SearchAgent-X: \u4e92\u52d5\u5f0f\u6280\u8853\u89e3\u6790<\/title>\n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/chart.js\"><\/script>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Noto+Sans+TC:wght@400;500;700&display=swap\" rel=\"stylesheet\">\n \n \n \n \n <style>\n body { font-family: 'Noto Sans TC', sans-serif; background-color: #fdfcfb; }\n .chart-container { position: relative; width: 100%; max-width: 500px; margin-left: auto; margin-right: auto; height: 320px; max-height: 400px; }\n @media (min-width: 768px) { .chart-container { height: 360px; } }\n .nav-link.active { color: #854d0e; font-weight: 700; }\n .tab.active { border-color: #854d0e; background-color: #fffbeb; }\n .animated-box { transition: all 0.5s ease-in-out; }\n .fade-in { animation: fadeIn 0.5s ease-in-out forwards; }\n .slide-in { animation: slideIn 0.5s ease-in-out forwards; }\n @keyframes fadeIn { from { opacity: 0; } to { opacity: 1; } }\n @keyframes slideIn { from { opacity: 0; transform: translateY(20px); } to { opacity: 1; transform: translateY(0); } }\n <\/style>\n<\/head>\n<body class=\"text-slate-800\">\n\n <header class=\"sticky top-0 bg-white\/80 backdrop-blur-lg z-50 shadow-sm\">\n <nav class=\"container mx-auto px-4\">\n <div class=\"flex items-center justify-between h-16\">\n <h1 class=\"text-xl font-bold text-amber-900\">SearchAgent-X<\/h1>\n <div class=\"hidden md:flex space-x-8\">\n <a href=\"#problem\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u6311\u6230<\/a>\n <a href=\"#solution\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u89e3\u6c7a\u65b9\u6848<\/a>\n <a href=\"#impact\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u6548\u80fd\u5f71\u97ff<\/a>\n <a href=\"#context\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u5b8f\u89c0\u610f\u7fa9<\/a>\n <\/div>\n <\/div>\n <\/nav>\n <\/header>\n\n <main>\n <section id=\"intro\" class=\"py-20 bg-amber-50\">\n <div class=\"container mx-auto px-4 text-center\">\n <h2 class=\"text-4xl md:text-5xl font-bold text-amber-900 tracking-tight\">\u70ba AI \u4ee3\u7406\u6253\u9020\u4e00\u9846\u66f4\u5f37\u5065\u7684\u300c\u5fc3\u81df\u300d<\/h2>\n <p class=\"mt-4 text-lg text-slate-700 max-w-3xl mx-auto\">SearchAgent-X \u662f\u4e00\u500b\u9ad8\u6548\u7387\u63a8\u8ad6\u6846\u67b6\uff0c\u5b83\u4e26\u975e\u8b93 AI \u66f4\u300c\u8070\u660e\u300d\uff0c\u800c\u662f\u5c08\u6ce8\u65bc\u89e3\u6c7a\u4ee3\u7406\u5f0f\u7cfb\u7d71\u7684\u5e95\u5c64\u6548\u80fd\u74f6\u9838\uff0c\u4f7f\u5176\u300c\u884c\u52d5\u300d\u66f4\u8fc5\u901f\u3001\u8cc7\u6e90\u5229\u7528\u66f4\u9ad8\u6548\u3002<\/p>\n <div class=\"mt-12 grid grid-cols-1 md:grid-cols-2 gap-8 max-w-4xl mx-auto\">\n <div class=\"bg-white p-6 rounded-xl shadow-md\">\n <p class=\"text-sm text-slate-500\">\u7cfb\u7d71\u541e\u5410\u91cf\u63d0\u5347<\/p>\n <p class=\"text-4xl font-bold text-sky-700\">\u9ad8\u9054 3.4 \u500d<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-md\">\n <p class=\"text-sm text-slate-500\">\u7aef\u5230\u7aef\u5ef6\u9072\u964d\u4f4e<\/p>\n <p class=\"text-4xl font-bold text-sky-700\">\u9ad8\u9054 5 \u500d<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"problem\" class=\"py-20\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-16\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u6311\u6230\uff1a\u70ba\u4f55\u73fe\u6709\u7cfb\u7d71\u300c\u6c34\u571f\u4e0d\u670d\u300d\uff1f<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">\u4ee3\u7406\u5f0f\u641c\u5c0b\u7684\u300c\u601d\u8003-\u641c\u5c0b-\u601d\u8003\u300d\u6a21\u5f0f\uff0c\u8207\u70ba\u9023\u7e8c\u751f\u6210\u800c\u512a\u5316\u7684\u50b3\u7d71 LLM \u7cfb\u7d71\u5b58\u5728\u6839\u672c\u6027\u7684\u300c\u5de5\u4f5c\u8ca0\u8f09-\u7cfb\u7d71\u4e0d\u5339\u914d\u300d\uff0c\u5f15\u767c\u4e86\u5169\u5927\u6548\u80fd\u74f6\u9838\u3002<\/p>\n <\/div>\n \n <div class=\"grid md:grid-cols-2 gap-12 items-start\">\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-slate-200\">\n <div class=\"flex items-center gap-4\">\n <span class=\"text-3xl\">\ud83d\udcc9<\/span>\n <h3 class=\"text-xl font-bold\">\u74f6\u9838\u4e00\uff1aKV \u5feb\u53d6\u5229\u7528\u7387\u4f4e\u4e0b<\/h3>\n <\/div>\n <p class=\"mt-4 text-slate-600\">\u5728\u50b3\u7d71\u7684\u300c\u5148\u9032\u5148\u51fa\u300d\u6392\u7a0b\u4e0b\uff0c\u7576\u4ee3\u7406\u66ab\u505c\u53bb\u641c\u5c0b\u5916\u90e8\u8cc7\u8a0a\u6642\uff0c\u5b83\u5728 GPU \u4e2d\u7684\u5bf6\u8cb4\u4e0a\u4e0b\u6587\u5feb\u53d6 (KV Cache) \u6975\u6613\u88ab\u6e05\u9664\u3002\u5f85\u641c\u5c0b\u5b8c\u6210\u5f8c\uff0c\u5feb\u53d6\u9700\u8981\u6602\u8cb4\u7684\u91cd\u7b97\uff0c\u5c0e\u81f4\u9019\u9805\u95dc\u9375\u8cc7\u6e90\u7684\u5229\u7528\u7387\u4f4e\u81f3 7%\uff0c\u9020\u6210\u5de8\u5927\u6d6a\u8cbb\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-slate-200\">\n <div class=\"flex items-center gap-4\">\n <span class=\"text-3xl\">\u23f3<\/span>\n <h3 class=\"text-xl font-bold\">\u74f6\u9838\u4e8c\uff1a\u6aa2\u7d22\u505c\u6eef\u8207\u7d1a\u806f\u5ef6\u9072<\/h3>\n <\/div>\n <p class=\"mt-4 text-slate-600\">\u5728\u6a19\u6e96\u6d41\u7a0b\u4e2d\uff0cLLM \u7684\u751f\u6210\u8207\u5916\u90e8\u8cc7\u8a0a\u6aa2\u7d22\u662f\u540c\u6b65\u7684\u3002\u4e00\u65e6\u9700\u8981\u641c\u5c0b\uff0c\u6a21\u578b\u5c31\u5fc5\u9808\u300c\u505c\u6a5f\u7b49\u5f85\u300d\uff0c\u76f4\u5230\u7d50\u679c\u8fd4\u56de\u3002\u9019\u500b\u7b49\u5f85\u671f\u6703\u5f15\u767c\u300c\u7d1a\u806f\u5ef6\u9072\u300d\uff0c\u5373\u6aa2\u7d22\u904e\u7a0b\u7684\u4efb\u4f55\u5ef6\u9072\u90fd\u6703\u88ab\u653e\u5927\uff0c\u56b4\u91cd\u62d6\u6162\u6574\u9ad4\u53cd\u61c9\u901f\u5ea6\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"solution\" class=\"py-20 bg-sky-50\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u89e3\u6c7a\u65b9\u6848\uff1aSearchAgent-X \u7684\u5169\u5927\u5275\u65b0<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">\u900f\u904e\u5169\u9805\u7cfb\u7d71\u7d1a\u5275\u65b0\uff0cSearchAgent-X \u5f9e\u6839\u672c\u4e0a\u91cd\u5851\u4e86\u4ee3\u7406\u7684\u57f7\u884c\u6d41\u7a0b\u3002\u9ede\u64ca\u4e0b\u65b9\u6a19\u7c64\uff0c\u89c0\u770b\u57f7\u884c\u6d41\u7a0b\u7684\u52d5\u756b\u5c0d\u6bd4\u3002<\/p>\n <\/div>\n\n <div class=\"flex justify-center mb-8\">\n <button id=\"tab-before\" class=\"tab px-6 py-2 font-semibold text-slate-700 border-b-4 transition-colors active\">\u50b3\u7d71\u7cfb\u7d71\u6d41\u7a0b<\/button>\n <button id=\"tab-after\" class=\"tab px-6 py-2 font-semibold text-slate-700 border-b-4 transition-colors\">SearchAgent-X \u6d41\u7a0b<\/button>\n <\/div>\n \n <div id=\"animation-container\" class=\"bg-white p-4 sm:p-8 rounded-2xl shadow-xl border border-slate-200 min-h-[450px]\">\n <div id=\"view-before\" class=\"view\">\n <h3 class=\"text-lg font-bold text-center mb-4 text-red-700\">\u554f\u984c\u91cd\u73fe\uff1a\u540c\u6b65\u7b49\u5f85\u8207\u8cc7\u6e90\u6d6a\u8cbb<\/h3>\n <div class=\"grid grid-cols-1 lg:grid-cols-2 gap-8\">\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">GPU \u57f7\u884c\u7dd2<\/h4>\n <div id=\"gpu-thread-before\" class=\"space-y-2 relative h-64 font-mono text-sm\"><\/div>\n <\/div>\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">\u7cfb\u7d71\u65e5\u8a8c<\/h4>\n <div id=\"log-before\" class=\"space-y-1 text-sm h-64 overflow-y-auto\"><\/div>\n <\/div>\n <\/div>\n <\/div>\n <div id=\"view-after\" class=\"view hidden\">\n <h3 class=\"text-lg font-bold text-center mb-4 text-green-700\">\u512a\u5316\u5c55\u73fe\uff1a\u5e73\u884c\u8655\u7406\u8207\u9ad8\u6548\u5fa9\u7528<\/h3>\n <div class=\"grid grid-cols-1 lg:grid-cols-2 gap-8\">\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">GPU \u57f7\u884c\u7dd2<\/h4>\n <div id=\"gpu-thread-after\" class=\"space-y-2 relative h-64 font-mono text-sm\"><\/div>\n <\/div>\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">\u7cfb\u7d71\u65e5\u8a8c<\/h4>\n <div id=\"log-after\" class=\"space-y-1 text-sm h-64 overflow-y-auto\"><\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"mt-8 grid md:grid-cols-2 gap-6 text-center\">\n <div class=\"bg-white p-6 rounded-xl\">\n <h4 class=\"font-bold text-sky-800\">\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b<\/h4>\n <p class=\"text-slate-600 mt-2 text-sm\">\u52d5\u614b\u8abf\u6574\u4efb\u52d9\u512a\u5148\u6b0a\uff0c\u8b93\u525b\u5b8c\u6210\u641c\u5c0b\u7684\u8acb\u6c42\u80fd\u7acb\u5373\u8fd4\u56deGPU\uff0c\u6700\u5927\u5316\u5176KV\u5feb\u53d6\u7684\u91cd\u7528\u7387\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl\">\n <h4 class=\"font-bold text-sky-800\">\u975e\u505c\u6eef\u6aa2\u7d22<\/h4>\n <p class=\"text-slate-600 mt-2 text-sm\">\u5c07LLM\u7684\u8a08\u7b97\u8207\u6aa2\u7d22\u7684I\/O\u64cd\u4f5c\u89e3\u8026\uff0c\u8b93\u5169\u8005\u4e26\u884c\u5de5\u4f5c\uff0c\u6709\u6548\u300c\u906e\u7f69\u300d\u6aa2\u7d22\u5ef6\u9072\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"impact\" class=\"py-20\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-16\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u6548\u80fd\u5f71\u97ff\uff1a\u91cf\u5316\u7684\u98db\u8e8d<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">\u5be6\u9a57\u6578\u64da\u8b49\u660e\uff0cSearchAgent-X \u5728\u4e0d\u72a7\u7272\u751f\u6210\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\uff0c\u5be6\u73fe\u4e86\u58d3\u5012\u6027\u7684\u6548\u80fd\u63d0\u5347\u3002\u9019\u4e00\u5207\u7684\u6839\u6e90\u5728\u65bc\u5c0d\u6838\u5fc3\u8cc7\u6e90\u5229\u7528\u7387\u7684\u5de8\u5927\u6539\u5584\u3002<\/p>\n <\/div>\n <div class=\"grid grid-cols-1 md:grid-cols-3 gap-8\">\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-slate-200 flex flex-col items-center\">\n <h3 class=\"text-lg font-bold mb-4\">\u7cfb\u7d71\u541e\u5410\u91cf\u5c0d\u6bd4<\/h3>\n <div class=\"chart-container\"><canvas id=\"throughputChart\"><\/canvas><\/div>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-slate-200 flex flex-col items-center\">\n <h3 class=\"text-lg font-bold mb-4\">\u7aef\u5230\u7aef\u5ef6\u9072\u5c0d\u6bd4<\/h3>\n <div class=\"chart-container\"><canvas id=\"latencyChart\"><\/canvas><\/div>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-slate-200 flex flex-col items-center\">\n <h3 class=\"text-lg font-bold mb-4\">KV \u5feb\u53d6\u5229\u7528\u7387<\/h3>\n <div class=\"chart-container\"><canvas id=\"kvCacheChart\"><\/canvas><\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"context\" class=\"py-20 bg-amber-50\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u5b8f\u89c0\u610f\u7fa9\uff1a\u8d85\u8d8a\u641c\u5c0b<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">SearchAgent-X \u7684\u8ca2\u737b\u4e0d\u50c5\u662f\u512a\u5316\u641c\u5c0b\uff0c\u5b83\u70ba\u66f4\u5ee3\u6cdb\u7684 AI \u4ee3\u7406\u7814\u7a76\u548c\u61c9\u7528\u5960\u5b9a\u4e86\u5805\u5be6\u7684\u6548\u80fd\u57fa\u790e\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-3 gap-8 max-w-6xl mx-auto\">\n <div class=\"bg-white p-6 rounded-xl shadow-md text-center\">\n <span class=\"text-4xl\">\ud83e\udde0\/\ud83d\udcaa<\/span>\n <h3 class=\"font-bold mt-4 mb-2\">\u5fc3\u667a\u8207\u8ec0\u9ad4\u7684\u4e92\u88dc<\/h3>\n <p class=\"text-sm text-slate-600\">\u5982\u679c\u8aaa\u589e\u5f37\u4ee3\u7406\u898f\u5283\u80fd\u529b\u7684\u7814\u7a76\u662f\u935b\u934a\u300c\u5fc3\u667a\u300d\uff0c\u90a3\u9ebc SearchAgent-X \u5c31\u662f\u5728\u6253\u9020\u4e00\u500b\u5f37\u5065\u7684\u300c\u8ec0\u9ad4\u300d\uff0c\u8b93\u667a\u6167\u7684\u898f\u5283\u80fd\u88ab\u9ad8\u6548\u57f7\u884c\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-md text-center\">\n <span class=\"text-4xl\">\ufffd\ud83e\udd16<\/span>\n <h3 class=\"font-bold mt-4 mb-2\">\u8ce6\u80fd\u8907\u96dc\u591a\u4ee3\u7406\u7cfb\u7d71<\/h3>\n <p class=\"text-sm text-slate-600\">\u5176\u4f4e\u5ef6\u9072\u3001\u9ad8\u541e\u5410\u7684\u80fd\u529b\uff0c\u70ba\u9700\u8981\u983b\u7e41\u6e9d\u901a\u548c\u5354\u4f5c\u7684\u591a\u4ee3\u7406\u7cfb\u7d71\u63d0\u4f9b\u4e86\u6548\u80fd\u4fdd\u969c\uff0c\u4f7f\u5176\u5728\u73fe\u5be6\u4e16\u754c\u4e2d\u7684\u61c9\u7528\u66f4\u70ba\u53ef\u884c\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-md text-center\">\n <span class=\"text-4xl\">\ud83d\udee0\ufe0f<\/span>\n <h3 class=\"font-bold mt-4 mb-2\">\u901a\u7528\u5de5\u5177\u4f7f\u7528\u7684\u6f5b\u529b<\/h3>\n <p class=\"text-sm text-slate-600\">\u5176\u6838\u5fc3\u512a\u5316\u539f\u5247\u53ef\u63a8\u5ee3\u5230\u6240\u6709\u9700\u8981\u8207\u5916\u90e8 API\u3001\u8cc7\u6599\u5eab\u6216\u7a0b\u5f0f\u78bc\u4e92\u52d5\u7684\u300c\u901a\u7528\u5de5\u5177\u4f7f\u7528\u4ee3\u7406\u300d\uff0c\u800c\u4e0d\u50c5\u9650\u65bc\u641c\u5c0b\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n <\/main>\n\n <footer class=\"bg-slate-800 text-white py-8\">\n <div class=\"container mx-auto px-4 text-center text-sm\">\n <p>\u672c\u9801\u9762\u662f\u57fa\u65bc\u5b78\u8853\u8ad6\u6587\u300aDemystifying and Enhancing the Efficiency of Large Language Model Based Search Agents\u300b\u7684\u5167\u5bb9\u5275\u5efa\u7684\u4e92\u52d5\u5f0f\u8996\u89ba\u5316\u5831\u544a\u3002<\/p>\n <p class=\"mt-2 text-slate-400\">\u6240\u6709\u6548\u80fd\u6578\u64da\u5747\u4f86\u6e90\u65bc\u8a72\u8ad6\u6587\u3002\u9019\u662f\u4e00\u500b\u8cc7\u8a0a\u5c55\u793a\u5c08\u6848\uff0c\u975e\u5b98\u65b9\u7522\u54c1\u9801\u9762\u3002<\/p>\n <\/div>\n <\/footer>\n\n <script>\n document.addEventListener('DOMContentLoaded', () => {\n const sections = document.querySelectorAll('main section');\n const navLinks = document.querySelectorAll('.nav-link');\n\n const observerOptions = {\n root: null,\n rootMargin: '0px',\n threshold: 0.5\n };\n\n const observer = new 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mismatch\uff09**\u3002\u9019\u4e9b\u7cfb\u7d71\u70ba\u9023\u7e8c\u3001\u4e0d\u9593\u65b7\u7684\u9577\u5e8f\u5217\u751f\u6210\u4efb\u52d9\u9032\u884c\u4e86\u9ad8\u5ea6\u512a\u5316\uff0c\u4f46\u4ee3\u7406\u5f0f\u641c\u5c0b\u7684\u300c\u8d70\u8d70\u505c\u505c\u300d\uff08stop-and-go\uff09\u7684\u4e92\u52d5\u6a21\u5f0f\uff0c\u6070\u6070\u6253\u7834\u4e86\u9019\u4e9b\u7cfb\u7d71\u7684\u8a2d\u8a08\u5047\u8a2d\uff0c\u5f9e\u800c\u5f15\u767c\u4e86\u56b4\u91cd\u7684\u7cfb\u7d71\u7d1a\u6548\u7387\u554f\u984c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2.1 \u4e0d\u7576\u6392\u7a0b\u8207 KV \u5feb\u53d6\u5229\u7528\u7387\u4f4e\u4e0b<\/h4>\n\n\n\n<p>\u73fe\u4ee3LLM\u670d\u52d9\u7cfb\u7d71\u7684\u6838\u5fc3\u6548\u7387\u4f86\u6e90\u4e4b\u4e00\u662f<strong>\u9375\u503c\u5feb\u53d6\uff08Key-Value Cache, KV Cache\uff09<\/strong>\u3002\u8a72\u6a5f\u5236\u6703\u5132\u5b58\u5148\u524d\u751f\u6210 token \u7684\u6ce8\u610f\u529b\u72c0\u614b\uff08\u9375\u548c\u503c\uff09\uff0c\u4ee5\u907f\u514d\u5728\u751f\u6210\u5f8c\u7e8c token \u6642\u91cd\u8907\u8a08\u7b97\uff0c\u5f9e\u800c\u5927\u5e45\u63d0\u5347\u6548\u7387 <sup><\/sup>\u3002\u5c0d\u65bc\u641c\u5c0b\u4ee3\u7406\u800c\u8a00\uff0c\u7531\u65bc\u5728\u591a\u6b21\u6aa2\u7d22\u4e4b\u9593\uff0c\u63d0\u793a\uff08prompt\uff09\u7684\u7d55\u5927\u90e8\u5206\u524d\u7db4\u662f\u91cd\u8907\u7684\uff0c\u56e0\u6b64\u524d\u7db4\u5feb\u53d6\uff08prefix caching\uff09\u6280\u8853\u5c24\u5176\u91cd\u8981 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u554f\u984c\u51fa\u5728\u6392\u7a0b\u7b56\u7565\u4e0a\u3002\u6a19\u6e96\u7cfb\u7d71\u666e\u904d\u63a1\u7528**\u5148\u9032\u5148\u51fa\uff08First-Come-First-Serve, FCFS\uff09**\u7684\u6392\u7a0b\u7b56\u7565 <sup><\/sup>\u3002\u9019\u7a2e\u7b56\u7565\u5c0d\u65bc\u4ee3\u7406\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u662f\u707d\u96e3\u6027\u7684\u3002\u7576\u4e00\u500b\u8acb\u6c42\u56e0\u70ba\u9700\u8981\u9032\u884c\u5916\u90e8\u8cc7\u8a0a\u6aa2\u7d22\u800c\u66ab\u505c\u751f\u6210\u6642\uff0c\u5b83\u6703\u88ab\u8996\u70ba\u4e00\u500b\u66ab\u6642\u7a7a\u9592\u7684\u4efb\u52d9\u3002\u5982\u679c\u6b64\u6642GPU\u8cc7\u6e90\u7dca\u5f35\uff0c\u8a72\u8acb\u6c42\u7684\u4e0a\u4e0b\u6587\uff08\u5305\u62ec\u5176\u5bf6\u8cb4\u7684KV\u5feb\u53d6\uff09\u5f88\u53ef\u80fd\u6703\u88ab\u5f9eGPU\u8a18\u61b6\u9ad4\u4e2d\u63db\u51fa\uff0c\u4ee5\u4fbf\u70ba\u5176\u4ed6\u6b63\u5728\u904b\u884c\u7684\u8acb\u6c42\u9a30\u51fa\u7a7a\u9593\u3002\u7576\u6aa2\u7d22\u5b8c\u6210\u5f8c\uff0c\u8a72\u8acb\u6c42\u9700\u8981\u91cd\u65b0\u6392\u968a\u7b49\u5f85\u9032\u5165GPU\uff0c\u4e26\u4e14\u5176KV\u5feb\u53d6\u5f88\u53ef\u80fd\u9700\u8981\u5f9e\u982d\u958b\u59cb\u91cd\u65b0\u8a08\u7b97\u3002 <\/p>\n\n\n\n<p>\u9019\u500b\u904e\u7a0b\u5c0e\u81f4\u4e86GPU\u4e2d\u4e00\u9805\u6700\u95dc\u9375\u7684\u8cc7\u6e90\u2014\u2014KV\u5feb\u53d6\u2014\u2014\u7684<strong>\u56b4\u91cd\u5229\u7528\u7387\u4f4e\u4e0b<\/strong>\u3002\u7814\u7a76\u986f\u793a\uff0c\u5728\u6a19\u6e96\u6846\u67b6\u4e0b\uff0cKV\u5feb\u53d6\u7684\u5229\u7528\u7387\u53ef\u80fd\u4f4e\u81f30.07 <sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u572893%\u7684\u6642\u9593\u88e1\uff0c\u70baKV\u5feb\u53d6\u5206\u914d\u7684\u6602\u8cb4GPU\u8a18\u61b6\u9ad4\u8655\u65bc\u9592\u7f6e\u6216\u88ab\u6d6a\u8cbb\u5728\u7121\u6548\u7684\u91cd\u7b97\u4e0a\u3002\u9019\u4e0d\u50c5\u662f\u5de8\u5927\u7684\u8cc7\u6e90\u6d6a\u8cbb\uff0c\u4e5f\u76f4\u63a5\u9650\u5236\u4e86\u7cfb\u7d71\u7684\u6574\u9ad4\u541e\u5410\u91cf\u3002 <\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2.2 \u6aa2\u7d22\u505c\u6eef\u8207\u7d1a\u806f\u5ef6\u9072<\/h4>\n\n\n\n<p>\u53e6\u4e00\u500b\u81f4\u547d\u7684\u7f3a\u9677\u6e90\u65bcLLM\u751f\u6210\u8207\u8cc7\u8a0a\u6aa2\u7d22\u4e4b\u9593\u7dca\u5bc6\u7684<strong>\u540c\u6b65\u8026\u5408\uff08synchronous coupling\uff09<\/strong>\u3002\u5728\u6a19\u6e96\u6d41\u7a0b\u4e2d\uff0c\u7576LLM\u6c7a\u5b9a\u9700\u8981\u5916\u90e8\u8cc7\u8a0a\u6642\uff0c\u5b83\u5fc5\u9808\u5b8c\u5168\u505c\u6b62\u751f\u6210\uff0c\u9032\u5165\u7b49\u5f85\u72c0\u614b\uff0c\u76f4\u5230\u6aa2\u7d22\u904e\u7a0b\uff08\u53ef\u80fd\u6d89\u53ca\u7db2\u8def\u8acb\u6c42\u3001\u8cc7\u6599\u5eab\u67e5\u8a62\u7b49\uff09\u5b8c\u5168\u7d50\u675f\u4e26\u8fd4\u56de\u7d50\u679c\u5f8c\uff0c\u624d\u80fd\u5c07\u65b0\u8cc7\u8a0a\u62fc\u63a5\u5230\u4e0a\u4e0b\u6587\u4e2d\u4e26\u6062\u5fa9\u751f\u6210 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u9019\u500b\u7b49\u5f85\u671f\u88ab\u7a31\u70ba<strong>\u6aa2\u7d22\u505c\u6eef\uff08retrieval stall\uff09<\/strong>\u3002\u7814\u7a76\u4eba\u54e1\u6307\u51fa\uff0c\u9019\u7a2e\u505c\u6eef\u6703\u5f15\u767c**\u7d1a\u806f\u5ef6\u9072\uff08cascading latency\uff09**\u7684\u73fe\u8c61 <sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u6aa2\u7d22\u6b65\u9a5f\u4e2d\u7684\u4efb\u4f55\u5fae\u5c0f\u5ef6\u9072\uff0c\u5176\u5c0d\u6700\u7d42\u7aef\u5230\u7aef\u56de\u61c9\u6642\u9593\u7684\u5f71\u97ff\u4e26\u975e\u7c21\u55ae\u7684\u7dda\u6027\u758a\u52a0\uff0c\u800c\u662f\u6703\u88ab\u653e\u5927\u3002\u4f8b\u5982\uff0c\u4e00\u500b100\u6beb\u79d2\u7684\u6aa2\u7d22\u5ef6\u9072\uff0c\u53ef\u80fd\u6703\u56e0\u70ba\u6392\u7a0b\u958b\u92b7\u3001\u4e0a\u4e0b\u6587\u5207\u63db\u4ee5\u53ca\u7ba1\u7dda\u4e2d\u65b7\u7b49\u56e0\u7d20\uff0c\u6700\u7d42\u5c0e\u81f4\u7e3d\u56de\u61c9\u6642\u9593\u589e\u52a0\u9060\u8d85100\u6beb\u79d2\u3002\u9019\u7a2e\u6548\u61c9\u4f7f\u5f97\u6574\u500b\u7cfb\u7d71\u5c0d\u6aa2\u7d22\u5ef6\u9072\u8b8a\u5f97\u6975\u5ea6\u654f\u611f <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u50c5\u50c5\u512a\u5316\u6aa2\u7d22\u6f14\u7b97\u6cd5\u672c\u8eab\u662f\u4e0d\u5920\u7684\u3002\u8981\u5f9e\u6839\u672c\u4e0a\u89e3\u6c7a\u554f\u984c\uff0c\u5fc5\u9808\u6253\u7834\u751f\u6210\u8207\u6aa2\u7d22\u4e4b\u9593\u7684\u540c\u6b65\u4f9d\u8cf4\u95dc\u4fc2\uff0c\u9019\u4e5f\u6b63\u662f SearchAgent-X \u63d0\u51fa\u300c\u975e\u505c\u6eef\u6aa2\u7d22\u300d\u6a5f\u5236\u7684\u76f4\u63a5\u52d5\u6a5f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u7ae0\uff1aSearchAgent-X \u6846\u67b6\uff1a\u67b6\u69cb\u8207\u6838\u5fc3\u6a5f\u5236<\/h2>\n\n\n\n<p>\u70ba\u4e86\u89e3\u6c7a\u524d\u8ff0\u7684\u6548\u80fd\u74f6\u9838\uff0c\u7814\u7a76\u5718\u968a\u8a2d\u8a08\u4e86 SearchAgent-X\u3002\u5b83\u4e26\u975e\u4e00\u500b\u65b0\u7684\u8a9e\u8a00\u6a21\u578b\uff0c\u800c\u662f\u4e00\u500b\u9ad8\u6548\u7387\u7684\u63a8\u8ad6\u6846\u67b6\uff0c\u65e8\u5728\u900f\u904e\u7cfb\u7d71\u5c64\u7d1a\u7684\u512a\u5316\uff0c\u5e73\u6ed1\u5730\u5354\u8abfLLM\u7684\u81ea\u4e3b\u63a8\u7406\u8207\u5916\u90e8\u8cc7\u8a0a\u6aa2\u7d22\uff0c\u5f9e\u800c\u6700\u5927\u5316\u4ee3\u7406\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u7684\u7aef\u5230\u7aef\u57f7\u884c\u6548\u7387 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6574\u9ad4\u7cfb\u7d71\u67b6\u69cb<\/h3>\n\n\n\n<p>SearchAgent-X \u7684\u6838\u5fc3\u8a2d\u8a08\u7406\u5ff5\u662f\u5c07\u63a8\u7406\u8207\u6aa2\u7d22\u5728**\u6b0a\u6756\u751f\u6210\u5c64\u7d1a\uff08token generation level\uff09**\u9032\u884c\u7dca\u5bc6\u6574\u5408\u8207\u89e3\u8026\u3002\u7cfb\u7d71\u67b6\u69cb\u570d\u7e5e\u4e00\u500b\u975e\u540c\u6b65\u7684\u3001\u4e8b\u4ef6\u9a45\u52d5\u7684\u6d41\u7a0b\u69cb\u5efa <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u5728\u904b\u4f5c\u6642\uff0c\u7cfb\u7d71\u6703\u9010\u4e00\u76e3\u63a7LLM\u751f\u6210\u7684\u6bcf\u500b\u6b0a\u6756\u3002\u7576\u6a21\u578b\u8f38\u51fa\u7279\u5b9a\u7684**\u7279\u6b8a\u6a19\u7c64\uff08special tags\uff09**\u6642\uff0c\u4f8b\u5982 <code><search><\/code> \u6216 <code><answer><\/code>\uff0c\u7cfb\u7d71\u6703\u5c07\u5176\u89e3\u8b80\u70ba\u63a7\u5236\u4fe1\u865f <sup><\/sup>\u3002\u4e00\u65e6\u6aa2\u6e2c\u5230 <\/p>\n\n\n\n<p><code><search><\/code> \u6a19\u7c64\uff0c\u8868\u793aLLM\u8a8d\u70ba\u7576\u524d\u9700\u8981\u5916\u90e8\u77e5\u8b58\uff0c\u7cfb\u7d71\u4fbf\u6703\u89f8\u767c\u6aa2\u7d22\u5668\uff08Retriever\uff09\u3002<\/p>\n\n\n\n<p>\u95dc\u9375\u5728\u65bc\uff0c\u9019\u500b\u89f8\u767c\u904e\u7a0b\u662f<strong>\u975e\u540c\u6b65\u7684\uff08asynchronous\uff09<\/strong>\u3002\u7cfb\u7d71\u6703\u7acb\u5373\u555f\u52d5\u4e00\u500b\u57fa\u65bcANN\u7684\u9ad8\u53ec\u56de\u7387\u6aa2\u7d22\u4efb\u52d9\uff0c\u4f46\u4e3b\u63a8\u8ad6\u6d41\u7a0b\u4e0d\u5fc5\u56e0\u6b64\u800c\u5f37\u5236\u505c\u6b62 <sup><\/sup>\u3002\u9019\u7a2e\u8a2d\u8a08\u5f9e\u6839\u672c\u4e0a\u6539\u8b8a\u4e86\u50b3\u7d71\u7684\u300c\u601d\u8003-\u505c\u6b62-\u641c\u5c0b-\u6062\u5fa9\u300d\u7684\u9806\u5e8f\u4f9d\u8cf4\u6a21\u5f0f\uff0c\u8f49\u800c\u63a1\u7528\u4e00\u7a2e\u66f4\u9748\u6d3b\u7684\u300c\u601d\u8003-\u767c\u8d77\u641c\u5c0b-\u7e7c\u7e8c\u601d\u8003-\u6574\u5408\u7d50\u679c\u300d\u7684\u4e26\u884c\u6a21\u5f0f\u3002\u9019\u7a2e\u67b6\u69cb\u4e0a\u7684\u8f49\u8b8a\uff0c\u70ba\u5176\u5169\u5927\u6838\u5fc3\u5275\u65b0\u2014\u2014\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b\u548c\u975e\u505c\u6eef\u6aa2\u7d22\u2014\u2014\u5960\u5b9a\u4e86\u57fa\u790e\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u6838\u5fc3\u5275\u65b0\u4e00\uff1a\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b (Priority-Aware Scheduling)<\/h3>\n\n\n\n<p>\u70ba\u4e86\u61c9\u5c0d\u6a19\u6e96FCFS\u6392\u7a0b\u7b56\u7565\u5c0e\u81f4\u7684KV\u5feb\u53d6\u5229\u7528\u7387\u4f4e\u4e0b\u7684\u554f\u984c\uff0cSearchAgent-X\u5f15\u5165\u4e86\u4e00\u7a2e\u52d5\u614b\u7684\u3001\u5177\u5099\u512a\u5148\u6b0a\u611f\u77e5\u7684\u6392\u7a0b\u5668 <sup><\/sup>\u3002\u9019\u500b\u6392\u7a0b\u5668\u7684\u6838\u5fc3\u76ee\u6a19\u975e\u5e38\u660e\u78ba\uff1a <\/p>\n\n\n\n<p><strong>\u6700\u5927\u5316KV\u5feb\u53d6\u7684\u91cd\u7528\u7387\uff08KV-cache reuse\uff09<\/strong> <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u8207\u7c21\u55ae\u5730\u6309\u8acb\u6c42\u5230\u9054\u9806\u5e8f\u8655\u7406\u4e0d\u540c\uff0c\u8a72\u6392\u7a0b\u5668\u6703\u6839\u64da\u6bcf\u500b\u8acb\u6c42\u7684<strong>\u5373\u6642\u72c0\u614b<\/strong>\u4f86\u52d5\u614b\u8abf\u6574\u5176\u512a\u5148\u6b0a\u3002\u5b83\u6703\u6536\u96c6\u4e26\u5206\u6790\u4e00\u7cfb\u5217\u5373\u6642\u6307\u6a19\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6aa2\u7d22\u8a08\u6578\uff08retrieval count\uff09<\/strong>\uff1a\u4e00\u500b\u8acb\u6c42\u5df2\u7d93\u57f7\u884c\u4e86\u591a\u5c11\u6b21\u6aa2\u7d22\u3002<\/li>\n\n\n\n<li><strong>\u7b49\u5f85\u6642\u9593\uff08waiting time\uff09<\/strong>\uff1a\u4e00\u500b\u8acb\u6c42\u5f9e\u6aa2\u7d22\u5b8c\u6210\u5230\u7b49\u5f85\u91cd\u65b0\u9032\u5165GPU\u57f7\u884c\u7684\u6642\u9593 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u900f\u904e\u9019\u4e9b\u6307\u6a19\uff0c\u6392\u7a0b\u5668\u80fd\u5920\u667a\u6167\u5730\u505a\u51fa\u6c7a\u7b56\u3002\u4f8b\u5982\uff0c\u4e00\u500b\u525b\u525b\u5b8c\u6210\u6aa2\u7d22\u3001\u6e96\u5099\u597d\u6062\u5fa9\u751f\u6210\u7684\u8acb\u6c42\uff0c\u6703\u88ab\u8ce6\u4e88\u8f03\u9ad8\u7684\u512a\u5148\u6b0a\u3002\u9019\u6a23\u505a\u7684\u76ee\u7684\u662f\u70ba\u4e86\u8b93\u5b83\u80fd\u76e1\u5feb\u56de\u5230GPU\u4e0a\u57f7\u884c\uff0c\u5f9e\u800c\u6700\u5927\u5316\u5176KV\u5feb\u53d6\u4ecd\u7136\u300c\u6d3b\u8e8d\u300d\uff08hot\uff09\u5728GPU\u8a18\u61b6\u9ad4\u4e2d\u7684\u6a5f\u7387\u3002\u900f\u904e\u512a\u5148\u8655\u7406\u9019\u4e9b\u300c\u6e96\u5099\u5c31\u7dd2\u300d\u7684\u8acb\u6c42\uff0c\u7cfb\u7d71\u53ef\u4ee5\u6709\u6548\u907f\u514d\u56e0\u4e0a\u4e0b\u6587\u88ab\u63db\u51fa\u800c\u5c0e\u81f4\u7684\u6602\u8cb4\u91cd\u7b97\uff0c\u5f9e\u800c\u986f\u8457\u63d0\u5347GPU\u8cc7\u6e90\u7684\u5229\u7528\u6548\u7387\u548c\u6574\u9ad4\u7cfb\u7d71\u541e\u5410\u91cf <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u6838\u5fc3\u5275\u65b0\u4e8c\uff1a\u975e\u505c\u6eef\u6aa2\u7d22 (Non-Stall Retrieval)<\/h3>\n\n\n\n<p>\u975e\u505c\u6eef\u6aa2\u7d22\u662f SearchAgent-X \u70ba\u89e3\u6c7a\u6aa2\u7d22\u505c\u6eef\u548c\u7d1a\u806f\u5ef6\u9072\u554f\u984c\u800c\u8a2d\u8a08\u7684\u95dc\u9375\u6a5f\u5236\u3002\u5b83\u662f\u4e00\u7a2e\u81ea\u9069\u61c9\u6a5f\u5236\uff0c\u65e8\u5728\u5141\u8a31LLM\u7684\u751f\u6210\u904e\u7a0b\u5728\u6aa2\u7d22\u9032\u884c\u6642<strong>\u4e0d\u5fc5\u4e0d\u5fc5\u8981\u5730\u7b49\u5f85<\/strong> <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7576\u4e00\u500b\u6aa2\u7d22\u4efb\u52d9\u88ab\u975e\u540c\u6b65\u89f8\u767c\u5f8c\uff0cLLM\u7684\u751f\u6210\u904e\u7a0b\u53ef\u4ee5\u7e7c\u7e8c\u9032\u884c\u3002\u7cfb\u7d71\u63a1\u7528\u4e86\u4e00\u7a2e**\u81ea\u9069\u61c9\u641c\u5c0b\u7d42\u6b62\uff08adaptive search termination\uff09**\u6a5f\u5236 <sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u7cfb\u7d71\u4e0d\u5fc5\u7b49\u5f85\u6574\u500b\u6aa2\u7d22\u904e\u7a0b\u5b8c\u5168\u7d50\u675f\u3002\u4f8b\u5982\uff0c\u7cfb\u7d71\u53ef\u4ee5\u5728\u6aa2\u7d22\u8fd4\u56de\u90e8\u5206\u9ad8\u54c1\u8cea\u7d50\u679c\u5f8c\uff0c\u5c31\u5c07\u9019\u4e9b\u7d50\u679c\u63d0\u4f9b\u7d66LLM\uff0c\u6216\u8005\u5141\u8a31LLM\u5728\u7b49\u5f85\u6aa2\u7d22\u7d50\u679c\u7684\u540c\u6642\uff0c\u7e7c\u7e8c\u751f\u6210\u4e00\u4e9b\u63a8\u6e2c\u6027\u7684\u3001\u4e0d\u4f9d\u8cf4\u5916\u90e8\u77e5\u8b58\u7684\u6b0a\u6756\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u8a2d\u8a08\u6709\u6548\u5730\u5c07LLM\u7684**\u8a08\u7b97\u5bc6\u96c6\u578b\uff08compute-bound\uff09<strong>\u4efb\u52d9\u8207\u6aa2\u7d22\u5668\u7684<\/strong>I\/O\u5bc6\u96c6\u578b\uff08I\/O-bound\uff09**\u4efb\u52d9\u89e3\u8026\uff0c\u4f7f\u5f97\u5169\u8005\u53ef\u4ee5\u4e26\u884c\u5de5\u4f5c\u3002GPU\u53ef\u4ee5\u6301\u7e8c\u9032\u884c\u6b0a\u6756\u751f\u6210\uff0c\u800cCPU\u548c\u7db2\u8def\u5247\u5728\u5f8c\u53f0\u8655\u7406\u6aa2\u7d22\u8acb\u6c42\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u6aa2\u7d22\u6240\u9700\u7684\u6642\u9593\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u88abLLM\u7684\u751f\u6210\u904e\u7a0b\u6240\u300c\u906e\u7f69\u300d\uff08mask\uff09\uff0c\u5f9e\u800c\u6975\u5927\u5730\u6e1b\u5c11\u4e86\u6aa2\u7d22\u505c\u6eef\u6642\u9593\uff0c\u907f\u514d\u4e86\u7d1a\u806f\u5ef6\u9072\u7684\u767c\u751f <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u7a2e\u9ad8\u5ea6\u4e26\u884c\u7684\u67b6\u69cb\u4e5f\u6697\u793a\u4e86\u4e00\u500b\u91cd\u8981\u7684\u8da8\u52e2\uff1a\u9ad8\u6548\u80fdAI\u7cfb\u7d71\u7684\u767c\u5c55\u8d8a\u4f86\u8d8a\u4f9d\u8cf4\u65bc\u6a21\u578b\u8207\u63a8\u8ad6\u7cfb\u7d71\u4e4b\u9593\u7684<strong>\u5354\u540c\u8a2d\u8a08\uff08co-design\uff09<\/strong>\u3002LLM\u5fc5\u9808\u88ab\u9069\u7576\u5730\u63d0\u793a\uff08prompted\uff09\u6216\u5fae\u8abf\uff08fine-tuned\uff09\uff0c\u624d\u80fd\u5b78\u6703\u5728\u6070\u7576\u7684\u6642\u6a5f\u751f\u6210 <code><search><\/code> \u9019\u985e\u63a7\u5236\u6a19\u7c64\uff0c\u4ee5\u5145\u5206\u5229\u7528\u5e95\u5c64\u63a8\u8ad6\u6846\u67b6\u7684\u512a\u5316\u80fd\u529b\u3002\u9019\u8868\u660e SearchAgent-X \u4e26\u975e\u4e00\u500b\u5b8c\u5168\u8207\u6a21\u578b\u7121\u95dc\u7684\u300c\u5373\u63d2\u5373\u7528\u300d\u66ff\u4ee3\u54c1\uff0c\u800c\u662f\u4ee3\u8868\u4e86\u4e00\u7a2e\u6a21\u578b\u8207\u7cfb\u7d71\u8edf\u786c\u9ad4\u6df1\u5ea6\u6574\u5408\u7684\u767c\u5c55\u65b9\u5411\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u7ae0\uff1a\u91cf\u5316\u5f71\u97ff\uff1a\u6548\u80fd\u512a\u5316\u8207\u8a55\u4f30<\/h2>\n\n\n\n<p>SearchAgent-X \u7684\u8a2d\u8a08\u4e0d\u50c5\u5728\u7406\u8ad6\u4e0a\u5177\u6709\u5275\u65b0\u6027\uff0c\u5176\u5728\u5be6\u969b\u6548\u80fd\u4e0a\u7684\u63d0\u5347\u4e5f\u5f97\u5230\u4e86\u5927\u91cf\u5be6\u9a57\u7684\u9a57\u8b49\u3002\u5be6\u9a57\u7d50\u679c\u8868\u660e\uff0c\u8a72\u6846\u67b6\u5728\u4e0d\u72a7\u7272\u751f\u6210\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\uff0c\u986f\u8457\u8d85\u8d8a\u4e86\u73fe\u6709\u7684\u9802\u5c16\u57fa\u7dda\u7cfb\u7d71 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u6548\u80fd\u589e\u76ca\u7e3d\u7d50<\/h3>\n\n\n\n<p>\u5728\u8207\u5305\u62ec vLLM \u548c\u6a19\u6e96HNSW\uff08\u4e00\u7a2e\u6d41\u884c\u7684ANN\u6f14\u7b97\u6cd5\uff09\u6aa2\u7d22\u5728\u5167\u7684\u57fa\u7dda\u7cfb\u7d71\u7684\u5c0d\u6bd4\u6e2c\u8a66\u4e2d\uff0cSearchAgent-X \u5728\u591a\u500b\u95dc\u9375\u6307\u6a19\u4e0a\u5747\u53d6\u5f97\u4e86\u58d3\u5012\u6027\u7684\u512a\u52e2\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7cfb\u7d71\u541e\u5410\u91cf (Throughput)<\/strong>\uff1a\u5728\u8655\u7406\u4ee3\u7406\u5f0f\u641c\u5c0b\u5de5\u4f5c\u8ca0\u8f09\u6642\uff0cSearchAgent-X \u5be6\u73fe\u4e86\u9ad8\u9054 <strong>3.4 \u500d<\/strong>\u7684\u7cfb\u7d71\u541e\u5410\u91cf\u63d0\u5347 \u3002\u9019\u610f\u5473\u8457\u5728\u76f8\u540c\u7684\u6642\u9593\u5167\uff0c\u8a72\u7cfb\u7d71\u80fd\u5920\u8655\u7406\u7684\u7528\u6236\u8acb\u6c42\u6578\u91cf\u662f\u50b3\u7d71\u7cfb\u7d71\u7684\u4e09\u500d\u4ee5\u4e0a\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7aef\u5230\u7aef\u5ef6\u9072 (Latency)<\/strong>\uff1a\u5c0d\u65bc\u55ae\u500b\u8acb\u6c42\u7684\u56de\u61c9\u6642\u9593\uff0cSearchAgent-X \u5be6\u73fe\u4e86\u9ad8\u9054 <strong>5 \u500d<\/strong>\u7684\u964d\u4f4e \u3002\u9019\u76f4\u63a5\u8f49\u5316\u70ba\u66f4\u5feb\u7684\u7528\u6236\u9ad4\u9a57\uff0c\u5c24\u5176\u5c0d\u65bc\u9700\u8981\u591a\u8f2a\u4e92\u52d5\u7684\u8907\u96dc\u67e5\u8a62\uff0c\u9019\u7a2e\u5ef6\u9072\u7684\u964d\u4f4e\u6548\u679c\u5c24\u70ba\u986f\u8457\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u751f\u6210\u54c1\u8cea (Generation Quality)<\/strong>\uff1a\u6700\u70ba\u95dc\u9375\u7684\u4e00\u9ede\u662f\uff0c\u4e0a\u8ff0\u5de8\u5927\u7684\u6548\u80fd\u63d0\u5347\u4e26\u975e\u4ee5\u72a7\u7272\u54c1\u8cea\u70ba\u4ee3\u50f9\u3002\u5be6\u9a57\u8b49\u660e\uff0cSearchAgent-X \u7684\u751f\u6210\u54c1\u8cea\u8207\u63a1\u7528\u901f\u5ea6\u7de9\u6162\u4f46\u7d50\u679c\u7cbe\u78ba\u7684**\u7cbe\u78ba\u6aa2\u7d22\uff08exact retrieval\uff09**\u65b9\u6cd5\u7684\u4ee3\u7406\u7cfb\u7d71\u4fdd\u6301\u5728\u540c\u4e00\u9ad8\u6c34\u6e96 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u6548\u80fd\u63d0\u5347\u7684\u6839\u672c\u539f\u56e0\uff1aKV \u5feb\u53d6\u5229\u7528\u7387<\/h3>\n\n\n\n<p>\u541e\u5410\u91cf\u548c\u5ef6\u9072\u662f\u6700\u7d42\u7684\u7d50\u679c\u6307\u6a19\uff0c\u5b83\u5011\u544a\u8a34\u6211\u5011\u7cfb\u7d71\u300c\u8b8a\u5f97\u591a\u5feb\u300d\uff0c\u4f46\u66f4\u6df1\u5c64\u6b21\u7684\u554f\u984c\u662f\u300c\u70ba\u4ec0\u9ebc\u6703\u8b8a\u5feb\u300d\u3002SearchAgent-X \u6548\u80fd\u98db\u8e8d\u7684\u6839\u672c\u9a45\u52d5\u529b\u5728\u65bc\u5176\u5c0dGPU\u6838\u5fc3\u8cc7\u6e90\u2014\u2014KV\u5feb\u53d6\u2014\u2014\u7684\u6975\u81f4\u5229\u7528\u3002<\/p>\n\n\n\n<p>\u5be6\u9a57\u8cc7\u6599\u63ed\u793a\u4e86\u4e00\u500b\u9a5a\u4eba\u7684\u5c0d\u6bd4\uff1a\u900f\u904e\u5176\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b\u6a5f\u5236\uff0cSearchAgent-X \u5c07LLM\u7684 <strong>KV\u5feb\u53d6\u5229\u7528\u7387\u5f9e\u57fa\u7dda\u7cfb\u7d71\u7684\u7d04 0.07 \u63d0\u5347\u5230\u4e86 0.65<\/strong> <sup><\/sup>\u3002\u9019\u662f\u4e00\u500b\u63a5\u8fd1 <\/p>\n\n\n\n<p><strong>\u4e5d\u500d<\/strong>\u7684\u63d0\u5347\u3002\u9019\u500b\u6578\u5b57\u76f4\u89c0\u5730\u8b49\u660e\u4e86\u50b3\u7d71\u6392\u7a0b\u7b56\u7565\u5728\u61c9\u5c0d\u4ee3\u7406\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u6642\u7684\u908f\u8f2f\u7f3a\u9677\u3002\u4e00\u500b\u50c5\u67097%\u5229\u7528\u7387\u7684\u8cc7\u6e90\u610f\u5473\u8457\u5de8\u5927\u7684\u6d6a\u8cbb\u3002SearchAgent-X \u900f\u904e\u667a\u6167\u6392\u7a0b\uff0c\u6210\u529f\u5730\u5c07\u9019\u9805\u5bf6\u8cb4\u7684GPU\u8a18\u61b6\u9ad4\u8cc7\u6e90\u6301\u7e8c\u5730\u3001\u6709\u6548\u5730\u5229\u7528\u8d77\u4f86\uff0c\u5f9e\u800c\u6d88\u9664\u4e86\u56e0\u4e0a\u4e0b\u6587\u91cd\u7b97\u6240\u5e36\u4f86\u7684\u5927\u91cf\u7121\u6548\u8a08\u7b97\uff0c\u9019\u624d\u662f\u5176\u541e\u5410\u91cf\u5f97\u4ee5\u5927\u5e45\u63d0\u5347\u7684\u6839\u672c\u539f\u56e0\u3002\u9019\u4e5f\u8868\u660e\uff0c\u7576\u524dLLM\u7cfb\u7d71\u7684\u74f6\u9838\u4e0d\u50c5\u5728\u65bc\u539f\u59cb\u8a08\u7b97\u80fd\u529b\uff0c\u66f4\u5728\u65bc\u6392\u7a0b\u908f\u8f2f\u8207\u5de5\u4f5c\u8ca0\u8f09\u7684\u9069\u914d\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u6548\u80fd\u5c0d\u6bd4\u8868<\/h3>\n\n\n\n<p>\u70ba\u4e86\u66f4\u76f4\u89c0\u5730\u5c55\u793a SearchAgent-X \u7684\u6548\u80fd\u512a\u52e2\uff0c\u4ee5\u4e0b\u8868\u683c\u532f\u7e3d\u4e86\u5176\u8207\u57fa\u7dda\u7cfb\u7d71\u7684\u95dc\u9375\u6307\u6a19\u5c0d\u6bd4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u6307\u6a19<\/td><td>\u57fa\u7dda\u7cfb\u7d71<\/td><td>SearchAgent-X \u7684\u6548\u80fd\u8868\u73fe<\/td><td>\u8cc7\u6599\u4f86\u6e90<\/td><\/tr><\/thead><tbody><tr><td><strong>\u7cfb\u7d71\u541e\u5410\u91cf<\/strong><\/td><td>vLLM \u642d\u914d HNSW \u6aa2\u7d22<\/td><td>\u9ad8\u9054 <strong>3.4 \u500d<\/strong><\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong>\u7aef\u5230\u7aef\u5ef6\u9072<\/strong><\/td><td>vLLM \u642d\u914d HNSW \u6aa2\u7d22<\/td><td>\u964d\u4f4e\u81f3 <strong>1\/5<\/strong> (5\u500d\u66f4\u4f4e)<\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong>LLM KV\u5feb\u53d6\u5229\u7528\u7387<\/strong><\/td><td>\u6a19\u6e96 FCFS \u6392\u7a0b\u5668<\/td><td>\u5f9e <strong>~0.07<\/strong> \u63d0\u5347\u81f3 <strong>~0.65<\/strong><\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong>\u751f\u6210\u54c1\u8cea<\/strong><\/td><td>\u63a1\u7528\u7cbe\u78ba\u6aa2\u7d22\u7684\u7cfb\u7d71<\/td><td>\u4fdd\u6301\u5728\u540c\u7b49\u9ad8\u54c1\u8cea\u6c34\u6e96<\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong><em>\u88681\uff1aSearchAgent-X \u8207\u57fa\u7dda\u7cfb\u7d71\u7684\u6548\u80fd\u8a55\u4f30\u532f\u7e3d\u3002<\/em><\/strong><\/td><td><\/td><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u7ae0\uff1a\u5728\u66f4\u5ee3\u95ca\u7684AI\u7248\u5716\u4e2d\u5b9a\u4f4d SearchAgent-X<\/h2>\n\n\n\n<p>\u8981\u5168\u9762\u7406\u89e3 SearchAgent-X \u7684\u50f9\u503c\uff0c\u9700\u8981\u5c07\u5176\u7f6e\u65bc\u66f4\u5ee3\u95ca\u7684\u4eba\u5de5\u667a\u6167\u7814\u7a76\u7248\u5716\u4e2d\u9032\u884c\u8003\u5bdf\u3002\u5b83\u7684\u8ca2\u737b\u4e0d\u5728\u65bc\u5275\u9020\u66f4\u300c\u8070\u660e\u300d\u7684\u4ee3\u7406\uff0c\u800c\u5728\u65bc\u70ba\u9019\u4e9b\u4ee3\u7406\u63d0\u4f9b\u4e00\u500b\u66f4\u300c\u5f37\u5065\u300d\u7684\u57f7\u884c\u8ec0\u9ad4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u63a8\u8ad6\u6548\u7387 vs. \u4ee3\u7406\u898f\u5283\uff1a\u5fc3\u667a\u8207\u8ec0\u9ad4\u7684\u4e8c\u5206\u6cd5<\/h3>\n\n\n\n<p>\u7576\u524d\u7684\u4ee3\u7406\u7814\u7a76\u9818\u57df\u5b58\u5728\u4e00\u500b\u660e\u986f\u7684\u5206\u91ce\uff0c\u53ef\u4ee5\u6bd4\u55bb\u70ba\u300c\u5fc3\u667a\u300d\uff08Mind\uff09\u8207\u300c\u8ec0\u9ad4\u300d\uff08Body\uff09\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u300c\u5fc3\u667a\u300d\u7814\u7a76<\/strong>\uff1a\u9019\u985e\u7814\u7a76\u5c08\u6ce8\u65bc\u63d0\u5347\u4ee3\u7406\u7684\u8a8d\u77e5\u80fd\u529b\uff0c\u5373\u5176\u63a8\u7406\u3001\u898f\u5283\u548c\u6c7a\u7b56\u7684\u667a\u6167\u6c34\u6e96\u3002\u4f8b\u5982\uff0c\u50cf MindSearch\u3001SearchExpert \u9019\u6a23\u7684\u6846\u67b6\uff0c\u81f4\u529b\u65bc\u7814\u7a76\u5982\u4f55\u5c07\u8907\u96dc\u67e5\u8a62\u5206\u89e3\u70ba\u66f4\u5c0f\u7684\u5b50\u554f\u984c\uff0c\u6216\u5229\u7528\u5f37\u5316\u5b78\u7fd2\u4f86\u512a\u5316\u4ee3\u7406\u7684\u641c\u5c0b\u7b56\u7565\uff0c\u4ee5\u671f\u627e\u5230\u66f4\u9ad8\u54c1\u8cea\u7684\u7b54\u6848 \u3002SRSA \u6846\u67b6\u5247\u7814\u7a76\u5982\u4f55\u6839\u64da\u4e0d\u540c\u7684\u67e5\u8a62\u985e\u578b\uff0c\u667a\u6167\u5730\u8def\u7531\u5230\u4e0d\u540c\u7684\u641c\u5c0b\u7b56\u7565 \u3002\u9019\u4e9b\u5de5\u4f5c\u7684\u76ee\u6a19\u662f\u8b93\u4ee3\u7406\u7684\u300c\u601d\u8003\u904e\u7a0b\u300d\u66f4\u6709\u6548\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u300c\u8ec0\u9ad4\u300d\u7814\u7a76<\/strong>\uff1aSearchAgent-X \u5247\u662f\u300c\u8ec0\u9ad4\u300d\u7814\u7a76\u7684\u5178\u7bc4\u3002\u5b83\u4e0d\u95dc\u5fc3\u4ee3\u7406\u7684\u898f\u5283\u662f\u597d\u662f\u58de\uff0c\u800c\u662f\u5c08\u6ce8\u65bc\u70ba\u4efb\u4f55\u7d66\u5b9a\u7684\u898f\u5283\u63d0\u4f9b\u4e00\u500b\u6700\u9ad8\u6548\u7684\u57f7\u884c\u57fa\u5e95\u3002\u5b83\u7684\u76ee\u6a19\u662f\u8b93\u4ee3\u7406\u7684\u300c\u884c\u52d5\u300d\u66f4\u8fc5\u901f\u3001\u66f4\u7bc0\u7701\u8cc7\u6e90\u3002\u6b63\u5982\u7814\u7a76\u4e2d\u6240\u63d0\u5230\u7684\uff0cSearchAgent-X \u5f15\u5165\u4e86\u300c\u81ea\u9069\u61c9\u641c\u5c0b\u6df1\u5ea6\u63a7\u5236\u300d\uff0c\u4ee5\u512a\u5316\u641c\u5c0b\u7684\u5ee3\u5ea6\u8207\u8a08\u7b97\u6548\u7387\u4e4b\u9593\u7684\u5e73\u8861\uff0c\u9019\u662f\u5f9e\u57f7\u884c\u5c64\u9762\u9032\u884c\u7684\u512a\u5316 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u5169\u8005\u4e26\u975e\u7af6\u722d\u95dc\u4fc2\uff0c\u800c\u662f\u4e92\u88dc\u7684\u3002\u4e00\u500b\u898f\u5283\u80fd\u529b\u518d\u5f37\u5927\u7684\u300c\u5fc3\u667a\u300d\uff0c\u5982\u679c\u904b\u884c\u5728\u4e00\u500b\u7de9\u6162\u3001\u4f4e\u6548\u7684\u300c\u8ec0\u9ad4\u300d\u4e0a\uff0c\u5176\u50f9\u503c\u4e5f\u7121\u6cd5\u9ad4\u73fe\u3002\u53cd\u4e4b\uff0c\u4e00\u500b\u884c\u52d5\u518d\u8fc5\u901f\u7684\u300c\u8ec0\u9ad4\u300d\uff0c\u5982\u679c\u7f3a\u4e4f\u667a\u6167\u7684\u300c\u5fc3\u667a\u300d\u5f15\u5c0e\uff0c\u4e5f\u53ea\u662f\u5728\u76f2\u76ee\u5730\u6d6a\u8cbb\u8a08\u7b97\u8cc7\u6e90\u3002SearchAgent-X \u7684\u8ca2\u737b\u5728\u65bc\uff0c\u5b83\u70ba\u4ee3\u7406\u7814\u7a76\u4e2d\u76f8\u5c0d\u88ab\u5ffd\u8996\u4f46\u81f3\u95dc\u91cd\u8981\u7684\u300c\u8ec0\u9ad4\u300d\u90e8\u5206\uff0c\u63d0\u4f9b\u4e86\u4e00\u500b\u5f37\u6709\u529b\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u8907\u96dc\u591a\u4ee3\u7406\u7cfb\u7d71\u7684\u8ce6\u80fd\u8005<\/h3>\n\n\n\n<p>SearchAgent-X \u7684\u512a\u5316\u539f\u5247\u5c0d\u65bc\u672a\u4f86\u66f4\u8907\u96dc\u7684**\u591a\u4ee3\u7406\u7cfb\u7d71\uff08Multi-agent systems\uff09**\u5177\u6709\u6df1\u9060\u7684\u610f\u7fa9\u3002\u5728\u591a\u4ee3\u7406\u7cfb\u7d71\u4e2d\uff0c\u591a\u500b\u5c08\u9580\u5316\u7684\u4ee3\u7406\u9700\u8981\u900f\u904e\u5354\u8abf\u3001\u6e9d\u901a\u3001\u76e3\u7763\u548c\u4efb\u52d9\u4ea4\u63a5\u4f86\u5354\u540c\u89e3\u6c7a\u4e00\u500b\u66f4\u5b8f\u5927\u7684\u554f\u984c <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u7cfb\u7d71\u7684\u4e92\u52d5\u6a21\u5f0f\u9060\u6bd4\u55ae\u4e00\u4ee3\u7406\u66f4\u70ba\u8907\u96dc\uff0c\u5176\u5c0d\u5ef6\u9072\u548c\u6548\u7387\u7684\u8981\u6c42\u4e5f\u5448\u6307\u6578\u7d1a\u589e\u9577\u3002\u6bcf\u4e00\u6b21\u4ee3\u7406\u4e4b\u9593\u7684\u6e9d\u901a\u548c\u4efb\u52d9\u4ea4\u63a5\uff0c\u90fd\u53ef\u80fd\u6210\u70ba\u4e00\u500b\u6f5b\u5728\u7684\u6548\u80fd\u74f6\u9838\u3002SearchAgent-X \u6240\u63d0\u4f9b\u7684\u4f4e\u5ef6\u9072\u548c\u9ad8\u541e\u5410\u91cf\u80fd\u529b\uff0c\u53ef\u4ee5\u70ba\u9019\u985e\u901a\u8a0a\u5bc6\u96c6\u7684\u8907\u96dc\u67b6\u69cb\u63d0\u4f9b\u4e00\u500b\u5805\u5be6\u7684\u5e95\u5c64\u57fa\u790e\uff0c\u4f7f\u5f97\u539f\u672c\u53ef\u80fd\u56e0\u6548\u80fd\u554f\u984c\u800c\u4e0d\u53ef\u884c\u7684\u591a\u4ee3\u7406\u5354\u4f5c\u8b8a\u5f97\u66f4\u52a0\u9748\u654f\u548c\u7d93\u6fdf\u53ef\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 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class=\"wp-block-list\">\n<li><strong>\u6aa2\u7d22\u7b56\u7565\u7684\u5169\u96e3<\/strong>\uff1a\u7cbe\u78ba\u6aa2\u7d22\u904e\u6162\uff0c\u800c\u7c97\u7cd9\u6aa2\u7d22\u5247\u6703\u589e\u52a0\u984d\u5916\u7684\u63a8\u7406\u8ca0\u64d4\u3002<\/li>\n\n\n\n<li><strong>KV\u5feb\u53d6\u5229\u7528\u7387\u4f4e\u4e0b<\/strong>\uff1a\u50b3\u7d71\u7684FCFS\u6392\u7a0b\u7b56\u7565\u7121\u6cd5\u9069\u61c9\u4ee3\u7406\u7684\u9593\u6b47\u6027\u5de5\u4f5c\u6a21\u5f0f\uff0c\u5c0e\u81f4GPU\u95dc\u9375\u8cc7\u6e90\u7684\u5de8\u5927\u6d6a\u8cbb\u3002<\/li>\n\n\n\n<li><strong>\u7d1a\u806f\u5ef6\u9072<\/strong>\uff1a\u751f\u6210\u8207\u6aa2\u7d22\u4e4b\u9593\u7684\u540c\u6b65\u4f9d\u8cf4\u5c0e\u81f4\u4e86\u6aa2\u7d22\u505c\u6eef\uff0c\u5176\u5ef6\u9072\u6548\u61c9\u6703\u88ab\u7cfb\u7d71\u6027\u5730\u653e\u5927\u3002<\/li>\n<\/ol>\n\n\n\n<p>SearchAgent-X 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SearchAgent-X \u9019\u6a23\u5c08\u70ba\u4ee3\u7406\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u91cf\u8eab\u6253\u9020\u7684\u63a8\u8ad6\u7cfb\u7d71\uff0c\u4ee3\u8868\u4e86\u9ad8\u6548\u80fdAI\u57fa\u790e\u8a2d\u65bd\u7684\u672a\u4f86\u3002<\/p>\n\n\n\n<p>\u96a8\u8457\u8a72\u5c08\u6848\u7684\u7a0b\u5f0f\u78bc\u5df2\u7d93\u5728 GitHub \u4e0a\u958b\u6e90 <sup><\/sup>\uff0c\u7814\u7a76\u793e\u7fa4\u548c\u696d\u754c\u958b\u767c\u8005\u53ef\u4ee5\u66f4\u65b9\u4fbf\u5730\u5728\u6b64\u57fa\u790e\u4e0a\u9032\u884c\u69cb\u5efa\u3001\u5be6\u9a57\u548c\u5275\u65b0\u3002\u9019\u7121\u7591\u5c07\u52a0\u901f\u65b0\u4e00\u4ee3\u9ad8\u6548\u80fd\u3001\u9ad8\u97ff\u61c9\u6027AI\u4ee3\u7406\u7684\u767c\u5c55\uff0c\u6700\u7d42\u63a8\u52d5\u4eba\u5de5\u667a\u6167\u5728\u66f4\u5ee3\u6cdb\u3001\u66f4\u8907\u96dc\u7684\u5834\u666f\u4e2d\u767c\u63ee\u5176\u6f5b\u529b\u3002\u672a\u4f86\u7684\u7814\u7a76\u53ef\u80fd\u6703\u5c07\u5176\u6838\u5fc3\u539f\u5247\u64f4\u5c55\u5230\u66f4\u591a\u6a23\u5316\u7684\u5de5\u5177\u4f7f\u7528\u5834\u666f\u548c\u66f4\u8907\u96dc\u7684\u591a\u4ee3\u7406\u5354\u4f5c\u6846\u67b6\u4e2d\uff0c\u70ba\u4e00\u500b\u771f\u6b63\u81ea\u4e3b\u548c\u9ad8\u6548\u7684AI\u6642\u4ee3\u5960\u5b9a\u7cfb\u7d71\u57fa\u790e\u3002 <\/p>\n","protected":false},"excerpt":{"rendered":"<p>SearchAgent-X: \u4e92\u52d5\u5f0f\u6280\u8853\u89e3\u6790 SearchAgent-X \u6311\u6230 … <a href=\"https:\/\/ouyangminwei.com\/index.php\/2025\/07\/26\/searchagent-x\/\">\u95b1\u8b80\u5168\u6587 <span class=\"meta-nav\">→<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[],"post_format":[],"class_list":["post-864","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_edit_lock":"1752653115:1","_edit_last":"1","_aioseo_title":"#post_title #separator_sa 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{"id":864,"date":"2025-07-26T01:00:00","date_gmt":"2025-07-26T01:00:00","guid":{"rendered":"https:\/\/ouyangminwei.com\/?p=864"},"modified":"2025-07-16T08:05:06","modified_gmt":"2025-07-16T08:05:06","slug":"searchagent-x","status":"publish","type":"post","link":"https:\/\/ouyangminwei.com\/index.php\/2025\/07\/26\/searchagent-x\/","title":{"rendered":"SearchAgent-X"},"content":{"rendered":"\n\n\n\n \n \n SearchAgent-X: \u4e92\u52d5\u5f0f\u6280\u8853\u89e3\u6790<\/title>\n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/chart.js\"><\/script>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Noto+Sans+TC:wght@400;500;700&display=swap\" rel=\"stylesheet\">\n \n \n \n \n <style>\n body { font-family: 'Noto Sans TC', sans-serif; background-color: #fdfcfb; }\n .chart-container { position: relative; width: 100%; max-width: 500px; margin-left: auto; margin-right: auto; height: 320px; max-height: 400px; }\n @media (min-width: 768px) { .chart-container { height: 360px; } }\n .nav-link.active { color: #854d0e; font-weight: 700; }\n .tab.active { border-color: #854d0e; background-color: #fffbeb; }\n .animated-box { transition: all 0.5s ease-in-out; }\n .fade-in { animation: fadeIn 0.5s ease-in-out forwards; }\n .slide-in { animation: slideIn 0.5s ease-in-out forwards; }\n @keyframes fadeIn { from { opacity: 0; } to { opacity: 1; } }\n @keyframes slideIn { from { opacity: 0; transform: translateY(20px); } to { opacity: 1; transform: translateY(0); } }\n <\/style>\n<\/head>\n<body class=\"text-slate-800\">\n\n <header class=\"sticky top-0 bg-white\/80 backdrop-blur-lg z-50 shadow-sm\">\n <nav class=\"container mx-auto px-4\">\n <div class=\"flex items-center justify-between h-16\">\n <h1 class=\"text-xl font-bold text-amber-900\">SearchAgent-X<\/h1>\n <div class=\"hidden md:flex space-x-8\">\n <a href=\"#problem\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u6311\u6230<\/a>\n <a href=\"#solution\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u89e3\u6c7a\u65b9\u6848<\/a>\n <a href=\"#impact\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u6548\u80fd\u5f71\u97ff<\/a>\n <a href=\"#context\" class=\"nav-link text-slate-600 hover:text-amber-800 transition-colors\">\u5b8f\u89c0\u610f\u7fa9<\/a>\n <\/div>\n <\/div>\n <\/nav>\n <\/header>\n\n <main>\n <section id=\"intro\" class=\"py-20 bg-amber-50\">\n <div class=\"container mx-auto px-4 text-center\">\n <h2 class=\"text-4xl md:text-5xl font-bold text-amber-900 tracking-tight\">\u70ba AI \u4ee3\u7406\u6253\u9020\u4e00\u9846\u66f4\u5f37\u5065\u7684\u300c\u5fc3\u81df\u300d<\/h2>\n <p class=\"mt-4 text-lg text-slate-700 max-w-3xl mx-auto\">SearchAgent-X \u662f\u4e00\u500b\u9ad8\u6548\u7387\u63a8\u8ad6\u6846\u67b6\uff0c\u5b83\u4e26\u975e\u8b93 AI \u66f4\u300c\u8070\u660e\u300d\uff0c\u800c\u662f\u5c08\u6ce8\u65bc\u89e3\u6c7a\u4ee3\u7406\u5f0f\u7cfb\u7d71\u7684\u5e95\u5c64\u6548\u80fd\u74f6\u9838\uff0c\u4f7f\u5176\u300c\u884c\u52d5\u300d\u66f4\u8fc5\u901f\u3001\u8cc7\u6e90\u5229\u7528\u66f4\u9ad8\u6548\u3002<\/p>\n <div class=\"mt-12 grid grid-cols-1 md:grid-cols-2 gap-8 max-w-4xl mx-auto\">\n <div class=\"bg-white p-6 rounded-xl shadow-md\">\n <p class=\"text-sm text-slate-500\">\u7cfb\u7d71\u541e\u5410\u91cf\u63d0\u5347<\/p>\n <p class=\"text-4xl font-bold text-sky-700\">\u9ad8\u9054 3.4 \u500d<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-md\">\n <p class=\"text-sm text-slate-500\">\u7aef\u5230\u7aef\u5ef6\u9072\u964d\u4f4e<\/p>\n <p class=\"text-4xl font-bold text-sky-700\">\u9ad8\u9054 5 \u500d<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"problem\" class=\"py-20\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-16\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u6311\u6230\uff1a\u70ba\u4f55\u73fe\u6709\u7cfb\u7d71\u300c\u6c34\u571f\u4e0d\u670d\u300d\uff1f<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">\u4ee3\u7406\u5f0f\u641c\u5c0b\u7684\u300c\u601d\u8003-\u641c\u5c0b-\u601d\u8003\u300d\u6a21\u5f0f\uff0c\u8207\u70ba\u9023\u7e8c\u751f\u6210\u800c\u512a\u5316\u7684\u50b3\u7d71 LLM \u7cfb\u7d71\u5b58\u5728\u6839\u672c\u6027\u7684\u300c\u5de5\u4f5c\u8ca0\u8f09-\u7cfb\u7d71\u4e0d\u5339\u914d\u300d\uff0c\u5f15\u767c\u4e86\u5169\u5927\u6548\u80fd\u74f6\u9838\u3002<\/p>\n <\/div>\n \n <div class=\"grid md:grid-cols-2 gap-12 items-start\">\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-slate-200\">\n <div class=\"flex items-center gap-4\">\n <span class=\"text-3xl\">\ud83d\udcc9<\/span>\n <h3 class=\"text-xl font-bold\">\u74f6\u9838\u4e00\uff1aKV \u5feb\u53d6\u5229\u7528\u7387\u4f4e\u4e0b<\/h3>\n <\/div>\n <p class=\"mt-4 text-slate-600\">\u5728\u50b3\u7d71\u7684\u300c\u5148\u9032\u5148\u51fa\u300d\u6392\u7a0b\u4e0b\uff0c\u7576\u4ee3\u7406\u66ab\u505c\u53bb\u641c\u5c0b\u5916\u90e8\u8cc7\u8a0a\u6642\uff0c\u5b83\u5728 GPU \u4e2d\u7684\u5bf6\u8cb4\u4e0a\u4e0b\u6587\u5feb\u53d6 (KV Cache) \u6975\u6613\u88ab\u6e05\u9664\u3002\u5f85\u641c\u5c0b\u5b8c\u6210\u5f8c\uff0c\u5feb\u53d6\u9700\u8981\u6602\u8cb4\u7684\u91cd\u7b97\uff0c\u5c0e\u81f4\u9019\u9805\u95dc\u9375\u8cc7\u6e90\u7684\u5229\u7528\u7387\u4f4e\u81f3 7%\uff0c\u9020\u6210\u5de8\u5927\u6d6a\u8cbb\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-slate-200\">\n <div class=\"flex items-center gap-4\">\n <span class=\"text-3xl\">\u23f3<\/span>\n <h3 class=\"text-xl font-bold\">\u74f6\u9838\u4e8c\uff1a\u6aa2\u7d22\u505c\u6eef\u8207\u7d1a\u806f\u5ef6\u9072<\/h3>\n <\/div>\n <p class=\"mt-4 text-slate-600\">\u5728\u6a19\u6e96\u6d41\u7a0b\u4e2d\uff0cLLM \u7684\u751f\u6210\u8207\u5916\u90e8\u8cc7\u8a0a\u6aa2\u7d22\u662f\u540c\u6b65\u7684\u3002\u4e00\u65e6\u9700\u8981\u641c\u5c0b\uff0c\u6a21\u578b\u5c31\u5fc5\u9808\u300c\u505c\u6a5f\u7b49\u5f85\u300d\uff0c\u76f4\u5230\u7d50\u679c\u8fd4\u56de\u3002\u9019\u500b\u7b49\u5f85\u671f\u6703\u5f15\u767c\u300c\u7d1a\u806f\u5ef6\u9072\u300d\uff0c\u5373\u6aa2\u7d22\u904e\u7a0b\u7684\u4efb\u4f55\u5ef6\u9072\u90fd\u6703\u88ab\u653e\u5927\uff0c\u56b4\u91cd\u62d6\u6162\u6574\u9ad4\u53cd\u61c9\u901f\u5ea6\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"solution\" class=\"py-20 bg-sky-50\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u89e3\u6c7a\u65b9\u6848\uff1aSearchAgent-X \u7684\u5169\u5927\u5275\u65b0<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">\u900f\u904e\u5169\u9805\u7cfb\u7d71\u7d1a\u5275\u65b0\uff0cSearchAgent-X \u5f9e\u6839\u672c\u4e0a\u91cd\u5851\u4e86\u4ee3\u7406\u7684\u57f7\u884c\u6d41\u7a0b\u3002\u9ede\u64ca\u4e0b\u65b9\u6a19\u7c64\uff0c\u89c0\u770b\u57f7\u884c\u6d41\u7a0b\u7684\u52d5\u756b\u5c0d\u6bd4\u3002<\/p>\n <\/div>\n\n <div class=\"flex justify-center mb-8\">\n <button id=\"tab-before\" class=\"tab px-6 py-2 font-semibold text-slate-700 border-b-4 transition-colors active\">\u50b3\u7d71\u7cfb\u7d71\u6d41\u7a0b<\/button>\n <button id=\"tab-after\" class=\"tab px-6 py-2 font-semibold text-slate-700 border-b-4 transition-colors\">SearchAgent-X \u6d41\u7a0b<\/button>\n <\/div>\n \n <div id=\"animation-container\" class=\"bg-white p-4 sm:p-8 rounded-2xl shadow-xl border border-slate-200 min-h-[450px]\">\n <div id=\"view-before\" class=\"view\">\n <h3 class=\"text-lg font-bold text-center mb-4 text-red-700\">\u554f\u984c\u91cd\u73fe\uff1a\u540c\u6b65\u7b49\u5f85\u8207\u8cc7\u6e90\u6d6a\u8cbb<\/h3>\n <div class=\"grid grid-cols-1 lg:grid-cols-2 gap-8\">\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">GPU \u57f7\u884c\u7dd2<\/h4>\n <div id=\"gpu-thread-before\" class=\"space-y-2 relative h-64 font-mono text-sm\"><\/div>\n <\/div>\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">\u7cfb\u7d71\u65e5\u8a8c<\/h4>\n <div id=\"log-before\" class=\"space-y-1 text-sm h-64 overflow-y-auto\"><\/div>\n <\/div>\n <\/div>\n <\/div>\n <div id=\"view-after\" class=\"view hidden\">\n <h3 class=\"text-lg font-bold text-center mb-4 text-green-700\">\u512a\u5316\u5c55\u73fe\uff1a\u5e73\u884c\u8655\u7406\u8207\u9ad8\u6548\u5fa9\u7528<\/h3>\n <div class=\"grid grid-cols-1 lg:grid-cols-2 gap-8\">\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">GPU \u57f7\u884c\u7dd2<\/h4>\n <div id=\"gpu-thread-after\" class=\"space-y-2 relative h-64 font-mono text-sm\"><\/div>\n <\/div>\n <div class=\"p-4 bg-slate-50 rounded-lg\">\n <h4 class=\"font-semibold mb-2\">\u7cfb\u7d71\u65e5\u8a8c<\/h4>\n <div id=\"log-after\" class=\"space-y-1 text-sm h-64 overflow-y-auto\"><\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"mt-8 grid md:grid-cols-2 gap-6 text-center\">\n <div class=\"bg-white p-6 rounded-xl\">\n <h4 class=\"font-bold text-sky-800\">\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b<\/h4>\n <p class=\"text-slate-600 mt-2 text-sm\">\u52d5\u614b\u8abf\u6574\u4efb\u52d9\u512a\u5148\u6b0a\uff0c\u8b93\u525b\u5b8c\u6210\u641c\u5c0b\u7684\u8acb\u6c42\u80fd\u7acb\u5373\u8fd4\u56deGPU\uff0c\u6700\u5927\u5316\u5176KV\u5feb\u53d6\u7684\u91cd\u7528\u7387\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl\">\n <h4 class=\"font-bold text-sky-800\">\u975e\u505c\u6eef\u6aa2\u7d22<\/h4>\n <p class=\"text-slate-600 mt-2 text-sm\">\u5c07LLM\u7684\u8a08\u7b97\u8207\u6aa2\u7d22\u7684I\/O\u64cd\u4f5c\u89e3\u8026\uff0c\u8b93\u5169\u8005\u4e26\u884c\u5de5\u4f5c\uff0c\u6709\u6548\u300c\u906e\u7f69\u300d\u6aa2\u7d22\u5ef6\u9072\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"impact\" class=\"py-20\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-16\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u6548\u80fd\u5f71\u97ff\uff1a\u91cf\u5316\u7684\u98db\u8e8d<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">\u5be6\u9a57\u6578\u64da\u8b49\u660e\uff0cSearchAgent-X \u5728\u4e0d\u72a7\u7272\u751f\u6210\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\uff0c\u5be6\u73fe\u4e86\u58d3\u5012\u6027\u7684\u6548\u80fd\u63d0\u5347\u3002\u9019\u4e00\u5207\u7684\u6839\u6e90\u5728\u65bc\u5c0d\u6838\u5fc3\u8cc7\u6e90\u5229\u7528\u7387\u7684\u5de8\u5927\u6539\u5584\u3002<\/p>\n <\/div>\n <div class=\"grid grid-cols-1 md:grid-cols-3 gap-8\">\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-slate-200 flex flex-col items-center\">\n <h3 class=\"text-lg font-bold mb-4\">\u7cfb\u7d71\u541e\u5410\u91cf\u5c0d\u6bd4<\/h3>\n <div class=\"chart-container\"><canvas id=\"throughputChart\"><\/canvas><\/div>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-slate-200 flex flex-col items-center\">\n <h3 class=\"text-lg font-bold mb-4\">\u7aef\u5230\u7aef\u5ef6\u9072\u5c0d\u6bd4<\/h3>\n <div class=\"chart-container\"><canvas id=\"latencyChart\"><\/canvas><\/div>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-slate-200 flex flex-col items-center\">\n <h3 class=\"text-lg font-bold mb-4\">KV \u5feb\u53d6\u5229\u7528\u7387<\/h3>\n <div class=\"chart-container\"><canvas id=\"kvCacheChart\"><\/canvas><\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"context\" class=\"py-20 bg-amber-50\">\n <div class=\"container mx-auto px-4\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold text-amber-900\">\u5b8f\u89c0\u610f\u7fa9\uff1a\u8d85\u8d8a\u641c\u5c0b<\/h2>\n <p class=\"mt-4 text-lg text-slate-600 max-w-3xl mx-auto\">SearchAgent-X \u7684\u8ca2\u737b\u4e0d\u50c5\u662f\u512a\u5316\u641c\u5c0b\uff0c\u5b83\u70ba\u66f4\u5ee3\u6cdb\u7684 AI \u4ee3\u7406\u7814\u7a76\u548c\u61c9\u7528\u5960\u5b9a\u4e86\u5805\u5be6\u7684\u6548\u80fd\u57fa\u790e\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-3 gap-8 max-w-6xl mx-auto\">\n <div class=\"bg-white p-6 rounded-xl shadow-md text-center\">\n <span class=\"text-4xl\">\ud83e\udde0\/\ud83d\udcaa<\/span>\n <h3 class=\"font-bold mt-4 mb-2\">\u5fc3\u667a\u8207\u8ec0\u9ad4\u7684\u4e92\u88dc<\/h3>\n <p class=\"text-sm text-slate-600\">\u5982\u679c\u8aaa\u589e\u5f37\u4ee3\u7406\u898f\u5283\u80fd\u529b\u7684\u7814\u7a76\u662f\u935b\u934a\u300c\u5fc3\u667a\u300d\uff0c\u90a3\u9ebc SearchAgent-X \u5c31\u662f\u5728\u6253\u9020\u4e00\u500b\u5f37\u5065\u7684\u300c\u8ec0\u9ad4\u300d\uff0c\u8b93\u667a\u6167\u7684\u898f\u5283\u80fd\u88ab\u9ad8\u6548\u57f7\u884c\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-md text-center\">\n <span class=\"text-4xl\">\ufffd\ud83e\udd16<\/span>\n <h3 class=\"font-bold mt-4 mb-2\">\u8ce6\u80fd\u8907\u96dc\u591a\u4ee3\u7406\u7cfb\u7d71<\/h3>\n <p class=\"text-sm text-slate-600\">\u5176\u4f4e\u5ef6\u9072\u3001\u9ad8\u541e\u5410\u7684\u80fd\u529b\uff0c\u70ba\u9700\u8981\u983b\u7e41\u6e9d\u901a\u548c\u5354\u4f5c\u7684\u591a\u4ee3\u7406\u7cfb\u7d71\u63d0\u4f9b\u4e86\u6548\u80fd\u4fdd\u969c\uff0c\u4f7f\u5176\u5728\u73fe\u5be6\u4e16\u754c\u4e2d\u7684\u61c9\u7528\u66f4\u70ba\u53ef\u884c\u3002<\/p>\n <\/div>\n <div class=\"bg-white p-6 rounded-xl shadow-md text-center\">\n <span class=\"text-4xl\">\ud83d\udee0\ufe0f<\/span>\n <h3 class=\"font-bold mt-4 mb-2\">\u901a\u7528\u5de5\u5177\u4f7f\u7528\u7684\u6f5b\u529b<\/h3>\n <p class=\"text-sm text-slate-600\">\u5176\u6838\u5fc3\u512a\u5316\u539f\u5247\u53ef\u63a8\u5ee3\u5230\u6240\u6709\u9700\u8981\u8207\u5916\u90e8 API\u3001\u8cc7\u6599\u5eab\u6216\u7a0b\u5f0f\u78bc\u4e92\u52d5\u7684\u300c\u901a\u7528\u5de5\u5177\u4f7f\u7528\u4ee3\u7406\u300d\uff0c\u800c\u4e0d\u50c5\u9650\u65bc\u641c\u5c0b\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n <\/main>\n\n <footer class=\"bg-slate-800 text-white py-8\">\n <div class=\"container mx-auto px-4 text-center text-sm\">\n <p>\u672c\u9801\u9762\u662f\u57fa\u65bc\u5b78\u8853\u8ad6\u6587\u300aDemystifying and Enhancing the Efficiency of Large Language Model Based Search Agents\u300b\u7684\u5167\u5bb9\u5275\u5efa\u7684\u4e92\u52d5\u5f0f\u8996\u89ba\u5316\u5831\u544a\u3002<\/p>\n <p class=\"mt-2 text-slate-400\">\u6240\u6709\u6548\u80fd\u6578\u64da\u5747\u4f86\u6e90\u65bc\u8a72\u8ad6\u6587\u3002\u9019\u662f\u4e00\u500b\u8cc7\u8a0a\u5c55\u793a\u5c08\u6848\uff0c\u975e\u5b98\u65b9\u7522\u54c1\u9801\u9762\u3002<\/p>\n <\/div>\n <\/footer>\n\n <script>\n document.addEventListener('DOMContentLoaded', () => {\n const sections = document.querySelectorAll('main section');\n const navLinks = document.querySelectorAll('.nav-link');\n\n const observerOptions = {\n root: null,\n rootMargin: '0px',\n threshold: 0.5\n };\n\n const observer = new IntersectionObserver((entries, observer) => {\n entries.forEach(entry => {\n if (entry.isIntersecting) {\n navLinks.forEach(link => {\n link.classList.remove('active');\n if (link.getAttribute('href').substring(1) === entry.target.id) {\n link.classList.add('active');\n }\n });\n }\n });\n }, observerOptions);\n\n sections.forEach(section => {\n observer.observe(section);\n });\n\n const throughputData = {\n labels: ['\u50b3\u7d71\u7cfb\u7d71', 'SearchAgent-X'],\n datasets: [{\n label: '\u76f8\u5c0d\u541e\u5410\u91cf',\n data: [1, 3.4],\n backgroundColor: ['#f59e0b', '#0ea5e9'],\n borderColor: ['#d97706', '#0284c7'],\n borderWidth: 1\n }]\n };\n\n new Chart(document.getElementById('throughputChart'), {\n type: 'bar',\n data: throughputData,\n options: {\n responsive: true,\n maintainAspectRatio: false,\n plugins: { legend: { display: false } },\n scales: { y: { beginAtZero: true, title: { display: true, text: '\u76f8\u5c0d\u500d\u6578' } } }\n }\n });\n\n const latencyData = {\n labels: ['\u50b3\u7d71\u7cfb\u7d71', 'SearchAgent-X'],\n datasets: [{\n label: '\u76f8\u5c0d\u5ef6\u9072',\n data: [5, 1],\n backgroundColor: ['#f59e0b', '#0ea5e9'],\n borderColor: ['#d97706', '#0284c7'],\n borderWidth: 1\n }]\n };\n\n new Chart(document.getElementById('latencyChart'), {\n type: 'bar',\n data: latencyData,\n options: {\n responsive: true,\n maintainAspectRatio: false,\n plugins: { legend: { display: false } },\n scales: { y: { beginAtZero: true, title: { display: true, text: '\u76f8\u5c0d\u500d\u6578' } } }\n }\n });\n\n const kvCacheData = {\n labels: ['SearchAgent-X (65%)', '\u50b3\u7d71\u7cfb\u7d71 (7%)', '\u672a\u4f7f\u7528 (28%)'],\n datasets: [{\n label: 'KV \u5feb\u53d6\u5229\u7528\u7387',\n data: [65, 7, 28],\n backgroundColor: ['#0ea5e9', '#f59e0b', '#e5e7eb'],\n hoverOffset: 4\n }]\n };\n \n new Chart(document.getElementById('kvCacheChart'), {\n type: 'doughnut',\n data: kvCacheData,\n options: {\n responsive: true,\n maintainAspectRatio: false,\n plugins: {\n legend: { position: 'top' },\n tooltip: {\n callbacks: {\n label: function(context) {\n let label = context.label || '';\n if (label) {\n label += ': ';\n }\n if (context.parsed !== null) {\n label += context.parsed + '%';\n }\n return label;\n }\n }\n }\n }\n }\n });\n\n const tabBefore = document.getElementById('tab-before');\n const tabAfter = document.getElementById('tab-after');\n const viewBefore = document.getElementById('view-before');\n const viewAfter = document.getElementById('view-after');\n let animationTimeout;\n\n function switchView(viewToShow) {\n clearTimeout(animationTimeout);\n [viewBefore, viewAfter].forEach(v => v.classList.add('hidden'));\n if (viewToShow === 'before') {\n viewBefore.classList.remove('hidden');\n tabBefore.classList.add('active');\n tabAfter.classList.remove('active');\n runBeforeAnimation();\n } else {\n viewAfter.classList.remove('hidden');\n tabAfter.classList.add('active');\n tabBefore.classList.remove('active');\n runAfterAnimation();\n }\n }\n\n tabBefore.addEventListener('click', () => switchView('before'));\n tabAfter.addEventListener('click', () => switchView('after'));\n\n function runBeforeAnimation() {\n const gpu = document.getElementById('gpu-thread-before');\n const log = document.getElementById('log-before');\n gpu.innerHTML = '';\n log.innerHTML = '';\n\n let step = 0;\n const steps = [\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 A \u9032\u5165\uff0c\u958b\u59cb\u751f\u6210...<\/p>`; gpu.innerHTML += `<div id=\"taskA\" class=\"animated-box bg-sky-200 p-2 rounded w-full\">\u4efb\u52d9 A (\u751f\u6210\u4e2d)<\/div>`; },\n () => { log.innerHTML += `<p class=\"fade-in text-red-600\">\u4efb\u52d9 A \u9700\u8981\u641c\u5c0b\uff0c\u66ab\u505c\uff01<\/p>`; document.getElementById('taskA').classList.add('bg-red-200'); document.getElementById('taskA').innerHTML = '\u4efb\u52d9 A (\u7b49\u5f85\u641c\u5c0b)'; },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 B \u9032\u5165\uff0c\u958b\u59cb\u751f\u6210...<\/p>`; gpu.innerHTML += `<div id=\"taskB\" class=\"animated-box bg-green-200 p-2 rounded w-full\">\u4efb\u52d9 B (\u751f\u6210\u4e2d)<\/div>`; },\n () => { log.innerHTML += `<p class=\"fade-in text-red-600\">\u4efb\u52d9 A \u7684 KV Cache \u88ab\u63db\u51fa\uff01<\/p>`; document.getElementById('taskA').classList.add('opacity-50'); document.getElementById('taskA').innerHTML += ' [Cache Discarded]'; },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 B \u5b8c\u6210\u3002<\/p>`; document.getElementById('taskB').remove(); },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 A \u641c\u5c0b\u5b8c\u6210\uff0c\u91cd\u65b0\u6392\u968a...<\/p>`; },\n () => { log.innerHTML += `<p class=\"fade-in text-red-600\">\u4efb\u52d9 A \u91cd\u65b0\u9032\u5165\uff0c\u9700\u91cd\u7b97 Cache...<\/p>`; document.getElementById('taskA').classList.remove('opacity-50'); document.getElementById('taskA').classList.add('bg-orange-200'); document.getElementById('taskA').innerHTML = '\u4efb\u52d9 A (\u91cd\u7b97 Cache + \u751f\u6210)'; },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 A \u5b8c\u6210\u3002<\/p>`; document.getElementById('taskA').remove(); }\n ];\n\n function nextStep() {\n if (step < steps.length) {\n steps[step]();\n step++;\n animationTimeout = setTimeout(nextStep, 1500);\n }\n }\n nextStep();\n }\n\n function runAfterAnimation() {\n const gpu = document.getElementById('gpu-thread-after');\n const log = document.getElementById('log-after');\n gpu.innerHTML = '';\n log.innerHTML = '';\n\n let step = 0;\n const steps = [\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 A \u9032\u5165\uff0c\u958b\u59cb\u751f\u6210...<\/p>`; gpu.innerHTML += `<div id=\"taskA-after\" class=\"animated-box bg-sky-200 p-2 rounded w-full\">\u4efb\u52d9 A (\u751f\u6210\u4e2d)<\/div>`; },\n () => { log.innerHTML += `<p class=\"fade-in text-green-600\">\u4efb\u52d9 A \u89f8\u767c\u975e\u540c\u6b65\u641c\u5c0b...<\/p>`; document.getElementById('taskA-after').innerHTML = '\u4efb\u52d9 A (\u767c\u8d77\u641c\u5c0b)'; },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 B \u9032\u5165\uff0cGPU \u4e26\u884c\u8655\u7406...<\/p>`; document.getElementById('taskA-after').classList.add('w-1\/2', 'float-left'); gpu.innerHTML += `<div id=\"taskB-after\" class=\"animated-box bg-green-200 p-2 rounded w-1\/2 float-right\">\u4efb\u52d9 B (\u751f\u6210\u4e2d)<\/div>`; log.innerHTML += `<p class=\"fade-in text-green-600\">GPU \u5229\u7528\u7387 100%<\/p>`; },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 A \u641c\u5c0b\u5b8c\u6210\uff0c\u512a\u5148\u6b0a\u63d0\u5347\uff01<\/p>`; },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 B \u66ab\u505c\uff0c\u4efb\u52d9 A \u7acb\u5373\u6062\u5fa9\uff01<\/p>`; document.getElementById('taskB-after').classList.add('opacity-50'); document.getElementById('taskA-after').classList.remove('w-1\/2', 'float-left'); document.getElementById('taskA-after').classList.add('w-full', 'bg-sky-300'); document.getElementById('taskA-after').innerHTML = '\u4efb\u52d9 A (\u6062\u5fa9\u751f\u6210, Cache \u547d\u4e2d!)'; },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 A \u5b8c\u6210\u3002<\/p>`; document.getElementById('taskA-after').remove(); },\n () => { log.innerHTML += `<p class=\"fade-in\">\u4efb\u52d9 B \u6062\u5fa9\u751f\u6210\u4e26\u5b8c\u6210\u3002<\/p>`; document.getElementById('taskB-after').remove(); }\n ];\n\n function nextStep() {\n if (step < steps.length) {\n steps[step]();\n step++;\n animationTimeout = setTimeout(nextStep, 1500);\n }\n }\n nextStep();\n }\n\n switchView('before');\n });\n <\/script>\n<\/body>\n<\/html>\n\n\n\n\n\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u7ae0\uff1a\u4ee3\u7406\u5f0f\u641c\u5c0b\u7684\u8208\u8d77\u8207\u6548\u7387\u7684\u8feb\u5207\u9700\u6c42<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u5f9e\u975c\u614b\u641c\u5c0b\u5230\u52d5\u614b\u4ee3\u7406\u7684\u6f14\u9032<\/h3>\n\n\n\n<p>\u8cc7\u8a0a\u6aa2\u7d22\u7684\u7bc4\u5f0f\u6b63\u5728\u7d93\u6b77\u4e00\u5834\u6df1\u523b\u7684\u8b8a\u9769\u3002\u6578\u5341\u5e74\u4f86\uff0c\u50b3\u7d71\u7684\u7db2\u8def\u641c\u5c0b\u5f15\u64ce\u4ee5\u5176\u95dc\u9375\u5b57\u5339\u914d\u7684\u6a21\u5f0f\uff0c\u4e3b\u5c0e\u4e86\u6578\u4f4d\u8cc7\u8a0a\u7684\u7372\u53d6\u65b9\u5f0f <sup><\/sup>\u3002\u9019\u4e9b\u7cfb\u7d71\u900f\u904e\u4e09\u500b\u57fa\u672c\u6d41\u7a0b\u904b\u4f5c\uff1a\u722c\u87f2\uff08crawling\uff09\u7cfb\u7d71\u6027\u5730\u767c\u73fe\u548c\u6536\u96c6\u7db2\u8def\u5167\u5bb9\uff0c\u7d22\u5f15\uff08indexing\uff09\u5c0d\u5167\u5bb9\u9032\u884c\u5206\u6790\u548c\u7d44\u7e54\u4ee5\u4fbf\u5feb\u901f\u6aa2\u7d22\uff0c\u4ee5\u53ca\u6392\u5e8f\uff08ranking\uff09\u6839\u64da\u76f8\u95dc\u6027\u5448\u73fe\u7d50\u679c <sup><\/sup>\u3002\u5118\u7ba1\u9019\u9805\u6280\u8853\u66fe\u662f\u9769\u547d\u6027\u7684\uff0c\u4f46\u9762\u5c0d\u65e5\u76ca\u8907\u96dc\u3001\u9700\u8981\u7d30\u7dfb\u7406\u89e3\u548c\u8cc7\u8a0a\u7d9c\u5408\u7684\u591a\u9762\u5411\u67e5\u8a62\u6642\uff0c\u5176\u5c40\u9650\u6027\u4e5f\u6108\u767c\u660e\u986f <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u96a8\u8457\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u548c\u786c\u9ad4\u80fd\u529b\u7684\u98db\u8e8d\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u4f5c\u70ba\u4f7f\u7528\u8005\u804a\u5929\u6a5f\u5668\u4eba\u51fa\u73fe\uff0c\u4ee3\u8868\u4e86\u8cc7\u8a0a\u6aa2\u7d22\u7684\u6700\u65b0\u9032\u5c55 <sup><\/sup>\u3002\u9019\u4e9b\u7cfb\u7d71\u8d85\u8d8a\u4e86\u7c21\u55ae\u7684\u95dc\u9375\u5b57\u5339\u914d\uff0c\u80fd\u5920\u9032\u884c\u5c0d\u8a71\u5f0f\u4e92\u52d5\u548c\u751f\u6210\u77e5\u8b58\u589e\u5f37\u7684\u56de\u61c9\u3002\u7136\u800c\uff0c\u4e00\u500b\u66f4\u5148\u9032\u7684\u5178\u7bc4\u2014\u2014 <\/p>\n\n\n\n<p><strong>\u57fa\u65bc\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u641c\u5c0b\u4ee3\u7406\uff08LLM-based search agents\uff09\u6216\u7a31\u4ee3\u7406\u5f0f\u6df1\u5ea6\u7814\u7a76\u7cfb\u7d71\uff08Agentic Deep Research systems\uff09<\/strong>\u2014\u2014\u5df2\u7d93\u6210\u70ba\u7576\u524d\u7684\u524d\u6cbf\u9818\u57df <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u9019\u4e9b\u4ee3\u7406\u7cfb\u7d71\u7684\u6838\u5fc3\u7279\u5fb5\u5728\u65bc\u5176\u52d5\u614b\u6027\u3002\u5b83\u5011\u80fd\u5920\u5c07\u8907\u96dc\u7684\u4efb\u52d9\u5206\u89e3\u70ba\u4e00\u7cfb\u5217\u6b65\u9a5f\uff0c\u4e26\u5728\u6574\u500b\u751f\u6210\u904e\u7a0b\u4e2d\uff0c\u5c07\u81ea\u4e3b\u63a8\u7406\uff08reasoning\uff09\u8207\u8cc7\u8a0a\u6aa2\u7d22\uff08retrieval\uff09\u4ea4\u932f\u9032\u884c <sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u4ee3\u7406\u4e0d\u518d\u9075\u5faa\u56fa\u5b9a\u7684\u7ba1\u7dda\uff0c\u800c\u662f\u53ef\u4ee5\u6839\u64da\u5176\u6301\u7e8c\u9032\u884c\u7684\u300c\u601d\u8003\u300d\u904e\u7a0b\uff0c\u81ea\u4e3b\u6c7a\u5b9a <\/p>\n\n\n\n<p><strong>\u4f55\u6642<\/strong>\u4ee5\u53ca<strong>\u6aa2\u7d22\u4f55\u7a2e<\/strong>\u8cc7\u8a0a <sup><\/sup>\u3002\u9019\u7a2e\u81ea\u4e3b\u63a8\u7406\u3001\u6309\u9700\u641c\u5c0b\u548c\u8fed\u4ee3\u5f0f\u8cc7\u8a0a\u7d9c\u5408\u7684\u52d5\u614b\u53cd\u994b\u8ff4\u8def\uff0c\u6975\u5927\u5730\u63d0\u5347\u4e86\u751f\u6210\u56de\u61c9\u7684\u54c1\u8cea\u8207\u6df1\u5ea6\uff0c\u4f7f\u5176\u80fd\u5920\u8655\u7406\u50b3\u7d71\u65b9\u6cd5\u96e3\u4ee5\u61c9\u5c0d\u7684\u8907\u96dc\u67e5\u8a62 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u7bc4\u5f0f\u6f14\u9032\u4e5f\u9ad4\u73fe\u5728\u300c\u641c\u5c0b\u4ee3\u7406\u300d\uff08Search Agent\uff09\u4e00\u8a5e\u8a9e\u7fa9\u7684\u6839\u672c\u6027\u8f49\u8b8a\u4e2d\u3002\u5728\u50b3\u7d71\u7684\u4eba\u5de5\u667a\u6167\u9818\u57df\uff0c\u8a72\u8853\u8a9e\u901a\u5e38\u6307\u4ee3\u5728\u4e00\u500b\u660e\u78ba\u5b9a\u7fa9\u7684\u72c0\u614b\u7a7a\u9593\u4e2d\u5c0b\u627e\u8def\u5f91\u7684\u53e4\u5178\u6f14\u7b97\u6cd5\uff0c\u4f8b\u5982\u6df1\u5ea6\u512a\u5148\u641c\u5c0b\uff08DFS\uff09\u6216A*\u641c\u5c0b <sup><\/sup>\u3002\u9019\u4e9b\u6f14\u7b97\u6cd5\u7684\u4efb\u52d9\u662f\u5728\u4e00\u500b\u5df2\u77e5\u7684\u5716\u7d50\u69cb\u4e2d\u627e\u5230\u4e00\u689d\u6700\u4f73\u8def\u5f91\u3002\u7136\u800c\uff0c\u5728\u7576\u4ee3LLM\u7684\u80cc\u666f\u4e0b\uff0c\u300c\u641c\u5c0b\u4ee3\u7406\u300d\u63cf\u8ff0\u7684\u662f\u4e00\u500b\u622a\u7136\u4e0d\u540c\u7684\u3001\u66f4\u70ba\u8907\u96dc\u7684\u5be6\u9ad4\uff1a\u4e00\u500b\u80fd\u5920\u5728\u958b\u653e\u4e16\u754c\u4e2d\u81ea\u4e3b\u898f\u5283\u3001\u63a8\u7406\u4e26\u52d5\u614b\u5408\u6210\u8cc7\u8a0a\u7684\u7cfb\u7d71 <sup><\/sup>\u3002\u9019\u7a2e\u5f9e\u78ba\u5b9a\u6027\u8def\u5f91\u5c0b\u627e\u5230\u975e\u78ba\u5b9a\u6027\u8cc7\u8a0a\u63a2\u7d22\u7684\u8f49\u8b8a\uff0c\u4e0d\u50c5\u51f8\u986f\u4e86AI\u80fd\u529b\u7684\u5de8\u5927\u98db\u8e8d\uff0c\u4e5f\u5f9e\u6839\u672c\u4e0a\u6539\u8b8a\u4e86\u7cfb\u7d71\u6240\u9762\u81e8\u7684\u6311\u6230\uff0c\u4f7f\u6548\u80fd\u8207\u6548\u7387\u6210\u70ba\u4e00\u500b\u9060\u6bd4\u904e\u53bb\u66f4\u70ba\u56f0\u96e3\u4e14\u95dc\u9375\u7684\u554f\u984c\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u6982\u5ff5\u91d0\u6e05\uff1a\u8b58\u5225 SearchAgent-X \u6846\u67b6<\/h3>\n\n\n\n<p>\u5728\u6df1\u5165\u63a2\u8a0e\u4e4b\u524d\uff0c\u9032\u884c\u7cbe\u78ba\u7684\u6982\u5ff5\u91d0\u6e05\u81f3\u95dc\u91cd\u8981\u3002\u672c\u6b21\u5206\u6790\u7684\u7126\u9ede\u662f\u540d\u70ba <strong>SearchAgent-X<\/strong> \u7684<strong>\u9ad8\u6548\u7387\u63a8\u8ad6\u6846\u67b6\uff08high-efficiency inference framework\uff09<\/strong>\uff0c\u8a72\u6846\u67b6\u7531 Tiannuo 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mismatch\uff09**\u3002\u9019\u4e9b\u7cfb\u7d71\u70ba\u9023\u7e8c\u3001\u4e0d\u9593\u65b7\u7684\u9577\u5e8f\u5217\u751f\u6210\u4efb\u52d9\u9032\u884c\u4e86\u9ad8\u5ea6\u512a\u5316\uff0c\u4f46\u4ee3\u7406\u5f0f\u641c\u5c0b\u7684\u300c\u8d70\u8d70\u505c\u505c\u300d\uff08stop-and-go\uff09\u7684\u4e92\u52d5\u6a21\u5f0f\uff0c\u6070\u6070\u6253\u7834\u4e86\u9019\u4e9b\u7cfb\u7d71\u7684\u8a2d\u8a08\u5047\u8a2d\uff0c\u5f9e\u800c\u5f15\u767c\u4e86\u56b4\u91cd\u7684\u7cfb\u7d71\u7d1a\u6548\u7387\u554f\u984c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2.1 \u4e0d\u7576\u6392\u7a0b\u8207 KV \u5feb\u53d6\u5229\u7528\u7387\u4f4e\u4e0b<\/h4>\n\n\n\n<p>\u73fe\u4ee3LLM\u670d\u52d9\u7cfb\u7d71\u7684\u6838\u5fc3\u6548\u7387\u4f86\u6e90\u4e4b\u4e00\u662f<strong>\u9375\u503c\u5feb\u53d6\uff08Key-Value Cache, KV Cache\uff09<\/strong>\u3002\u8a72\u6a5f\u5236\u6703\u5132\u5b58\u5148\u524d\u751f\u6210 token \u7684\u6ce8\u610f\u529b\u72c0\u614b\uff08\u9375\u548c\u503c\uff09\uff0c\u4ee5\u907f\u514d\u5728\u751f\u6210\u5f8c\u7e8c token \u6642\u91cd\u8907\u8a08\u7b97\uff0c\u5f9e\u800c\u5927\u5e45\u63d0\u5347\u6548\u7387 <sup><\/sup>\u3002\u5c0d\u65bc\u641c\u5c0b\u4ee3\u7406\u800c\u8a00\uff0c\u7531\u65bc\u5728\u591a\u6b21\u6aa2\u7d22\u4e4b\u9593\uff0c\u63d0\u793a\uff08prompt\uff09\u7684\u7d55\u5927\u90e8\u5206\u524d\u7db4\u662f\u91cd\u8907\u7684\uff0c\u56e0\u6b64\u524d\u7db4\u5feb\u53d6\uff08prefix caching\uff09\u6280\u8853\u5c24\u5176\u91cd\u8981 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u554f\u984c\u51fa\u5728\u6392\u7a0b\u7b56\u7565\u4e0a\u3002\u6a19\u6e96\u7cfb\u7d71\u666e\u904d\u63a1\u7528**\u5148\u9032\u5148\u51fa\uff08First-Come-First-Serve, FCFS\uff09**\u7684\u6392\u7a0b\u7b56\u7565 <sup><\/sup>\u3002\u9019\u7a2e\u7b56\u7565\u5c0d\u65bc\u4ee3\u7406\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u662f\u707d\u96e3\u6027\u7684\u3002\u7576\u4e00\u500b\u8acb\u6c42\u56e0\u70ba\u9700\u8981\u9032\u884c\u5916\u90e8\u8cc7\u8a0a\u6aa2\u7d22\u800c\u66ab\u505c\u751f\u6210\u6642\uff0c\u5b83\u6703\u88ab\u8996\u70ba\u4e00\u500b\u66ab\u6642\u7a7a\u9592\u7684\u4efb\u52d9\u3002\u5982\u679c\u6b64\u6642GPU\u8cc7\u6e90\u7dca\u5f35\uff0c\u8a72\u8acb\u6c42\u7684\u4e0a\u4e0b\u6587\uff08\u5305\u62ec\u5176\u5bf6\u8cb4\u7684KV\u5feb\u53d6\uff09\u5f88\u53ef\u80fd\u6703\u88ab\u5f9eGPU\u8a18\u61b6\u9ad4\u4e2d\u63db\u51fa\uff0c\u4ee5\u4fbf\u70ba\u5176\u4ed6\u6b63\u5728\u904b\u884c\u7684\u8acb\u6c42\u9a30\u51fa\u7a7a\u9593\u3002\u7576\u6aa2\u7d22\u5b8c\u6210\u5f8c\uff0c\u8a72\u8acb\u6c42\u9700\u8981\u91cd\u65b0\u6392\u968a\u7b49\u5f85\u9032\u5165GPU\uff0c\u4e26\u4e14\u5176KV\u5feb\u53d6\u5f88\u53ef\u80fd\u9700\u8981\u5f9e\u982d\u958b\u59cb\u91cd\u65b0\u8a08\u7b97\u3002 <\/p>\n\n\n\n<p>\u9019\u500b\u904e\u7a0b\u5c0e\u81f4\u4e86GPU\u4e2d\u4e00\u9805\u6700\u95dc\u9375\u7684\u8cc7\u6e90\u2014\u2014KV\u5feb\u53d6\u2014\u2014\u7684<strong>\u56b4\u91cd\u5229\u7528\u7387\u4f4e\u4e0b<\/strong>\u3002\u7814\u7a76\u986f\u793a\uff0c\u5728\u6a19\u6e96\u6846\u67b6\u4e0b\uff0cKV\u5feb\u53d6\u7684\u5229\u7528\u7387\u53ef\u80fd\u4f4e\u81f30.07 <sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u572893%\u7684\u6642\u9593\u88e1\uff0c\u70baKV\u5feb\u53d6\u5206\u914d\u7684\u6602\u8cb4GPU\u8a18\u61b6\u9ad4\u8655\u65bc\u9592\u7f6e\u6216\u88ab\u6d6a\u8cbb\u5728\u7121\u6548\u7684\u91cd\u7b97\u4e0a\u3002\u9019\u4e0d\u50c5\u662f\u5de8\u5927\u7684\u8cc7\u6e90\u6d6a\u8cbb\uff0c\u4e5f\u76f4\u63a5\u9650\u5236\u4e86\u7cfb\u7d71\u7684\u6574\u9ad4\u541e\u5410\u91cf\u3002 <\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2.2 \u6aa2\u7d22\u505c\u6eef\u8207\u7d1a\u806f\u5ef6\u9072<\/h4>\n\n\n\n<p>\u53e6\u4e00\u500b\u81f4\u547d\u7684\u7f3a\u9677\u6e90\u65bcLLM\u751f\u6210\u8207\u8cc7\u8a0a\u6aa2\u7d22\u4e4b\u9593\u7dca\u5bc6\u7684<strong>\u540c\u6b65\u8026\u5408\uff08synchronous coupling\uff09<\/strong>\u3002\u5728\u6a19\u6e96\u6d41\u7a0b\u4e2d\uff0c\u7576LLM\u6c7a\u5b9a\u9700\u8981\u5916\u90e8\u8cc7\u8a0a\u6642\uff0c\u5b83\u5fc5\u9808\u5b8c\u5168\u505c\u6b62\u751f\u6210\uff0c\u9032\u5165\u7b49\u5f85\u72c0\u614b\uff0c\u76f4\u5230\u6aa2\u7d22\u904e\u7a0b\uff08\u53ef\u80fd\u6d89\u53ca\u7db2\u8def\u8acb\u6c42\u3001\u8cc7\u6599\u5eab\u67e5\u8a62\u7b49\uff09\u5b8c\u5168\u7d50\u675f\u4e26\u8fd4\u56de\u7d50\u679c\u5f8c\uff0c\u624d\u80fd\u5c07\u65b0\u8cc7\u8a0a\u62fc\u63a5\u5230\u4e0a\u4e0b\u6587\u4e2d\u4e26\u6062\u5fa9\u751f\u6210 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u9019\u500b\u7b49\u5f85\u671f\u88ab\u7a31\u70ba<strong>\u6aa2\u7d22\u505c\u6eef\uff08retrieval stall\uff09<\/strong>\u3002\u7814\u7a76\u4eba\u54e1\u6307\u51fa\uff0c\u9019\u7a2e\u505c\u6eef\u6703\u5f15\u767c**\u7d1a\u806f\u5ef6\u9072\uff08cascading latency\uff09**\u7684\u73fe\u8c61 <sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u6aa2\u7d22\u6b65\u9a5f\u4e2d\u7684\u4efb\u4f55\u5fae\u5c0f\u5ef6\u9072\uff0c\u5176\u5c0d\u6700\u7d42\u7aef\u5230\u7aef\u56de\u61c9\u6642\u9593\u7684\u5f71\u97ff\u4e26\u975e\u7c21\u55ae\u7684\u7dda\u6027\u758a\u52a0\uff0c\u800c\u662f\u6703\u88ab\u653e\u5927\u3002\u4f8b\u5982\uff0c\u4e00\u500b100\u6beb\u79d2\u7684\u6aa2\u7d22\u5ef6\u9072\uff0c\u53ef\u80fd\u6703\u56e0\u70ba\u6392\u7a0b\u958b\u92b7\u3001\u4e0a\u4e0b\u6587\u5207\u63db\u4ee5\u53ca\u7ba1\u7dda\u4e2d\u65b7\u7b49\u56e0\u7d20\uff0c\u6700\u7d42\u5c0e\u81f4\u7e3d\u56de\u61c9\u6642\u9593\u589e\u52a0\u9060\u8d85100\u6beb\u79d2\u3002\u9019\u7a2e\u6548\u61c9\u4f7f\u5f97\u6574\u500b\u7cfb\u7d71\u5c0d\u6aa2\u7d22\u5ef6\u9072\u8b8a\u5f97\u6975\u5ea6\u654f\u611f <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u50c5\u50c5\u512a\u5316\u6aa2\u7d22\u6f14\u7b97\u6cd5\u672c\u8eab\u662f\u4e0d\u5920\u7684\u3002\u8981\u5f9e\u6839\u672c\u4e0a\u89e3\u6c7a\u554f\u984c\uff0c\u5fc5\u9808\u6253\u7834\u751f\u6210\u8207\u6aa2\u7d22\u4e4b\u9593\u7684\u540c\u6b65\u4f9d\u8cf4\u95dc\u4fc2\uff0c\u9019\u4e5f\u6b63\u662f SearchAgent-X \u63d0\u51fa\u300c\u975e\u505c\u6eef\u6aa2\u7d22\u300d\u6a5f\u5236\u7684\u76f4\u63a5\u52d5\u6a5f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u7ae0\uff1aSearchAgent-X \u6846\u67b6\uff1a\u67b6\u69cb\u8207\u6838\u5fc3\u6a5f\u5236<\/h2>\n\n\n\n<p>\u70ba\u4e86\u89e3\u6c7a\u524d\u8ff0\u7684\u6548\u80fd\u74f6\u9838\uff0c\u7814\u7a76\u5718\u968a\u8a2d\u8a08\u4e86 SearchAgent-X\u3002\u5b83\u4e26\u975e\u4e00\u500b\u65b0\u7684\u8a9e\u8a00\u6a21\u578b\uff0c\u800c\u662f\u4e00\u500b\u9ad8\u6548\u7387\u7684\u63a8\u8ad6\u6846\u67b6\uff0c\u65e8\u5728\u900f\u904e\u7cfb\u7d71\u5c64\u7d1a\u7684\u512a\u5316\uff0c\u5e73\u6ed1\u5730\u5354\u8abfLLM\u7684\u81ea\u4e3b\u63a8\u7406\u8207\u5916\u90e8\u8cc7\u8a0a\u6aa2\u7d22\uff0c\u5f9e\u800c\u6700\u5927\u5316\u4ee3\u7406\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u7684\u7aef\u5230\u7aef\u57f7\u884c\u6548\u7387 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6574\u9ad4\u7cfb\u7d71\u67b6\u69cb<\/h3>\n\n\n\n<p>SearchAgent-X \u7684\u6838\u5fc3\u8a2d\u8a08\u7406\u5ff5\u662f\u5c07\u63a8\u7406\u8207\u6aa2\u7d22\u5728**\u6b0a\u6756\u751f\u6210\u5c64\u7d1a\uff08token generation level\uff09**\u9032\u884c\u7dca\u5bc6\u6574\u5408\u8207\u89e3\u8026\u3002\u7cfb\u7d71\u67b6\u69cb\u570d\u7e5e\u4e00\u500b\u975e\u540c\u6b65\u7684\u3001\u4e8b\u4ef6\u9a45\u52d5\u7684\u6d41\u7a0b\u69cb\u5efa <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u5728\u904b\u4f5c\u6642\uff0c\u7cfb\u7d71\u6703\u9010\u4e00\u76e3\u63a7LLM\u751f\u6210\u7684\u6bcf\u500b\u6b0a\u6756\u3002\u7576\u6a21\u578b\u8f38\u51fa\u7279\u5b9a\u7684**\u7279\u6b8a\u6a19\u7c64\uff08special tags\uff09**\u6642\uff0c\u4f8b\u5982 <code><search><\/code> \u6216 <code><answer><\/code>\uff0c\u7cfb\u7d71\u6703\u5c07\u5176\u89e3\u8b80\u70ba\u63a7\u5236\u4fe1\u865f <sup><\/sup>\u3002\u4e00\u65e6\u6aa2\u6e2c\u5230 <\/p>\n\n\n\n<p><code><search><\/code> \u6a19\u7c64\uff0c\u8868\u793aLLM\u8a8d\u70ba\u7576\u524d\u9700\u8981\u5916\u90e8\u77e5\u8b58\uff0c\u7cfb\u7d71\u4fbf\u6703\u89f8\u767c\u6aa2\u7d22\u5668\uff08Retriever\uff09\u3002<\/p>\n\n\n\n<p>\u95dc\u9375\u5728\u65bc\uff0c\u9019\u500b\u89f8\u767c\u904e\u7a0b\u662f<strong>\u975e\u540c\u6b65\u7684\uff08asynchronous\uff09<\/strong>\u3002\u7cfb\u7d71\u6703\u7acb\u5373\u555f\u52d5\u4e00\u500b\u57fa\u65bcANN\u7684\u9ad8\u53ec\u56de\u7387\u6aa2\u7d22\u4efb\u52d9\uff0c\u4f46\u4e3b\u63a8\u8ad6\u6d41\u7a0b\u4e0d\u5fc5\u56e0\u6b64\u800c\u5f37\u5236\u505c\u6b62 <sup><\/sup>\u3002\u9019\u7a2e\u8a2d\u8a08\u5f9e\u6839\u672c\u4e0a\u6539\u8b8a\u4e86\u50b3\u7d71\u7684\u300c\u601d\u8003-\u505c\u6b62-\u641c\u5c0b-\u6062\u5fa9\u300d\u7684\u9806\u5e8f\u4f9d\u8cf4\u6a21\u5f0f\uff0c\u8f49\u800c\u63a1\u7528\u4e00\u7a2e\u66f4\u9748\u6d3b\u7684\u300c\u601d\u8003-\u767c\u8d77\u641c\u5c0b-\u7e7c\u7e8c\u601d\u8003-\u6574\u5408\u7d50\u679c\u300d\u7684\u4e26\u884c\u6a21\u5f0f\u3002\u9019\u7a2e\u67b6\u69cb\u4e0a\u7684\u8f49\u8b8a\uff0c\u70ba\u5176\u5169\u5927\u6838\u5fc3\u5275\u65b0\u2014\u2014\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b\u548c\u975e\u505c\u6eef\u6aa2\u7d22\u2014\u2014\u5960\u5b9a\u4e86\u57fa\u790e\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u6838\u5fc3\u5275\u65b0\u4e00\uff1a\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b (Priority-Aware Scheduling)<\/h3>\n\n\n\n<p>\u70ba\u4e86\u61c9\u5c0d\u6a19\u6e96FCFS\u6392\u7a0b\u7b56\u7565\u5c0e\u81f4\u7684KV\u5feb\u53d6\u5229\u7528\u7387\u4f4e\u4e0b\u7684\u554f\u984c\uff0cSearchAgent-X\u5f15\u5165\u4e86\u4e00\u7a2e\u52d5\u614b\u7684\u3001\u5177\u5099\u512a\u5148\u6b0a\u611f\u77e5\u7684\u6392\u7a0b\u5668 <sup><\/sup>\u3002\u9019\u500b\u6392\u7a0b\u5668\u7684\u6838\u5fc3\u76ee\u6a19\u975e\u5e38\u660e\u78ba\uff1a <\/p>\n\n\n\n<p><strong>\u6700\u5927\u5316KV\u5feb\u53d6\u7684\u91cd\u7528\u7387\uff08KV-cache reuse\uff09<\/strong> <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u8207\u7c21\u55ae\u5730\u6309\u8acb\u6c42\u5230\u9054\u9806\u5e8f\u8655\u7406\u4e0d\u540c\uff0c\u8a72\u6392\u7a0b\u5668\u6703\u6839\u64da\u6bcf\u500b\u8acb\u6c42\u7684<strong>\u5373\u6642\u72c0\u614b<\/strong>\u4f86\u52d5\u614b\u8abf\u6574\u5176\u512a\u5148\u6b0a\u3002\u5b83\u6703\u6536\u96c6\u4e26\u5206\u6790\u4e00\u7cfb\u5217\u5373\u6642\u6307\u6a19\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6aa2\u7d22\u8a08\u6578\uff08retrieval count\uff09<\/strong>\uff1a\u4e00\u500b\u8acb\u6c42\u5df2\u7d93\u57f7\u884c\u4e86\u591a\u5c11\u6b21\u6aa2\u7d22\u3002<\/li>\n\n\n\n<li><strong>\u7b49\u5f85\u6642\u9593\uff08waiting time\uff09<\/strong>\uff1a\u4e00\u500b\u8acb\u6c42\u5f9e\u6aa2\u7d22\u5b8c\u6210\u5230\u7b49\u5f85\u91cd\u65b0\u9032\u5165GPU\u57f7\u884c\u7684\u6642\u9593 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u900f\u904e\u9019\u4e9b\u6307\u6a19\uff0c\u6392\u7a0b\u5668\u80fd\u5920\u667a\u6167\u5730\u505a\u51fa\u6c7a\u7b56\u3002\u4f8b\u5982\uff0c\u4e00\u500b\u525b\u525b\u5b8c\u6210\u6aa2\u7d22\u3001\u6e96\u5099\u597d\u6062\u5fa9\u751f\u6210\u7684\u8acb\u6c42\uff0c\u6703\u88ab\u8ce6\u4e88\u8f03\u9ad8\u7684\u512a\u5148\u6b0a\u3002\u9019\u6a23\u505a\u7684\u76ee\u7684\u662f\u70ba\u4e86\u8b93\u5b83\u80fd\u76e1\u5feb\u56de\u5230GPU\u4e0a\u57f7\u884c\uff0c\u5f9e\u800c\u6700\u5927\u5316\u5176KV\u5feb\u53d6\u4ecd\u7136\u300c\u6d3b\u8e8d\u300d\uff08hot\uff09\u5728GPU\u8a18\u61b6\u9ad4\u4e2d\u7684\u6a5f\u7387\u3002\u900f\u904e\u512a\u5148\u8655\u7406\u9019\u4e9b\u300c\u6e96\u5099\u5c31\u7dd2\u300d\u7684\u8acb\u6c42\uff0c\u7cfb\u7d71\u53ef\u4ee5\u6709\u6548\u907f\u514d\u56e0\u4e0a\u4e0b\u6587\u88ab\u63db\u51fa\u800c\u5c0e\u81f4\u7684\u6602\u8cb4\u91cd\u7b97\uff0c\u5f9e\u800c\u986f\u8457\u63d0\u5347GPU\u8cc7\u6e90\u7684\u5229\u7528\u6548\u7387\u548c\u6574\u9ad4\u7cfb\u7d71\u541e\u5410\u91cf <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u6838\u5fc3\u5275\u65b0\u4e8c\uff1a\u975e\u505c\u6eef\u6aa2\u7d22 (Non-Stall Retrieval)<\/h3>\n\n\n\n<p>\u975e\u505c\u6eef\u6aa2\u7d22\u662f SearchAgent-X \u70ba\u89e3\u6c7a\u6aa2\u7d22\u505c\u6eef\u548c\u7d1a\u806f\u5ef6\u9072\u554f\u984c\u800c\u8a2d\u8a08\u7684\u95dc\u9375\u6a5f\u5236\u3002\u5b83\u662f\u4e00\u7a2e\u81ea\u9069\u61c9\u6a5f\u5236\uff0c\u65e8\u5728\u5141\u8a31LLM\u7684\u751f\u6210\u904e\u7a0b\u5728\u6aa2\u7d22\u9032\u884c\u6642<strong>\u4e0d\u5fc5\u4e0d\u5fc5\u8981\u5730\u7b49\u5f85<\/strong> <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7576\u4e00\u500b\u6aa2\u7d22\u4efb\u52d9\u88ab\u975e\u540c\u6b65\u89f8\u767c\u5f8c\uff0cLLM\u7684\u751f\u6210\u904e\u7a0b\u53ef\u4ee5\u7e7c\u7e8c\u9032\u884c\u3002\u7cfb\u7d71\u63a1\u7528\u4e86\u4e00\u7a2e**\u81ea\u9069\u61c9\u641c\u5c0b\u7d42\u6b62\uff08adaptive search termination\uff09**\u6a5f\u5236 <sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u7cfb\u7d71\u4e0d\u5fc5\u7b49\u5f85\u6574\u500b\u6aa2\u7d22\u904e\u7a0b\u5b8c\u5168\u7d50\u675f\u3002\u4f8b\u5982\uff0c\u7cfb\u7d71\u53ef\u4ee5\u5728\u6aa2\u7d22\u8fd4\u56de\u90e8\u5206\u9ad8\u54c1\u8cea\u7d50\u679c\u5f8c\uff0c\u5c31\u5c07\u9019\u4e9b\u7d50\u679c\u63d0\u4f9b\u7d66LLM\uff0c\u6216\u8005\u5141\u8a31LLM\u5728\u7b49\u5f85\u6aa2\u7d22\u7d50\u679c\u7684\u540c\u6642\uff0c\u7e7c\u7e8c\u751f\u6210\u4e00\u4e9b\u63a8\u6e2c\u6027\u7684\u3001\u4e0d\u4f9d\u8cf4\u5916\u90e8\u77e5\u8b58\u7684\u6b0a\u6756\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u8a2d\u8a08\u6709\u6548\u5730\u5c07LLM\u7684**\u8a08\u7b97\u5bc6\u96c6\u578b\uff08compute-bound\uff09<strong>\u4efb\u52d9\u8207\u6aa2\u7d22\u5668\u7684<\/strong>I\/O\u5bc6\u96c6\u578b\uff08I\/O-bound\uff09**\u4efb\u52d9\u89e3\u8026\uff0c\u4f7f\u5f97\u5169\u8005\u53ef\u4ee5\u4e26\u884c\u5de5\u4f5c\u3002GPU\u53ef\u4ee5\u6301\u7e8c\u9032\u884c\u6b0a\u6756\u751f\u6210\uff0c\u800cCPU\u548c\u7db2\u8def\u5247\u5728\u5f8c\u53f0\u8655\u7406\u6aa2\u7d22\u8acb\u6c42\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u6aa2\u7d22\u6240\u9700\u7684\u6642\u9593\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u88abLLM\u7684\u751f\u6210\u904e\u7a0b\u6240\u300c\u906e\u7f69\u300d\uff08mask\uff09\uff0c\u5f9e\u800c\u6975\u5927\u5730\u6e1b\u5c11\u4e86\u6aa2\u7d22\u505c\u6eef\u6642\u9593\uff0c\u907f\u514d\u4e86\u7d1a\u806f\u5ef6\u9072\u7684\u767c\u751f <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u9019\u7a2e\u9ad8\u5ea6\u4e26\u884c\u7684\u67b6\u69cb\u4e5f\u6697\u793a\u4e86\u4e00\u500b\u91cd\u8981\u7684\u8da8\u52e2\uff1a\u9ad8\u6548\u80fdAI\u7cfb\u7d71\u7684\u767c\u5c55\u8d8a\u4f86\u8d8a\u4f9d\u8cf4\u65bc\u6a21\u578b\u8207\u63a8\u8ad6\u7cfb\u7d71\u4e4b\u9593\u7684<strong>\u5354\u540c\u8a2d\u8a08\uff08co-design\uff09<\/strong>\u3002LLM\u5fc5\u9808\u88ab\u9069\u7576\u5730\u63d0\u793a\uff08prompted\uff09\u6216\u5fae\u8abf\uff08fine-tuned\uff09\uff0c\u624d\u80fd\u5b78\u6703\u5728\u6070\u7576\u7684\u6642\u6a5f\u751f\u6210 <code><search><\/code> \u9019\u985e\u63a7\u5236\u6a19\u7c64\uff0c\u4ee5\u5145\u5206\u5229\u7528\u5e95\u5c64\u63a8\u8ad6\u6846\u67b6\u7684\u512a\u5316\u80fd\u529b\u3002\u9019\u8868\u660e SearchAgent-X \u4e26\u975e\u4e00\u500b\u5b8c\u5168\u8207\u6a21\u578b\u7121\u95dc\u7684\u300c\u5373\u63d2\u5373\u7528\u300d\u66ff\u4ee3\u54c1\uff0c\u800c\u662f\u4ee3\u8868\u4e86\u4e00\u7a2e\u6a21\u578b\u8207\u7cfb\u7d71\u8edf\u786c\u9ad4\u6df1\u5ea6\u6574\u5408\u7684\u767c\u5c55\u65b9\u5411\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u7ae0\uff1a\u91cf\u5316\u5f71\u97ff\uff1a\u6548\u80fd\u512a\u5316\u8207\u8a55\u4f30<\/h2>\n\n\n\n<p>SearchAgent-X \u7684\u8a2d\u8a08\u4e0d\u50c5\u5728\u7406\u8ad6\u4e0a\u5177\u6709\u5275\u65b0\u6027\uff0c\u5176\u5728\u5be6\u969b\u6548\u80fd\u4e0a\u7684\u63d0\u5347\u4e5f\u5f97\u5230\u4e86\u5927\u91cf\u5be6\u9a57\u7684\u9a57\u8b49\u3002\u5be6\u9a57\u7d50\u679c\u8868\u660e\uff0c\u8a72\u6846\u67b6\u5728\u4e0d\u72a7\u7272\u751f\u6210\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\uff0c\u986f\u8457\u8d85\u8d8a\u4e86\u73fe\u6709\u7684\u9802\u5c16\u57fa\u7dda\u7cfb\u7d71 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u6548\u80fd\u589e\u76ca\u7e3d\u7d50<\/h3>\n\n\n\n<p>\u5728\u8207\u5305\u62ec vLLM \u548c\u6a19\u6e96HNSW\uff08\u4e00\u7a2e\u6d41\u884c\u7684ANN\u6f14\u7b97\u6cd5\uff09\u6aa2\u7d22\u5728\u5167\u7684\u57fa\u7dda\u7cfb\u7d71\u7684\u5c0d\u6bd4\u6e2c\u8a66\u4e2d\uff0cSearchAgent-X \u5728\u591a\u500b\u95dc\u9375\u6307\u6a19\u4e0a\u5747\u53d6\u5f97\u4e86\u58d3\u5012\u6027\u7684\u512a\u52e2\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7cfb\u7d71\u541e\u5410\u91cf (Throughput)<\/strong>\uff1a\u5728\u8655\u7406\u4ee3\u7406\u5f0f\u641c\u5c0b\u5de5\u4f5c\u8ca0\u8f09\u6642\uff0cSearchAgent-X \u5be6\u73fe\u4e86\u9ad8\u9054 <strong>3.4 \u500d<\/strong>\u7684\u7cfb\u7d71\u541e\u5410\u91cf\u63d0\u5347 \u3002\u9019\u610f\u5473\u8457\u5728\u76f8\u540c\u7684\u6642\u9593\u5167\uff0c\u8a72\u7cfb\u7d71\u80fd\u5920\u8655\u7406\u7684\u7528\u6236\u8acb\u6c42\u6578\u91cf\u662f\u50b3\u7d71\u7cfb\u7d71\u7684\u4e09\u500d\u4ee5\u4e0a\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7aef\u5230\u7aef\u5ef6\u9072 (Latency)<\/strong>\uff1a\u5c0d\u65bc\u55ae\u500b\u8acb\u6c42\u7684\u56de\u61c9\u6642\u9593\uff0cSearchAgent-X \u5be6\u73fe\u4e86\u9ad8\u9054 <strong>5 \u500d<\/strong>\u7684\u964d\u4f4e \u3002\u9019\u76f4\u63a5\u8f49\u5316\u70ba\u66f4\u5feb\u7684\u7528\u6236\u9ad4\u9a57\uff0c\u5c24\u5176\u5c0d\u65bc\u9700\u8981\u591a\u8f2a\u4e92\u52d5\u7684\u8907\u96dc\u67e5\u8a62\uff0c\u9019\u7a2e\u5ef6\u9072\u7684\u964d\u4f4e\u6548\u679c\u5c24\u70ba\u986f\u8457\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u751f\u6210\u54c1\u8cea (Generation Quality)<\/strong>\uff1a\u6700\u70ba\u95dc\u9375\u7684\u4e00\u9ede\u662f\uff0c\u4e0a\u8ff0\u5de8\u5927\u7684\u6548\u80fd\u63d0\u5347\u4e26\u975e\u4ee5\u72a7\u7272\u54c1\u8cea\u70ba\u4ee3\u50f9\u3002\u5be6\u9a57\u8b49\u660e\uff0cSearchAgent-X \u7684\u751f\u6210\u54c1\u8cea\u8207\u63a1\u7528\u901f\u5ea6\u7de9\u6162\u4f46\u7d50\u679c\u7cbe\u78ba\u7684**\u7cbe\u78ba\u6aa2\u7d22\uff08exact retrieval\uff09**\u65b9\u6cd5\u7684\u4ee3\u7406\u7cfb\u7d71\u4fdd\u6301\u5728\u540c\u4e00\u9ad8\u6c34\u6e96 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u6548\u80fd\u63d0\u5347\u7684\u6839\u672c\u539f\u56e0\uff1aKV \u5feb\u53d6\u5229\u7528\u7387<\/h3>\n\n\n\n<p>\u541e\u5410\u91cf\u548c\u5ef6\u9072\u662f\u6700\u7d42\u7684\u7d50\u679c\u6307\u6a19\uff0c\u5b83\u5011\u544a\u8a34\u6211\u5011\u7cfb\u7d71\u300c\u8b8a\u5f97\u591a\u5feb\u300d\uff0c\u4f46\u66f4\u6df1\u5c64\u6b21\u7684\u554f\u984c\u662f\u300c\u70ba\u4ec0\u9ebc\u6703\u8b8a\u5feb\u300d\u3002SearchAgent-X \u6548\u80fd\u98db\u8e8d\u7684\u6839\u672c\u9a45\u52d5\u529b\u5728\u65bc\u5176\u5c0dGPU\u6838\u5fc3\u8cc7\u6e90\u2014\u2014KV\u5feb\u53d6\u2014\u2014\u7684\u6975\u81f4\u5229\u7528\u3002<\/p>\n\n\n\n<p>\u5be6\u9a57\u8cc7\u6599\u63ed\u793a\u4e86\u4e00\u500b\u9a5a\u4eba\u7684\u5c0d\u6bd4\uff1a\u900f\u904e\u5176\u512a\u5148\u6b0a\u611f\u77e5\u6392\u7a0b\u6a5f\u5236\uff0cSearchAgent-X \u5c07LLM\u7684 <strong>KV\u5feb\u53d6\u5229\u7528\u7387\u5f9e\u57fa\u7dda\u7cfb\u7d71\u7684\u7d04 0.07 \u63d0\u5347\u5230\u4e86 0.65<\/strong> <sup><\/sup>\u3002\u9019\u662f\u4e00\u500b\u63a5\u8fd1 <\/p>\n\n\n\n<p><strong>\u4e5d\u500d<\/strong>\u7684\u63d0\u5347\u3002\u9019\u500b\u6578\u5b57\u76f4\u89c0\u5730\u8b49\u660e\u4e86\u50b3\u7d71\u6392\u7a0b\u7b56\u7565\u5728\u61c9\u5c0d\u4ee3\u7406\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u6642\u7684\u908f\u8f2f\u7f3a\u9677\u3002\u4e00\u500b\u50c5\u67097%\u5229\u7528\u7387\u7684\u8cc7\u6e90\u610f\u5473\u8457\u5de8\u5927\u7684\u6d6a\u8cbb\u3002SearchAgent-X \u900f\u904e\u667a\u6167\u6392\u7a0b\uff0c\u6210\u529f\u5730\u5c07\u9019\u9805\u5bf6\u8cb4\u7684GPU\u8a18\u61b6\u9ad4\u8cc7\u6e90\u6301\u7e8c\u5730\u3001\u6709\u6548\u5730\u5229\u7528\u8d77\u4f86\uff0c\u5f9e\u800c\u6d88\u9664\u4e86\u56e0\u4e0a\u4e0b\u6587\u91cd\u7b97\u6240\u5e36\u4f86\u7684\u5927\u91cf\u7121\u6548\u8a08\u7b97\uff0c\u9019\u624d\u662f\u5176\u541e\u5410\u91cf\u5f97\u4ee5\u5927\u5e45\u63d0\u5347\u7684\u6839\u672c\u539f\u56e0\u3002\u9019\u4e5f\u8868\u660e\uff0c\u7576\u524dLLM\u7cfb\u7d71\u7684\u74f6\u9838\u4e0d\u50c5\u5728\u65bc\u539f\u59cb\u8a08\u7b97\u80fd\u529b\uff0c\u66f4\u5728\u65bc\u6392\u7a0b\u908f\u8f2f\u8207\u5de5\u4f5c\u8ca0\u8f09\u7684\u9069\u914d\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u6548\u80fd\u5c0d\u6bd4\u8868<\/h3>\n\n\n\n<p>\u70ba\u4e86\u66f4\u76f4\u89c0\u5730\u5c55\u793a SearchAgent-X \u7684\u6548\u80fd\u512a\u52e2\uff0c\u4ee5\u4e0b\u8868\u683c\u532f\u7e3d\u4e86\u5176\u8207\u57fa\u7dda\u7cfb\u7d71\u7684\u95dc\u9375\u6307\u6a19\u5c0d\u6bd4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u6307\u6a19<\/td><td>\u57fa\u7dda\u7cfb\u7d71<\/td><td>SearchAgent-X \u7684\u6548\u80fd\u8868\u73fe<\/td><td>\u8cc7\u6599\u4f86\u6e90<\/td><\/tr><\/thead><tbody><tr><td><strong>\u7cfb\u7d71\u541e\u5410\u91cf<\/strong><\/td><td>vLLM \u642d\u914d HNSW \u6aa2\u7d22<\/td><td>\u9ad8\u9054 <strong>3.4 \u500d<\/strong><\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong>\u7aef\u5230\u7aef\u5ef6\u9072<\/strong><\/td><td>vLLM \u642d\u914d HNSW \u6aa2\u7d22<\/td><td>\u964d\u4f4e\u81f3 <strong>1\/5<\/strong> (5\u500d\u66f4\u4f4e)<\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong>LLM KV\u5feb\u53d6\u5229\u7528\u7387<\/strong><\/td><td>\u6a19\u6e96 FCFS \u6392\u7a0b\u5668<\/td><td>\u5f9e <strong>~0.07<\/strong> \u63d0\u5347\u81f3 <strong>~0.65<\/strong><\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong>\u751f\u6210\u54c1\u8cea<\/strong><\/td><td>\u63a1\u7528\u7cbe\u78ba\u6aa2\u7d22\u7684\u7cfb\u7d71<\/td><td>\u4fdd\u6301\u5728\u540c\u7b49\u9ad8\u54c1\u8cea\u6c34\u6e96<\/td><td><sup><\/sup><\/td><\/tr><tr><td><strong><em>\u88681\uff1aSearchAgent-X \u8207\u57fa\u7dda\u7cfb\u7d71\u7684\u6548\u80fd\u8a55\u4f30\u532f\u7e3d\u3002<\/em><\/strong><\/td><td><\/td><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u7ae0\uff1a\u5728\u66f4\u5ee3\u95ca\u7684AI\u7248\u5716\u4e2d\u5b9a\u4f4d SearchAgent-X<\/h2>\n\n\n\n<p>\u8981\u5168\u9762\u7406\u89e3 SearchAgent-X \u7684\u50f9\u503c\uff0c\u9700\u8981\u5c07\u5176\u7f6e\u65bc\u66f4\u5ee3\u95ca\u7684\u4eba\u5de5\u667a\u6167\u7814\u7a76\u7248\u5716\u4e2d\u9032\u884c\u8003\u5bdf\u3002\u5b83\u7684\u8ca2\u737b\u4e0d\u5728\u65bc\u5275\u9020\u66f4\u300c\u8070\u660e\u300d\u7684\u4ee3\u7406\uff0c\u800c\u5728\u65bc\u70ba\u9019\u4e9b\u4ee3\u7406\u63d0\u4f9b\u4e00\u500b\u66f4\u300c\u5f37\u5065\u300d\u7684\u57f7\u884c\u8ec0\u9ad4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u63a8\u8ad6\u6548\u7387 vs. \u4ee3\u7406\u898f\u5283\uff1a\u5fc3\u667a\u8207\u8ec0\u9ad4\u7684\u4e8c\u5206\u6cd5<\/h3>\n\n\n\n<p>\u7576\u524d\u7684\u4ee3\u7406\u7814\u7a76\u9818\u57df\u5b58\u5728\u4e00\u500b\u660e\u986f\u7684\u5206\u91ce\uff0c\u53ef\u4ee5\u6bd4\u55bb\u70ba\u300c\u5fc3\u667a\u300d\uff08Mind\uff09\u8207\u300c\u8ec0\u9ad4\u300d\uff08Body\uff09\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u300c\u5fc3\u667a\u300d\u7814\u7a76<\/strong>\uff1a\u9019\u985e\u7814\u7a76\u5c08\u6ce8\u65bc\u63d0\u5347\u4ee3\u7406\u7684\u8a8d\u77e5\u80fd\u529b\uff0c\u5373\u5176\u63a8\u7406\u3001\u898f\u5283\u548c\u6c7a\u7b56\u7684\u667a\u6167\u6c34\u6e96\u3002\u4f8b\u5982\uff0c\u50cf MindSearch\u3001SearchExpert \u9019\u6a23\u7684\u6846\u67b6\uff0c\u81f4\u529b\u65bc\u7814\u7a76\u5982\u4f55\u5c07\u8907\u96dc\u67e5\u8a62\u5206\u89e3\u70ba\u66f4\u5c0f\u7684\u5b50\u554f\u984c\uff0c\u6216\u5229\u7528\u5f37\u5316\u5b78\u7fd2\u4f86\u512a\u5316\u4ee3\u7406\u7684\u641c\u5c0b\u7b56\u7565\uff0c\u4ee5\u671f\u627e\u5230\u66f4\u9ad8\u54c1\u8cea\u7684\u7b54\u6848 \u3002SRSA \u6846\u67b6\u5247\u7814\u7a76\u5982\u4f55\u6839\u64da\u4e0d\u540c\u7684\u67e5\u8a62\u985e\u578b\uff0c\u667a\u6167\u5730\u8def\u7531\u5230\u4e0d\u540c\u7684\u641c\u5c0b\u7b56\u7565 \u3002\u9019\u4e9b\u5de5\u4f5c\u7684\u76ee\u6a19\u662f\u8b93\u4ee3\u7406\u7684\u300c\u601d\u8003\u904e\u7a0b\u300d\u66f4\u6709\u6548\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u300c\u8ec0\u9ad4\u300d\u7814\u7a76<\/strong>\uff1aSearchAgent-X \u5247\u662f\u300c\u8ec0\u9ad4\u300d\u7814\u7a76\u7684\u5178\u7bc4\u3002\u5b83\u4e0d\u95dc\u5fc3\u4ee3\u7406\u7684\u898f\u5283\u662f\u597d\u662f\u58de\uff0c\u800c\u662f\u5c08\u6ce8\u65bc\u70ba\u4efb\u4f55\u7d66\u5b9a\u7684\u898f\u5283\u63d0\u4f9b\u4e00\u500b\u6700\u9ad8\u6548\u7684\u57f7\u884c\u57fa\u5e95\u3002\u5b83\u7684\u76ee\u6a19\u662f\u8b93\u4ee3\u7406\u7684\u300c\u884c\u52d5\u300d\u66f4\u8fc5\u901f\u3001\u66f4\u7bc0\u7701\u8cc7\u6e90\u3002\u6b63\u5982\u7814\u7a76\u4e2d\u6240\u63d0\u5230\u7684\uff0cSearchAgent-X \u5f15\u5165\u4e86\u300c\u81ea\u9069\u61c9\u641c\u5c0b\u6df1\u5ea6\u63a7\u5236\u300d\uff0c\u4ee5\u512a\u5316\u641c\u5c0b\u7684\u5ee3\u5ea6\u8207\u8a08\u7b97\u6548\u7387\u4e4b\u9593\u7684\u5e73\u8861\uff0c\u9019\u662f\u5f9e\u57f7\u884c\u5c64\u9762\u9032\u884c\u7684\u512a\u5316 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u5169\u8005\u4e26\u975e\u7af6\u722d\u95dc\u4fc2\uff0c\u800c\u662f\u4e92\u88dc\u7684\u3002\u4e00\u500b\u898f\u5283\u80fd\u529b\u518d\u5f37\u5927\u7684\u300c\u5fc3\u667a\u300d\uff0c\u5982\u679c\u904b\u884c\u5728\u4e00\u500b\u7de9\u6162\u3001\u4f4e\u6548\u7684\u300c\u8ec0\u9ad4\u300d\u4e0a\uff0c\u5176\u50f9\u503c\u4e5f\u7121\u6cd5\u9ad4\u73fe\u3002\u53cd\u4e4b\uff0c\u4e00\u500b\u884c\u52d5\u518d\u8fc5\u901f\u7684\u300c\u8ec0\u9ad4\u300d\uff0c\u5982\u679c\u7f3a\u4e4f\u667a\u6167\u7684\u300c\u5fc3\u667a\u300d\u5f15\u5c0e\uff0c\u4e5f\u53ea\u662f\u5728\u76f2\u76ee\u5730\u6d6a\u8cbb\u8a08\u7b97\u8cc7\u6e90\u3002SearchAgent-X \u7684\u8ca2\u737b\u5728\u65bc\uff0c\u5b83\u70ba\u4ee3\u7406\u7814\u7a76\u4e2d\u76f8\u5c0d\u88ab\u5ffd\u8996\u4f46\u81f3\u95dc\u91cd\u8981\u7684\u300c\u8ec0\u9ad4\u300d\u90e8\u5206\uff0c\u63d0\u4f9b\u4e86\u4e00\u500b\u5f37\u6709\u529b\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u8907\u96dc\u591a\u4ee3\u7406\u7cfb\u7d71\u7684\u8ce6\u80fd\u8005<\/h3>\n\n\n\n<p>SearchAgent-X \u7684\u512a\u5316\u539f\u5247\u5c0d\u65bc\u672a\u4f86\u66f4\u8907\u96dc\u7684**\u591a\u4ee3\u7406\u7cfb\u7d71\uff08Multi-agent systems\uff09**\u5177\u6709\u6df1\u9060\u7684\u610f\u7fa9\u3002\u5728\u591a\u4ee3\u7406\u7cfb\u7d71\u4e2d\uff0c\u591a\u500b\u5c08\u9580\u5316\u7684\u4ee3\u7406\u9700\u8981\u900f\u904e\u5354\u8abf\u3001\u6e9d\u901a\u3001\u76e3\u7763\u548c\u4efb\u52d9\u4ea4\u63a5\u4f86\u5354\u540c\u89e3\u6c7a\u4e00\u500b\u66f4\u5b8f\u5927\u7684\u554f\u984c <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u7cfb\u7d71\u7684\u4e92\u52d5\u6a21\u5f0f\u9060\u6bd4\u55ae\u4e00\u4ee3\u7406\u66f4\u70ba\u8907\u96dc\uff0c\u5176\u5c0d\u5ef6\u9072\u548c\u6548\u7387\u7684\u8981\u6c42\u4e5f\u5448\u6307\u6578\u7d1a\u589e\u9577\u3002\u6bcf\u4e00\u6b21\u4ee3\u7406\u4e4b\u9593\u7684\u6e9d\u901a\u548c\u4efb\u52d9\u4ea4\u63a5\uff0c\u90fd\u53ef\u80fd\u6210\u70ba\u4e00\u500b\u6f5b\u5728\u7684\u6548\u80fd\u74f6\u9838\u3002SearchAgent-X \u6240\u63d0\u4f9b\u7684\u4f4e\u5ef6\u9072\u548c\u9ad8\u541e\u5410\u91cf\u80fd\u529b\uff0c\u53ef\u4ee5\u70ba\u9019\u985e\u901a\u8a0a\u5bc6\u96c6\u7684\u8907\u96dc\u67b6\u69cb\u63d0\u4f9b\u4e00\u500b\u5805\u5be6\u7684\u5e95\u5c64\u57fa\u790e\uff0c\u4f7f\u5f97\u539f\u672c\u53ef\u80fd\u56e0\u6548\u80fd\u554f\u984c\u800c\u4e0d\u53ef\u884c\u7684\u591a\u4ee3\u7406\u5354\u4f5c\u8b8a\u5f97\u66f4\u52a0\u9748\u654f\u548c\u7d93\u6fdf\u53ef\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 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\u7684\u547d\u540d\u548c\u8a2d\u8a08\u521d\u8877\u662f\u70ba\u4e86\u89e3\u6c7a\u300c\u641c\u5c0b\u300d\u4ee3\u7406\u7684\u6548\u7387\u554f\u984c\uff0c\u4f46\u5176\u6838\u5fc3\u512a\u5316\u601d\u60f3\u5177\u6709\u66f4\u5ee3\u6cdb\u7684\u9069\u7528\u6027\u3002\u5176\u89e3\u6c7a\u7684\u554f\u984c\u672c\u8cea\u4e0a\u662f\u5982\u4f55\u9ad8\u6548\u5730\u5354\u8abfLLM\u7684\u5167\u90e8\u63a8\u7406\u8207\u5c0d\u5916\u90e8\u4e16\u754c\u7684<strong>I\/O\u64cd\u4f5c<\/strong>\u3002<\/p>\n\n\n\n<p>\u300c\u6aa2\u7d22\u505c\u6eef\u300d\u53ea\u662f\u300c\u5de5\u5177\u4f7f\u7528\u505c\u6eef\u300d\u7684\u4e00\u500b\u7279\u4f8b\u3002\u4efb\u4f55\u9700\u8981LLM\u8207\u5916\u90e8API\u4e92\u52d5\u3001\u67e5\u8a62\u8cc7\u6599\u5eab\u3001\u57f7\u884c\u7a0b\u5f0f\u78bc\u6216\u64cd\u4f5c\u5176\u4ed6\u5de5\u5177\u7684\u4ee3\u7406\uff0c\u90fd\u6703\u9762\u81e8\u540c\u6a23\u7684\u540c\u6b65\u7b49\u5f85\u548c\u6548\u80fd\u74f6\u9838\u554f\u984c\u3002\u56e0\u6b64\uff0cSearchAgent-X 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