{"id":8489,"date":"2026-05-24T01:47:07","date_gmt":"2026-05-23T17:47:07","guid":{"rendered":"https:\/\/infernews.com\/blog\/worldkv\/"},"modified":"2026-05-24T01:47:07","modified_gmt":"2026-05-23T17:47:07","slug":"worldkv","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/worldkv\/","title":{"rendered":"WorldKV \u9ede\u6a23\u7528\u8f03\u5c11\u8a18\u61b6\u4fdd\u7559\u5f71\u7247\u4e16\u754c\u8a18\u61b6"},"content":{"rendered":"
\"Input<\/figure>\n

WorldKV \u662f\u4e00\u500b\u91dd\u5c0d\u81ea\u56de\u6b78\u5f71\u7247\u4e16\u754c\u6a21\u578b\u7684\u8a18\u61b6\u7ba1\u7406\u9805\u76ee\uff0c\u91cd\u9ede\u662f\u7528\u66f4\u5c11 KV cache \u6210\u672c\uff0c\u4fdd\u7559\u6a21\u578b\u5c0d\u65e9\u524d\u756b\u9762\u8207\u8996\u89d2\u7684\u9577\u671f\u8a18\u61b6\u3002\u9801\u9762\u6307\u51fa\uff0c\u5b83\u5c6c\u65bc\u514d\u8a13\u7df4\u6846\u67b6\uff0c\u610f\u601d\u662f\u4e0d\u7528\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u52a0\u5230\u65e2\u6709\u6d41\u7a0b\u4e4b\u4e2d\u3002<\/p>\n

\u9019\u500b\u9805\u76ee\u8981\u8655\u7406\u7684\u6838\u5fc3\u554f\u984c\uff0c\u662f\u5b8c\u6574\u4fdd\u7559 KV cache \u96d6\u7136\u6709\u52a9\u6a21\u578b\u8a18\u4f4f\u4e4b\u524d\u898b\u904e\u7684\u5834\u666f\uff0c\u4f46\u6703\u5f88\u5feb\u5403\u5149 GPU \u8a18\u61b6\u9ad4\uff0c\u6ce8\u610f\u529b\u8a08\u7b97\u4ea6\u6703\u6108\u4f86\u6108\u6162\u3002WorldKV \u7684\u505a\u6cd5\u662f\u53ea\u5728\u9700\u8981\u91cd\u8a2a\u67d0\u500b\u8996\u89d2\u6216\u5340\u57df\u6642\uff0c\u53d6\u56de\u6700\u76f8\u95dc\u7684\u6b77\u53f2\u7247\u6bb5\uff0c\u800c\u4e0d\u662f\u6c38\u9060\u628a\u5168\u90e8\u5167\u5bb9\u653e\u5728\u4f5c\u7528\u4e2d\u7684\u8996\u7a97\u5167\u3002<\/p>\n

\u5b83\u7684\u8a2d\u8a08\u6709\u5169\u500b\u95dc\u9375\u90e8\u5206\uff1aWorld Retrieval \u6703\u628a\u88ab\u79fb\u51fa\u7684 KV \u7247\u6bb5\u6309\u93e1\u982d\u6216\u52d5\u4f5c\u72c0\u614b\u5efa\u7acb\u7d22\u5f15\uff0c\u4e4b\u5f8c\u5728\u5408\u9069\u6642\u6a5f\u53d6\u56de\u6700\u76f8\u95dc\u7684 top-k \u7247\u6bb5\uff0c\u800c\u4e14\u4e0d\u9700\u8981\u91cd\u65b0\u7de8\u78bc\uff1bWorld Compression \u5247\u4ee5\u6bcf\u6bb5\u9996\u5e40\u4f5c\u9328\u9ede\uff0c\u5229\u7528 key-key cosine similarity \u79fb\u9664\u904e\u65bc\u76f8\u4f3c\u7684 token\uff0c\u4fdd\u7559\u8f03\u80fd\u4ee3\u8868\u65b0\u5340\u57df\u6216\u6642\u9593\u8b8a\u5316\u7684\u8cc7\u8a0a\u3002<\/p>\n

\u91cd\u9ede\u53ef\u7559\u610f\uff1a
\n– \u5c6c\u65bc\u514d\u8a13\u7df4\u65b9\u6cd5\uff0c\u8f03\u6613\u63a5\u5165\u73fe\u6709\u6a21\u578b\u6d41\u7a0b
\n– \u4ee5\u6aa2\u7d22\u65b9\u5f0f\u4fdd\u7559\u91cd\u8a2a\u6240\u9700\u8a18\u61b6\uff0c\u800c\u975e\u786c\u6027\u4fdd\u5b58\u5168\u90e8\u5167\u5bb9
\n– \u4ee5\u58d3\u7e2e\u65b9\u5f0f\u6e1b\u5c11\u6bcf\u6bb5\u5132\u5b58\u91cf\uff0c\u9801\u9762\u7a31\u53ef\u6e1b\u534a
\n– \u5728 Matrix-Game 2.0 \u8207 LingBot-World-Fast \u4e0a\uff0c\u541e\u5410\u91cf\u7d04\u63d0\u5347\u81f3 2 \u500d\uff0c\u540c\u6642 KV cache \u7684 VRAM\/RAM \u4f54\u7528\u63a5\u8fd1\u6e1b\u534a
\n– \u9801\u9762\u6307\u8a18\u61b6\u4fdd\u771f\u5ea6\u53ef\u9054\u5230\uff0c\u90e8\u5206\u60c5\u6cc1\u751a\u81f3\u8d85\u904e Full KV<\/p>\n

\u5c0d\u60f3\u8655\u7406\u9577\u5f71\u7247\u751f\u6210\u3001\u4e92\u52d5\u4e16\u754c\u6a21\u64ec\uff0c\u6216\u9700\u8981\u6a21\u578b\u8a18\u4f4f\u5148\u524d\u8996\u89d2\u8207\u5834\u666f\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u500b\u9805\u76ee\u7279\u5225\u503c\u5f97\u7559\u610f\u3002\u5f9e\u9801\u9762\u8cc7\u8a0a\u770b\uff0c\u5b83\u6700\u9069\u5408\u53d7\u9650\u65bc GPU \u8a18\u61b6\u9ad4\u3001\u53c8\u5e0c\u671b\u7dad\u6301\u5373\u6642\u6216\u63a5\u8fd1\u5373\u6642\u63a8\u7406\u901f\u5ea6\u7684\u60c5\u5883\uff1b\u76ee\u524d\u5c55\u793a\u5167\u5bb9\u4ee5\u9805\u76ee\u9801\u8207\u8ad6\u6587\u6458\u8981\u70ba\u4e3b\uff0c\u66f4\u7d30\u7dfb\u7684\u9650\u5236\u8207\u7a69\u5b9a\u6027\u4ecd\u8981\u7559\u5f85\u8ad6\u6587\u8207\u7a0b\u5f0f\u78bc\u9032\u4e00\u6b65\u78ba\u8a8d\u3002<\/p>\n

*\u672a\u6709\u6e05\u695a\u5217\u51fa\u5b8c\u6574\u57fa\u790e\u6a21\u578b\u540d\u7a31\u3002<\/p>\n

\u9805\u76ee\uff1a<\/strong> https:\/\/cvlab-kaist.github.io\/WorldKV\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

WorldKV\u7528\u6aa2\u7d22\u52a0\u58d3\u7e2e\u65b9\u5f0f\uff0c\u4ee4\u5f71\u7247\u4e16\u754c\u6a21\u578b\u66f4\u6173\u8a18\u61b6\u9ad4\u53c8\u66f4\u5feb\u3002\u91cd\u9ede\u662f\u5728\u4e0d\u91cd\u65b0\u7de8\u78bc\u4e0b\uff0c\u76e1\u91cf\u4fdd\u7559\u9577\u671f\u8996\u89ba\u8a18\u61b6\u3002<\/p>\n","protected":false},"author":8,"featured_media":8488,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[132,149,141],"tags":[],"class_list":["post-8489","post","type-post","status-publish","format-standard","hentry","category-3d","category-149","category-141"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8489","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8489"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8489\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8488"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8489"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8489"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8489"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}