{"id":186545,"date":"2026-03-26T13:27:36","date_gmt":"2026-03-26T05:27:36","guid":{"rendered":"https:\/\/www.juejinka.com\/?p=186545"},"modified":"2026-03-26T13:27:38","modified_gmt":"2026-03-26T05:27:38","slug":"google-%e5%8f%91%e5%b8%83%e5%85%a8%e6%96%b0%e8%ae%b0%e5%bf%86%e5%8e%8b%e7%bc%a9%e6%8a%80%e6%9c%af-turboquant%ef%bc%8c%e5%86%85%e5%ad%98%e5%8d%a0%e7%94%a8%e9%94%90%e5%87%8f-6-%e5%80%8d%e3%80%81","status":"publish","type":"post","link":"https:\/\/www.juejinka.com\/y\/186545.html","title":{"rendered":"Google \u53d1\u5e03\u5168\u65b0\u8bb0\u5fc6\u538b\u7f29\u6280\u672f TurboQuant\uff0c\u5185\u5b58\u5360\u7528\u9510\u51cf 6 \u500d\u3001\u63a8\u7406\u901f\u5ea6\u72c2\u98d9 8 \u500d"},"content":{"rendered":"\n<p>\u5728\u751f\u6210\u5f0f AI \u84ec\u52c3\u53d1\u5c55\u7684\u5f53\u4e0b\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5185\u5b58\u74f6\u9888\u4e00\u76f4\u662f\u56f0\u6270\u4ea7\u4e1a\u7684\u6838\u5fc3\u96be\u9898\u3002 \u968f\u7740\u6a21\u578b\u89c4\u6a21\u4e0d\u65ad\u6269\u5927\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u6301\u7eed\u589e\u957f\uff0c\u952e\u503c\u7f13\u5b58\uff08KV Cache\uff09\u6240\u6d88\u8017\u7684\u5185\u5b58\u8d44\u6e90\u5df2\u7ecf\u6210\u4e3a\u9650\u5236AI\u5e94\u7528\u666e\u53ca\u7684\u5173\u952e\u969c\u788d\u3002 \u4f20\u7edf\u7684\u77e2\u91cf\u91cf\u5316\u6280\u672f\u867d\u7136\u80fd\u591f\u538b\u7f29\u6570\u636e\uff0c\u4f46\u5f80\u5f80\u4f34\u968f\u7740\u989d\u5916\u7684\u5185\u5b58\u5f00\u9500\u4e0e\u7cbe\u5ea6\u635f\u5931\uff0c\u96be\u4ee5\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u53d1\u6325\u7406\u60f3\u6548\u679c\u3002 \u7136\u800c\uff0c\u8c37\u6b4c\u7814\u7a76\u9662\u4e8e3\u670825\u65e5\u53d1\u5e03\u7684\u4e00\u9879\u5168\u65b0\u538b\u7f29\u7b97\u6cd5\uff0c\u6b63\u5728\u5f7b\u5e95\u6539\u53d8\u8fd9\u4e00\u5c40\u9762\uff1a\u8fd9\u9879\u540d\u4e3aTurboQuant\u7684\u6280\u672f\uff0c\u4e0d\u4ec5\u80fd\u5c06KV Cache\u538b\u7f29\u81f3\u4ec53 bits\uff0c\u66f4\u80fd\u5728\u96f6\u7cbe\u5ea6\u635f\u5931\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u5185\u5b58\u5360\u7528\u9510\u51cf6\u500d\u4ee5\u4e0a\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u9ad8\u8fbe8\u500d\uff0c\u8c37\u6b4c\u8fd9\u9879\u6280\u672f\u7684\u53d1\u5e03\u751a\u81f3\u8fd8\u5bfc\u81f4\u6628\u665a\u7f8e\u80a1\u5b58\u50a8\u5668\u7c7b\u80a1\u5168\u9762\u91cd\u632b\u3002<br><img decoding=\"async\" src=\"https:\/\/www.juejinka.com\/news\/wp-content\/uploads\/2026\/03\/kni29.jpg\" alt=\"\u8c37\u6b4c \u53d1\u5e03\u5168\u65b0\u8bb0\u5fc6\u538b\u7f29\u6280\u672f TurboQuant\uff0c\u5185\u5b58\u5360\u7528\u9510\u51cf 6 \u500d\u3001\u63a8\u7406\u901f\u5ea6\u72c2\u98d9 8 \u500d - \u6398\u91d1\u5496\" width=\"1002\" height=\"673\" srcset=\"https:\/\/www.koc.com.tw\/wp-content\/uploads\/2026\/03\/20260326124809_0_84c3ed.jpg 1002w, https:\/\/www.koc.com.tw\/wp-content\/uploads\/2026\/03\/20260326124809_0_84c3ed-768x516.jpg 768w\"><\/p>\n\n\n\n<h2><span class=\"ez-toc-section\" id=\"TurboQuant%EF%BC%9A%E9%87%8D%E6%96%B0%E5%AE%9A%E4%B9%89_AI_%E6%95%88%E7%8E%87%E7%9A%84%E6%9E%81%E8%87%B4%E5%8E%8B%E7%BC%A9%E6%8A%80%E6%9C%AF\"><\/span>TurboQuant\uff1a\u91cd\u65b0\u5b9a\u4e49 AI \u6548\u7387\u7684\u6781\u81f4\u538b\u7f29\u6280\u672f<span class=\"ez-toc-section-end\"><\/span><\/h2><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_53 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\" role=\"button\"><label for=\"item-6a47964f45477\" ><span class=\"\"><span style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" 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href=\"https:\/\/www.juejinka.com\/y\/186545.html\/#TurboQuant%EF%BC%9A%E9%87%8D%E6%96%B0%E5%AE%9A%E4%B9%89_AI_%E6%95%88%E7%8E%87%E7%9A%84%E6%9E%81%E8%87%B4%E5%8E%8B%E7%BC%A9%E6%8A%80%E6%9C%AF\" title=\"TurboQuant\uff1a\u91cd\u65b0\u5b9a\u4e49 AI \u6548\u7387\u7684\u6781\u81f4\u538b\u7f29\u6280\u672f\">TurboQuant\uff1a\u91cd\u65b0\u5b9a\u4e49 AI \u6548\u7387\u7684\u6781\u81f4\u538b\u7f29\u6280\u672f<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.juejinka.com\/y\/186545.html\/#%E5%8F%8C%E9%98%B6%E6%AE%B5%E6%8A%80%E6%9C%AF%E6%9E%B6%E6%9E%84%EF%BC%9APolarQuant_%E4%B8%8E_QJL_%E7%9A%84%E5%AE%8C%E7%BE%8E%E5%8D%8F%E4%BD%9C\" title=\"\u53cc\u9636\u6bb5\u6280\u672f\u67b6\u6784\uff1aPolarQuant \u4e0e QJL \u7684\u5b8c\u7f8e\u534f\u4f5c\">\u53cc\u9636\u6bb5\u6280\u672f\u67b6\u6784\uff1aPolarQuant \u4e0e QJL \u7684\u5b8c\u7f8e\u534f\u4f5c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a 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class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.juejinka.com\/y\/186545.html\/#%E8%A7%82%E7%82%B9\" title=\"\u89c2\u70b9\">\u89c2\u70b9<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<p>\u8c37\u6b4c \u7814\u7a76\u9662\u53d1\u5e03\u7684&nbsp;TurboQuant&nbsp;\u662f\u4e00\u79cd\u5168\u65b0\u7684\u6781\u7aef\u538b\u7f29\u7b97\u6cd5\uff0c\u4e13\u95e8\u9488\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u7684\u5185\u5b58\u74f6\u9888\u95ee\u9898\u800c\u8bbe\u8ba1\u3002 \u8be5\u6280\u672f\u7684\u6838\u5fc3\u76ee\u6807\u662f\u89e3\u51b3\u952e\u503c\u7f13\u5b58\uff08KV Cache\uff09\u6240\u5e26\u6765\u7684\u5185\u5b58\u538b\u529b\uff0c\u8fd9\u662f\u76ee\u524d AI \u6a21\u578b\u5728\u5904\u7406\u957f\u6587\u672c\u6216\u5927\u89c4\u6a21\u641c\u7d22\u65f6\u6700\u5e38\u9047\u5230\u7684\u6027\u80fd\u9650\u5236\u56e0\u7d20\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u9ad8\u7ef4\u5411\u91cf\u91cf\u5316\u6280\u672f\u867d\u7136\u80fd\u591f\u538b\u7f29\u6570\u636e\uff0c\u4f46\u901a\u5e38\u9700\u8981\u4e3a\u6bcf\u4e2a\u5fae\u5c0f\u7684\u6570\u636e\u5757\u8ba1\u7b97\u548c\u5b58\u50a8\u91cf\u5316\u5e38\u6570\uff0c\u8fd9\u79cd\u989d\u5916\u7684\u300c\u5185\u5b58\u5f00\u9500\u300d\u5f80\u5f80\u4f1a\u62b5\u6d88\u538b\u7f29\u539f\u672c\u5e26\u6765\u7684\u4f18\u52bf\u3002 TurboQuant \u7684\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u80fd\u591f\u5728\u5b8c\u5168\u4e0d\u727a\u7272 AI \u6a21\u578b\u9884\u6d4b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u524a\u51cf KV Cache \u7684\u5185\u5b58\u5360\u7528\uff0c\u540c\u65f6\u907f\u514d\u4f20\u7edf\u65b9\u6cd5\u6240\u5e26\u6765\u7684\u989d\u5916\u8d1f\u62c5\u3002<\/p>\n\n\n\n<h3><span class=\"ez-toc-section\" id=\"%E5%8F%8C%E9%98%B6%E6%AE%B5%E6%8A%80%E6%9C%AF%E6%9E%B6%E6%9E%84%EF%BC%9APolarQuant_%E4%B8%8E_QJL_%E7%9A%84%E5%AE%8C%E7%BE%8E%E5%8D%8F%E4%BD%9C\"><\/span>\u53cc\u9636\u6bb5\u6280\u672f\u67b6\u6784\uff1aPolarQuant \u4e0e QJL \u7684\u5b8c\u7f8e\u534f\u4f5c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>TurboQuant \u7684\u8fd0\u4f5c\u673a\u5236\u5206\u4e3a\u4e24\u4e2a\u5173\u952e\u6b65\u9aa4\uff0c\u7ed3\u5408\u4e86\u4e24\u9879\u6838\u5fc3\u5e95\u5c42\u6280\u672f\uff1aPolarQuant \u4e0e QJL\uff08\u91cf\u5316 Johnson-Lindenstrauss\uff09\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1aPolarQuant \u9ad8\u8d28\u91cf\u4e3b\u4f53\u538b\u7f29<\/strong><\/p>\n\n\n\n<p>PolarQuant \u91c7\u7528\u4e86\u4e00\u79cd\u7a81\u7834\u6027\u7684\u65b9\u6cd5\uff0c\u653e\u5f03\u4e86\u4f20\u7edf\u7684\u7b1b\u5361\u5c14\u5750\u6807\u7cfb\uff0c\u8f6c\u800c\u5c06\u6570\u636e\u77e2\u91cf\u8f6c\u6362\u4e3a\u6781\u5750\u6807\u3002 \u8fd9\u79cd\u8f6c\u6362\u5c06\u6570\u636e\u6620\u5c04\u5230\u8fb9\u754c\u5df2\u77e5\u7684\u56fa\u5b9a\u300c\u5706\u5f62\u300d\u7f51\u683c\u4e0a\uff0c\u4ece\u800c\u514d\u53bb\u4e86\u6602\u8d35\u7684\u6570\u636e\u5f52\u4e00\u5316\u6b65\u9aa4\uff0c\u5f7b\u5e95\u6d88\u9664\u4e86\u4f20\u7edf\u91cf\u5316\u65b9\u6cd5\u6240\u5fc5\u987b\u627f\u8f7d\u7684\u5185\u5b58\u5f00\u9500\u3002<video autoplay=\"autoplay\" loop=\"loop\" muted=\"\" width=\"640\" height=\"360\"><\/p>\n\n\n\n<p>\u66f4\u5177\u4f53\u5730\u8bf4\uff0cPolarQuant \u5c06\u6bcf\u4e2a\u5411\u91cf\u5206\u79bb\u4e3a\u534a\u5f84\uff08\u4ee3\u8868\u6570\u636e\u5f3a\u5ea6\uff09\u548c\u89d2\u5ea6\uff08\u4ee3\u8868\u6570\u636e\u65b9\u5411\u6216\u542b\u4e49\uff09\u3002 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srcset=\"https:\/\/www.koc.com.tw\/wp-content\/uploads\/2026\/03\/20260326124319_0_2b59f7.jpg 1002w, https:\/\/www.koc.com.tw\/wp-content\/uploads\/2026\/03\/20260326124319_0_2b59f7-768x446.jpg 768w\"><\/p>\n\n\n\n<p>\u5728 LongBench \u6d4b\u8bd5\u5957\u4ef6\uff08\u6db5\u76d6\u95ee\u7b54\u3001\u4ee3\u7801\u751f\u6210\u548c\u6458\u8981\u7b49\u4efb\u52a1\uff09\u4e2d\uff0cTurboQuant \u5728\u6240\u6709\u4efb\u52a1\u4e0a\u90fd\u8fbe\u5230\u6216\u8d85\u8fc7\u4e86 KIVI \u57fa\u7ebf\u7684\u6027\u80fd\u8868\u73b0\u3002 \u5728\u5411\u91cf\u641c\u7d22\u65b9\u9762\uff0cTurboQuant \u5728 GloVe \u6570\u636e\u96c6\u4e0a\u5bf9\u6bd4 Product Quantization \u548c RabbiQ \u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u6700\u9ad8\u7684 1@k \u53ec\u56de\u7387\uff0c\u5373\u4f7f\u8fd9\u4e9b\u57fa\u7ebf\u65b9\u6cd5\u4f9d\u8d56\u66f4\u5927\u7684\u7801\u672c\u548c\u6570\u636e\u96c6\u7279\u5b9a\u8c03\u4f18\u3002<br><img decoding=\"async\" src=\"https:\/\/www.juejinka.com\/news\/wp-content\/uploads\/2026\/03\/ap0jb.jpg\" alt=\"\u8c37\u6b4c \u53d1\u5e03\u5168\u65b0\u8bb0\u5fc6\u538b\u7f29\u6280\u672f TurboQuant\uff0c\u5185\u5b58\u5360\u7528\u9510\u51cf 6 \u500d\u3001\u63a8\u7406\u901f\u5ea6\u72c2\u98d9 8 \u500d - \u6398\u91d1\u5496\" width=\"1002\" height=\"861\" srcset=\"https:\/\/www.koc.com.tw\/wp-content\/uploads\/2026\/03\/20260326124408_0_f30d8a.jpg 1002w, https:\/\/www.koc.com.tw\/wp-content\/uploads\/2026\/03\/20260326124408_0_f30d8a-768x660.jpg 768w\"><\/p>\n\n\n\n<h3><span class=\"ez-toc-section\" id=\"%E4%BA%A7%E4%B8%9A%E5%86%B2%E5%87%BB%EF%BC%9A%E5%86%85%E5%AD%98%E8%8A%AF%E7%89%87%E8%82%A1%E4%BB%B7%E9%9B%86%E4%BD%93%E9%87%8D%E6%8C%AB\"><\/span>\u4ea7\u4e1a\u51b2\u51fb\uff1a\u5185\u5b58\u82af\u7247\u80a1\u4ef7\u96c6\u4f53\u91cd\u632b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>TurboQuant \u7684\u53d1\u5e03\u4e0d\u4ec5\u5728\u6280\u672f\u5c42\u9762\u5f15\u53d1\u5173\u6ce8\uff0c\u66f4\u5728\u8d44\u672c\u5e02\u573a\u6380\u8d77\u6ce2\u6f9c\u3002 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