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\ud83d\udcf0 \u8d44\u8baf\u6765\u6e90<\/div>\n
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\n
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\u5c31\u5728\u5927\u5bb6\u90fd\u6025\u5934\u767d\u8138\u5730\u7b49\u5f85DeepSeek-V4\u7684\u65f6\u5019\uff0c\u51b7\u4e0d\u4e01\u4e00\u7bc7\u65b0\u8bba\u6587\u5f15\u8d77\u4e86\u7f51\u53cb\u4eec\u7684\u6ce8\u610f\u2014\u2014<\/p>\n

\u63d0\u51fa\u65b0\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236HISA\uff08\u5206\u5c42\u7d22\u5f15\u7a00\u758f\u6ce8\u610f\u529b\uff09<\/b>\uff0c\u7a81\u783464K\u4e0a\u4e0b\u6587\u7684\u7d22\u5f15\u74f6\u9888\uff0c\u76f8\u6bd4DeepSeek\u6b63\u5728\u7528\u7684DSA\uff08DeepSeek Sparse Attention\uff09\u63d0\u901f2-4\u500d<\/b>\u3002<\/p>\n

\u4e0d\u4ec5\u505a\u5230\u4e86\u5927\u5e45\u63d0\u901f\uff0c\u800c\u4e14\u51e0\u4e4e\u4e0d\u4e22\u7cbe\u5ea6\u3001\u5373\u63d2\u5373\u7528\u4e0d\u7528\u91cd\u65b0\u8bad\u7ec3<\/b>\u3002<\/p>\n

\u8bba\u6587\u76f4\u63a5\u5728DeepSeek-V3.2\u548cGLM-5\u4e0a\u66ff\u6362\u7d22\u5f15\u5668\uff0c\u65e0\u9700\u5fae\u8c03\u3002<\/p>\n

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\u4f46\u8fd9\u4e2a\u8bbe\u8ba1\u6709\u4e2a\u81f4\u547d\u9690\u85cf\u95ee\u9898<\/b>\uff1a\u8981\u6311\u51fa\u76f8\u5173\u5b57\u7b26\uff0c\u5f97\u9760\u4e00\u4e2a \u201c\u7d22\u5f15\u5668\u201d\u2014\u2014\u5b83\u9700\u8981\u628a\u6bcf\u4e2a\u5f85\u67e5\u5b57\u7b26\uff0c\u548c\u524d\u9762\u6240\u6709\u5b57\u7b26\u6328\u4e2a\u6253\u5206<\/b>\uff0c\u518d\u9009\u5206\u6570\u6700\u9ad8\u7684\u3002<\/p>\n

\u6587\u672c\u957f\u5ea6L\u8d8a\u957f\uff0c\u8fd9\u4e2a\u6253\u5206\u7684\u5de5\u4f5c\u91cf\u662fL\u7684\u5e73\u65b9\u7ea7\u589e\u957f<\/b>\u3002\u6bd4\u5982\u957f\u5ea6\u7ffb\u500d\uff0c\u5de5\u4f5c\u91cf\u5c31\u4f1a\u7ffb4\u500d\u3002<\/p>\n

\u5230\u8d85\u957f\u6587\u672c\u65f6\uff0c\u8fd9\u4e2a\u7d22\u5f15\u5668\u7684\u5e73\u65b9\u7ea7\u6210\u672c\uff0c\u53cd\u800c\u6210\u4e86\u62d6\u6162\u901f\u5ea6\u7684\u5143\u51f6\uff0c\u751a\u81f3\u53cd\u800c\u6bd4\u771f\u6b63\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u8fd8\u8017\u65f6\u3002<\/p>\n

\u57fa\u4e8e\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u5f00\u59cb\u601d\u8003\u4e00\u4e2a\u95ee\u9898\uff1a\u80fd\u5426\u5728\u4e0d\u6539\u53d8\u6700\u7ec8\u7a00\u758f\u6ce8\u610f\u529b\u7ed3\u679c\u7684\u524d\u63d0\u4e0b\uff0c\u964d\u4f4e\u7d22\u5f15\u5668\u7684\u641c\u7d22\u6210\u672c\uff1f<\/p>\n

\u4e8e\u662f\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86HISA\uff08\u5206\u5c42\u7d22\u5f15\u7a00\u758f\u6ce8\u610f\u529b\uff09<\/b>\uff0c\u6838\u5fc3\u601d\u8def\u4e5f\u5f88\u7b80\u5355\uff1a<\/p>\n

\u65e2\u7136\u6328\u4e2a\u6253\u5206\u592a\u8d39\u65f6\u95f4\uff0c\u90a3\u5c31\u5148\u6309\u5757\u7b5b\u6389\u5927\u90e8\u5206\u65e0\u5173\u5185\u5bb9\uff0c\u518d\u5728\u5269\u4e0b\u7684\u5c0f\u5757\u91cc\u7cbe\u7ec6\u9009\u3002<\/p>\n

\u5728\u529f\u80fd\u903b\u8f91\u4e0a\u5b9e\u73b0\u5bf9\u539f\u6709\u6a21\u5757\u7684\u7b49\u4ef7\u66ff\u6362\uff0c\u65e0\u9700\u4fee\u6539\u540e\u7eed\u6ce8\u610f\u529b\u8ba1\u7b97\u903b\u8f91\uff0c\u76f8\u5f53\u4e8e \u201c\u6362\u4e86\u4e2a\u66f4\u9ad8\u6548\u7684\u7b5b\u5b50\uff0c\u7b5b\u51fa\u6765\u7684\u4e1c\u897f\u51e0\u4e4e\u6ca1\u53d8\u201d\u3002<\/p>\n

\u5177\u4f53\u5c31\u4e24\u6b65\uff0c\u5168\u7a0b\u590d\u7528\u539f\u6a21\u578b\u7684\u6253\u5206\u89c4\u5219\uff0c\u96f6\u5b66\u4e60\u6210\u672c\uff1a<\/h3>\n

\u53ea\u5728\u7b2c\u4e00\u6b65\u9009\u51fa\u6765\u7684m\u4e2a\u5757\u91cc\uff0c\u7528\u539f\u7d22\u5f15\u5668\u7684\u89c4\u5219\u7ed9\u5355\u4e2a\u5b57\u7b26\u6253\u5206<\/b>\uff0c\u518d\u6311\u51fa\u6700\u7ec8\u9700\u8981\u7684k\u4e2a\u76f8\u5173\u5b57\u7b26\u3002<\/p>\n

\u8fd8\u52a0\u4e86\u4e2a\u5c0f\u4f18\u5316\uff1a\u6587\u672c\u7684\u7b2c\u4e00\u4e2a\u5757\u548c\u6700\u540e\u4e00\u4e2a\u5757\u5fc5\u9009<\/b>\uff0c\u4fdd\u8bc1\u5f00\u5934\u7684\u80cc\u666f\u4fe1\u606f\u3001\u7ed3\u5c3e\u7684\u6700\u65b0\u4e0a\u4e0b\u6587\u4e0d\u88ab\u8bef\u7b5b\uff0c\u4e5f\u80fd\u5904\u7406\u6587\u672c\u62fc\u63a5\u7684\u8fb9\u754c\u95ee\u9898\u3002<\/p>\n

HISA\u7684\u5173\u952e\u4f18\u52bf\u5728\u4e8e\uff1a\u590d\u6742\u5ea6\u9aa4\u964d\uff0c\u8fd8\u80fd \u201c\u65e0\u7f1d\u66ff\u6362\u201d<\/b>\u3002<\/p>\n

HISA\u628a\u539f\u7d22\u5f15\u5668\u6bcf\u4e00\u5c42 O (L\u00b2) \u7684\u7b97\u529b\u6210\u672c\uff0c\u964d\u5230\u4e86O(L\u00b2\/B + L\u00d7m\u00d7B)\uff08B \u662f\u5757\u5927\u5c0f\u3001m \u662f\u9009\u7684\u5757\u6570\uff09<\/i>\u3002<\/p>\n

\u8f93\u51fa\u548c\u539f\u7d22\u5f15\u5668\u5b8c\u5168\u4e00\u81f4\uff0c\u4e0b\u6e38\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u6a21\u5757\u4e0d\u7528\u6539\uff1b<\/p>\n

\u4e0d\u7528\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3001\u4e0d\u7528\u8c03\u6574KV\u7f13\u5b58\u7ed3\u6784\uff0c\u76f4\u63a5\u66ff\u6362\u539f\u7d22\u5f15\u5668\u5c31\u884c\uff1b<\/p>\n

\u77ed\u6587\u672c\u65f6\u4f1a\u81ea\u52a8 \u201c\u9000\u5316\u201d \u6210\u539f\u65b9\u6cd5\uff0c\u53ea\u6709\u8d85\u957f\u6587\u672c\u65f6\u624d\u89e6\u53d1\u5206\u5c42\u7b5b\u9009\uff0c\u5168\u7a0b\u81ea\u9002\u5e94\u3002<\/p>\n

\u8bba\u6587\u5728DeepSeek-V3.2\u3001GLM-5<\/b>\u4e24\u5927\u4e3b\u6d41\u5927\u6a21\u578b\u4e0a\u505a\u4e86\u5168\u9762\u6d4b\u8bd5\uff0c\u7ed3\u679c\u5f88\u4eae\u773c\uff1a<\/p>\n

\u901f\u5ea6\u4e0a<\/b>\uff0c\u572864K\u957f\u5ea6\u7684\u6587\u672c\u4e0b\uff0cHISA \u6bd4\u539fDSA\u7d22\u5f15\u5668\u6700\u9ad8\u63d0\u901f3.75\u500d<\/b>\uff0c\u5e38\u89c4\u8bbe\u7f6e\u4e5f\u80fd\u63d0\u901f2\u500d\u591a\u3002<\/p>\n

\u4e0a\u4e0b\u6587\u957f\u5ea6\u8d8a\u957f\uff0cHISA\u7684\u63d0\u901f\u6548\u679c\u8d8a\u663e\u8457\uff0c\u5b8c\u5168\u5951\u5408\u8d85\u957f\u4e0a\u4e0b\u6587\uff08128K\/1M\uff09<\/b> \u7684\u5b9e\u9645\u5e94\u7528\u9700\u6c42\u3002<\/p>\n

\u7cbe\u5ea6\u4e0a<\/b>\uff0cHISA\u4e5f\u51e0\u4e4e\u5b8c\u5168\u4fdd\u7559\u539fDSA\u7684\u7cbe\u5ea6\uff0c\u4e14\u663e\u8457\u4f18\u4e8e\u7eaf\u5757\u7a00\u758f\u65b9\u6cd5\u3002<\/p>\n

\u8bba\u6587\u8fdb\u884c\u4e86\u201c\u5927\u6d77\u635e\u9488\u201d\u6d4b\u8bd5<\/b>\uff0c\u8be5\u6d4b\u8bd5\u8861\u91cf\u5728\u8d85\u957f\u65e0\u5173\u6587\u672c\u4e2d\uff0c\u7cbe\u51c6\u68c0\u7d22\u6307\u5b9a\u4f4d\u7f6e\u5173\u952e\u4fe1\u606f\u7684\u80fd\u529b\u3002<\/p>\n

\u7ed3\u679cHISA\u548cDSA\u51e0\u4e4e\u4e00\u6837\u51c6\uff0c\u5728\u6240\u6709\u957f\u5ea6\u548c\u63d2\u5165\u6df1\u5ea6\u4e0b\uff0c\u68c0\u7d22\u7cbe\u5ea6\u5747\u63a5\u8fd1DSA\u7684\u8fd1\u4e4e\u6ee1\u5206\u3002<\/p>\n

\u5728\u957f\u6587\u672c\u7406\u89e3\uff08LongBench \u57fa\u51c6\uff09<\/b>\u4e0a\uff0cHISA\u7684\u5206\u6570\u4e5f\u548cDSA\u57fa\u672c\u6301\u5e73\u3002<\/p>\n

\u751a\u81f3\u5728\u90e8\u5206\u573a\u666f\uff0c\u6bd4\u5982\u5408\u6210\u68c0\u7d22\u3001\u5c11\u6837\u672c\u5b66\u4e60\u7b49\u5bf9token\u7b5b\u9009\u7cbe\u5ea6\u8981\u6c42\u9ad8\u7684\u4efb\u52a1\u4e2d\uff0cHISA\u505a\u5230\u4e86\u5c0f\u5e45\u53cd\u8d85\u3002<\/p>\n

\n

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