{"id":770774,"date":"2026-04-28T17:37:44","date_gmt":"2026-04-28T09:37:44","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=770774"},"modified":"2026-04-28T17:37:44","modified_gmt":"2026-04-28T09:37:44","slug":"%e5%90%91%e9%87%8f%e9%87%8f%e5%8c%96%e5%a6%82%e4%bd%95%e5%bd%b1%e5%93%8d%e5%ad%98%e5%82%a8%ef%bc%9f%e4%b8%8erabitq%e4%b8%a4%e4%bd%8d%e4%bd%9c%e8%80%85%ef%bc%8c%e4%bb%8e%e4%b8%8e%e8%b0%b7%e6%ad%8cturbo","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=770774","title":{"rendered":"\u5411\u91cf\u91cf\u5316\u5982\u4f55\u5f71\u54cd\u5b58\u50a8\uff1f\u4e0eRaBitQ\u4e24\u4f4d\u4f5c\u8005\uff0c\u4ece\u4e0e\u8c37\u6b4cTurboQuant\u5b66\u672f\u4e89\u8bae\u804a\u8d77"},"content":{"rendered":"<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/04\/50e116e050be406bc90ca399e5f38256_1777362648.jpg?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/thumbnail\/1440x960&ext=.jpg\" 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class=\"tag_link\">\u5927\u8dcc<\/a>\u3002\u4f46\u968f\u540e\uff0cTurboQuant\u9677\u5165\u5b66\u672f\u4e0d\u7aef\u98ce\u6ce2\uff1a\u6d89\u5acc\u9690\u7792\u6838\u5fc3\u6280\u672f\u501f\u9274\u3001\u9519\u8bef\u8d2c\u4f4e\u5148\u884c\u7814\u7a76\u3001\u5728\u5b9e\u9a8c\u4e2d\u8fdb\u884c\u6781\u5ea6\u4e0d\u516c\u5e73\u7684\u786c\u4ef6\u5bf9\u6bd4\uff0c\u5e76\u4e14\u65e9\u5728\u4e00\u5e74\u524darXiv\u4e0a\u516c\u5e03\u9884\u5370\u672c\u65f6\uff0c\u5728\u660e\u77e5\u5b58\u5728\u5927\u91cf\u4e8b\u5b9e\u6027\u9519\u8bef\u7684\u60c5\u51b5\u4e0b\uff0c\u4f9d\u7136\u6295\u7a3f\u5230\u4eca\u5e74\u7684ICLR\u5b66\u672f\u9876\u4f1a\u3002<\/p>\n<p>\u5176\u4f5c\u8005\u56e2\u961f\u66fe\u5728\u6b64\u671f\u95f4\u505a\u51fa\u516c\u5f00\u6f84\u6e05\uff0c\u4f46\u5b9e\u9645\u4e0a\u5e76\u6ca1\u6709\u6b63\u9762\u56de\u5e94\u4e0a\u8ff0\u95ee\u9898\u3002\u968f\u7740<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%88%86%e8%ae%ba\" title=\"View all posts in \u8206\u8bba\" target=\"_blank\" 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class=\"tag_link\">ChatGPT<\/a>\u7684\u51fa\u73b0\uff0c\u68c0\u7d22\u589e<span><span>\u5f3a\u751f<\/span><\/span>\u6210\uff08RAG\uff09\u6280\u672f\u5f00\u59cb\u6d41\u884c\u3002RAG\u7684\u57fa\u672c\u601d\u60f3\u662f\u5728\u5c06\u95ee\u9898\u63d0\u4ea4\u7ed9\u5927\u6a21\u578b\u524d\uff0c\u5148\u4ece\u77e5\u8bc6\u5e93\u4e2d\u641c\u7d22\u53ef\u80fd\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u7ed3\u5408\u540e\u518d\u63d0\u4ea4\u7ed9\u5927\u6a21\u578b\uff0c\u4ee5\u671f\u83b7\u5f97\u66f4\u51c6\u786e\u3001\u66f4\u5177\u65f6\u6548\u6027\u4e14\u66f4\u5c11\u5e7b\u89c9\u7684\u7b54\u6848\u3002<\/p>\n<p>\u81ea\u90a3\u65f6\u8d77\uff0c\u5411\u91cf\u6570\u636e\u5e93\u5728\u5927\u6a21\u578b\u63a8\u7406pipeline\u4e2d\u7684\u91cd\u8981\u4f5c\u7528\u5f00\u59cb\u88ab\u5e7f\u6cdb\u8ba4\u8bc6\u3002\u6211\u8bb0\u5f97\u57282023\u5e74<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%be%8e%e5%9b%bd\" title=\"View all posts in \u7f8e\u56fd\" target=\"_blank\" class=\"tag_link\">\u7f8e\u56fd<\/a>\u897f\u96c5\u56feSIGMOD\u4f1a\u8bae\u671f\u95f4\uff0c\u8bb8\u591a\u4eba\u5728\u8ba8\u8bba\u5411\u91cf\u6570\u636e\u5e93\u3002\u90a3\u4e2a\u65f6\u5019\uff0c\u5404\u7c7b\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5305\u62ec\u5f00\u6e90\u7684\u3001\u95ed\u6e90\u7684\u3001\u57fa\u4e8e\u901a\u7528\u6570\u636e\u5e93\u6269\u5c55\u7684\u3001\u4e13\u95e8\u9488\u5bf9\u5411\u91cf\u6570\u636e\u5f00\u53d1\u7684\u7cfb\u7edf\u5927\u91cf\u6d8c\u73b0\u3002<\/p>\n<p>\u6211\u4eec\u56e2\u961f\u5219\u662f\u57282021\u5e74\u5e95\uff0c\u5373ChatGPT\u53d1\u5e03\u524d\u7ea6\u4e00\u5e74\uff0c\u8fdb\u5165\u8fd9\u4e2a\u9886\u57df\u3002\u5951\u673a\u662f\u5065\u626c\u57282021\u5e74\u6765\u5357\u6d0b\u7406\u5de5\u653b\u8bfb\u535a\u58eb\uff0c\u6211\u4eec\u5f00\u59cb\u4e3a\u4ed6\u5bfb\u627e\u535a\u58eb\u8bfe\u9898\uff0c\u7ecf\u8fc7\u51e0\u4e2a\u6708\u63a2\u7d22\u540e\u786e\u5b9a\u4e86\u5411\u91cf\u641c\u7d22\u65b9\u5411\uff0c\u89c9\u5f97\u8fd8\u633a\u6709\u7814\u7a76\u4ef7\u503c\u3002\u4e0d\u8fc7\uff0c\u5f53\u65f6\u6211\u4eec\u4e5f\u6ca1\u6709\u610f\u8bc6\u5230\u540e\u9762\u4f1a\u6709\u5982\u6b64\u5927\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n<p><strong>Q\uff1a\u5065\u626c\u4f60\u4e5f\u8c08\u8c08\u5f53\u65f6\u662f\u5982\u4f55\u786e\u5b9a\u8fd9\u4e2a\u65b9\u5411\u7684\uff1f\u662f\u7a81\u53d1\u5947\u60f3\uff0c\u8fd8\u662f\u53d7\u5230\u67d0\u4e9b\u8bba\u6587\u542f\u53d1\uff0c\u8ba4\u4e3a\u5411\u91cf\u641c\u7d22\u5177\u6709\u7814\u7a76\u4ef7\u503c\uff1f<\/strong><\/p>\n<p><strong>\u9ad8\u5065\u626c\uff1a<\/strong>\u5f53\u65f6\u4fc3\u4f7f\u6211\u4eec\u505a\u51fa\u51b3\u5b9a\u4e3b\u8981\u6709\u4e09\u65b9\u9762\u56e0\u7d20\u3002\u6700\u521d\u5951\u673a\u662f\u9f99\u8001\u5e08\u63a8\u8350\u4e86\u51e0\u7bc7\u5411\u91cf\u68c0\u7d22\u7684\u8bba\u6587\u3002\u6211\u4eec\u5f53\u65f6\u5728\u5e7f\u6cdb\u63a2\u7d22\u4e86\u591a\u4e2a\u65b9\u5411\uff0c\u5305\u62ecAI4DB\u53ca\u4e00\u4e9b\u4f20\u7edf\u6570\u636e\u5e93\u7406\u8bba\u3002\u4f46\u5728\u9605\u8bfb\u5411\u91cf\u68c0\u7d22\u76f8\u5173\u8bba\u6587\u540e\uff0c\u6211\u611f\u89c9\u8fd9\u4e2a\u65b9\u5411\u5bf9\u6211\u6765\u8bf4\u6bd4\u4e4b\u524d\u63a2\u7d22\u7684\u90fd\u66f4\u6709\u8da3\u3002<\/p>\n<p>\u7b2c\u4e8c\u70b9\uff0c\u5f53\u65f6\u867d\u7136\u6ca1\u6709ChatGPT\uff0c\u4f46AI\u5df2\u975e\u5e38\u706b\u70ed\u3002\u81ea2012\u5e74AlexNet\u8d77\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u6210\u679c\u4e95\u55b7\u4e14\u5728\u5b9e\u9645\u751f\u6d3b\u4e2d\u5df2\u6709\u5927\u91cf\u5e94\u7528\u3002\u5f53\u65f6\u7684\u60f3\u6cd5\u662f\uff0c\u65e2\u7136\u6240\u6709AI\u6a21\u578b\u90fd\u5c06\u975e\u7ed3\u6784\u5316\u6570\u636e\u8868\u793a\u4e3a\u5411\u91cf\uff0c\u90a3\u4e48\u5bf9\u5411\u91cf\u6570\u636e\u7684\u7814\u7a76\uff0c\u65e0\u8bba\u9488\u5bf9\u4f55\u79cd\u4efb\u52a1\uff0c\u5728\u672a\u6765\u90fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u7b2c\u4e09\u70b9\uff0c\u6211\u672c\u4eba\u662f\u6570\u5b66\u80cc\u666f\uff0c\u76f8\u6bd4\u4e8e\u5176\u4ed6\u65b9\u5411\uff0c\u9ad8\u7ef4\u5411\u91cf\u76f8\u5173\u95ee\u9898\u80cc\u540e\u7684\u6570\u5b66\u7ed3\u6784\u66f4\u4e3a\u5e72\u51c0\u3001\u6f02\u4eae\uff0c\u53ef\u80fd\u66f4\u5bb9\u6613\u83b7\u5f97\u53ef\u5206\u6790\u3001\u53ef\u8bc1\u660e\u7684\u7406\u8bba\u7ed3\u679c\u3002\u8fd9\u4e00\u70b9\u4e0e\u6211\u7684\u4e2a\u4eba\u80cc\u666f\u548c\u5174\u8da3\u76f8\u5951\u5408\u3002\u6240\u4ee5\uff0c\u5728\u591a\u79cd\u56e0\u7d20\u5171\u540c\u9a71\u4f7f\u4e0b\uff0c\u6211\u4eec\u5f00\u59cb\u4e86\u5bf9\u5411\u91cf\u6570\u636e\u5e93\u7684\u7814\u7a76\u3002<\/p>\n<p><strong>Q\uff1a\u786e\u5b9e\uff0cRaBitQ\u7684\u63d0\u51fa\u4e5f\u663e\u793a\u51fa\u5728\u6570\u5b66\u9886\u57df\u7684\u7406\u8bba\u8bc1\u660e\u3002\u6211\u4eec\u5177\u4f53\u804a\u804a\u5411\u91cf\u6570\u636e\u5e93\u3002\u4f8b\u5982\uff0c\u5927\u6a21\u578b\u706b\u70ed\u540e\uff0c\u4e1a\u754c\u53ef\u80fd\u5173\u5fc3\u5185\u5b58\u5360\u7528\u5927\u3001\u52a0\u901f\u6548\u679c\u4e0d\u7406\u60f3\u3001\u53ec\u56de\u7387\u8f83\u4f4e\u7b49\u95ee\u9898\uff0c\u96be\u4ee5\u89e3\u51b3\u6240\u8c13\u7684&ldquo;\u4e0d\u53ef\u80fd\u4e09\u89d2&rdquo;\u3002\u5f53\u65f6\uff0c\u4e1a\u5185\u5bf9\u5411\u91cf\u6570\u636e\u5e93\u7684\u74f6\u9888\uff08\u5982\u5185\u5b58\uff09\u6700\u65e9\u6709\u54ea\u4e9b\u89e3\u51b3\u65b9\u6848\uff1f\u540e\u6765\u51fa\u73b0\u4e86\u54ea\u4e9b\u6539\u8fdb\u601d\u8def\uff1f<\/strong><\/p>\n<p><strong>\u9ad8\u5065\u626c\uff1a<\/strong>\u89e3\u51b3\u65b9\u6848\u4e3b\u8981\u5206\u4e24\u7c7b\uff1a\u7b97\u6cd5\u5c42\u9762\u548c\u7cfb\u7edf\u5c42\u9762\u3002<\/p>\n<p>\u7b97\u6cd5\u5c42\u9762\u7684\u8bdd\uff0c\u4e3b\u8981\u662f\u5411\u91cf\u91cf\u5316\u3002\u8fd9\u4e2a\u9886\u57df\u6700\u65e9\u91c7\u7528\u6807\u91cf\u91cf\u5316\uff0c\u5176\u505a\u6cd5\u975e\u5e38\u7b80\u5355\uff0c\u5373\u5c06\u5b9e\u6570\u820d\u5165\u4e3a\u4e00\u4e2a\u6709\u9650\u7cbe\u5ea6\u7684\u6574\u6570\u3002\u4e4b\u540e\u57282010\u5e74\u5de6\u53f3\uff0c\u51fa\u73b0\u4e86\u4e58\u79ef\u91cf\u5316\uff08PQ\uff09\u65b9\u6cd5\u3002\u76f8\u6bd4\u4e8e\u6807\u91cf\u91cf\u5316\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u9488\u5bf9\u7279\u5b9a\u8f93\u5165\u6570\u636e\u96c6\u8bbe\u8ba1\u5177\u4f53\u7684\u91cf\u5316\u7801\u672c\uff0c\u5728\u5b9e\u8df5\u4e2d\u8868\u73b0\u975e\u5e38\u597d\uff0c\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u5185\u662f\u5411\u91cf\u6570\u636e\u5e93\uff08\u6216\u5411\u91cf\u538b\u7f29\u9886\u57df\uff09\u7684\u4e8b\u5b9e\u6807\u51c6\u3002\u968f\u540e\u4fbf\u662fRaBitQ\u3002\u76f8\u8f83\u4e8ePQ\u7b49\u65b9\u6cd5\uff0c\u5176\u4e3b\u8981<a 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class=\"tag_link\">\u521b\u65b0<\/a>\u5728\u4e8e\u5229\u7528\u968f\u673a\u65cb\u8f6c\uff08Johnson-Lindenstrauss\u53d8\u6362\uff09\uff0c\u7ed3\u5408\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u7279\u6b8a\u6027\u8d28\uff0c\u83b7\u53d6&ldquo;\u514d\u8d39&rdquo;\u4fe1\u606f\u4ee5\u63d0\u9ad8\u5411\u91cf\u91cf\u5316\u7684\u7cbe\u5ea6\u3002\u6309\u6211\u7684\u7406\u89e3\uff0cRaBitQ\u73b0\u5df2\u6210\u4e3a\u5411\u91cf\u6570\u636e\u5e93\u7684\u4e3b\u6d41\u65b9\u6848\uff0c\u5df2\u5728\u8d85\u8fc720\u5bb6\u516c\u53f8\u7684\u771f\u5b9e\u7cfb\u7edf\u4e2d\u5f97\u5230\u5927\u89c4\u6a21\u90e8\u7f72\u3002<\/p>\n<p>\u800c\u5728\u7cfb\u7edf\u5c42\u9762\uff0c\u4e3a\u8282\u7701\u5185\u5b58\uff0c\u4e00\u4e2a\u81ea\u7136\u7684\u601d\u8def\u662f\u4e0d\u5c06\u6240\u6709\u6570\u636e\u5b58\u4e8e\u5185\u5b58\uff0c\u800c\u662f\u5b58\u50a8\u4e8e\u786c\u76d8\u7b49\u5176\u4ed6\u4ecb\u8d28\u3002\u8fd9\u4e2a\u65b9\u5411\u7684\u5178\u578b\u4ee3\u8868\u662f<span><a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%be%ae%e8%bd%af\" 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class=\"tag_link\">\u5fae\u8f6f<\/a><\/span>\u7684DiskANN\u5de5\u4f5c\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u539f\u59cb\u5411\u91cf\u5b58\u50a8\u4e8e\u5185\u5b58\u6210\u672c\u9ad8\u6602\uff0c\u6240\u4ee5\u5c06\u5176\u5b58\u4e8e\u786c\u76d8\uff0c\u540c\u65f6\u5728\u5185\u5b58\u4e2d\u5b58\u50a8\u538b\u7f29\u540e\u7684\u5411\u91cf\u7528\u4e8e\u68c0\u7d22\u3002<\/p>\n<p>\u8fd9\u4e24\u65b9\u9762\u5927\u4f53\u6982\u62ec\u4e86\u5f53\u524d\u5411\u91cf\u6570\u636e\u5e93\u89e3\u51b3\u5185\u5b58\u74f6\u9888\u7684\u4e3b\u8981\u9014\u5f84\u3002<\/p>\n<p><strong>Q\uff1a\u6280\u672f\u6f14\u8fdb\u8282\u594f\u8fd8\u662f\u6bd4\u8f83\u5feb\u7684\u3002RaBitQ\u63d0\u51fa\u81f3\u4eca\uff0c\u4f60\u63d0\u5230\u5df2\u6709\u8d85\u8fc720\u591a\u5bb6\u6570\u636e\u5e93\u5382\u5546\u548c\u4e92\u8054\u7f51\u4f01\u4e1a\u4f5c\u4e3a\u91cd\u8981\u6280\u672f\u5f15\u5165\uff0c\u4ece\u4f60\u7684\u89d2\u5ea6\u770b\uff0c\u539f\u56e0\u6709\u54ea\u4e9b\uff1f\u662f\u5426\u6ce8\u610f\u5230\u6216\u603b\u7ed3\u8fc7\u5177\u4f53\u7684\u884c\u4e1a\u573a\u666f\uff1f<\/strong><\/p>\n<p><strong>\u9f99\u7a0b\uff1a<\/strong>\u6211\u5148\u5c1d\u8bd5\u56de\u7b54\u4e3a\u4f55RaBitQ\u5728\u5de5\u4e1a\u754c\u5982\u6b64\u6d41\u884c\u5e76\u88ab\u4f17\u591a\u516c\u53f8\u91c7\u7528\u3002\u6211\u89c9\u5f97\u81f3\u5c11\u6709\u4ee5\u4e0b\u51e0\u65b9\u9762\u539f\u56e0\uff1a<\/p>\n<p>\u9996\u5148\uff0cRaBitQ\u76f8\u8f83\u4e8e\u4e4b\u524d\u7684\u4e58\u79ef\u91cf\u5316\u3001\u6807\u91cf\u91cf\u5316\uff0c\u5177\u6709\u7406\u8bba\u4fdd\u969c\u3002\u6240\u6709\u91cf\u5316\u90fd\u4f1a\u4ea7\u751f\u8bef\u5dee\uff0cRaBitQ\u53ef\u4ee5\u7ed9\u51fa\u8fd9\u4e2a\u8bef\u5dee\u7684\u754c\u3002\u5728\u76f8\u540c\u538b\u7f29\u7387\u4e0b\uff0c\u5176\u8bef\u5dee\u754c\u662f\u5728\u6700\u574f\u60c5\u51b5\u4e0b\u80fd\u8fbe\u5230\u7684\u6700\u4f18\u4fdd\u8bc1\u3002\u800c\u4e4b\u524d\u7684PQ\u7b49\u65b9\u6cd5\u5b8c\u5168\u6ca1\u6709\u6b64\u7c7b\u4fdd\u8bc1\u3002\u5728\u5de5\u4e1a\u754c\uff0c\u7f3a\u4e4f\u4fdd\u8bc1\u7684\u6280\u672f\u4f1a\u5e26\u6765\u4e0d\u5b89\u5168\u611f\u3002\u53ea\u51ed\u7ecf\u9a8c\uff0c\u53ef\u80fd\u5728\u67d0\u4e9b\u6570\u636e\u96c6\u4e0a\u6709\u6548\uff0c\u5728\u53e6\u4e00\u4e9b\u4e0a\u5219\u65e0\u6548\uff0c\u4e14\u65e0\u6cd5\u9884\u77e5\u5728\u65b0\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n<p>RaBitQ\u5219\u6ca1\u6709\u8fd9\u4e2a\u95ee\u9898\uff0c\u8fd9\u5728\u5411\u91cf\u641c\u7d22\u4e2d\u63d0\u4f9b\u4e86\u91cd\u8981\u4fdd\u969c\u3002\u518d\u8bb2\u7ec6\u4e00\u70b9\uff0cRaBitQ\u652f\u6301\u5c42\u6b21\u5316\u5904\u7406\u3002\u4f8b\u5982\uff0c\u53ef\u5148\u5c06\u6bcf\u4e2a\u5411\u91cf\u538b\u7f29\u81f34-bit\u3002\u68c0\u7d22\u65f6\u5e76\u975e\u4e00\u5f00\u59cb\u5c31\u4f7f\u7528\u5168\u90e84-bit\u4f30\u7b97\u7ed3\u679c\uff0c\u800c\u662f\u5148\u4f7f\u75281-bit\u3002\u7531\u4e8e1-bit\u8fd0\u7b97\u66f4\u5feb\uff0c\u4e14\u6709\u5176\u5bf9\u5e94\u7684\u8bef\u5dee\u4fdd\u8bc1\u3002\u5982\u679c\u6839\u636e\u8fd9\u4e2a\u4fdd\u8bc1\u53ef\u89e3\u51b3\u95ee\u9898\u6216\u6392\u9664\u7b54\u6848\uff0c\u5219\u65e0\u9700\u4f7f\u7528\u5269\u4f593-bit\uff0c\u8fc7\u7a0b\u5373\u53ef\u7ec8\u6b62\u3002\u4ec5\u57281-bit\u65e0\u6cd5\u89e3\u51b3\u65f6\uff0c\u624d\u5f15\u5165\u5269\u4f593-bit\u8fdb\u884c\u589e\u91cf\u8ba1\u7b97\u3002\u8fd9\u79cd\u4e8c\u9636\u6bb5\u8ba1\u7b97\u8303\u5f0f\u975e\u5e38\u5177\u6709\u6027\u4ef7\u6bd4\uff0c\u662f\u5148\u524d\u7b97\u6cd5\u65e0\u6cd5\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u4f18\u52bf\u662f\u8fd9\u4e2a\u65b9\u6cd5\u5b9e\u73b0\u76f8\u5bf9\u7b80\u5355\u3002\u53ef\u4ee5\u8bf4\u5f88\u5e72\u51c0\uff1a\u5148\u8fdb\u884c\u968f\u673a\u65cb\u8f6c\uff0c\u5982\u679c\u662f32\u500d\u538b\u7f29\uff0c\u5219\u53ef\u4ee5\u53d6\u6b63\u8d1f\u53f7\uff1b\u5982\u679c\u662f\u66f4\u591a-bit\uff0c\u5219\u53ef\u4ee5\u5728\u7f51\u683c\u4e0a\u53d6\u6574\u3002\u5185\u90e8\u64cd\u4f5c\u7b80\u6d01\uff0c\u6613\u4e8e\u5b9e\u73b0\uff0c\u4e14\u4e0eCPU\u7684\u5e76\u884c\u7279\u6027\u517c\u5bb9\u826f\u597d\uff0c\u4e0a\u624b\u5bb9\u6613\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\u4f18\u52bf\u662f\u5927\u5bb6\u7279\u522b\u5173\u5fc3\u7684\uff1a\u5b9e\u9645\u6548\u679c\u5230\u5e95\u597d\u4e0d\u597d\uff1f\u5b9e\u9645\u4e0a\uff0c\u4f17\u591a\u516c\u53f8\u5728\u4e0d\u540c\u4e1a\u52a1\u573a\u666f\u3001\u4e0d\u540c\u6570\u636e\u4e0a\u7684\u6d4b\u8bd5\u8868\u660e\uff0c\u5176\u6548\u679c\u7a33\u5b9a\u3002\u7531\u4e8e\u6211\u4eec\u7684\u4fdd\u969c\u4e0d\u4f9d\u8d56\u4e8e\u5177\u4f53\u6570\u636e\uff0c\u5bf9\u6570\u636e\u4e0d\u505a\u4efb\u4f55\u5047\u8bbe\uff0c\u56e0\u6b64\u6cdb\u5316\u6027\u6781\u4f73\u3002RaBitQ\u5e76\u975e\u57fa\u4e8e\u7279\u5b9a\u6570\u636e\u7279\u6027\u8bbe\u8ba1\u7684\u65b9\u6cd5\uff0c\u6240\u4ee5\u80fd\u5728\u591a\u79cd\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u826f\u597d\u6548\u679c\u3002<\/p>\n<p>\u622a\u81f3\u76ee\u524d\uff0c\u91c7\u7528\u7684\u4f01\u4e1a\u5305\u62ec\u8bb8\u591a\u5927\u578b\u5382\u5546\uff0c\u5982Meta\u3001Apple\u3001\u5fae\u8f6f\uff1b\u56fd\u5185\u5219\u6709\u5b57\u8282\u3001<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%85%be%e8%ae%af\" title=\"View all posts in \u817e\u8baf\" target=\"_blank\" class=\"tag_link\">\u817e\u8baf<\/a>\u3001\u963f\u91cc\u3001\u8682\u8681\u7b49\uff0c\u5b83\u4eec\u5747\u6709\u5411\u91cf\u641c\u7d22\u7684\u9700\u6c42\uff0c\u56e0\u6b64\u90fd\u5b9e\u73b0\u6216\u91c7\u7528\u4e86RaBitQ\u3002<\/p>\n<p>\u5728\u5f00\u6e90\u751f\u6001\u4e2d\uff0c\u5305\u62ecMilvus\u3001VectorChord\u3001Elasticsearch\u3001OpenSearch\u4ee5\u53ca\u5176\u4ed6\u4e00\u4e9b\u56fd\u5185\u5916\u516c\u53f8\uff0c\u4e5f\u90fd\u91c7\u7528\u4e86RaBitQ\u3002<\/p>\n<p>\u5177\u4f53\u884c\u4e1a\u65b9\u9762\uff0c\u7531\u4e8eRaBitQ\u7684\u7814\u53d1\u521d\u8877\u786e\u5b9e\u662f\u5411\u91cf\u641c\u7d22\uff0c\u56e0\u6b64\u4e0a\u8ff0\u4f01\u4e1a\u53ca\u5176\u4ea7\u54c1\u4e3b\u8981\u805a\u7126\u4e8e\u5411\u91cf\u641c\u7d22\u9886\u57df\uff0c\u5982RAG\u3001\u63a8\u8350\u7b49\u3002\u4f46\u6211\u76f8\u4fe1RaBitQ\u7684\u5e94\u7528\u53ef\u66f4\u5e7f\u6cdb\uff0c\u5305\u62ec\u63a5\u4e0b\u6765\u53ef\u80fd\u8ba8\u8bba\u7684KV Cache\u91cf\u5316\uff0c\u5927\u6a21\u578b\u6743\u91cd\u91cf\u5316\uff0c\u6211\u8ba4\u4e3a\u4e5f\u6781\u5177\u524d\u666f\uff0c\u6211\u4eec\u4e5f\u5728\u63a2\u7d22\u8fd9\u4e2a\u65b9\u5411\u3002<\/p>\n<h3>\u4efb\u4f55\u9700\u8981\u538b\u7f29\u7a7a\u95f4\u3001\u63d0\u9ad8\u901f\u5ea6\u7684\u573a\u666f\uff0c\u5747\u53ef\u5e94\u7528RaBitQ<\/h3>\n<p><strong>Q\uff1a\u90a3\u4e48\u63d0\u5230KV Cache\u53ca\u5927\u6a21\u578b\u53c2\u6570\u5c42\u9762\u7684\u91cf\u5316\uff0c\u80fd\u5426\u5177\u4f53\u5c55\u5f00\u8bb2\u8bb2\uff1f\u5177\u4f53\u6765\u8bb2\uff0c\u5411\u91cf\u7684\u91cf\u5316\u548c\u538b\u7f29\u6280\u672f\u90fd\u6709\u54ea\u4e9b\u533a\u522b\uff1f\u6bd4\u5982\u6211\u4eec\u73b0\u5728\u4f1a\u63d0\u5230\u5728\u6743\u91cd\u538b\u7f29\u548cKV Cache\u7684\u91cf\u5316\u538b\u7f29\uff0c\u53c8\u6709\u54ea\u4e9b\u5177\u4f53\u9700\u8981\u533a\u522b\u7684\uff1f<\/strong><\/p>\n<p><strong>\u9f99\u7a0b\uff1a<\/strong>\u6211\u60f3\u8fd9\u4e2a\u95ee\u9898\u53ef\u80fd\u5305\u542b\u4e24\u90e8\u5206\u3002\u4e00\u662f\u4f60\u63d0\u5230\u7684&ldquo;\u91cf\u5316&rdquo;\u548c&ldquo;\u538b\u7f29&rdquo;\u542c\u8d77\u6765\u76f8\u4f3c\uff0c\u90a3\u4e48\u6709\u4ec0\u4e48\u533a\u522b\uff1f\u4e8c\u662f&ldquo;\u6743\u91cd\u538b\u7f29&rdquo;\u548c&ldquo;KV Cache\u538b\u7f29&rdquo;\u6216\u91cf\u5316\uff0c\u6709\u4ec0\u4e48\u5177\u4f53\u533a\u522b\uff1f<\/p>\n<p>\u4e25\u683c\u6765\u8bb2\uff0c&ldquo;\u538b\u7f29&rdquo;\u662f\u76ee\u7684\uff0c&ldquo;\u91cf\u5316&rdquo;\u662f\u65b9\u6cd5\uff0c&ldquo;\u91cf\u5316&rdquo;\u662f&ldquo;\u538b\u7f29&rdquo;\u7b97\u6cd5\u7684\u5176\u4e2d\u4e00\u79cd\u7c7b\u578b\uff0c\u8fd9\u4e24\u4e2a\u672f\u8bed\u4fa7\u91cd\u70b9\u4e0d\u540c\u3002\u7b80\u5355\u6765\u8bf4\uff0c&ldquo;\u91cf\u5316&rdquo;\u901a\u5e38\u6307\u7528\u4f4e\u7cbe\u5ea6\u7684\u6570\u503c\u8868\u793a\u53bb\u8fd1\u4f3c\u9ad8\u7cbe\u5ea6\u7684\u6570\u503c\u8868\u793a\uff0c\u66f4\u5f3a\u8c03\u6570\u503c\u8868\u793a\u7684\u79bb\u6563\u5316\u3002\u538b\u7f29\u66f4\u5f3a\u8c03\u6700\u7ec8\u7cfb\u7edf<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u51cf\u5c11\u3002<\/p>\n<p>\u7b2c\u4e8c\u90e8\u5206\uff0c&ldquo;\u6743\u91cd\u538b\u7f29&rdquo;\u5373\u5927\u6a21\u578b\u6743\u91cd\u7684\u538b\u7f29\uff0c\u4ee5\u53ca&ldquo;KV Cache&rdquo;\u7684\u538b\u7f29\u3002\u76f8\u540c\u70b9\u5728\u4e8e\uff0c\u5b83\u4eec\u90fd\u662f\u5411\u91cf\u3002\u6743\u91cd\u662f\u5411\u91cf\uff08\u5982\u6743\u91cd\u77e9\u9635\u7531\u4f17\u591a\u5411\u91cf\u5806\u53e0\u800c\u6210\uff09\uff0cKV Cache\u4e5f\u662f\uff08\u6bcf\u4e2atoken\u7684key\u548cvalue\u5747\u4e3a\u5411\u91cf\uff09\u3002\u5b83\u4eec\u90fd\u662f\u5411\u91cf\uff0c\u6240\u4ee5\u90fd\u6709\u91cf\u5316\u9700\u6c42\u3002<\/p>\n<p>\u91cf\u5316\u76ee\u6807\u5728\u4e8e\u51cf\u5c0f\u5927\u6a21\u578b\u5c3a\u5bf8\uff0c\u4f7f\u5176\u80fd\u5728\u66f4\u4f4e\u914d\u7f6e\u7684GPU\u4e0a\u8fd0\u884c\u3002KV 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href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" 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Cache\u3002\u5728\u8fd9\u79cd\u610f\u4e49\u4e0a\uff0c\u672a\u6765\u5bf9KV Cache\u7684\u7ba1\u7406\u4e5f\u53ef\u80fd\u50cf\u6570\u636e\u5e93\u4e00\u6837\uff0c\u5177\u5907\u591a\u7ea7\u5b58\u50a8\uff08\u5305\u62ec\u8fdc\u7a0b\u5b58\u50a8\u3001\u672c\u5730\u786c\u76d8\u3001\u5185\u5b58\u7b49\uff09\u3002\u8fd9\u4e24\u4e2a\u65b9\u5411\u76ee\u524d\u5448\u73b0\u5408\u6d41\u8d8b\u52bf\u3002<\/p>\n<blockquote>\n<p><em>\u76f8\u5173\u94fe\u63a5\uff1a<\/em><\/p>\n<p><em>https:\/\/zhuanlan.zhihu.com\/p\/2020969476166808284<\/em><\/p>\n<p><em>https:\/\/x.com\/Tim_Dettmers\/status\/2041497412989071707<\/em><\/p>\n<p><em>\u76f8\u5173arxiv\u94fe\u63a5\uff1a<\/em><\/p>\n<p><em>RaBitQ(1-bit)\uff1ahttps:\/\/arxiv.org\/pdf\/2405.12497<\/em><\/p>\n<p><em>RaBitQ(multi-bit):https:\/\/arxiv.org\/pdf\/2409.09913<\/em><\/p>\n<p><em>RaBitQ Library:https:\/\/github.com\/VectorDB-NTU\/RaBitQ-Library<\/em><\/p>\n<\/blockquote>\n<p><strong>\uff08\u672c\u6587\u4f5c\u8005 | \u6768\u4e3d\uff0c\u7f16\u8f91 | \u6768\u6797\uff09<\/strong><\/p>\n<p>(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u56fe\u7247\u6765\u6e90@unsplash 2026\u5e743\u670825\u65e5\uff0cGoogle Research\u5b98\u65b9\u535a\u5ba2\u516c\u5e03\u7684\u4e00\u7bc7\u5b66\u672f\u8bba\u6587\u5f15\u8d77 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[379,258,271,252,308,280,93,277,367,119,281,238],"views":2,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/770774"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=770774"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/770774\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=770774"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=770774"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=770774"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}