{"id":1723,"date":"2026-02-07T21:00:10","date_gmt":"2026-02-07T13:00:10","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/07\/%e5%b0%8f%e7%b1%b3%e7%bb%99kv-cache%e5%87%8f%e8%b4%9f80%ef%bc%81mimo%e5%9b%a2%e9%98%9f%e6%8e%a8%e5%87%ba%e6%b7%b7%e5%90%88%e7%a8%80%e7%96%8f%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%9e%b6%e6%9e%84\/"},"modified":"2026-02-07T21:00:10","modified_gmt":"2026-02-07T13:00:10","slug":"%e5%b0%8f%e7%b1%b3%e7%bb%99kv-cache%e5%87%8f%e8%b4%9f80%ef%bc%81mimo%e5%9b%a2%e9%98%9f%e6%8e%a8%e5%87%ba%e6%b7%b7%e5%90%88%e7%a8%80%e7%96%8f%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/07\/%e5%b0%8f%e7%b1%b3%e7%bb%99kv-cache%e5%87%8f%e8%b4%9f80%ef%bc%81mimo%e5%9b%a2%e9%98%9f%e6%8e%a8%e5%87%ba%e6%b7%b7%e5%90%88%e7%a8%80%e7%96%8f%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%9e%b6%e6%9e%84\/","title":{"rendered":"\u5c0f\u7c73\u7ed9KV Cache\u51cf\u8d1f80%\uff01MiMo\u56e2\u961f\u63a8\u51fa\u6df7\u5408\u7a00\u758f\u6ce8\u610f\u529b\u67b6\u6784"},"content":{"rendered":"
\"\u5c0f\u7c73\u7ed9KV<\/div><\/figure>\n
\"\u5c0f\u7c73\u7ed9KV<\/div><\/figure>\n
\"\u5c0f\u7c73\u7ed9KV<\/div><\/figure>\n
\"\u5c0f\u7c73\u7ed9KV<\/div><\/figure>\n

\u5c0f\u7c73Mimo\u5927\u6a21\u578b\u56e2\u961f\u6295\u7a3f<\/p>\n

\u5c0f\u7c73MiMo\u5927\u6a21\u578b\u56e2\u961f\uff0c\u52a0\u5165AI\u62dc\u5e74\u6218\u573a\u2014\u2014<\/p>\n

\u63a8\u51faHySparse\uff0c\u4e00\u79cd\u9762\u5411Agent\u65f6\u4ee3\u7684\u6df7\u5408\u7a00\u758f\u6ce8\u610f\u529b\u67b6\u6784\u3002<\/p>\n

HySparse\u521b\u65b0\u4f7f\u7528\u6781\u5c11\u7684\u5168\u6ce8\u610f\u529b\uff08Full Attention\uff09\u5c42\u63d0\u4f9b\u201ctoken\u9009\u62e9+KV Cache\u201d\uff0c\u5176\u4f59\u7a00\u758f\u6ce8\u610f\u529b\uff08Sparse Attention\uff09\u5c42\u76f4\u63a5\u590d\u7528\u8fd9\u4e9b\u4fe1\u606f\uff0c\u5b9e\u73b0\u9ad8\u6548\u7cbe\u51c6\u7684\u957f\u4e0a\u4e0b\u6587\u5efa\u6a21\u3002<\/p>\n

\u5728\u603b\u517149\u5c42\u768480B-A3BMoE\u6a21\u578b\u5b9e\u9a8c\u4e2d\uff0c\u4ec5\u4fdd\u75595\u5c42Full Attention\u4ecd\u80fd\u4fdd\u6301\u751a\u81f3\u63d0\u5347\u6a21\u578b\u80fd\u529b\uff0c\u540c\u65f6\u663e\u8457\u964d\u4f4eKVCache\u5b58\u50a8\u4e0e\u8ba1\u7b97\u5f00\u9500\uff0c\u5b9e\u73b0\u6548\u679c\u4e0e\u6548\u7387\u7684\u517c\u987e\uff0c\u5c55\u793a\u51fa\u6df7\u5408\u7a00\u758f\u6ce8\u610f\u529b\u5728\u8d85\u957f\u4e0a\u4e0b\u6587\u5efa\u6a21\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n

HySparse\u7684\u8bbe\u8ba1\u7075\u611f\u6765\u6e90\u4e8e\u5b66\u672f\u754c\u5df2\u6709\u7814\u7a76\u5de5\u4f5c\u7684\u7ecf\u9a8c\u548c\u89c2\u5bdf\u4e4b\u4e0a\u3002<\/p>\n

\u4e00\u90e8\u5206\u662f\u663e\u8457token\u5728\u76f8\u90bb\u5c42\u4e4b\u95f4\u76f8\u5bf9\u7a33\u5b9a\u3002<\/p>\n

\u5df2\u6709\u5de5\u4f5c\u5982TidalDecode\u7b49\uff0c\u89c2\u5bdf\u5230\u8fde\u7eed\u5c42\u7684 \u201c\u91cd\u8981 token\u201d \u4f1a\u9ad8\u5ea6\u91cd\u5408\uff0c\u56e0\u6b64\u53ef\u4ee5\u5728\u67d0\u5c42\u8bc6\u522b\u91cd\u8981token\u5e76\u5728\u540e\u7eed\u5c42\u590d\u7528\u3002<\/p>\n

HySparse\u5c06\u8fd9\u4e00\u89c2\u5bdf\u63d0\u5347\u7528\u4e8e\u6a21\u578b\u7ed3\u6784\u8bbe\u8ba1\u5e76\u76f4\u63a5\u8bad\u7ec3\u3002<\/p>\n

\u8fd8\u6709\u90e8\u5206\u53d7\u542f\u53d1\u4e8e\u8de8\u5c42KV Cache\u5171\u4eab\u80fd\u663e\u8457\u7701\u663e\u5b58\u4e14\u4e0d\u663e\u8457\u4f24\u6027\u80fd\uff0cYOCO\u3001Gemma3n\u7b49\u67b6\u6784\u5c42\u9762\u5de5\u4f5c\u5df2\u7ecf\u8bc1\u660e\u4e86\u8de8\u5c42\u5171\u4eabKV\u7684\u53ef\u884c\u6027\u3002<\/p>\n

HySparse\u5c06\u5171\u4eab\u76f4\u63a5\u843d\u5728\u201cFull Attention\u5c42 \u2192 \u5176\u540eSparse Attention\u5c42\u201d \u7684hybrid block\u5185\u5171\u4eab\u4e0a\u3002<\/p>\n

\u591a\u6570Sparse Attention\u65b9\u6cd5\u90fd\u9075\u5faa\u540c\u4e00\u57fa\u672c\u8303\u5f0f\uff1a\u5148\u9009\u62e9\uff0c\u518d\u8ba1\u7b97\u3002<\/p>\n

\u5728\u771f\u6b63\u8ba1\u7b97\u6ce8\u610f\u529b\u4e4b\u524d\uff0c\u5148\u7528\u4e00\u4e2a\u201c\u9009\u62e9\u5668\u201d \u51b3\u5b9a\u54ea\u4e9b\u91cd\u8981token\u662f\u503c\u5f97\u6ce8\u610f\u7684\uff0c\u53ea\u5728\u8fd9\u4e9b\u4f4d\u7f6e\u4e0a\u8fdb\u884c\u6ce8\u610f\u529b\u8ba1\u7b97\u3002<\/p>\n

\u8fd9\u4e00\u8303\u5f0f\u964d\u4f4e\u4e86\u8ba1\u7b97\u91cf\uff0c\u4f46\u59cb\u7ec8\u7ed5\u4e0d\u5f00\u4e24\u4e2a\u6839\u672c\u95ee\u9898\u3002<\/p>\n

\u4e00\u4e2a\u95ee\u9898\u662f\u91cd\u8981 Token \u7684\u9009\u62e9\u4f9d\u8d56\u4ee3\u7406\uff08Proxy\uff09\u3002<\/p>\n

Sparse Attention\u7684\u6838\u5fc3\u5728\u4e8e \u201c\u9009\u54ea\u4e9b\u91cd\u8981token\u201d\u3002<\/p>\n

\u4f46\u73b0\u5b9e\u4e2d\uff0c\u8fd9\u4e00\u9009\u62e9\u5f80\u5f80\u4f9d\u8d56proxy\u4fe1\u53f7\uff1a\u56fa\u5b9a\u6a21\u5f0f\u3001\u542f\u53d1\u5f0f\u89c4\u5219\u3001\u8fd1\u4f3c\u4f30\u8ba1\uff0c\u6216\u989d\u5916\u7684\u8f7b\u91cf\u5316\u9009\u62e9\u6a21\u5757\u3002<\/p>\n

\u8fd9\u4e9bproxy\u672c\u8d28\u4e0a\u90fd\u662f\u5bf9\u771f\u5b9e\u6ce8\u610f\u529b\u5206\u5e03\u7684\u8fd1\u4f3c\uff0c\u65e0\u6cd5\u4fdd\u8bc1\u80fd\u5b8c\u5168\u7cbe\u51c6\u5730\u8bc6\u522b\u6700\u91cd\u8981\u7684token\uff1b\u5728\u957f\u4e0a\u4e0b\u6587\u3001\u6301\u7eed\u751f\u6210\u7684\u573a\u666f\u4e0b\uff0c\u8fd9\u79cd\u8fd1\u4f3c\u8bef\u5dee\u8fd8\u4f1a\u4e0d\u53ef\u907f\u514d\u5730\u7d2f\u79ef\u3002<\/p>\n

\u5373\u4fbf\u662f\u53ef\u8bad\u7ec3\u7684Sparse Attention\u65b9\u6cd5\uff0c\u5f80\u5f80\u4e5f\u53ea\u662f\u5c06\u4eba\u5de5\u8bbe\u8ba1\u7684\u9009\u62e9\u89c4\u5219\u66ff\u6362\u4e3a\u53ef\u5b66\u4e60\u7684\u8f7b\u91cf\u5316\u9009\u62e9\u4ee3\u7406\u6a21\u5757\uff0c\u901a\u8fc7\u8bad\u7ec3\u6765\u5bf9\u9f50\u9009\u62e9\u884c\u4e3a\u3002<\/p>\n

\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f13\u89e3\u4e86\u9009\u62e9\u8bef\u5dee\uff0c\u4f46\u540c\u65f6\u663e\u8457\u589e\u52a0\u4e86\u8bad\u7ec3\u590d\u6742\u5ea6\uff0c\u96be\u4ee5\u4ece\u6839\u672c\u4e0a\u6446\u8131\u8fd9\u4e00\u201c\u4ee3\u7406\u74f6\u9888\u201d\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u95ee\u9898\u662f\u8ba1\u7b97\u91cf\u964d\u4f4e\uff0c\u4f46KV Cache\u5b58\u50a8\u672a\u51cf\u3002<\/p>\n

\u76ee\u524d\uff0c\u4e3b\u6d41\u7684\u52a8\u6001Sparse Attention\u6ce8\u610f\u529b\u65b9\u6cd5\u4e3b\u8981\u51cf\u5c11\u7684\u662f\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n

\u8fd9\u7c7b\u505a\u6cd5\u4e0d\u518d\u5bf9\u6240\u6709token\u6267\u884c\u6ce8\u610f\u529b\u8ba1\u7b97\uff1b\u4f46\u4e3a\u4e86\u907f\u514d\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u9006\u5730\u9519\u8bef\u4e22\u5f03KV Cache\uff08\u56e0\u4e3atoken\u7684\u91cd\u8981\u6027\u4f1a\u968f\u751f\u6210\u52a8\u6001\u53d8\u5316\uff09\uff0c\u63a8\u7406\u9636\u6bb5\u901a\u5e38\u4ecd\u9700\u4fdd\u7559\u5168\u91cfKV Cache\u3002<\/p>\n

\u5e26\u6765\u7684\u7ed3\u679c\u5c31\u662f\u8ba1\u7b97\u91cf\u786e\u5b9e\u4e0b\u964d\u4e86\uff0c\u4f46\u663e\u5b58\u4e0e\u5e26\u5bbd\u8fd9\u4e00\u4e3b\u8981\u74f6\u9888\u4f9d\u7136\u5b58\u5728\u3002<\/p>\n

HySparse\u505a\u7684\u4e8b\u662f\u628a \u201c\u9009\u62e9\u201d \u548c \u201c\u7f13\u5b58\u201d \u8fd9\u4e24\u4ef6\u5bf9Sparse Attention\u6765\u8bf4\u6700\u96be\u7684\u4e8b\uff0c\u4ea4\u7ed9Full Attention\u6765\u505a\u3002<\/p>\n

\u4e3a\u6b64\uff0cHySparse\u91c7\u7528hybrid block\u7ed3\u6784\u3002<\/p>\n

\u6bcf\u4e2ahybrid block\u75311\u5c42Full Attention+N\u5c42Sparse Attention\u7ec4\u6210\u3002<\/p>\n

Hybrid block\u5185\u90e8\u7684Sparse Attention\u5c42\u5e76\u4e0d\u518d\u72ec\u7acb\u505atoken\u9009\u62e9\u548c\u7ef4\u62a4\u5168\u91cfKV\uff0c\u800c\u662f\u76f4\u63a5\u590d\u7528\u524d\u7f6eFull Attention\u5c42\u4ea7\u751f\u7684\u91cd\u8981token\u7d22\u5f15\u548c KV Cache\u3002<\/p>\n

\u8fd9\u80cc\u540e\u7684\u52a8\u673a\u662fFull Attention\u5728\u5b8c\u6210\u81ea\u8eab\u8ba1\u7b97\u7684\u540c\u65f6\uff0c\u5df2\u7ecf\u751f\u6210\u4e86KV Cache\uff0c\u5e76\u4e14\u8ba1\u7b97\u51fa\u4e86\u6700\u51c6\u786e\u7684token\u91cd\u8981\u6027\u4fe1\u606f\uff0c\u81ea\u7136\u53ef\u4ee5\u4f9b\u540e\u7eedN\u4e2aSparse Attention\u5c42\u76f4\u63a5\u590d\u7528\u3002<\/p>\n

\u8fd9\u4e00\u8bbe\u8ba1\u8868\u9762\u4e0a\u975e\u5e38\u7b80\u6d01\uff0c\u5374\u5de7\u5999\u5730\u540c\u65f6\u89e3\u51b3\u4e86\u4e0a\u8ff0 Sparse Attention \u7684\u4e24\u5927\u6838\u5fc3\u95ee\u9898\uff0c<\/p>\n

\u540c\u65f6\uff0cHySparse\u7a00\u758f\u5c42\u4e0d\u662f\u5355\u4e00\u8def\u5f84\uff0c\u7a00\u758f\u5c42\u5185\u90e8\u4e5f\u505a\u4e86\u4e00\u6b21 \u201c\u5168\u5c40\u7a00\u758f + \u5c40\u90e8\u7a97\u53e3\u201d \u7684\u6df7\u5408\u7ed3\u6784\u3002<\/p>\n

HySparse \u7684\u6bcf\u4e00\u5c42 Sparse Attention \u5305\u542b\u4e24\u6761\u5206\u652f\uff1a<\/p>\n

\u4e24\u5206\u652f\u8f93\u51fa\u901a\u8fc7\u8f7b\u91cf\u95e8\u63a7\uff08sigmoid gate\uff09\u8fdb\u884c\u878d\u5408\u3002<\/p>\n

\u76f4\u89c2\u5730\u770b\uff0cHySparse\u5e76\u4e0d\u662f\u7528Sparse Attention\u53d6\u4ee3Full Attention \uff0c\u800c\u662f\u5c06\u5168\u5c40\u4fe1\u606f\u901a\u8def\u62c6\u89e3\u4e3a \u201c\u5c11\u91cf\u6602\u8d35\u4f46\u53ef\u9760\u7684\u5168\u6ce8\u610f\u529b\u201d+\u201c\u591a\u6b21\u5ec9\u4ef7\u800c\u9ad8\u6548\u7684\u5168\u5c40\u7a00\u758f\u68c0\u7d22\u4e0e\u5c40\u90e8\u5efa\u6a21\u201d\u3002<\/p>\n

\u4e3a\u4e86\u9a8c\u8bc1HySparse\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u5176\u4e0e\u4e24\u7c7b\u4e3b\u6d41\u67b6\u6784\u8fdb\u884c\u5bf9\u6bd4\uff1a<\/p>\n

\u7814\u7a76\u4eba\u5458\u5206\u522b\u57287B\u7684Dense\u6a21\u578b\u548c80B\u7684MoE\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002<\/p>\n

\u7ed3\u679c\u663e\u793a\uff0c7B\u6a21\u578b\u5171\u670936\u5c42\uff0c\u5176\u4e2d9\u5c42\u662fFull Attention\uff1b80B MoE\u6a21\u578b\u5171\u670949\u5c42\uff0c\u53ea\u67095\u5c42\u662fFull Attention\uff0c\u8fd9\u4e3aHySparse\u5e26\u6765\u4e86\u63a5\u8fd110\u00d7\u7684KV Cache\u5b58\u50a8\u964d\u4f4e\u3002<\/p>\n

\u5728\u591a\u9879\u901a\u7528\u3001\u6570\u5b66\u3001\u4ee3\u7801\u548c\u4e2d\u6587\u8bc4\u6d4b\u4e2d\uff0cHySparse\u57287B Dense\u548c80B MoE\u4e24\u79cd\u89c4\u6a21\u5747\u5e26\u6765\u7a33\u5b9a\u63d0\u5347\u3002<\/p>\n

\u7279\u522b\u662f\u572880B MoE\u7684\u6fc0\u8fdb\u6df7\u5408\u6bd4\u4f8b\u4e0b\uff0cHySparse\u901a\u8fc7\u5168\u5c40\u7a00\u758f\u68c0\u7d22\u901a\u8def\u6709\u6548\u4fdd\u6301\u957f\u8ddd\u79bb\u4fe1\u606f\u8bbf\u95ee\uff0c\u7ef4\u6301\u4e86\u5168\u5c40\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u5728\u90e8\u5206\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4e86\u5168\u6ce8\u610f\u529b\u57fa\u7ebf\uff0c\u5145\u5206\u4f53\u73b0\u4e86\u5168\u5c40\u7a00\u758f\u901a\u8def\u7684\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n

RULER\u957f\u6587\u6d4b\u8bd5\u8868\u660e\uff0cHySparse\u5373\u4fbf\u5c06Full Attention\u5c42\u538b\u5230\u6781\u5c11\uff0c\u4e5f\u80fd\u7a33\u5b9a\u4fdd\u6301\u957f\u8ddd\u79bb\u5173\u952e\u4fe1\u606f\u8bbf\u95ee\uff0c\u5145\u5206\u5c55\u73b0\u4e86\u5176\u6df7\u5408\u7a00\u758f\u7ed3\u6784\u7684\u4f18\u52bf\u3002<\/p>\n

\u5c0f\u7c73MiMo\u8868\u793a\uff0c\u8ba1\u5212\u5728\u66f4\u5927\u89c4\u6a21\u6a21\u578b\u4e0a\u8fdb\u4e00\u6b65\u9a8c\u8bc1HySparse\u7684\u6781\u9650\u548c\u6f5c\u529b\uff0c\u5e76\u6301\u7eed\u63a2\u7d22\u964d\u4f4eFull Attention\u5c42\u6570\u91cf\u7684\u53ef\u80fd\u6027\uff0c\u8ba9\u8d85\u957f\u4e0a\u4e0b\u6587\u66f4\u9ad8\u6548\u3002<\/p>\n

arXiv\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2602.03560<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

\u672c\u535a\u5ba2\u90e8\u5206\u5185\u5bb9\u4e3a\u8f6c\u8f7d\u6587\u7ae0\uff0c\u65e8\u5728\u5206\u4eab\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\u3002<\/p>\n

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