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\"\u8c37\u6b4c\u65b0\u8bba\u6587\u628a\u5185\u5b58\u80a1\u4ef7\u5e72\u5d29\u4e86\uff01KV<\/div><\/figure>\n
\"\u8c37\u6b4c\u65b0\u8bba\u6587\u628a\u5185\u5b58\u80a1\u4ef7\u5e72\u5d29\u4e86\uff01KV<\/div><\/figure>\n
\"\u8c37\u6b4c\u65b0\u8bba\u6587\u628a\u5185\u5b58\u80a1\u4ef7\u5e72\u5d29\u4e86\uff01KV<\/div><\/figure>\n

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\u8c37\u6b4c\u7814\u7a76\u9662\u63a8\u51faTurboQuant\u538b\u7f29\u7b97\u6cd5\uff0c\u628aAI\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6700\u5403\u5185\u5b58\u7684KV cache\u538b\u7f29\u81f3\u5c116\u500d\uff0c\u7cbe\u5ea6\u96f6\u635f\u5931\u3002<\/p>\n

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Pied Piper\u662f2014\u5e74\u5f00\u64ad\u7684HBO\u7ecf\u5178\u7f8e\u5267\u300a\u7845\u8c37\u300b\u91cc\u7684\u865a\u6784\u521b\u4e1a\u516c\u53f8\uff0c\u6838\u5fc3\u6280\u672f\u5c31\u662f\u4e00\u79cd\u201c\u8fd1\u4e4e\u65e0\u635f\u7684\u6781\u9650\u538b\u7f29\u7b97\u6cd5\u201d\u3002<\/p>\n

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\u8981\u7406\u89e3TurboQuant\u4e3a\u4ec0\u4e48\u91cd\u8981\uff0c\u5148\u5f97\u7406\u89e3\u5b83\u89e3\u51b3\u7684\u662f\u4ec0\u4e48\u95ee\u9898\u3002<\/p>\n

AI\u5927\u6a21\u578b\u63a8\u7406\u65f6\u5904\u7406\u8fc7\u7684\u4fe1\u606f\u4f1a\u4e34\u65f6\u5b58\u5728KV Cache\uff0c\u65b9\u4fbf\u540e\u7eed\u5feb\u901f\u8c03\u7528\uff0c\u4e0d\u7528\u6bcf\u6b21\u4ece\u5934\u7b97\u8d77\u3002<\/p>\n

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TurboQuant\u7528\u4e24\u4e2a\u6539\u52a8\u628a\u8fd9\u4e2a\u989d\u5916\u5f00\u9500\u5e72\u5230\u4e86\u96f6\u3002<\/p>\n

PolarQuant\uff08\u6781\u5750\u6807\u91cf\u5316\uff09\uff1a<\/p>\n

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QJL\uff08\u91cf\u5316JL\u53d8\u6362\uff09\uff1a<\/p>\n

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\u4e24\u8005\u7ec4\u5408\u540ePolarQuant\u5148\u7528\u5927\u90e8\u5206bit\u5bb9\u91cf\u6355\u6349\u6570\u636e\u7684\u4e3b\u8981\u4fe1\u606f\uff0cQJL\u518d\u75281\u4e2abit\u505a\u6b8b\u5dee\u4fee\u6b63\u3002<\/p>\n

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\u8c37\u6b4c\u56e2\u961f\u5728Gemma\u548cMistral\u7b49\u5f00\u6e90\u6a21\u578b\u4e0a\uff0c\u8dd1\u4e86\u4e3b\u6d41\u957f\u4e0a\u4e0b\u6587\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8986\u76d6\u95ee\u7b54\u3001\u4ee3\u7801\u751f\u6210\u3001\u6458\u8981\u7b49\u591a\u79cd\u4efb\u52a1\u3002<\/p>\n

\u5728\u201c\u5927\u6d77\u635e\u9488\u201d\u4efb\u52a1\u4e0a\uff0cTurboQuant\u5728\u6240\u6709\u6d4b\u8bd5\u4e2d\u62ff\u4e0b\u5b8c\u7f8e\u5206\u6570\uff0c\u540c\u65f6KV cache\u5185\u5b58\u5360\u7528\u7f29\u5c0f\u4e86\u81f3\u5c116\u500d\u3002<\/p>\n

PolarQuant\u5355\u72ec\u4f7f\u7528\uff0c\u7cbe\u5ea6\u4e5f\u51e0\u4e4e\u65e0\u635f\u3002<\/p>\n

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\u5728\u5411\u91cf\u641c\u7d22\u9886\u57df\uff0cTurboQuant\u540c\u6837\u8d85\u8d8a\u4e86\u73b0\u6709\u6700\u4f18\u91cf\u5316\u65b9\u6cd5\u7684\u53ec\u56de\u7387\uff0c\u800c\u4e14\u4e0d\u9700\u8981\u9488\u5bf9\u5177\u4f53\u6570\u636e\u96c6\u505a\u8c03\u4f18\uff0c\u4e5f\u4e0d\u4f9d\u8d56\u4f4e\u6548\u7684\u5927\u7801\u672c\u3002<\/p>\n

Cloudflare CEO\u8bc4\u4ef7\u201c\u8fd9\u662f\u8c37\u6b4c\u7684DeepSeek\u65f6\u523b\u201d\u3002<\/p>\n

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TurboQuant\u7684\u65b9\u5411\u7c7b\u4f3c\uff0c\u7528\u66f4\u5c11\u7684\u5185\u5b58\uff0c\u4e5f\u80fd\u8dd1\u540c\u6837\u8d28\u91cf\u7684\u63a8\u7406\u3002<\/p>\n

\u8c37\u6b4c\u8868\u793a\uff0cTurboQuant\u9664\u4e86\u53ef\u4ee5\u7528\u5728Gemini\u7b49\u5927\u6a21\u578b\u4e0a\uff0c\u540c\u65f6\u8fd8\u80fd\u5927\u5e45\u63d0\u5347\u8bed\u4e49\u641c\u7d22\u7684\u6548\u7387\uff0c\u8ba9\u8c37\u6b4c\u7ea7\u522b\u7684\u4e07\u4ebf\u7ea7\u5411\u91cf\u7d22\u5f15\u67e5\u8be2\u66f4\u5feb\u3001\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n

\u4e0d\u8fc7TurboQuant\u76ee\u524d\u8fd8\u53ea\u662f\u4e00\u4e2a\u5b9e\u9a8c\u5ba4\u6210\u679c\uff0c\u5c1a\u672a\u5927\u89c4\u6a21\u90e8\u7f72\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u53ea\u89e3\u51b3\u63a8\u7406\u9636\u6bb5\u7684\u5185\u5b58\u95ee\u9898\u3002\u800cAI\u8bad\u7ec3\u73af\u8282\u5b8c\u5168\u4e0d\u53d7\u5f71\u54cd\u3002<\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/research.google\/blog\/turboquant-redefining-ai-efficiency-with-extreme-compression\/<\/p>\n

\u53c2\u8003\u94fe\u63a5\uff1a[1]https:\/\/x.com\/eastdakota\/status\/2036827179150168182?s=20<\/p>\n

\n

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

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