{"id":2046,"date":"2026-02-26T14:18:49","date_gmt":"2026-02-26T06:18:49","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2046"},"modified":"2026-02-26T14:18:49","modified_gmt":"2026-02-26T06:18:49","slug":"%e6%8e%a8%e7%90%86%e5%8d%b3%e6%94%b6%e5%85%a5%e6%97%b6%e4%bb%a3%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%8a%a9%e5%8a%9b%e4%bc%81%e4%b8%9a%e3%80%8c%e9%9b%b6%e4%bb%a3%e7%a0%81%e3%80%8d%e9%83%a8","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2046","title":{"rendered":"\u63a8\u7406\u5373\u6536\u5165\u65f6\u4ee3\uff0c\u661f\u5b87\u667a\u7b97\u52a9\u529b\u4f01\u4e1a\u300c\u96f6\u4ee3\u7801\u300d\u90e8\u7f72Agent\u670d\u52a1"},"content":{"rendered":"
\"\u63a8\u7406\u5373\u6536\u5165\u65f6\u4ee3\uff0c\u661f\u5b87\u667a\u7b97\u52a9\u529b\u4f01\u4e1a\u300c\u96f6\u4ee3\u7801\u300d\u90e8\u7f72Agent\u670d\u52a1\"<\/figure>\n
\n

\u201c\u8fc7\u53bb\u4e24\u5e74\uff0c\u5927\u6a21\u578b\u8bad\u7ec3 tokens \u589e\u957f\u4e86 100 \u500d\uff0c\u800c\u63a8\u7406 tokens \u5373\u5c06\u518d\u589e\u957f 1000 \u500d\u3002\u201d
\n\u2014\u2014\u82f1\u4f1f\u8fbe CEO \u9ec4\u4ec1\u52cb\u5728 GTC 2024 \u4e0a\u7684\u5224\u65ad\uff0c\u88ab\u4e1a\u754c\u89c6\u4e3a\u201c\u63a8\u7406\u5373\u6536\u5165<\/strong>\u201d\u65f6\u4ee3\u7684\u5ba3\u8a00\u3002\u5f53\u6bcf\u4e00\u6b21\u7528\u6237\u63d0\u95ee\u3001\u6bcf\u4e00\u6b21\u5ba2\u670d\u5bf9\u8bdd\u3001\u6bcf\u4e00\u6b21\u63a8\u8350\u70b9\u51fb\u90fd\u8f6c\u5316\u4e3a GPU \u4e0a\u7684\u5b9e\u65f6\u63a8\u7406\uff0c\u7b97\u529b\u6210\u672c\u76f4\u63a5\u51b3\u5b9a\u5546\u4e1a\u6a21\u5f0f\u7684\u751f\u6b7b\u3002\u5982\u4f55\u4ee5\u6700\u4f4e\u95e8\u69db\u3001\u6700\u5feb\u901f\u5ea6\u628a\u201ctokens\u201d\u53d8\u6210\u201c\u6536\u5165\u201d\uff0c\u6210\u4e3a\u6240\u6709 CTO \u7684\u5fc5\u7b54\u9898\u3002<\/p>\n<\/blockquote>\n

\u4e00\u3001Java \u540e\u53f0\u7684\u201cAI \u7126\u8651\u201d\uff1a\u4e09\u5929\u4e0a\u7ebf\uff1f\u6210\u672c\u7206\u70b8\uff01<\/h2>\n

\u4f20\u7edf\u4f01\u4e1a\u7684 Java \u5fae\u670d\u52a1\u67b6\u6784\u7a33\u5b9a\u3001\u4eba\u624d\u50a8\u5907\u5145\u8db3\uff0c\u5374\u5728\u5927\u6a21\u578b\u9762\u524d\u9891\u9891\u201c\u5361\u58f3\u201d\uff1a
\n– \u81ea\u5df1\u642d\u96c6\u7fa4\uff0c\u91c7\u8d2d A100\/H100 \u52a8\u8f84\u767e\u4e07\uff0c\u5229\u7528\u7387\u4e0d\u5230 30%\uff1b
\n– \u7528\u4e91\u5382\u5546 Serverless\uff0c\u51b7\u542f\u52a8 20 \u79d2\uff0c\u5ba2\u6237\u65e9\u5df2\u6302\u65ad\u7535\u8bdd\uff1b
\n– \u5f00\u6e90\u6a21\u578b\u90e8\u7f72\u5230 Kubernetes\uff0c\u8c03\u901a\u663e\u5361\u9a71\u52a8\u3001CUDA\u3001\u63a8\u7406\u6846\u67b6\uff0c\u6700\u5c11\u4e24\u5468<\/strong>\u3002<\/p>\n

\u201c\u8ba9 Java \u5de5\u7a0b\u5e08\u4e09\u5929\u5185\u63a5\u5165\u667a\u80fd\u5ba2\u670d\u201d\u2014\u2014\u542c\u8d77\u6765\u50cf\u5929\u65b9\u591c\u8c2d\uff0c\u5374\u662f\u661f\u5b87\u667a\u7b97\u8fc7\u53bb\u4e09\u4e2a\u6708\u4ea4\u4ed8\u6700\u591a\u7684\u573a\u666f\u3002<\/p>\n

\u4e8c\u3001\u661f\u5b87\u667a\u7b97\uff1a\u628a\u201cGPU \u670d\u52a1\u5668\u79df\u7528\u201d\u505a\u6210\u4e00\u952e\u955c\u50cf<\/h2>\n

\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u5c06\u5e95\u5c42\u7b97\u529b\u3001\u6a21\u578b\u3001\u6570\u636e\u96c6\u3001\u7f51\u5173\u3001\u76d1\u63a7\u6253\u5305\u6210\u53ef\u590d\u5236\u7684\u300cAI \u5e94\u7528\u955c\u50cf\u300d\u3002\u5f00\u53d1\u8005\u65e0\u9700\u5199 Dockerfile\u3001\u65e0\u9700\u8c03 nvidia-docker\uff0c\u70b9\u51fb\u5373\u53ef\u542f\u52a8\uff1a
\n– OpenClaw \u955c\u50cf<\/strong>\uff1a\u5185\u7f6e Llama3-70B-Instruct + FastChat v0.9\uff0c\u652f\u6301 OpenAI-compatible API\uff0cJava \u76f4\u63a5\u6539\u4e00\u884c baseURL \u5c31\u80fd\u8c03\u7528\uff1b
\n– ChatQA \u955c\u50cf<\/strong>\uff1a\u9762\u5411\u5ba2\u670d\u573a\u666f\u5fae\u8c03\uff0c\u81ea\u5e26 42 \u79cd\u4e2d\u6587\u6307\u4ee4\u6a21\u677f\uff0cF1 \u503c 0.93\uff1b
\n– GPU \u4e91\u4e3b\u673a<\/strong>\u6700\u4f4e 1 \u5361\u8d77\u79df\uff0cRTX 4090 \u6bcf\u5c0f\u65f6 1.9 \u5143\uff0cH100 \u6bcf\u5c0f\u65f6 29 \u5143\uff0c\u6309\u79d2\u8ba1\u8d39\uff0c\u5173\u673a\u5373\u505c<\/strong>\u3002<\/p>\n

\n

\u65b0\u7528\u6237\u6ce8\u518c\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u8db3\u591f 4090 \u8fde\u7eed\u8dd1 5 \u5c0f\u65f6\uff0c\u628a\u6574\u5957\u6d41\u7a0b\u6478\u900f\u518d\u51b3\u5b9a\u6269\u5bb9\u3002<\/p>\n<\/blockquote>\n

\u4e09\u3001\u5b9e\u6218\uff1aAPI \u7f51\u5173 + \u81ea\u52a8\u6269\u7f29\u5bb9\uff0c1 \u5929\u4e0a\u7ebf\u667a\u80fd\u5ba2\u670d<\/h2>\n

\u67d0\u5934\u90e8\u7535\u5546 SaaS \u5ba2\u6237\uff0c\u539f\u6709 Java SpringBoot \u5ba2\u670d\u4e2d\u5fc3\uff0c\u65e5\u6d3b 80 \u4e07\u3002\u63a5\u5165\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
\u65f6\u95f4<\/th>\n\u52a8\u4f5c<\/th>\n\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u64cd\u4f5c<\/th>\n<\/tr>\n<\/thead>\n
09:30<\/td>\n\u5f00\u901a\u8d26\u53f7<\/td>\n\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1<\/td>\n<\/tr>\n
10:00<\/td>\n\u9009\u62e9\u955c\u50cf<\/td>\n\u4e00\u952e\u542f\u52a8\u300cChatQA\u5ba2\u670d\u7248\u300d\u955c\u50cf\uff0c2\u00d7H100<\/td>\n<\/tr>\n
10:30<\/td>\n\u7ed1\u5b9a\u57df\u540d<\/td>\n\u81ea\u52a8\u751f\u6210 https:\/\/api.xxx.starverse-ai.com<\/td>\n<\/tr>\n
11:00<\/td>\n\u914d\u7f6e\u9650\u6d41<\/td>\n\u63a7\u5236\u53f0\u62d6\u62fd\u8bbe\u7f6e 6000 QPS \u4e0a\u9650<\/td>\n<\/tr>\n
14:00<\/td>\nJava \u7aef\u6539\u9020<\/td>\n\u628a OpenAI SDK \u7684 baseURL \u66ff\u6362\u4e3a\u661f\u5b87\u667a\u7b97\u7f51\u5173\u5730\u5740\uff0c3 \u884c\u4ee3\u7801<\/td>\n<\/tr>\n
16:00<\/td>\n\u538b\u6d4b<\/td>\nJMeter \u5e76\u53d1 600 \u8def\uff0cP99 \u5ef6\u8fdf 480 ms\uff0c\u5355\u5361 H100 \u5229\u7528\u7387 82%<\/td>\n<\/tr>\n
18:00<\/td>\n\u4e0a\u7ebf\u7070\u5ea6<\/td>\n10% \u771f\u5b9e\u6d41\u91cf\u5207\u6362\uff0c\u96f6\u62a5\u9519<\/td>\n<\/tr>\n
\u6b21\u65e5<\/td>\n\u5168\u91cf<\/td>\n\u81ea\u52a8\u6269\u7f29\u5bb9\u5230 6\u00d7H100\uff0c\u6210\u672c\u5b9e\u65f6\u53ef\u89c1\uff0c\u6bcf\u5343\u6b21\u8c03\u7528 <0.05 \u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5168\u7a0b\u65e0\u9700\u5199 YAML\u3001\u65e0\u9700\u88c5\u9a71\u52a8\uff0cJava \u5de5\u7a0b\u5e08\u5f53\u6210\u666e\u901a HTTP \u63a5\u53e3\u8c03\u7528\u5373\u53ef\u3002\u4e0a\u7ebf\u7b2c\u4e00\u5468\uff0c\u667a\u80fd\u5ba2\u670d\u89e3\u51b3\u7387 68%\uff0c\u4eba\u5de5\u5ea7\u5e2d\u6210\u672c\u4e0b\u964d 40%\uff0cROI \u5f53\u5929\u56de\u6b63\u3002<\/p>\n

\u56db\u3001\u6570\u636e\u8bf4\u8bdd\uff1a\u4e3a\u4ec0\u4e48\u6562\u627f\u8bfa\u201c\u6bcf\u5343\u6b21\u8c03\u7528 0.05 \u5143\u201d<\/h2>\n
    \n
  1. GPU \u670d\u52a1\u5668\u79df\u7528<\/strong>\u89c4\u6a21\u6548\u5e94\uff1a\u661f\u5b87\u667a\u7b97\u53a6\u95e8\u3001\u5eca\u574a\u3001\u829c\u6e56\u4e09\u5927\u673a\u623f\uff0cH100 \u5b58\u91cf 1200 \u5361\uff0c4090 \u5b58\u91cf 4000 \u5361\uff0c\u5e73\u5747\u5229\u7528\u7387 75%\uff0c\u8fb9\u9645\u6210\u672c\u6301\u7eed\u4e0b\u964d\u3002 <\/li>\n
  2. \u63a8\u7406\u52a0\u901f<\/strong>\uff1aFastChat \u5185\u7f6e vLLM + TensorRT-LLM\uff0cKV-Cache \u547d\u4e2d\u7387\u63d0\u5347 2.3 \u500d\uff0c\u540c\u5e76\u53d1\u4e0b\u5361\u65f6\u6d88\u8017\u964d\u4f4e 42%\u3002 <\/li>\n
  3. \u8ba1\u8d39\u9897\u7c92\u5ea6<\/strong>\uff1a\u6309\u79d2\u8ba1\u8d39\uff0c\u81ea\u52a8\u5173\u673a\uff1bJava \u7aef\u901a\u8fc7\u7f51\u5173\u8fd4\u56de x-session-alive: false<\/code> \u5934\uff0c\u5e73\u53f0\u5373\u523b\u91ca\u653e\u663e\u5361\uff0c\u6ca1\u6709\u7a7a\u8f6c\u6d6a\u8d39<\/strong>\u3002 <\/li>\n
  4. \u516c\u5171\u6a21\u578b\u6c60<\/strong>\uff1a\u5e73\u53f0\u5df2\u4e70\u65ad Llama\u3001ChatGLM\u3001Qwen \u7cfb\u5217\u5546\u4e1a\u6388\u6743\uff0c\u7528\u6237\u65e0\u9700\u518d\u6b21\u4ed8\u8d39\uff0c\u628a\u6388\u6743\u6210\u672c\u644a\u8584\u5230\u96f6<\/strong>\u3002<\/li>\n<\/ol>\n

    \u4e94\u3001\u628a AI \u6536\u5165\u6a21\u578b\u8dd1\u901a\uff0c\u53ea\u9700\u8981\u4e00\u6b21\u300cGPU \u670d\u52a1\u5668\u79df\u7528\u300d<\/h2>\n

    \u63a8\u7406tokens \u6b63\u5728\u6307\u6570\u7ea7\u589e\u957f\uff0c\u8c01\u5148\u8dd1\u51fa\u4f4e\u6210\u672c\u7684\u201c\u6536\u5165\u6a21\u578b\u201d\uff0c\u8c01\u5c31\u80fd\u5403\u4e0b\u8fd9\u4e00\u6ce2\u589e\u91cf\u5e02\u573a\u3002\u661f\u5b87\u667a\u7b97\u628a\u590d\u6742\u7559\u7ed9\u81ea\u5df1\uff0c\u628a\u7b80\u5355\u7559\u7ed9\u7528\u6237\uff1a
    \n– \u5f00\u53d1\u8005<\/strong>\uff1a\u6ce8\u518c\u2192\u9009\u955c\u50cf\u2192\u62ff API Key\uff0c30 \u5206\u949f\u5b8c\u6210 PoC\uff1b
    \n– \u4f01\u4e1a\u5ba2\u6237<\/strong>\uff1a\u7b7e\u8ba2 SLA\uff0c\u5e73\u53f0\u63d0\u4f9b 7\u00d724 \u8fd0\u7ef4\u3001\u6545\u969c\u5148\u8d54\u670d\u52a1\uff0c\u53ef\u7528\u6027 99.9%<\/strong>\uff1b
    \n– ISV<\/strong>\uff1a\u628a\u81ea\u7814\u6a21\u578b\u6253\u5305\u6210\u955c\u50cf\u4e0a\u67b6\u661f\u5b87\u5e02\u573a\uff0c\u5e73\u53f0\u6309\u8c03\u7528\u91cf\u4e0e\u4f60\u5206\u6210\uff0c\u7b97\u529b\u6210\u672c\u524d\u7f6e\u4e3a 0<\/strong>\u3002<\/p>\n

    \n

    \u7acb\u5373\u8bbf\u95ee GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u7528\u4e00\u676f\u5496\u5561\u7684\u94b1\uff0c\u628a\u201c\u63a8\u7406\u5373\u6536\u5165\u201d\u7684\u98de\u8f6e\u5148\u8f6c\u8d77\u6765\u3002
    \n\u661f\u5b87\u667a\u7b97\uff0c\u8ba9\u6bcf\u4e00\u6b21 tokens \u90fd\u53d8\u6210\u770b\u5f97\u89c1\u3001\u7b97\u5f97\u6e05\u3001\u8d5a\u5f97\u5230\u7684\u589e\u957f\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

    \u201c\u8fc7\u53bb\u4e24\u5e74\uff0c\u5927\u6a21\u578b\u8bad\u7ec3 tokens \u589e\u957f\u4e86 100 \u500d\uff0c\u800c…<\/p>\n","protected":false},"author":2,"featured_media":2045,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2046","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":33,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2046","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=2046"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2046\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2045"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2046"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2046"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2046"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}