=\"js_darkmode__68\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2407.00079<br \/>\nGitHub\uff1ahttps:\/\/github.com\/kvcache-ai\/Mooncake<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20981\" class=\"pvc_stats total_only  \" data-element-id=\"20981\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" 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