{"id":771635,"date":"2026-04-30T14:56:19","date_gmt":"2026-04-30T06:56:19","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=771635"},"modified":"2026-04-30T14:56:19","modified_gmt":"2026-04-30T06:56:19","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%99%8d%e6%99%ba%e7%9c%9f%e7%9b%b8%ef%bc%8c%e6%89%be%e5%88%b0%e4%ba%86","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=771635","title":{"rendered":"\u5927\u6a21\u578b\u201c\u964d\u667a\u201d\u771f\u76f8\uff0c\u627e\u5230\u4e86"},"content":{"rendered":"

\"\u5927\u6a21\u578b\u201c\u964d\u667a\u201d\u771f\u76f8\uff0c\u627e\u5230\u4e86\"<\/p>\n

\u4f5c\u8005 | \u9648\u9a8f\u8fbe<\/p>\n

\u7f16\u8f91 | \u4e91\u9e4f<\/strong><\/p>\n

\u667a\u4e1c\u897f4\u670830\u65e5\u62a5\u9053\uff0c\u4eca\u5929\uff0c\u667a\u8c31\u53d1\u5e03\u4e86\u4e00\u7bc7\u540d\u4e3a\u300aScaling Pain\uff1a\u8d85\u5927\u89c4\u6a21Coding Agent\u63a8\u7406\u5b9e\u8df5\u300b\u7684\u6280\u672f\u62a5\u544a\uff0c\u62ab\u9732\u4e86GLM-5\u7cfb\u5217\u6a21\u578b\u5728Coding Agent\u573a\u666f\u4e0b\u9047\u5230\u7684\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u6311\u6218\u4e0e\u5bf9\u5e94\u89e3\u6cd5\u3002<\/p>\n

\u62a5\u544a\u900f\u9732\uff0c\u5728\u6bcf\u65e5\u6570\u4ebf\u6b21Coding Agent\u8c03\u7528\u538b\u529b\u4e0b\uff0c\u90e8\u5206\u7528\u6237\u906d\u9047\u4e86GLM-5\u7cfb\u5217\u6a21\u578b\u4e71\u7801\u3001\u590d\u8bfb\u548c\u751f\u50fb\u5b57\u7b49\u5f02\u5e38<\/strong>\uff0c\u8fd9\u4e9b\u73b0\u8c61\u5728\u8868\u9762\u4e0a\u4e0e\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u4e0b\u5e38\u89c1\u7684\u201c\u964d\u667a\u201d\u76f8\u4f3c\uff0c\u4f46\u667a\u8c31\u5e76\u672a\u8fdb\u884c\u964d\u4f4e\u6a21\u578b\u7cbe\u5ea6\u7684\u4f18\u5316\uff0c\u76f8\u5173\u95ee\u9898\u4e3b\u8981\u7531\u9ad8\u5e76\u53d1\u3001\u957f\u4e0a\u4e0b\u6587\u7684\u6781\u7aef\u6761\u4ef6\u89e6\u53d1\u3002<\/p>\n

\u901a\u8fc7\u6570\u5468\u6392\u67e5\uff0c\u667a\u8c31\u9501\u5b9a\u4e86\u4e24\u4e2a\u5e95\u5c42\u7ade\u6001\u95ee\u9898\uff1aPD\u5206\u79bb\u67b6\u6784\u4e0b\u7684KV Cache\u5f02\u6b65Abort\u5f15\u53d1\u663e\u5b58\u5199\u5165\u51b2\u7a81\uff0c\u4ee5\u53caHiCache\u52a0\u8f7d\u6d41\u6c34\u7ebf\u7f3a\u5c11\u540c\u6b65\u7ea6\u675f\u5bfc\u81f4\u201c\u6570\u636e\u672a\u5c31\u7eea\u5373\u88ab\u8bfb\u53d6\u201d\u3002\u9488\u5bf9\u6027\u4fee\u590d\u540e\uff0c\u76f8\u5173\u5f02\u5e38\u53d1\u751f\u7387\u4ece\u7ea6\u4e07\u5206\u4e4b\u5341\u51e0\u964d\u81f3\u4e07\u5206\u4e4b\u4e09\u4ee5\u4e0b\u3002<\/strong><\/p>\n

\u62a5\u544a\u8fd8\u516c\u5f00\u4e86\u667a\u8c31\u81ea\u7814\u7684KV Cache\u5206\u5c42\u5b58\u50a8\u65b9\u6848LayerSplit\uff0c\u5728Context Parallel\u573a\u666f\u4e0b\u5c06\u5355\u5361KV Cache\u663e\u5b58\u538b\u529b\u5927\u5e45\u964d\u4f4e\uff0c\u5b9e\u6d4b\u7cfb\u7edf\u541e\u5410\u63d0\u534710%\u81f3132%\uff0c\u4e14\u4e0a\u4e0b\u6587\u8d8a\u957f\u6536\u76ca\u8d8a\u5927\u3002<\/strong><\/p>\n

\u4e00\u3001\u672c\u5730\u65e0\u6cd5\u590d\u73b0\uff0c\u9ad8\u538b\u624d\u9732\u5934\uff1a\u6295\u673a\u91c7\u6837\u6307\u6807\u6210\u201c\u7167\u5996\u955c\u201d<\/strong><\/p>\n

\u4ece\u4eca\u5e743\u6708\u8d77\uff0c\u667a\u8c31GLM-5\u51fa\u73b0\u4e86\u4e09\u7c7b\u5f02\u5e38\uff1a\u4e71\u7801\u3001\u590d\u8bfb\u3001\u751f\u50fb\u5b57\u3002\u6392\u67e5\u521d\u671f\uff0c\u667a\u8c31\u5bf9\u7ebf\u4e0a\u5f02\u5e38\u6848\u4f8b\u505a\u4e86\u672c\u5730\u56de\u653e\uff0c\u4f46\u672a\u80fd\u590d\u73b0\uff0c\u8bf4\u660e\u5927\u6982\u7387\u4e0d\u662f\u6a21\u578b\u95ee\u9898\u3002\u8fdb\u4e00\u6b65\u6a21\u62df\u7ebf\u4e0a\u9ad8\u538b\u73af\u5883\u540e\uff0c\u5728\u6bcf\u4e07\u6b21\u8bf7\u6c42\u4e2d\u7a33\u5b9a\u590d\u73b03-5\u6b21\u5f02\u5e38\u3002\u8fd9\u79cd\u201c\u4e0e\u5185\u5bb9\u65e0\u5173\u3001\u4e0e\u538b\u529b\u76f8\u5173\u7684\u7279\u5f81\u201d\uff0c\u5c06\u95ee\u9898\u6307\u5411\u9ad8\u8d1f\u8f7d\u4e0b\u7684\u63a8\u7406\u72b6\u6001\u7ba1\u7406\u3002<\/p>\n

\u4e09\u7c7b\u5f02\u5e38\u4e2d\uff0c\u590d\u8bfb\u8f83\u6613\u68c0\u6d4b\uff0c\u4e71\u7801\u548c\u751f\u50fb\u5b57\u5219\u96be\u4ee5\u7528\u6b63\u5219\u6216\u6a21\u578b\u5224\u522b\u9ad8\u6548\u8986\u76d6\u3002\u5206\u6790\u63a8\u7406\u65e5\u5fd7\u540e\uff0c\u667a\u8c31\u53d1\u73b0\u6295\u673a\u91c7\u6837\u6307\u6807\u53ef\u4f5c\u4e3a\u91cd\u8981\u53c2\u8003\uff1a<\/p>\n

\u6295\u673a\u91c7\u6837\u672c\u4e3a\u6027\u80fd\u4f18\u5316\u800c\u8bbe\u8ba1\uff1a\u8349\u7a3f\u6a21\u578b\u751f\u6210draft token\uff0c\u76ee\u6807\u6a21\u578b\u6821\u9a8c\u540e\u51b3\u5b9a\u662f\u5426\u63a5\u53d7\uff0c\u5e76\u8bb0\u5f55spec_accept_length\u4e0espec_accept_rate\uff0c\u4ece\u800c\u5728\u4e0d\u6539\u53d8\u6700\u7ec8\u8f93\u51fa\u5206\u5e03\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u89e3\u7801\u6548\u7387\u3002<\/p>\n

\u9488\u5bf9\u4e71\u7801\/\u751f\u50fb\u5b57\u95ee\u9898<\/strong>\uff0c\u667a\u8c31\u53d1\u73b0spec_accept_length\u6781\u4f4e\uff0cdraft token\u51e0\u4e4e\u5168\u88ab\u62d2\u7edd\uff0c\u8868\u660eKV Cache\u72b6\u6001\u5b58\u5728\u663e\u8457\u504f\u5dee\u3002<\/p>\n

\u9488\u5bf9\u590d\u8bfb\u95ee\u9898<\/strong>\uff0c\u667a\u8c31\u53d1\u73b0spec_accept_rate\u504f\u9ad8\uff0c\u635f\u574f\u7684KV Cache\u4f7f\u6ce8\u610f\u529b\u9000\u5316\uff0c\u9677\u5165\u91cd\u590d\u5faa\u73af\u3002<\/p>\n

\u636e\u6b64\uff0c\u667a\u8c31\u56e2\u961f\u5efa\u7acb\u4e86\u5728\u7ebf\u76d1\u63a7\u7b56\u7565<\/a>\u3002\u5c06\u6295\u673a\u91c7\u6837\u4ece\u4e00\u9879\u5355\u7eaf\u7684\u6027\u80fd\u4f18\u5316\u6280\u672f\uff0c\u62d3\u5c55\u4e3a\u8d28\u91cf\u76d1\u63a7\u4fe1\u53f7\u3002<\/p>\n

\u4e8c\u3001\u9501\u5b9a\u65f6\u5e8f\u6f0f\u6d1e\uff0c\u4e24\u4e2a\u7ade\u6001Bug\u5982\u4f55\u5bfc\u81f4\u8f93\u51fa\u5f02\u5e38<\/strong><\/p>\n

\u5b9a\u4f4d\u95ee\u9898\u540e\uff0c\u667a\u8c31\u8fdb\u4e00\u6b65\u5206\u6790\u5176\u539f\u56e0\u3002\u901a\u8fc7\u5bf9\u8bf7\u6c42\u751f\u547d\u5468\u671f\u4ee5\u53ca\u63a8\u7406\u5f15\u64ce\u4e2dPD\u5206\u79bb\u6267\u884c\u65f6\u5e8f\u7684\u5206\u6790\uff0c\u667a\u8c31\u53d1\u73b0\u8be5\u95ee\u9898\u6e90\u4e8e\u8bf7\u6c42\u751f\u547d\u5468\u671f\u4e0eKV Cache\u56de\u6536\u4e0e\u590d\u7528\u65f6\u5e8f\u4e4b\u95f4\u7684\u4e0d\u4e00\u81f4\uff0c\u4ece\u800c\u5f15\u53d1\u7684KV Cache\u590d\u7528\u51b2\u7a81\u3002<\/p>\n

\"\u5927\u6a21\u578b\u201c\u964d\u667a\u201d\u771f\u76f8\uff0c\u627e\u5230\u4e86\"<\/p>\n

\u4e3a\u6d88\u9664\u4e0a\u8ff0\u95ee\u9898\uff0c\u667a\u8c31\u5728\u63a8\u7406\u5f15\u64ce\u4e2d\u5f15\u5165\u4e86\u66f4\u4e25\u683c\u7684\u65f6\u5e8f\u7ea6\u675f\uff0c\u5728\u8bf7\u6c42\u7ec8\u6b62\u4e0eKV Cache\u5199\u5165\u5b8c\u6210\u4e4b\u95f4\u5efa\u7acb\u663e\u5f0f\u540c\u6b65\u5173\u7cfb\u3002<\/p>\n

\u8fd9\u4e00\u95ee\u9898\u7684\u5177\u4f53\u4fee\u590d\u65b9\u6848\u662f\u5728Decode\u89e6\u53d1Abort\u540e\u901a\u77e5Prefill\u4fa7\uff0c\u4ec5\u5728RDMA\u672a\u5f00\u59cb\u6216\u5df2\u5b8c\u6210\u65f6\u624d\u5141\u8bb8\u56de\u6536\u590d\u7528\uff0c\u786e\u4fddKV\u5199\u5165\u4e0d\u8de8\u8d8a\u663e\u5b58\u590d\u7528\u8fb9\u754c\u3002\u4fee\u590d\u540e\uff0c\u5f02\u5e38\u53d1\u751f\u7387\u4ece\u4e07\u5206\u4e4b\u5341\u51e0\u964d\u81f3\u4e07\u5206\u4e4b\u4e09\u4ee5\u4e0b\u3002<\/p>\n

\u667a\u8c31\u9762\u4e34\u7684\u7b2c\u4e8c\u4e2abug\u4e0eCoding Agent\u573a\u666f\u7684\u7279\u6027\u6709\u5173\u3002Coding Agent\u573a\u666f\u8f93\u5165\u957f\u3001\u524d\u7f00\u590d\u7528\u7387\u9ad8\uff0cHiCache\u6210\u4e3a\u5173\u952e\u4f18\u5316\u3002\u4f46KV Cache\u6362\u5165\u4e0e\u8ba1\u7b97\u91cd\u53e0\u6267\u884c\u65f6\uff0c\u672a\u4fdd\u8bc1\u6570\u636e\u52a0\u8f7d\u5b8c\u6210\u540e\u518d\u4f7f\u7528\u3002<\/p>\n

\u4e3a\u4fee\u590d\u8fd9\u4e00\u95ee\u9898\uff0c\u667a\u8c31\u5728Indexer\u7b97\u5b50\u542f\u52a8\u524d\u5f15\u5165\u540c\u6b65\u70b9\uff0c\u786e\u4fdd\u6570\u636e\u5c31\u7eea\u540e\u624d\u542f\u52a8\u8ba1\u7b97\u3002\u4fee\u590d\u540e\uff0c\u76f8\u5173\u95ee\u9898\u5b8c\u5168\u6d88\u5931\uff0c\u76f8\u5173\u4fee\u590d\u5df2\u63d0\u4ea4\u81f3SGLang\u793e\u533a\u3002<\/p>\n

\"\u5927\u6a21\u578b\u201c\u964d\u667a\u201d\u771f\u76f8\uff0c\u627e\u5230\u4e86\"<\/p>\n

\u4e09\u3001Prefill\u541e\u5410\u6210\u74f6\u9888\uff0cLayerSplit\u8ba9\u541e\u5410\u6700\u9ad8\u6da8132%<\/strong><\/p>\n

\u4e0a\u8ff0\u4e24\u4e2a\u95ee\u9898\u63ed\u793a\u4e86\u4e00\u4e2a\u5171\u540c\u7684\u7cfb\u7edf\u74f6\u9888\uff1a\u5728\u957f\u4e0a\u4e0b\u6587\u7684Coding Agent\u670d\u52a1\u573a\u666f\u4e2d\uff0cPrefill\u9636\u6bb5\u4e3b\u5bfc\u4e86\u7cfb\u7edf\u6027\u80fd\u3002\u4fee\u590d\u72b6\u6001\u4e00\u81f4\u6027\u95ee\u9898\u540e\uff0c\u6838\u5fc3\u6311\u6218\u56de\u5f52\u74f6\u9888\u672c\u8eab\uff0c\u4e5f\u5c31\u662f\u5982\u4f55\u63d0\u5347Prefill\u541e\u5410\u3001\u964d\u4f4eKV Cache\u663e\u5b58\u5360\u7528\u3002\u4e3a\u6b64\uff0c\u667a\u8c31\u56e2\u961f\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86KV Cache\u5206\u5c42\u5b58\u50a8\u65b9\u6848LayerSplit\u3002<\/p>\n

Coding Agent\u8d1f\u8f7d\u5177\u6709\u4e0a\u4e0b\u6587\u957f\u3001Prefix Cache\u547d\u4e2d\u7387\u9ad8\u7684\u7279\u5f81\uff0c\u4f7f\u5f97Context Parallel\uff08CP\uff0c\u4e0a\u4e0b\u6587\u5e76\u884c\uff09\u6210\u4e3aPrefill\u8282\u70b9\u7684\u4e3b\u8981\u5e76\u884c\u7b56\u7565\u3002\u7136\u800c\uff0cSGLang\u5f00\u6e90\u5b9e\u73b0\u4e2d\u6bcf\u5f20GPU\u4fdd\u5b58\u5168\u90e8\u5c42\u7684KV Cache\uff0c\u5197\u4f59\u5b58\u50a8\u5bfc\u81f4\u663e\u5b58\u5bb9\u91cf\u6210\u4e3a\u8ba1\u7b97\u8d44\u6e90<\/a>\u5229\u7528\u7387\u7684\u74f6\u9888\u3002<\/p>\n

LayerSplit\u65b9\u6848\u7684\u6838\u5fc3\u601d\u8def\u662f\uff1a\u6bcf\u5f20GPU\u4ec5\u6301\u6709\u90e8\u5206\u5c42\u7684KV Cache\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u5355\u5361\u663e\u5b58\u5360\u7528\u3002\u8ba1\u7b97\u65f6\uff0c\u6301\u6709\u67d0\u4e00\u5c42Cache\u7684CP rank\u4f1a\u5728Attention\u8ba1\u7b97\u524d\u5c06\u5176\u5e7f\u64ad\u7ed9\u5176\u4ed6rank\u3002<\/p>\n

\"\u5927\u6a21\u578b\u201c\u964d\u667a\u201d\u771f\u76f8\uff0c\u627e\u5230\u4e86\"<\/p>\n

\u4e3a\u8fdb\u4e00\u6b65\u51cf\u5c11\u5f00\u9500\uff0c\u667a\u8c31\u8bbe\u8ba1\u4e86KV Cache\u5e7f\u64ad\u4e0eIndexer\u8ba1\u7b97\u7684\u91cd\u53e0\u673a\u5236\uff0c\u4f7f\u4e8c\u8005\u5728\u65f6\u95f4\u4e0a\u76f8\u4e92\u63a9\u76d6\u3002\u6574\u4e2a\u6d41\u7a0b\u4ec5\u989d\u5916\u5f15\u5165\u7ea6\u4e3aKV Cache\u4f53\u91cf1\/8\u7684Indexer Cache\u5e7f\u64ad\uff0c\u901a\u4fe1\u6210\u672c\u5bf9\u6027\u80fd\u5f71\u54cd\u53ef\u5ffd\u7565\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728Cache\u547d\u4e2d\u738790%\u7684\u6761\u4ef6\u4e0b\uff0c\u8bf7\u6c42\u957f\u5ea6\u4ece40k\u5230120k\u533a\u95f4\u5185\uff0c\u7cfb\u7edf\u541e\u5410\u91cf\u63d0\u5347\u5e45\u5ea6\u572810%\u81f3132%\u4e4b\u95f4\uff0c\u4e14\u4e0a\u4e0b\u6587\u8d8a\u957f\u6536\u76ca\u8d8a\u663e\u8457\u3002<\/p>\n<\/p>\n

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