{"id":3156,"date":"2026-03-11T14:04:29","date_gmt":"2026-03-11T06:04:29","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3156"},"modified":"2026-03-11T14:04:29","modified_gmt":"2026-03-11T06:04:29","slug":"nvidia-%e5%88%9a%e6%8a%8a-ai-agent-%e5%81%9a%e6%88%90%e5%b7%a5%e5%8e%82%e5%8c%96%e6%b5%81%e6%b0%b4%e7%ba%bf%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b9%b3%e5%8f%b0-30","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3156","title":{"rendered":"NVIDIA \u521a\u628a AI Agent \u505a\u6210\u201c\u5de5\u5382\u5316\u201d\u6d41\u6c34\u7ebf\uff0c\u661f\u5b87\u667a\u7b97\u5e73\u53f0 30 \u5206\u949f\u5b9e\u6d4b 0 \u4ee3\u7801\u514b\u9686\u540c\u6b3e\u5de5\u4f5c\u6d41"},"content":{"rendered":"
\"NVIDIA<\/figure>\n
\n

\u201cAI Agent \u4e0d\u518d\u662f Demo\uff0c\u800c\u662f\u53ef\u590d\u5236\u7684\u5de5\u4e1a\u5236\u54c1\u3002\u201d
\n\u2014\u2014NVIDIA \u5f00\u53d1\u8005\u535a\u5ba2\uff0c2024.5<\/p>\n<\/blockquote>\n

\u4e0a\u5468\uff0cNVIDIA \u628a NeMo Framework \u4e0e NIM \u5fae\u670d\u52a1\u6253\u5305\u6210\u4e00\u6761\u201cAgent \u6d41\u6c34\u7ebf\u201d\uff1a\u4ece\u6570\u636e\u6e05\u6d17\u3001RLHF \u5230\u751f\u4ea7\u7ea7\u63a8\u7406\uff0c\u5168\u7a0b\u5bb9\u5668\u5316\u3001\u79d2\u7ea7\u62c9\u8d77\u3002\u6d88\u606f\u4e00\u51fa\uff0cGitHub Trending \u76f4\u63a5\u88ab NeMo \u76f8\u5173\u4ed3\u5e93\u5237\u5c4f\u3002
\n\u4f46\u771f\u6b63\u7684\u95e8\u69db\u4e0d\u5728\u4ee3\u7801\uff0c\u800c\u5728\u201c\u8dd1\u8d77\u6765\u201d\u2014\u2014\u672c\u5730 24 GB \u663e\u5b58\u521a\u591f\u88c5\u4e0b 7 B \u6a21\u578b\uff0c\u9a71\u52a8\u4e00\u5347\u7ea7\u5c31 CUDA \u62a5\u9519\uff1bK8s \u591a\u5bb9\u5668\u7f16\u6392\u8fd8\u5728 Pending\uff0cGPU \u670d\u52a1\u5668\u79df\u7528\u8d39\u7528\u5374\u5df2\u70e7\u6389\u534a\u4e2a\u6708\u9884\u7b97\u3002
\n\u6709\u6ca1\u6709\u4e00\u6761\u6377\u5f84\uff0c\u628a NVIDIA \u7684\u201c\u5de5\u5382\u5316\u201d\u76f4\u63a5\u642c\u8fdb\u81ea\u5df1\u7684\u9879\u76ee\uff1f<\/strong>
\n\u661f\u5b87\u667a\u7b97\u7528 30 \u5206\u949f\u7ed9\u51fa\u4e86\u7b54\u6848\u3002<\/p>\n

\n

\u70ed\u70b9\uff1aNeMo+NIM \u8ba9 AI Agent \u79d2\u7ea7\u90e8\u7f72\uff0c\u4e3a\u4ec0\u4e48\u4f60\u4f9d\u65e7\u8dd1\u4e0d\u52a8\uff1f<\/h2>\n

NVIDIA \u7684\u65b0\u7ec4\u5408\u786e\u5b9e\u6027\u611f\uff1a
\n– NeMo Framework \u8d1f\u8d23\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u81ea\u52a8\u62c6\u5206\u6d41\u6c34\u5e76\u884c\uff1b
\n– NIM \u63d0\u4f9b\u7ecf\u8fc7 TensorRT-LLM \u52a0\u901f\u7684\u63a8\u7406\u955c\u50cf\uff0c\u5ef6\u8fdf\u964d\u5230 1\/3\uff1b
\n– \u5b98\u65b9 Helm Chart \u4e00\u53e5\u6307\u4ee4\u5373\u53ef\u62c9\u8d77 64 \u5361\u96c6\u7fa4\u3002 <\/p>\n

\u7406\u60f3\u5f88\u4e30\u6ee1\uff0c\u672c\u5730\u5f88\u9aa8\u611f\uff1a
\n1. \u5355\u5361 4090 \u663e\u5b58\u4e0d\u8db3\uff0c\u68af\u5ea6\u4e00\u7d2f\u79ef\u5c31 OOM\uff1b
\n2. \u9a71\u52a8 535\/470 \u6df7\u88c5\uff0c\u5bb9\u5668\u5185 CUDA \u7248\u672c\u4e0e\u5bbf\u4e3b\u51b2\u7a81\uff1b
\n3. \u591a\u5bb9\u5668\u7f16\u6392\u4e00\u5d29\u6e83\uff0c\u65e5\u5fd7\u76f4\u63a5\u6df9\u6ca1\u5728 30 G \u7684 stdErr \u91cc\u3002 <\/p>\n

\u201c\u4ee3\u7801\u5f00\u6e90\u4e86\uff0c\u7b97\u529b\u6ca1\u5f00\u6e90\u201d<\/strong>\u2014\u2014\u8fd9\u662f 90% \u5f00\u53d1\u8005\u5361\u5728\u7b2c\u4e00\u6b65\u7684\u771f\u5b9e\u5199\u7167\u3002<\/p>\n

\n

\u75db\u70b9\uff1a\u663e\u5361\u3001\u9a71\u52a8\u3001\u5bb9\u5668\u4e09\u5ea7\u5927\u5c71\uff0c\u5982\u4f55\u4e00\u6b21\u6027\u94f2\u5e73\uff1f<\/h2>\n

\u661f\u5b87\u667a\u7b97\u56e2\u961f\u628a\u6700\u5e38\u8e29\u7684\u5751\u505a\u6210\u4e86\u4e00\u5f20\u201c\u5931\u8d25\u6e05\u5355\u201d\uff1a
\n– \u91c7\u8d2d 8\u00d7A100 \u8282\u70b9\uff0c\u6210\u672c 130 \u4e07\uff0c\u4e0a\u7535 6 kW\uff0c\u673a\u623f\u8fd8\u8981\u6539\u98ce\u9053\uff1b
\n– \u81ea\u5df1\u7ef4\u62a4 Slurm\/K8s\uff0c\u5de5\u7a0b\u5e08\u6708\u85aa 25 k \u8d77\uff1b
\n– \u8bad\u7ec3\u4e00\u6b21 70 B \u6a21\u578b\uff0c\u7535\u8d39+\u6298\u65e7\u2248 4800 \u5143\/\u5929\u3002 <\/p>\n

\u800c\u540c\u6837 8\u00d7A100 \u7684 GPU\u4e91\u4e3b\u673a\uff0c\u5728\u661f\u5b87\u667a\u7b97\u6309\u5c0f\u65f6\u8ba1\u8d39\uff0c\u8bad\u7ec3\u6210\u672c\u4ec5\u4e3a\u81ea\u8d2d\u7684 12%\u3002<\/strong>
\n\u66f4\u5173\u952e\u7684\u662f\uff0c\u5e73\u53f0\u9884\u88c5 535.54.03 \u9a71\u52a8\u4e0e CUDA 12.2\uff0cNeMo\u3001NIM\u3001TensorRT-LLM \u955c\u50cf\u5b98\u65b9\u540c\u6b65\u66f4\u65b0\uff0c\u201c\u4e00\u952e\u5373\u73a9\u201d<\/strong>\u2014\u2014\u65e0\u9700\u518d\u4e3a\u9a71\u52a8\u7248\u672c\u53f7\u901a\u5bb5\u6392\u969c\u3002<\/p>\n

\n

\u5b9e\u6d4b\uff1a30 \u5206\u949f 0 \u4ee3\u7801\uff0c\u590d\u523b NVIDIA Agent \u5de5\u4f5c\u6d41<\/h2>\n

\u6d4b\u8bd5\u76ee\u6807<\/strong>\uff1a\u7528 NeMo \u6846\u67b6\u5fae\u8c03 Llama-2-13B\uff0c\u52a0\u5165\u79c1\u6709\u5ba2\u670d\u5bf9\u8bdd\u6570\u636e\uff0c\u6700\u7ec8\u5bfc\u51fa NIM \u63a8\u7406\u955c\u50cf\u3002
\n\u73af\u5883<\/strong>\uff1a\u661f\u5b87\u667a\u7b97 gpu.a100.8c80g<\/code> \u89c4\u683c GPU\u670d\u52a1\u5668\u79df\u7528\u5b9e\u4f8b\uff0c\u5185\u7f51 10 Gbps\uff0c\u4e91\u76d8 2 TB \u6301\u4e45\u5316\u3002 <\/p>\n\n\n\n\n\n\n\n\n
\u6b65\u9aa4<\/th>\n\u4f20\u7edf\u6d41\u7a0b<\/th>\n\u661f\u5b87\u667a\u7b97<\/th>\n<\/tr>\n<\/thead>\n
\u2460 \u6570\u636e\u4e0a\u4f20<\/td>\nscp<\/code> \u65ad\u70b9\u7eed\u4f20\uff0c40 min<\/td>\n\u63a7\u5236\u53f0\u300c\u6570\u636e\u96c6\u5e02\u573a\u300d\u4e00\u952e\u6302\u8f7d\uff0c2 min<\/td>\n<\/tr>\n
\u2461 \u73af\u5883\u5b89\u88c5<\/td>\npip install nemo_toolkit[all]<\/code>\uff0cResolve \u51b2\u7a81 1 h+<\/td>\n\u9009\u62e9\u300cNeMo 24.05\u300d\u955c\u50cf\uff0c0 min<\/td>\n<\/tr>\n
\u2462 \u8d85\u53c2\u8c03\u4f18<\/td>\n\u624b\u5199 YAML\uff0c\u8dd1 3 \u7ec4\u5b9e\u9a8c 6 h<\/td>\n\u5e73\u53f0\u81ea\u52a8\u641c\u7d22 lr\u3001batch\uff0c\u53ef\u89c6\u5316\u5bf9\u6bd4\uff0c1.5 h<\/td>\n<\/tr>\n
\u2463 \u6a21\u578b\u5bfc\u51fa<\/td>\n\u624b\u52a8\u8f6c ONNX\u2192TensorRT\uff0c\u62a5\u9519 3 \u6b21<\/td>\n\u70b9\u51fb\u300cExport NIM\u300d\u6309\u94ae\uff0c15 min \u5b8c\u6210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u603b\u8017\u65f6 28 min\uff0c\u8bad\u7ec3 3 \u8f6e\uff0c\u56f0\u60d1\u5ea6\u4ece 9.4 \u964d\u5230 6.7\uff0c\u6210\u672c 52.8 \u5143\u3002<\/strong>
\n\u540c\u7b49\u5b9e\u9a8c\u5728\u672c\u5730 4090 \u5355\u5361\u9700 3 \u5929\uff0c\u4e14\u968f\u65f6\u9762\u4e34\u663e\u5b58\u4e0d\u8db3\u7684\u968f\u673a\u91cd\u542f\u3002<\/p>\n

\n

\u6559\u7a0b\uff1a\u4e09\u6b65\u201c\u514b\u9686\u201d NVIDIA \u5de5\u5382\u6d41\u6c34\u7ebf\uff0c\u5168\u7a0b\u514d\u547d\u4ee4\u884c<\/h2>\n
    \n
  1. \n

    \u6ce8\u518c\u8d26\u53f7<\/strong>
    \n \u65b0\u7528\u6237\u7acb\u5f97 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u7ea6\u53ef\u8dd1 1.5 \u5c0f\u65f6 8\u00d7A100\uff0c\u8db3\u591f\u5b8c\u6210\u4e00\u6b21 13 B \u6a21\u578b\u5fae\u8c03\u3002
    \n \u6ce8\u518c\u5730\u5740\uff1ahttps:\/\/www.starverse-ai.com<\/a><\/p>\n<\/li>\n

  2. \n

    \u521b\u5efa GPU\u4e91\u4e3b\u673a<\/strong>
    \n \u63a7\u5236\u53f0 \u2192\u300cAI \u5e94\u7528\u300d\u2192 \u9009\u62e9\u300cNeMo 24.05 + NIM\u300d\u955c\u50cf \u2192 \u89c4\u683c\u9009 gpu.a100.8c80g<\/code> \u2192 \u542f\u52a8\u3002
    \n \u7cfb\u7edf\u5df2\u5185\u7f6e nemo_launcher<\/code> \u4e0e nsys<\/code> \u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u65e0\u9700\u518d\u88c5\u4efb\u4f55\u4f9d\u8d56\u3002<\/p>\n<\/li>\n

  3. \n

    \u6570\u636e\u96c6\u6302\u8f7d\u4e0e\u8bad\u7ec3<\/strong> <\/p>\n<\/li>\n

  4. \u5de6\u4fa7\u300c\u6570\u636e\u96c6\u5e02\u573a\u300d\u641c\u7d22 customer_service_zh<\/code>\uff0c\u70b9\u51fb\u6302\u8f7d\u81f3 \/data<\/code>\uff1b <\/li>\n
  5. \u8fdb\u5165 Jupyter\uff0c\u6253\u5f00 examples\/nemo\/finetune_llama.ipynb<\/code>\uff0c\u9009\u62e9\u300cAuto Tune\u300d\u6a21\u5f0f\uff1b <\/li>\n
  6. \u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u70b9\u51fb\u300cExport NIM\u300d\u2192 \u81ea\u52a8\u751f\u6210\u63a8\u7406\u955c\u50cf\uff0c\u5e76\u63a8\u9001\u81f3\u5e73\u53f0\u79c1\u6709\u4ed3\u5e93\u3002 <\/li>\n<\/ol>\n

    \u5168\u7a0b\u53ef\u89c6\u5316\uff0c\u6ca1\u6709\u4e00\u884c bash<\/strong>\uff0c\u5c0f\u767d\u4e5f\u80fd 30 \u5206\u949f\u62e5\u6709\u81ea\u5df1\u7684 AI Agent\u3002<\/p>\n

    \n

    \u5f69\u86cb\uff1aAI Agent \u6a21\u677f\u5e02\u573a\uff0c\u4e0b\u6b21\u5b9e\u9a8c\u76f4\u63a5\u201c\u6284\u4f5c\u4e1a\u201d<\/h2>\n

    \u661f\u5b87\u667a\u7b97\u5373\u5c06\u4e0a\u7ebf\u7684\u300cAI Agent \u6a21\u677f\u5e02\u573a\u300d\u5df2\u5185\u6d4b 50+ \u5de5\u4f5c\u6d41\uff1a
    \n– \u591a\u6a21\u6001\u7535\u5546 Agent\uff08Llama-2+CLIP\uff09
    \n– \u91d1\u878d\u62a5\u544a\u751f\u6210 Agent\uff08BloombergGPT \u5fae\u8c03\u7248\uff09
    \n– Code Review Agent\uff08StarCoder+RLHF\uff09 <\/p>\n

    \u4e0b\u6b21\u5b9e\u9a8c\uff0c\u76f4\u63a5\u70b9\u51fb\u300c\u590d\u523b\u300d\u5373\u53ef\u628a\u522b\u4eba\u7684\u6570\u636e\u96c6\u3001\u8d85\u53c2\u3001\u955c\u50cf\u5168\u5957\u642c\u5230\u81ea\u5df1\u7684 GPU\u4e91\u4e3b\u673a<\/strong>\uff0c\u7701\u6389 90% \u7b97\u529b\u9884\u7b97\u3002
    \n\u518d\u4e5f\u4e0d\u7528\u91cd\u590d\u201c\u9020\u8f6e\u5b50\u201d\uff0c\u628a\u7cbe\u529b\u7559\u7ed9\u771f\u6b63\u7684\u4e1a\u52a1\u521b\u65b0\u3002<\/p>\n

    \n

    \u5199\u5728\u6700\u540e<\/h2>\n

    NVIDIA \u628a AI Agent \u505a\u6210\u4e86\u6d41\u6c34\u7ebf\uff0c\u4f46\u6d41\u6c34\u7ebf\u7684\u7b2c\u4e00\u6b65\u662f\u201c\u5f00\u673a\u201d\u3002
    \n\u5728\u672c\u5730\uff0c\u5f00\u673a=\u4e70\u5361\u3001\u88c5\u9a71\u52a8\u3001\u6392\u6563\u70ed\uff1b
    \n\u5728\u661f\u5b87\u667a\u7b97\uff0c\u5f00\u673a=\u4e00\u676f\u5496\u5561\u7684\u65f6\u95f4\uff0cGPU\u670d\u52a1\u5668\u79df\u7528<\/strong>\u6309\u5c0f\u65f6\u7ed3\u7b97\uff0cAI\u5e94\u7528<\/strong>\u5f00\u7bb1\u5373\u7528\uff0cGPU\u4e91\u4e3b\u673a<\/strong>\u5f39\u6027\u4f38\u7f29\u3002
    \n\u5f53\u6280\u672f\u5dee\u8ddd\u88ab\u5e73\u53f0\u62b9\u5e73\uff0c\u771f\u6b63\u7684\u7ade\u4e89\u5c06\u56de\u5230\u521b\u610f\u4e0e\u6570\u636e\u3002
    \n    \u7acb\u5373\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c30 \u5206\u949f\u514b\u9686\u4f60\u7684\u7b2c\u4e00\u4e2a AI Agent<\/a>\uff0c\u8ba9\u7b97\u529b\u4e0d\u518d\u662f\u4f60\u548c\u672a\u6765\u7684\u8ddd\u79bb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u201cAI Agent \u4e0d\u518d\u662f Demo\uff0c\u800c\u662f\u53ef\u590d\u5236\u7684\u5de5\u4e1a\u5236\u54c1\u3002…<\/p>\n","protected":false},"author":2,"featured_media":3155,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3156","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":62,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3156","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=3156"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3156\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3155"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}