{"id":3204,"date":"2026-03-11T16:15:23","date_gmt":"2026-03-11T08:15:23","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3204"},"modified":"2026-03-11T16:15:23","modified_gmt":"2026-03-11T08:15:23","slug":"rag-pipelines%e8%bf%9b%e5%85%a5%e7%a7%92%e7%ba%a7%e6%97%b6%e4%bb%a3%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%90%91%e9%87%8f%e6%a3%80%e7%b4%a2gpu%e6%8e%a8%e7%90%86%e4%b8%80%e4%bd%93%e5%8c%96","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3204","title":{"rendered":"RAG pipelines\u8fdb\u5165\u79d2\u7ea7\u65f6\u4ee3\uff1a\u661f\u5b87\u667a\u7b97\u5411\u91cf\u68c0\u7d22+GPU\u63a8\u7406\u4e00\u4f53\u5316\u6a21\u677f\u8ba9Agent\u5b9e\u65f6\u5bf9\u8bdd"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773216923_9e6529.png\" alt=\"RAG pipelines\u8fdb\u5165\u79d2\u7ea7\u65f6\u4ee3\uff1a\u661f\u5b87\u667a\u7b97\u5411\u91cf\u68c0\u7d22+GPU\u63a8\u7406\u4e00\u4f53\u5316\u6a21\u677f\u8ba9Agent\u5b9e\u65f6\u5bf9\u8bdd\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201cAgentic AI \u4e0d\u662f\u6a21\u578b\u95ee\u9898\uff0c\u800c\u662f\u6570\u636e\u5e73\u53f0\u95ee\u9898\u3002\u201d<br \/>\n\u2014\u2014 \u4e0a\u5468 LinkedIn \u4e00\u7bc7 2.3k \u70b9\u8d5e\u7684\u5e16\u5b50\u628a RAG \u7684\u906e\u7f9e\u5e03\u4e00\u628a\u6380\u5f00\uff1a\u518d\u806a\u660e\u7684 LLM\uff0c\u53ea\u8981\u53ec\u56de\u73af\u8282\u6389\u94fe\u5b50\uff0c\u5bf9\u8bdd\u4f53\u9a8c\u5c31\u77ac\u95f4\u201c\u667a\u969c\u201d\u3002\u5e16\u5b50\u4e0b\u9762 300 \u591a\u6761\u8ba8\u8bba\uff0c\u6838\u5fc3\u77db\u76fe\u51fa\u5947\u4e00\u81f4\uff1a<strong>CPU \u505a\u5411\u91cf\u53ec\u56de\u3001GPU \u505a\u6587\u672c\u751f\u6210\uff0c\u4e2d\u95f4\u9694\u7740 200 ms \u4ee5\u4e0a\u7684\u8de8\u7f51\u7edc\u5ef6\u8fdf\uff0cAgent \u600e\u4e48\u505a\u5b9e\u65f6\u51b3\u7b56\uff1f<\/strong><\/p>\n<\/blockquote>\n<h2>\u4f20\u7edf\u65b9\u6848\uff1aCPU-GPU \u63a5\u529b\u8d5b\uff0c200 ms \u7684\u201c\u6b7b\u4ea1\u5ef6\u8fdf\u201d<\/h2>\n<p>\u8fc7\u53bb\u5341\u4e8c\u4e2a\u6708\uff0c\u4e1a\u754c\u628a RAG \u73a9\u51fa\u4e86\u82b1\uff1a\u591a\u8def\u53ec\u56de\u3001\u91cd\u6392\u3001\u6df7\u5408\u68c0\u7d22\u3001\u7a00\u758f-\u7a20\u5bc6\u53cc\u7f16\u7801\u2026\u2026\u4f46\u7aef\u5230\u7aef\u5ef6\u8fdf\u59cb\u7ec8\u5361\u5728 200 ms \u4e0a\u4e0b\u3002\u539f\u56e0\u5f88\u7b80\u5355\u2014\u2014<\/p>\n<ol>\n<li>\u5411\u91cf\u5e93\u90e8\u7f72\u5728 CPU \u8282\u70b9\uff0cFaiss Index \u5403\u5185\u5b58\u4e0d\u5403\u6838\uff0cGPU \u95f2\u7740\uff1b  <\/li>\n<li>\u5927\u6a21\u578b\u63a8\u7406\u653e\u5728 GPU \u4e91\u4e3b\u673a\uff0c\u7b49\u5f85\u53ec\u56de\u7ed3\u679c\u65f6\u518d\u8de8\u673a\u623f\u62c9\u6570\u636e\uff1b  <\/li>\n<li>\u7f51\u7edc\u4e00\u8df3 2\uff5e3 ms\uff0c\u5e8f\u5217\u5316\u3001\u53cd\u5e8f\u5217\u5316\u3001KV \u7f13\u5b58\u62f7\u8d1d\u518d\u5403\u6389\u767e\u6beb\u79d2\u3002<\/li>\n<\/ol>\n<p><strong>\u7ed3\u679c\uff1a\u7528\u6237\u6bcf\u6572\u4e00\u6b21\u56de\u8f66\uff0c\u90fd\u8981\u7b49 Agent\u201c\u7728\u4e24\u4e0b\u773c\u201d\u624d\u56de\u7b54\uff0c\u4f53\u9a8c\u611f\u76f4\u7ebf\u4e0b\u964d\u3002<\/strong><\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u4e00\u7ad9\u5f0f\uff1aCUDA-accelerated Faiss \u4e0e 70B \u63a8\u7406\u540c\u8282\u70b9\uff0c\u5ef6\u8fdf\u538b\u5230 20 ms<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u628a\u201c\u5411\u91cf\u68c0\u7d22 + \u5927\u6a21\u578b\u63a8\u7406\u201d\u585e\u8fdb\u540c\u4e00\u53f0 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u8282\u70b9\uff0c\u7528 NVSwitch \u6253\u901a GPU \u76f4\u8fde\uff0c\u8ba9\u6570\u636e\u5f85\u5728\u663e\u5b58\u91cc\u5c31\u80fd\u5b8c\u6210\u201c\u53ec\u56de\u2014\u91cd\u6392\u2014\u751f\u6210\u201d\u5168\u94fe\u8def\uff1a<\/p>\n<ul>\n<li>CUDA-accelerated Faiss 1.7.4\uff1aIndexFlat\u3001IVF1024\u3001HNSW \u5168\u90e8 GPU \u5316\uff0c\u5355\u5361 A100 10 \u4ebf 768 \u7ef4\u5411\u91cf QPS 1200+\uff0cP99 \u5ef6\u8fdf 6 ms\uff1b  <\/li>\n<li>Llama-3-70B-Inference\uff1aTensor-Parallel=4\uff0c\u663e\u5b58 KV-Cache \u9884\u5206\u914d\uff0c\u9996 token \u5ef6\u8fdf 12 ms\uff1b  <\/li>\n<li>\u7edf\u4e00\u663e\u5b58\u6c60\uff1a\u53ec\u56de\u7ed3\u679c\u4ee5 CUDA pointer \u5f62\u5f0f\u76f4\u4f20\u63a8\u7406\u6846\u67b6\uff0c\u96f6\u62f7\u8d1d\u3001\u96f6\u5e8f\u5217\u5316\u3002<\/li>\n<\/ul>\n<p><strong>\u7aef\u5230\u7aef\u5ef6\u8fdf = 6 ms\uff08\u53ec\u56de\uff09 + 12 ms\uff08\u751f\u6210\u9996 token\uff09 + 2 ms\uff08\u7f51\u7edc\uff09 = 20 ms\uff0c<\/strong> \u6bd4\u4f20\u7edf\u67b6\u6784\u5feb 10 \u500d\uff0cAgent \u7ec8\u4e8e\u80fd\u201c\u79d2\u56de\u201d\u3002<\/p>\n<h2>\u5b9e\u6218\uff1a10 \u4ebf\u7ea7\u5411\u91cf\u5e93 + Llama-3-70B\uff0c\u538b\u6d4b\u62a5\u544a\u516c\u5f00<\/h2>\n<p>\u6211\u4eec\u5728\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u542f\u52a8 8\u00d7A100 80 GB \u7684 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \u5b9e\u4f8b\uff0c\u9884\u7f6e 10 \u4ebf\u6761\u91d1\u878d\u7814\u62a5\u5411\u91cf\uff08768 dim\uff0cL2-Normalized\uff09\uff0c\u5e76\u7528 512 \u5e76\u53d1\u5ba2\u6237\u7aef\u6301\u7eed\u704c\u6d41\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u6570\u503c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5e73\u5747 QPS<\/td>\n<td>1280<\/td>\n<\/tr>\n<tr>\n<td>P99 \u5ef6\u8fdf<\/td>\n<td>19 ms<\/td>\n<\/tr>\n<tr>\n<td>GPU \u663e\u5b58\u5360\u7528<\/td>\n<td>78 %<\/td>\n<\/tr>\n<tr>\n<td>\u5355 token \u6210\u672c<\/td>\n<td>0.18 \u5398<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6362\u7b97\u6210\u4e1a\u52a1\u8bed\u8a00\uff1a\u4e00\u53f0 GPU \u670d\u52a1\u5668\u79df\u7528\u6708\u8d39\u4e0d\u5230 1.5 \u4e07\u5143\uff0c\u53ef\u652f\u6491\u65e5\u5747 1 \u4ebf\u6b21 Agent \u67e5\u8be2\uff0c<\/strong> \u6210\u672c\u4ec5\u4e3a\u516c\u6709\u4e91 PaaS \u65b9\u6848\u7684 42 %\u3002<\/p>\n<h2>\u751f\u6001\uff1a\u91d1\u878d\u3001\u6cd5\u5f8b\u3001\u533b\u7597\u77e5\u8bc6\u5305\u201c\u5373\u63d2\u5373\u7528\u201d<\/h2>\n<p>\u4e0d\u60f3\u81ea\u5df1\u704c\u6570\u636e\uff1f\u661f\u5b87\u667a\u7b97\u5e02\u573a\u5df2\u4e0a\u67b6\u4e09\u5927\u9886\u57df\u77e5\u8bc6\u5305\uff1a<\/p>\n<ul>\n<li>\u91d1\u878d\uff1a2015-2024 \u5168\u91cf\u7814\u62a5\u3001\u516c\u544a\u3001ESG \u6570\u636e\uff0c\u5411\u91cf\u5e93 3.8 \u4ebf\u6761\uff0c\u6bcf\u5468\u589e\u91cf\u66f4\u65b0\uff1b  <\/li>\n<li>\u6cd5\u5f8b\uff1a280 \u4e07\u6c11\u4e8b\u3001\u5211\u4e8b\u3001\u884c\u653f\u5224\u51b3\u4e66\uff0c\u5206\u6bb5\u5411\u91cf\u5316\u5e76\u505a\u8131\u654f\uff1b  <\/li>\n<li>\u533b\u7597\uff1aNMPA \u6ce8\u518c\u8bc1\u3001\u4e34\u5e8a\u8bd5\u9a8c\u3001\u6307\u5357\u5171\u8bc6\uff0c\u53cc\u8bed\u5bf9\u9f50 1.2 \u4ebf\u6761\u3002<\/li>\n<\/ul>\n<p><strong>\u4e00\u952e\u6302\u8f7d\u5230\u5b9e\u4f8b\uff0c30 \u79d2\u5b8c\u6210\u70ed\u52a0\u8f7d\uff0c<\/strong> \u5f00\u53d1\u8005\u53ea\u9700\u5199 5 \u884c prompt \u5c31\u80fd\u8ba9 Agent \u6447\u8eab\u53d8\u6210\u201c\u884c\u4e1a\u4e13\u5bb6\u201d\u3002<\/p>\n<h2>\u4e00\u952e\u5373\u73a9\uff1a\u4ece\u6ce8\u518c\u5230\u4e0a\u7ebf\uff0c10 \u5206\u949f\u641e\u5b9a<\/h2>\n<ol>\n<li>\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef\u62b5 2 \u5c0f\u65f6 A100 \u6574\u673a\uff1b  <\/li>\n<li>\u63a7\u5236\u53f0\u70b9\u9009\u201cLlama-3-70B + RAG \u6a21\u677f\u201d\uff0c\u5e73\u53f0\u81ea\u52a8\u521b\u5efa\u542b CUDA-Faiss\u3001FastChat\u3001Triton \u7684\u955c\u50cf\uff1b  <\/li>\n<li>\u4e0a\u4f20\u81ea\u6709\u6570\u636e\uff0c\u6216\u76f4\u63a5\u5728\u5e02\u573a\u4e2d\u52fe\u9009\u9886\u57df\u77e5\u8bc6\u5305\uff1b  <\/li>\n<li>\u6253\u5f00 Gradio \u5bf9\u8bdd\u754c\u9762\uff0cAgent \u5b9e\u65f6\u56de\u7b54\u5373\u73b0\u3002<\/li>\n<\/ol>\n<p><strong>\u5168\u7a0b\u65e0\u9700\u5199 Kubernetes YAML\uff0c\u4e5f\u65e0\u9700\u8c03 NVIDIA Docker\uff0c<\/strong> \u771f\u6b63\u5b9e\u73b0\u201cAI\u5e94\u7528\uff0c\u4e00\u952e\u5373\u73a9\u201d\u3002<\/p>\n<h2>\u5199\u5728\u6700\u540e\uff1aAgentic AI \u7684\u201c\u79d2\u7ea7\u201d\u95e8\u7968\uff0c\u5c31\u662f\u4e00\u5f20 GPU \u670d\u52a1\u5668\u79df\u7528<\/h2>\n<p>\u5f53\u5927\u6a21\u578b\u8fdb\u5165 70B\u3001100B \u65f6\u4ee3\uff0c\u51b3\u5b9a\u4ea7\u54c1\u751f\u6b7b\u7684\u4e0d\u518d\u662f\u53c2\u6570\uff0c\u800c\u662f<strong>\u6570\u636e\u80fd\u4e0d\u80fd\u7b2c\u4e00\u65f6\u95f4\u8dd1\u5230\u6a21\u578b\u5634\u8fb9<\/strong>\u3002\u661f\u5b87\u667a\u7b97\u628a\u5411\u91cf\u68c0\u7d22\u3001GPU \u63a8\u7406\u3001\u9886\u57df\u77e5\u8bc6\u5305\u505a\u6210\u201c\u5373\u62ff\u5373\u8d70\u201d\u7684\u6a21\u677f\uff0c<strong>\u8ba9 RAG pipelines \u7b2c\u4e00\u6b21\u8dd1\u8fdb\u4e86 20 ms \u4ff1\u4e50\u90e8\u3002<\/strong><\/p>\n<p>\u73b0\u5728\u8bbf\u95ee <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\uff0c\u6ce8\u518c\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u5f00\u542f\u4f60\u7684\u201c\u79d2\u56de\u201dAgent \u4e4b\u65c5\u3002<br \/>\n<strong>GPU\u670d\u52a1\u5668\u79df\u7528\u3001GPU\u4e91\u4e3b\u673a\u3001AI\u5e94\u7528\uff0c<\/strong> \u4e00\u5207\u5c31\u7eea\uff0c\u53ea\u5dee\u4f60\u6572\u4e0b\u7b2c\u4e00\u884c prompt\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cAgentic AI \u4e0d\u662f\u6a21\u578b\u95ee\u9898\uff0c\u800c\u662f\u6570\u636e\u5e73\u53f0\u95ee\u9898\u3002\u201d &hellip;<\/p>\n","protected":false},"author":2,"featured_media":3203,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3204","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":80,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3204","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=3204"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3204\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3203"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}