{"id":32988,"date":"2026-06-03T12:22:45","date_gmt":"2026-06-03T04:22:45","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/how-to-run-multiple-models-on-ai-servers\/"},"modified":"2026-06-03T12:26:11","modified_gmt":"2026-06-03T04:26:11","slug":"how-to-run-multiple-models-on-ai-servers","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-to-run-multiple-models-on-ai-servers\/","title":{"rendered":"\u5982\u4f55\u5728 AI \u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b"},"content":{"rendered":"<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u5bb9\u5668\u3001\u72ec\u7acb\u8fdb\u7a0b\u6216\u7f16\u6392\u5de5\u5177\uff0c\u5728\u4e00\u53f0 <a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/hk\/\" target=\"_blank\">AI \u670d\u52a1\u5668<\/a>\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u3002\u8fd9\u4e9b\u7b56\u7565\u6709\u52a9\u4e8e\u4f60\u7ba1\u7406\u8d44\u6e90\u5e76\u907f\u514d\u51b2\u7a81\u3002\u50cf <a href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/docker-server-configuration-guide\/\" target=\"_blank\">Docker<\/a> \u8fd9\u6837\u7684\u5de5\u5177\uff0c\u6216 aws \u8fd9\u7c7b\u4e91\u670d\u52a1\uff0c\u90fd\u80fd\u8ba9\u8fd9\u4e00\u8fc7\u7a0b\u66f4\u52a0\u987a\u7545\u3002\u8bb8\u591a\u56e2\u961f\u4f1a\u5c06\u8fd9\u4e9b\u65b9\u6cd5\u7528\u4e8e generative ai\u3001llms\u3001agents\uff0c\u751a\u81f3 multi-agent systems\u3002\u7ecf\u8fc7\u5468\u5bc6\u89c4\u5212\uff0c\u80fd\u591f\u786e\u4fdd\u4f60\u7684\u90e8\u7f72\u59cb\u7ec8\u4fdd\u6301\u9ad8\u6548\u4e0e\u7a33\u5b9a\u3002<\/p>\n<h2>\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\uff1a\u51c6\u5907\u4e0e\u914d\u7f6e<\/h2>\n<h3>\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u8981\u6c42<\/h3>\n<p>\u5728\u4f60\u5c06\u591a\u4e2a\u6a21\u578b\u90e8\u7f72\u5230\u4e00\u53f0\u670d\u52a1\u5668\u4e0a\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u68c0\u67e5\u786c\u4ef6\u548c\u8f6f\u4ef6\u6761\u4ef6\u3002\u5408\u9002\u7684\u914d\u7f6e\u53ef\u4ee5\u5e2e\u52a9\u4f60\u907f\u514d\u6027\u80fd\u4e0b\u964d\u548c\u8fd0\u884c\u9519\u8bef\u3002\u8bb8\u591a\u56e2\u961f\u4f1a\u4f7f\u7528 amazon ec2 \u6216\u7c7b\u4f3c\u7684\u4e91\u670d\u52a1\uff0c\u4ee5\u83b7\u5f97\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u7b97\u529b\u3002\u5982\u679c\u4f60\u60f3\u8fd0\u884c generative ai\u3001llms \u6216 agents\uff0c\u5c31\u9700\u8981\u8f83\u5f3a\u7684\u786c\u4ef6\u652f\u6301\u3002<\/p>\n<ul>\n<li>\n<p>\u73b0\u4ee3 GPU \u80fd\u591f\u540c\u65f6\u5904\u7406\u6210\u5343\u4e0a\u4e07\u9879\u4efb\u52a1\u3002\u8fd9\u79cd\u5927\u89c4\u6a21\u5e76\u884c\u80fd\u529b\u53ef\u4ee5\u8ba9\u4f60\u66f4\u5feb\u5730\u5904\u7406\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>GPU \u7684\u9ad8\u5185\u5b58\u5e26\u5bbd\u53ef\u4ee5\u5feb\u901f\u4f20\u8f93\u5927\u91cf\u6570\u636e\u3002\u8fd9\u80fd\u907f\u514d\u4f60\u5728\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u65f6\u51fa\u73b0\u74f6\u9888\u3002<\/p>\n<\/li>\n<li>\n<p>\u50cf Tensor Cores \u548c\u6df7\u5408\u7cbe\u5ea6\u652f\u6301\u8fd9\u6837\u7684\u7279\u6027\uff0c\u53ef\u4ee5\u8ba9\u8bad\u7ec3\u548c\u63a8\u7406\u66f4\u9ad8\u6548\u3002Multi-Instance GPU (MIG) \u5206\u533a\u8fd8\u80fd\u8ba9\u4f60\u5c06\u4e00\u5f20 GPU \u5212\u5206\u7ed9\u4e0d\u540c\u4efb\u52a1\u4f7f\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u5927\u591a\u6570 ai \u6846\u67b6\uff0c\u4f8b\u5982 TensorFlow \u548c PyTorch\uff0c\u5728 GPU \u52a0\u901f\u4e0b\u8868\u73b0\u6700\u4f73\u3002\u5404\u5382\u5546\u4e5f\u4f1a\u63d0\u4f9b\u9a71\u52a8\u7a0b\u5e8f\u548c\u5e93\u6765\u5e2e\u52a9\u4f60\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u5728 aws \u4e0a\u9009\u62e9\u4e00\u53f0\u6027\u80fd\u5f3a\u52b2\u7684 ec2 \u5b9e\u4f8b\u6765\u6ee1\u8db3\u8fd9\u4e9b\u9700\u6c42\u3002\u5f88\u591a\u7528\u6237\u4f1a\u9009\u62e9\u914d\u5907\u591a\u5f20 GPU \u548c\u5927\u5bb9\u91cf\u5185\u5b58\u7684\u5b9e\u4f8b\u3002\u8fd9\u79cd\u914d\u7f6e\u80fd\u591f\u652f\u6301 agents\uff0c\u751a\u81f3\u652f\u6301 multi-agent systems\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8bf7\u52a1\u5fc5\u68c0\u67e5\u4f60\u6240\u9009 ec2 \u5b9e\u4f8b\u4e0e\u6240\u4f7f\u7528\u6846\u67b6\u53ca\u9a71\u52a8\u7a0b\u5e8f\u4e4b\u95f4\u7684\u517c\u5bb9\u6027\u3002<\/p>\n<\/blockquote>\n<h3>\u73af\u5883\u914d\u7f6e<\/h3>\n<p>\u9009\u5b9a\u786c\u4ef6\u4e4b\u540e\uff0c\u4f60\u8fd8\u9700\u8981\u914d\u7f6e\u8fd0\u884c\u73af\u5883\u3002\u8fd9\u4e00\u6b65\u80fd\u591f\u5e2e\u52a9\u4f60\u907f\u514d\u51b2\u7a81\uff0c\u5e76\u4f7f\u540e\u7eed\u66f4\u65b0\u7ba1\u7406\u66f4\u8f7b\u677e\u3002\u8bf7\u4f7f\u7528\u5bb9\u5668\u6216\u865a\u62df\u73af\u5883\u6765\u9694\u79bb\u4e0d\u540c\u6a21\u578b\u3002Docker \u662f\u8fd9\u4e00\u4efb\u52a1\u4e2d\u975e\u5e38\u6d41\u884c\u7684\u9009\u62e9\u3002<\/p>\n<ul>\n<li>\n<p>\u4e3a\u6bcf\u4e2a\u6a21\u578b\u521b\u5efa\u4e00\u4e2a\u5bb9\u5668\u3002\u8fd9\u6837\u53ef\u4ee5\u9694\u79bb\u5404\u81ea\u7684\u4f9d\u8d56\u9879\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u6bcf\u4e2a\u5bb9\u5668\u5206\u914d\u4e0d\u540c\u7aef\u53e3\u3002\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u7f51\u7edc\u51b2\u7a81\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u73af\u5883\u53d8\u91cf\u6765\u7ba1\u7406\u5404\u6a21\u578b\u7684\u914d\u7f6e\u9879\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6e05\u6670\u7684\u73af\u5883\u914d\u7f6e\u80fd\u8ba9\u4f60\u66f4\u5e73\u7a33\u5730\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u5728\u65e0\u9700\u5927\u5e45\u6539\u52a8\u7cfb\u7edf\u7684\u60c5\u51b5\u4e0b\u6269\u5c55\u89c4\u6a21\uff0c\u6216\u52a0\u5165\u65b0\u7684 agents\u3002\u8bb8\u591a\u56e2\u961f\u90fd\u4f1a\u5728 aws \u6216 amazon ec2 \u4e0a\u91c7\u7528\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u4ee5\u4fdd\u6301\u90e8\u7f72\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n<h2>\u591a\u6a21\u578b\u7cfb\u7edf\u7684\u90e8\u7f72\u65b9\u5f0f<\/h2>\n<p>\u5f53\u4f60\u5728 AI \u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u65f6\uff0c\u9700\u8981\u9009\u62e9\u5408\u9002\u7684\u90e8\u7f72\u65b9\u5f0f\u3002\u6bcf\u79cd\u65b9\u5f0f\u90fd\u80fd\u5e2e\u52a9\u4f60\u7ba1\u7406\u8d44\u6e90\u3001\u907f\u514d\u51b2\u7a81\u5e76\u6269\u5c55\u7cfb\u7edf\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u3001\u865a\u62df\u73af\u5883\u6216\u6a21\u578b\u670d\u52a1\u6846\u67b6\u3002\u8fd9\u4e9b\u5de5\u5177\u652f\u6301 multi-model orchestration\uff0c\u5e76\u4e14\u66f4\u4fbf\u4e8e\u5904\u7406 agents\u3001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u751a\u81f3 multi-agent systems\u3002<\/p>\n<h3>\u5bb9\u5668\u4e0e\u8fdb\u7a0b\u9694\u79bb<\/h3>\n<p>\u5bb9\u5668\u53ef\u4ee5\u5e2e\u52a9\u4f60\u9694\u79bb\u6bcf\u4e2a\u6a21\u578b\u53ca\u5176\u4f9d\u8d56\u9879\u3002\u8fd9\u79cd\u9694\u79bb\u53ef\u4ee5\u9632\u6b62\u51b2\u7a81\uff0c\u4f7f\u90e8\u7f72\u66f4\u52a0\u7a33\u5b9a\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u5e76\u884c\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\uff0c\u5373\u4f7f\u5b83\u4eec\u4f9d\u8d56\u4e0d\u540c\u7684\u5e93\u6216\u4e0d\u540c\u7248\u672c\u7684 Python\u3002Docker \u662f\u6700\u5e38\u7528\u7684\u5de5\u5177\uff0c\u5b83\u80fd\u591f\u81ea\u52a8\u5316\u5e94\u7528\u90e8\u7f72\uff0c\u5e76\u4fdd\u6301\u73af\u5883\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u5e38\u89c1\u5bb9\u5668\u5316\u5de5\u5177\u7684\u5bf9\u7167\u8868\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5de5\u5177<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u573a\u666f<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Docker<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u5bb9\u5668\u5b9e\u73b0\u65b9\u6848\uff0c\u53ef\u81ea\u52a8\u5316\u5e94\u7528\u90e8\u7f72\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u6548\u90e8\u7f72 AI \u6a21\u578b\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Kubernetes<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7528\u4e8e\u5bb9\u5668\u7f16\u6392\u7684\u53ef\u6269\u5c55\u90e8\u7f72\u6846\u67b6\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7ba1\u7406\u591a\u4e2a AI \u6a21\u578b\u90e8\u7f72\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Amazon Elastic Container Service (ECS)<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Amazon \u63d0\u4f9b\u7684\u6d41\u884c\u5bb9\u5668\u670d\u52a1\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u4e91\u7aef\u6258\u7ba1 AI \u6a21\u578b\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Google Container Engine<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Google \u63d0\u4f9b\u7684\u5bb9\u5668\u670d\u52a1\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u4e8e\u4e91\u7684 AI \u6a21\u578b\u90e8\u7f72\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 Docker \u4e3a\u6bcf\u4e2a\u6a21\u578b\u521b\u5efa\u72ec\u7acb\u5bb9\u5668\u3002Kubernetes \u80fd\u5e2e\u52a9\u4f60\u7ba1\u7406\u5927\u91cf\u5bb9\u5668\u5e76\u6269\u5c55\u7cfb\u7edf\u3002Amazon ECS \u548c Google Container Engine \u5219\u5141\u8bb8\u4f60\u5728\u4e91\u7aef\u90e8\u7f72\u5bb9\u5668\u3002\u8fd9\u4e9b\u5de5\u5177\u4e0e AWS \u914d\u5408\u826f\u597d\uff0c\u4e5f\u9002\u5408 generative ai \u5de5\u4f5c\u8d1f\u8f7d\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8bf7\u4e3a\u6bcf\u4e2a\u5bb9\u5668\u5206\u914d\u552f\u4e00\u7aef\u53e3\u3002\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u7f51\u7edc\u51b2\u7a81\uff0c\u4e5f\u80fd\u8ba9\u8bf7\u6c42\u66f4\u5bb9\u6613\u8def\u7531\u5230\u6b63\u786e\u7684\u6a21\u578b\u3002<\/p>\n<\/blockquote>\n<h3>\u865a\u62df\u73af\u5883\u4e0e\u4f9d\u8d56\u7ba1\u7406<\/h3>\n<p>\u865a\u62df\u73af\u5883\u53ef\u4ee5\u5728\u4e0d\u4f7f\u7528\u5bb9\u5668\u7684\u60c5\u51b5\u4e0b\uff0c\u4e3a\u6bcf\u4e2a\u6a21\u578b\u5206\u79bb\u4f9d\u8d56\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 <code>venv<\/code> \u6216 <code>conda<\/code> \u4e4b\u7c7b\u7684\u5de5\u5177\u521b\u5efa\u9694\u79bb\u7684 Python \u73af\u5883\u3002\u5f53\u4f60\u5e0c\u671b\u4fdd\u6301\u65b9\u6848\u7b80\u5355\uff0c\u6216\u8005\u6a21\u578b\u4e0d\u9700\u8981\u5b8c\u6574\u5bb9\u5668\u5316\u65f6\uff0c\u8fd9\u79cd\u65b9\u6cd5\u975e\u5e38\u9002\u5408\u3002<\/p>\n<ul>\n<li>\n<p>\u4e3a\u6bcf\u4e2a\u6a21\u578b\u521b\u5efa\u4e00\u4e2a\u865a\u62df\u73af\u5883\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5404\u81ea\u73af\u5883\u4e2d\u4ec5\u5b89\u88c5\u6240\u9700\u7684\u5e93\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u542f\u52a8\u6a21\u578b\u524d\uff0c\u6fc0\u6d3b\u5bf9\u5e94\u7684\u73af\u5883\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u6709\u52a9\u4e8e\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\u3002\u4f60\u53ef\u4ee5\u66f4\u65b0\u67d0\u4e2a\u6a21\u578b\u6240\u9700\u7684\u5e93\uff0c\u800c\u4e0d\u5f71\u54cd\u5176\u4ed6\u6a21\u578b\u3002\u8bb8\u591a\u56e2\u961f\u4f1a\u5728\u6d4b\u8bd5\u65b0\u7248\u672c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6216\u90e8\u7f72 agents \u65f6\u4f7f\u7528\u865a\u62df\u73af\u5883\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u865a\u62df\u73af\u5883\u5e76\u4e0d\u63d0\u4f9b\u8fdb\u7a0b\u9694\u79bb\u3002\u5982\u679c\u4f60\u9700\u8981\u66f4\u5f3a\u9694\u79bb\u6027\uff0c\u6216\u8005\u5e0c\u671b\u8de8\u670d\u52a1\u5668\u6269\u5c55\uff0c\u90a3\u4e48\u5bb9\u5668\u6216\u7f16\u6392\u5de5\u5177\u4f1a\u662f\u66f4\u597d\u7684\u9009\u62e9\u3002<\/p>\n<\/blockquote>\n<h3>\u6a21\u578b\u670d\u52a1\u6846\u67b6<\/h3>\n<p>\u6a21\u578b\u670d\u52a1\u6846\u67b6\u53ef\u4ee5\u5e2e\u52a9\u4f60\u66f4\u8f7b\u677e\u5730\u90e8\u7f72\u3001\u7ba1\u7406\u548c\u6269\u5c55\u591a\u4e2a\u6a21\u578b\u3002\u8fd9\u4e9b\u6846\u67b6\u80fd\u591f\u5904\u7406\u8bf7\u6c42\u3001\u8d1f\u8f7d\u5747\u8861\u548c\u8d44\u6e90\u5206\u914d\u3002\u4f60\u53ef\u4ee5\u7528\u5b83\u4eec\u6765\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u670d\u52a1 agents\u3001generative ai \u6a21\u578b\u6216\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>Amazon SageMaker \u662f\u5728 AWS \u4e0a\u90e8\u7f72\u591a\u6a21\u578b\u7cfb\u7edf\u7684\u70ed\u95e8\u9009\u62e9\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u96c6\u4e2d\u5f0f\u5e73\u53f0\uff0c\u7528\u4e8e\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u5728 SageMaker \u4e2d\u4f7f\u7528 Docker \u5bb9\u5668\uff0c\u4ee5\u4fdd\u6301\u90e8\u7f72\u73af\u5883\u7684\u4e00\u81f4\u6027\u3002SageMaker \u80fd\u81ea\u52a8\u5b8c\u6210\u90e8\u7f72\uff0c\u5e76\u6309\u9700\u6269\u5c55\u63a8\u7406\u80fd\u529b\u3002\u8bb8\u591a\u56e2\u961f\u7528\u5b83\u6765\u652f\u6301 agents \u548c multi-agent systems\u3002<\/p>\n<p>\u5176\u4ed6\u6a21\u578b\u670d\u52a1\u6846\u67b6\u8fd8\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p>LangGraph\uff1a\u8be5\u6846\u67b6\u91c7\u7528\u57fa\u4e8e\u56fe\u7684\u67b6\u6784\uff0c\u53ef\u5bf9\u5de5\u4f5c\u6d41\u8fdb\u884c\u663e\u5f0f\u63a7\u5236\uff0c\u5e76\u4e14\u975e\u5e38\u9002\u5408\u4f01\u4e1a\u7ea7\u6269\u5c55\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>CrewAI\uff1aCrewAI \u652f\u6301\u57fa\u4e8e\u89d2\u8272\u7684\u7cfb\u7edf\uff0c\u6709\u52a9\u4e8e\u4f60\u6784\u5efa\u534f\u4f5c\u5f0f AI agent \u4ea4\u4e92\uff0c\u4e5f\u5f88\u9002\u5408\u5feb\u901f\u539f\u578b\u5f00\u53d1\u3002<\/p>\n<\/li>\n<li>\n<p>AutoGen\uff1aAutoGen \u4e13\u6ce8\u4e8e\u5bf9\u8bdd\u5f0f agents\uff0c\u652f\u6301\u590d\u6742\u95ee\u9898\u6c42\u89e3\uff0c\u5728\u6570\u636e\u79d1\u5b66\u5de5\u4f5c\u6d41\u4e2d\u8868\u73b0\u826f\u597d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528 LitServe \u8fd9\u6837\u7684\u6846\u67b6\uff0c\u6216\u6765\u81ea AWS \u7684\u4e91\u7aef\u65b9\u6848\u6765\u90e8\u7f72\u548c\u7ba1\u7406\u6a21\u578b\u3002\u8fd9\u4e9b\u5de5\u5177\u6709\u52a9\u4e8e\u4f60\u5904\u7406 multi-model orchestration\uff0c\u5e76\u4fdd\u6301\u7cfb\u7edf\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n<blockquote>\n<p><strong>\u8bf4\u660e\uff1a<\/strong>\u8bf7\u9009\u62e9\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u76f8\u5339\u914d\u7684\u670d\u52a1\u6846\u67b6\u3002\u4f8b\u5982\uff0c\u9762\u5411\u53ef\u6269\u5c55\u4e91\u90e8\u7f72\u53ef\u4f7f\u7528 SageMaker\uff1b\u82e5\u9700\u8981\u66f4\u9ad8\u7ea7\u7684\u5de5\u4f5c\u6d41\u63a7\u5236\uff0c\u5219\u53ef\u4f7f\u7528 LangGraph\u3002<\/p>\n<\/blockquote>\n<p>\u5f53\u4f60\u5c06\u5bb9\u5668\u3001\u865a\u62df\u73af\u5883\u548c\u6a21\u578b\u670d\u52a1\u6846\u67b6\u7ed3\u5408\u8d77\u6765\u65f6\uff0c\u5c31\u80fd\u66f4\u6709\u628a\u63e1\u5730\u5728 AI \u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u3002\u8fd9\u4e9b\u65b9\u6cd5\u6709\u52a9\u4e8e\u4f60\u7ba1\u7406\u8d44\u6e90\u3001\u907f\u514d\u51b2\u7a81\uff0c\u5e76\u5728\u5927\u89c4\u6a21\u573a\u666f\u4e0b\u652f\u6301 agents \u6216 multi-agent systems\u3002<\/p>\n<h2>\u8d44\u6e90\u4e0e\u6027\u80fd\u7ba1\u7406<\/h2>\n<figure class=\"aligncenter qc-single-image-wrapper\">\n<div class=\"qc-image-resizable-wrapper\" style=\"max-width: 100%\">\n    <img decoding=\"async\" src=\"https:\/\/statics.mylandingpages.co\/static\/aaanxdmf26c522mpaaagw6hehmi5qbqs\/image\/36a55a37c15141388ebb399a66ee1e19.webp\" alt=\"\u8d44\u6e90\u4e0e\u6027\u80fd\u7ba1\u7406\" width=\"720\" height=\"405\" loading=\"lazy\" style=\"width: 720px;max-width: 100%\">\n  <\/div><figcaption class=\"qc-caption\">\u56fe\u7247\u6765\u6e90\uff1a<a target=\"_blank\" rel=\"nofollow\" href=\"https:\/\/pexels.com\">pexels<\/a><\/figcaption><\/figure>\n<p>\u5f53\u4f60\u5728\u5355\u53f0\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u65f6\uff0c\u826f\u597d\u7684\u8d44\u6e90\u7ba1\u7406\u81f3\u5173\u91cd\u8981\u3002\u4f60\u9700\u8981\u786e\u4fdd\u6bcf\u4e2a\u6a21\u578b\u90fd\u80fd\u83b7\u5f97\u8db3\u591f\u7684\u7b97\u529b\uff0c\u540c\u65f6\u53c8\u4e0d\u4f1a\u62d6\u6162\u5176\u4ed6\u6a21\u578b\u3002\u4f18\u79c0\u7684\u8d44\u6e90\u7ba1\u7406\u80fd\u591f\u5e2e\u52a9\u4f60\u4fdd\u6301 ai \u5de5\u4f5c\u8d1f\u8f7d\u7684\u9ad8\u6027\u80fd\u4e0e\u7a33\u5b9a\u6027\uff0c\u5373\u4f7f\u4f60\u4e0d\u65ad\u589e\u52a0 agents\uff0c\u751a\u81f3\u6269\u5c55\u5230 multi-agent systems\u3002<\/p>\n<h3>\u5206\u914d GPU\u3001CPU \u4e0e\u5185\u5b58<\/h3>\n<p>\u4f60\u5e94\u8be5\u5148\u8ba9\u786c\u4ef6\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u76f8\u5339\u914d\u3002\u5f53\u4f60\u4f7f\u7528 aws \u7684 ec2 \u5b9e\u4f8b\u65f6\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u9009\u62e9\u5408\u9002\u6570\u91cf\u7684 GPU\u3001CPU \u548c\u5185\u5b58\u3002Amazon ec2 \u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u5b9e\u4f8b\u9009\u62e9\u80fd\u529b\uff0c\u8ba9\u4f60\u80fd\u591f\u4f7f\u7528\u9ad8\u6027\u80fd GPU \u548c\u5927\u5bb9\u91cf\u5185\u5b58\uff0c\u8fd9\u5bf9\u4e8e generative ai \u548c llms \u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n<p>\u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u6027\u80fd\uff0c\u4f60\u9700\u8981\u91c7\u7528\u5408\u7406\u7684\u8d44\u6e90\u5206\u914d\u7b56\u7565\uff1a<\/p>\n<ul>\n<li>\n<p>\u57fa\u4e8e\u8fd0\u884c\u65f6\u4fe1\u606f\u8fdb\u884c\u8d44\u6e90\u7ba1\u7406\u3002\u8fd9\u80fd\u5e2e\u52a9\u4f60\u5728\u6a21\u578b\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u4f18\u5316 GPU \u4f7f\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c1d\u8bd5\u4f7f\u7528\u50cf binpack \u8fd9\u6837\u7684\u8c03\u5ea6\u7b56\u7565\u3002\u8be5\u65b9\u6cd5\u4f1a\u628a\u591a\u4e2a\u6a21\u578b\u526f\u672c\u653e\u5728\u540c\u4e00\u5f20 GPU \u4e0a\uff0c\u4ece\u800c\u51cf\u5c11\u788e\u7247\u5316\u5e76\u6700\u5927\u5316 GPU \u5229\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 spread placement \u5c06\u6a21\u578b\u5206\u5e03\u5230\u6240\u6709 GPU \u4e0a\uff0c\u4ee5\u5e73\u8861\u8d1f\u8f7d\uff0c\u907f\u514d\u67d0\u4e00\u5f20 GPU \u8fc7\u8f7d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u7279\u5b9a\u6a21\u578b\u5206\u914d\u4e13\u7528 worker\u3002\u8fd9\u6837\u53ef\u4ee5\u589e\u5f3a\u63a7\u5236\u80fd\u529b\uff0c\u5e76\u5e2e\u52a9\u4f60\u907f\u514d\u8d44\u6e90\u51b2\u7a81\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5bb9\u5668\u5316\u73af\u5883\u4e2d\u8fd0\u884c\u6a21\u578b\u3002\u5bb9\u5668\u80fd\u8ba9\u4e0d\u540c\u6a21\u578b\u548c agents \u66f4\u9ad8\u6548\u5730\u5171\u4eab GPU\u3002<\/p>\n<\/li>\n<\/ul>\n<p>GPUStack 0.2 \u652f\u6301\u5c06\u6a21\u578b\u62c6\u5206\u5230\u4e0d\u540c worker \u4e0a\u8fd0\u884c\u3002\u5f53\u5355\u4e2a worker \u65e0\u6cd5\u627f\u8f7d\u5927\u578b\u6a21\u578b\u65f6\uff0c\u8fd9\u9879\u529f\u80fd\u5c24\u5176\u6709\u7528\u3002\u901a\u8fc7\u5206\u644a\u8d1f\u8f7d\uff0c\u4f60\u53ef\u4ee5\u63d0\u5347\u6027\u80fd\uff0c\u5e76\u66f4\u6709\u6548\u5730\u5229\u7528\u786c\u4ef6\u8d44\u6e90\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u5f53\u4f60\u4f7f\u7528 amazon sagemaker \u65f6\uff0c\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u6a21\u578b\u8bbe\u7f6e\u8d44\u6e90\u9650\u5236\u3002\u8fd9\u6837\u6709\u52a9\u4e8e\u907f\u514d\u5185\u5b58\u8017\u5c3d\u6216 CPU \u8fc7\u8f7d\u3002<\/p>\n<\/blockquote>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86\u51e0\u79cd\u5e38\u89c1\u7684\u8d44\u6e90\u5206\u914d\u7b56\u7565\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7b56\u7565<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f18\u52bf<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Binpack Placement<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u5927\u5316 GPU \u5229\u7528\u7387\uff0c\u51cf\u5c11\u788e\u7247\u5316<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Spread Placement<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5e73\u8861\u8d1f\u8f7d\uff0c\u9632\u6b62 GPU \u8fc7\u8f7d<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Assign Specific Workers<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u4f9b\u66f4\u7cbe\u786e\u7684\u90e8\u7f72\u63a7\u5236<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Containerized Environments<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u652f\u6301\u9ad8\u6548\u7684 GPU \u5171\u4eab<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u5e94\u59cb\u7ec8\u76d1\u63a7\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u3002\u50cf vLLM \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b9e\u65f6\u8ddf\u8e2a GPU \u548c\u5185\u5b58\u5360\u7528\u3002\u8fd9\u80fd\u8ba9\u4f60\u53ca\u65e9\u53d1\u73b0\u95ee\u9898\uff0c\u5e76\u6309\u9700\u8c03\u6574\u90e8\u7f72\u914d\u7f6e\u3002<\/p>\n<h3>\u8d1f\u8f7d\u5747\u8861\u4e0e\u6269\u7f29\u5bb9<\/h3>\n<p>\u968f\u7740\u4f60\u589e\u52a0\u66f4\u591a\u6a21\u578b\u6216 agents\uff0c\u5c31\u9700\u8981\u5728\u786c\u4ef6\u4e4b\u95f4\u8fdb\u884c\u8d1f\u8f7d\u5747\u8861\u3002\u8d1f\u8f7d\u5747\u8861\u53ef\u4ee5\u786e\u4fdd\u7cfb\u7edf\u4e2d\u6ca1\u6709\u4efb\u4f55\u5355\u4e00\u90e8\u5206\u88ab\u538b\u57ae\uff0c\u4ece\u800c\u8ba9\u4f60\u7684 ai \u670d\u52a1\u4fdd\u6301\u5feb\u901f\u4e14\u53ef\u9760\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 Nginx \u4f5c\u4e3a\u53cd\u5411\u4ee3\u7406\uff0c\u5c06\u8bf7\u6c42\u8def\u7531\u5230\u6b63\u786e\u7684\u6a21\u578b\u3002Nginx \u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u591a\u4e2a\u5bb9\u5668\u6216\u670d\u52a1\u5668\u4e4b\u95f4\u5747\u8861\u6d41\u91cf\u3002\u5f53\u4f60\u8fd0\u884c\u591a\u4e2a agents\uff0c\u6216\u8005\u5728\u591a\u4e2a ec2 \u5b9e\u4f8b\u4e0a\u90e8\u7f72\u6a21\u578b\u65f6\uff0c\u8fd9\u4e00\u70b9\u7279\u522b\u6709\u7528\u3002<\/p>\n<p>Amazon sagemaker \u4e5f\u652f\u6301\u81ea\u52a8\u6269\u7f29\u5bb9\u3002\u5f53\u5de5\u4f5c\u8d1f\u8f7d\u589e\u52a0\u65f6\uff0csagemaker \u53ef\u4ee5\u81ea\u52a8\u6dfb\u52a0\u66f4\u591a\u8d44\u6e90\u6765\u5904\u7406\u989d\u5916\u8bf7\u6c42\u3002\u5bf9\u4e8e\u4f7f\u7528 generative ai \u6216\u540c\u65f6\u670d\u52a1\u5927\u91cf agents \u7684\u751f\u4ea7\u7cfb\u7edf\u800c\u8a00\uff0c\u8fd9\u9879\u80fd\u529b\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u63d0\u5347\u8d1f\u8f7d\u5747\u8861\u4e0e\u6269\u7f29\u5bb9\u6548\u679c\u7684\u505a\u6cd5\uff1a<\/p>\n<ol>\n<li>\n<p>\u90e8\u7f72\u50cf Nginx \u8fd9\u6837\u7684\u53cd\u5411\u4ee3\u7406\uff0c\u5c06\u6d41\u91cf\u5f15\u5bfc\u5230\u5404\u4e2a\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u7f16\u6392\u5de5\u5177\u6765\u7ba1\u7406\u5bb9\u5668\uff0c\u5e76\u6839\u636e\u9700\u8981\u8fdb\u884c\u6a2a\u5411\u6269\u5c55\u6216\u7f29\u51cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 vLLM \u7b49\u5de5\u5177\u76d1\u63a7\u7cfb\u7edf\uff0c\u67e5\u770b\u6bcf\u4e2a\u6a21\u578b\u627f\u62c5\u4e86\u591a\u5c11\u8d1f\u8f7d\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u636e\u9700\u6c42\u53d8\u5316\u8c03\u6574 ec2 \u5b9e\u4f8b\u7c7b\u578b\u3002AWS \u8ba9\u4f60\u53ef\u4ee5\u8f7b\u677e\u5207\u6362\u5230\u66f4\u5927\u6216\u66f4\u5c0f\u7684\u5b9e\u4f8b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 amazon sagemaker \u7684\u81ea\u52a8\u6269\u7f29\u5bb9\u529f\u80fd\uff0c\u4f7f\u7cfb\u7edf\u5728\u65e0\u9700\u624b\u52a8\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u6269\u5c55\u3002<\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p><strong>\u8bf4\u660e\uff1a<\/strong>\u5728\u6b63\u5f0f\u4e0a\u7ebf\u4e4b\u524d\uff0c\u4e00\u5b9a\u8981\u5728\u9ad8\u8d1f\u8f7d\u6761\u4ef6\u4e0b\u6d4b\u8bd5\u7cfb\u7edf\u3002\u8fd9\u6837\u6709\u52a9\u4e8e\u4f60\u5c3d\u65e9\u53d1\u73b0\u8584\u5f31\u73af\u8282\u5e76\u63d0\u524d\u4fee\u590d\u3002<\/p>\n<\/blockquote>\n<p>\u9075\u5faa\u8fd9\u4e9b\u6b65\u9aa4\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u66f4\u6709\u4fe1\u5fc3\u5730\u5728\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u3001agents\uff0c\u751a\u81f3 multi-agent systems\u3002\u826f\u597d\u7684\u8d44\u6e90\u4e0e\u6027\u80fd\u7ba1\u7406\u53ef\u4ee5\u8ba9\u4f60\u7684 ai \u5de5\u4f5c\u8d1f\u8f7d\u4fdd\u6301\u5e73\u7a33\u8fd0\u884c\uff0c\u65e0\u8bba\u4f60\u4f7f\u7528\u7684\u662f aws\u3001amazon ec2\uff0c\u8fd8\u662f amazon sagemaker \u8fd9\u6837\u7684\u4e91\u5de5\u5177\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898\u4e0e\u6545\u969c\u6392\u67e5<\/h2>\n<p>\u5f53\u4f60\u5728 AI \u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u5e38\u89c1\u6311\u6218\u3002\u4e86\u89e3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6709\u52a9\u4e8e\u4f60\u4fdd\u6301\u7cfb\u7edf\u7a33\u5b9a\u4e14\u9ad8\u6548\u3002<\/p>\n<h3>\u4f9d\u8d56\u51b2\u7a81<\/h3>\n<p>\u5f53\u4e24\u4e2a\u6a21\u578b\u9700\u8981\u540c\u4e00\u4e2a\u5e93\u7684\u4e0d\u540c\u7248\u672c\u65f6\uff0c\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u62a5\u9519\u3002\u8fd9\u7c7b\u95ee\u9898\u5e38\u89c1\u4e8e\u90e8\u7f72 agents \u6216 llms\uff0c\u56e0\u4e3a\u5b83\u4eec\u5f80\u5f80\u4f9d\u8d56\u5404\u81ea\u7279\u5b9a\u7684\u7ec4\u4ef6\u3002\u4e3a\u4e86\u907f\u514d\u8fd9\u4e9b\u51b2\u7a81\uff0c\u8bf7\u4f7f\u7528\u5bb9\u5668\u6216\u865a\u62df\u73af\u5883\u3002Docker \u53ef\u4ee5\u9694\u79bb\u6bcf\u4e2a\u6a21\u578b\u7684\u8fd0\u884c\u73af\u5883\u3002\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528 conda \u8fd9\u7c7b\u5de5\u5177\u6765\u7ba1\u7406 Python \u5305\u3002\u90e8\u7f72\u5230 aws \u4e4b\u524d\uff0c\u8bf7\u52a1\u5fc5\u5148\u6d4b\u8bd5\u914d\u7f6e\uff0c\u8fd9\u6837\u53ef\u4ee5\u5c3d\u65e9\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n<h3>\u7aef\u53e3\u4e0e\u7f51\u7edc\u95ee\u9898<\/h3>\n<p>\u540c\u65f6\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u610f\u5473\u7740\u6bcf\u4e2a\u6a21\u578b\u90fd\u9700\u8981\u81ea\u5df1\u7684\u7aef\u53e3\u3002\u5982\u679c\u4f60\u628a\u540c\u4e00\u4e2a\u7aef\u53e3\u5206\u914d\u7ed9\u4e24\u4e2a\u6a21\u578b\uff0c\u5c31\u4f1a\u51fa\u73b0\u8fde\u63a5\u9519\u8bef\u3002\u4f60\u5e94\u8be5\u7ef4\u62a4\u4e00\u4efd\u7aef\u53e3\u5206\u914d\u6e05\u5355\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u6a21\u578b\u4f7f\u7528\u4e86\u54ea\u4e9b\u7aef\u53e3\u3002\u5728 aws \u4e0a\u90e8\u7f72\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7\u5b89\u5168\u7ec4\u63a7\u5236\u7f51\u7edc\u8bbf\u95ee\u3002Nginx \u80fd\u5e2e\u52a9\u4f60\u628a\u6d41\u91cf\u8def\u7531\u5230\u6b63\u786e\u7684\u6a21\u578b\uff0c\u5bf9\u4e8e\u9700\u8981\u5feb\u901f\u54cd\u5e94\u7684 generative ai \u548c agents \u5c24\u5176\u6709\u6548\u3002<\/p>\n<h3>\u76d1\u63a7\u4e0e\u8c03\u8bd5<\/h3>\n<p>\u4f60\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u76d1\u63a7\uff0c\u4ee5\u4fbf\u5feb\u901f\u53d1\u73b0\u95ee\u9898\u3002\u8bf7\u4f7f\u7528\u80fd\u591f\u8ddf\u8e2a CPU\u3001GPU \u548c\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u7684\u5de5\u5177\u3002\u5728 aws \u4e0a\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528 CloudWatch \u8bbe\u7f6e\u544a\u8b66\u3002\u5982\u679c\u53d1\u73b0\u7cfb\u7edf\u53d8\u6162\uff0c\u8bf7\u68c0\u67e5\u65e5\u5fd7\u4e2d\u7684\u9519\u8bef\u4fe1\u606f\u3002\u8c03\u8bd5\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5b9a\u4f4d\u6545\u969c\u539f\u56e0\u3002\u4f8b\u5982\uff0cvLLM \u80fd\u4e3a llms \u548c agents \u63d0\u4f9b\u5b9e\u65f6\u7edf\u8ba1\u6570\u636e\u3002\u5b9a\u671f\u76d1\u63a7\u80fd\u591f\u5e2e\u52a9\u4f60\u7684\u7cfb\u7edf\u4fdd\u6301\u5065\u5eb7\u72b6\u6001\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u5e38\u89c1\u9519\u8bef\u53ca\u5176\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5e38\u89c1\u9519\u8bef<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u89e3\u51b3\u65b9\u6848<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e92\u64cd\u4f5c\u6027\u95ee\u9898<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7edf\u4e00\u4e0d\u540c\u8bbe\u5907\u4e4b\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u6269\u5c55\u6027\u6311\u6218<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c06\u8ba1\u7b97\u5378\u8f7d\u5230\u8fb9\u7f18\u670d\u52a1\u5668\uff0c\u5e76\u68c0\u67e5\u67b6\u6784\u517c\u5bb9\u6027\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fd0\u884c\u6548\u7387\u4f4e\u4e0b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u5bf9\u6297\u5b66\u4e60\u8bc6\u522b\u5e76\u4fee\u590d\u8bef\u5bfc\u6027\u6570\u636e\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6570\u636e\u9690\u79c1\u95ee\u9898<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5e94\u7528\u6570\u636e\u51c0\u5316\u548c\u5dee\u5206\u9690\u79c1\u6765\u5f3a\u5316\u6a21\u578b\u5b89\u5168\u6027\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8bf7\u59cb\u7ec8\u8bb0\u5f55\u4f60\u7684\u914d\u7f6e\u548c\u53d8\u66f4\u3002\u826f\u597d\u7684\u6587\u6863\u8bb0\u5f55\u4f1a\u8ba9\u4f60\u5728 aws \u4e0a\u6392\u67e5 agents \u6216\u591a\u6a21\u578b\u90e8\u7f72\u95ee\u9898\u65f6\u66f4\u52a0\u8f7b\u677e\u3002<\/p>\n<\/blockquote>\n<h2>\u793a\u4f8b\uff1a\u90e8\u7f72\u4e24\u4e2a\u6a21\u578b<\/h2>\n<h3>\u4f7f\u7528\u5bb9\u5668<\/h3>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u5bb9\u5668\u5728\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u4e24\u4e2a\u6a21\u578b\u3002\u9996\u5148\uff0c\u4e3a\u6bcf\u4e2a\u6a21\u578b\u521b\u5efa\u4e00\u4e2a Docker \u5bb9\u5668\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u5206\u79bb\u4f9d\u8d56\u5e76\u9632\u6b62\u51b2\u7a81\u3002\u8bf7\u4e3a\u6bcf\u4e2a\u5bb9\u5668\u5206\u914d\u552f\u4e00\u7aef\u53e3\uff0c\u4ee5\u907f\u514d\u7f51\u7edc\u95ee\u9898\uff0c\u5e76\u65b9\u4fbf\u8fdb\u884c\u8bf7\u6c42\u8def\u7531\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 aws \u5728\u4e91\u5b9e\u4f8b\u4e0a\u542f\u52a8\u8fd9\u4e9b\u5bb9\u5668\u3002\u8bf7\u9009\u62e9\u4e00\u53f0\u62e5\u6709\u8db3\u591f GPU \u548c\u5185\u5b58\u7684\u5b9e\u4f8b\uff0c\u4ee5\u6ee1\u8db3\u5de5\u4f5c\u8d1f\u8f7d\u9700\u6c42\u3002<\/p>\n<p>Kubernetes \u80fd\u5e2e\u52a9\u4f60\u7ba1\u7406\u5bb9\u5668\u3002\u5b83\u4f7f\u7528 Vertical Pod Autoscaler\uff0c\u6839\u636e\u6a21\u578b\u5b9e\u9645\u8868\u73b0\u6765\u4f30\u7b97\u5e76\u8c03\u6574\u8d44\u6e90\u3002\u8fd9\u6837\u4f60\u5c31\u4e0d\u9700\u8981\u9760\u731c\u6d4b\u6765\u51b3\u5b9a\u6bcf\u4e2a\u6a21\u578b\u9700\u8981\u591a\u5c11\u5185\u5b58\u6216 CPU\u3002\u8bf7\u6301\u7eed\u76d1\u63a7\u8d44\u6e90\u5229\u7528\u7387\uff0c\u907f\u514d\u8d44\u6e90\u8fc7\u5ea6\u5206\u914d\u3002\u901a\u8fc7\u5408\u7406\u8c03\u5ea6\u5bb9\u5668\uff0c\u4f60\u53ef\u4ee5\u4f18\u5316\u6027\u80fd\uff0c\u5e76\u5728\u90e8\u7f72\u591a\u4e2a\u6a21\u578b\u65f6\u63d0\u5347\u8d44\u6e90\u6548\u7387\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8bf7\u59cb\u7ec8\u68c0\u67e5\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u3002\u5982\u679c\u53d1\u73b0\u53d8\u6162\u6216\u5185\u5b58\u5360\u7528\u8fc7\u9ad8\uff0c\u8bf7\u53ca\u65f6\u8c03\u6574\u5bb9\u5668\u914d\u7f6e\u3002<\/p>\n<\/blockquote>\n<h3>\u96c6\u6210\u670d\u52a1\u6846\u67b6<\/h3>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u6a21\u578b\u670d\u52a1\u6846\u67b6\u6765\u7edf\u4e00\u7ba1\u7406\u6a21\u578b\u3002\u8be5\u6846\u67b6\u80fd\u591f\u5904\u7406\u8bf7\u6c42\u5e76\u5e73\u8861\u8d44\u6e90\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u90e8\u7f72 GPT-4 \u6765\u5904\u7406\u5ba2\u6237\u4ea4\u4e92\uff1bGemini Ultra \u53ef\u4ee5\u89e3\u8bfb\u53d7\u635f\u4ea7\u54c1\u7684\u89c6\u89c9\u6570\u636e\uff1bLlama 3.2 \u5219\u53ef\u7528\u4e8e\u4fdd\u969c\u5168\u7403\u6c9f\u901a\u4e2d\u7684\u5b9e\u65f6\u7ffb\u8bd1\u3002\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u534f\u540c\u5de5\u4f5c\uff0c\u4ee5\u652f\u6301 agents \u548c generative ai \u4efb\u52a1\u3002<\/p>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u6280\u672f\u5728 ai \u90e8\u7f72\u4e2d\u7684\u4f5c\u7528\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6280\u672f\u96c6\u7fa4<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>AI Approaches<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5305\u62ec\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\uff0c\u53ef\u7528\u4e8e\u591a\u79cd\u4efb\u52a1\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>IoT Systems<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u652f\u6301\u4f4e\u5ef6\u8fdf\u5904\u7406\u548c\u5206\u5e03\u5f0f\u611f\u77e5\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Digital Twin<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6709\u52a9\u4e8e\u4e3a agents \u63d0\u4f9b\u5efa\u6a21\u548c\u51b3\u7b56\u652f\u6301\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 aws \u7684 SageMaker \u670d\u52a1\u6765\u90e8\u7f72\u6a21\u578b\u3002SageMaker \u8ba9\u4f60\u80fd\u591f\u8f7b\u677e\u6269\u5c55 llms \u548c agents\uff0c\u5e76\u5728\u5355\u4e00\u63a7\u5236\u9762\u677f\u4e2d\u7ba1\u7406\u8d44\u6e90\u5206\u914d\u4e0e\u6027\u80fd\u76d1\u63a7\u3002<\/p>\n<blockquote>\n<p><strong>\u8bf4\u660e\uff1a<\/strong>\u4f7f\u7528\u670d\u52a1\u6846\u67b6\u53ef\u4ee5\u7b80\u5316\u90e8\u7f72\u6d41\u7a0b\uff0c\u5e76\u63d0\u5347\u7cfb\u7edf\u53ef\u9760\u6027\u3002<\/p>\n<\/blockquote>\n<div class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid;width: 100%\"><\/div>\n<\/div>\n<p>\u5f53\u4f60\u5728 AI \u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u65f6\uff0c\u9700\u8981\u5145\u5206\u51c6\u5907\u5e76\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u3002\u826f\u597d\u7684\u8d44\u6e90\u7ba1\u7406\u80fd\u591f\u652f\u6491\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u4e0e\u53ef\u6269\u5c55\u6027\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9 agents \u548c llms \u65f6\u66f4\u662f\u5982\u6b64\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u8d44\u6e90\u5206\u914d\u4e0e\u5148\u8fdb\u6280\u672f\u5982\u4f55\u5e2e\u52a9\u4f60\u7684\u7cfb\u7edf\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u5206\u914d<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5148\u8fdb\u6280\u672f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u534f\u540c\u7f51\u7edc\u4f18\u5316<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u5347\u6027\u80fd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u6548\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u589e\u5f3a\u8d44\u6e90\u5229\u7528\u7387<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 aws \u8fdb\u884c\u90e8\u7f72\u548c\u7f16\u6392\u3002\u5bf9\u4e8e\u7b80\u5355 agents\uff0c\u53ef\u5c1d\u8bd5\u5355\u6b65 SageMaker pipelines\uff1b\u5bf9\u4e8e\u590d\u6742\u5de5\u4f5c\u6d41\uff0c\u5219\u53ef\u4f7f\u7528\u591a\u6b65 pipelines\u3002\u7ed3\u5408 CI\/CD integration\uff0c\u4f60\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u7ba1\u7406\u53d8\u66f4\uff0c\u5e76\u501f\u52a9 aws \u6269\u5c55 agents\u3002<\/p>\n<ul>\n<li>\n<p>\u5355\u6b65 SageMaker pipelines<\/p>\n<\/li>\n<li>\n<p>\u591a\u6b65 pipelines<\/p>\n<\/li>\n<li>\n<p>CI\/CD integration<\/p>\n<\/li>\n<\/ul>\n<p>\u8bf7\u5c06\u8fd9\u4e9b\u6700\u4f73\u5b9e\u8df5\u5e94\u7528\u5230\u4f60\u7684\u7cfb\u7edf\u4e2d\uff0c\u4ee5\u6784\u5efa\u7075\u6d3b\u4e14\u53ef\u9760\u7684\u90e8\u7f72\u67b6\u6784\u3002<\/p>\n<h2>\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h2>\n<h3>\u5982\u4f55\u907f\u514d\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u65f6\u53d1\u751f\u51b2\u7a81\uff1f<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u6216\u865a\u62df\u73af\u5883\u3002\u8fd9\u4e9b\u5de5\u5177\u80fd\u591f\u9694\u79bb\u4f9d\u8d56\u9879\u3002\u8bf7\u4e3a\u6bcf\u4e2a\u6a21\u578b\u5206\u914d\u552f\u4e00\u7aef\u53e3\uff0c\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u7f51\u7edc\u95ee\u9898\uff0c\u5e76\u8ba9\u6574\u4e2a\u914d\u7f6e\u66f4\u52a0\u7a33\u5b9a\u3002<\/p>\n<h3>\u76d1\u63a7\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u7684\u6700\u4f73\u65b9\u5f0f\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>\u4f60\u5e94\u8be5\u4f7f\u7528 CloudWatch \u6216 vLLM \u8fd9\u6837\u7684\u76d1\u63a7\u5de5\u5177\u3002\u8fd9\u4e9b\u5de5\u5177\u53ef\u4ee5\u8ddf\u8e2a CPU\u3001GPU \u548c\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u3002\u8bf7\u4e3a\u9ad8\u5360\u7528\u8bbe\u7f6e\u544a\u8b66\uff0c\u4ee5\u4fbf\u53ca\u65e9\u53d1\u73b0\u95ee\u9898\uff0c\u5e76\u8ba9 ai \u5de5\u4f5c\u8d1f\u8f7d\u4fdd\u6301\u5e73\u7a33\u8fd0\u884c\u3002<\/p>\n<h3>\u53ef\u4ee5\u540c\u65f6\u8fd0\u884c agents \u548c\u5927\u8bed\u8a00\u6a21\u578b\u5417\uff1f<\/h3>\n<p>\u53ef\u4ee5\uff0c\u4f60\u80fd\u591f\u5728\u540c\u4e00\u53f0\u670d\u52a1\u5668\u4e0a\u540c\u65f6\u8fd0\u884c agents \u548c\u5927\u8bed\u8a00\u6a21\u578b\u3002\u8bf7\u4f7f\u7528\u5bb9\u5668\u6216\u6a21\u578b\u670d\u52a1\u6846\u67b6\u3002\u8fd9\u6837\u65e2\u4fbf\u4e8e\u8d44\u6e90\u7ba1\u7406\uff0c\u4e5f\u4fbf\u4e8e\u6309\u9700\u6269\u5c55\u7cfb\u7edf\u3002<\/p>\n<h3>\u5982\u4f55\u4e3a\u9ad8\u8d1f\u8f7d\u573a\u666f\u6269\u5c55\u90e8\u7f72\uff1f<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 Kubernetes \u8fd9\u6837\u7684\u7f16\u6392\u5de5\u5177\uff0c\u6216 SageMaker \u8fd9\u6837\u7684\u4e91\u670d\u52a1\u3002\u8fd9\u4e9b\u5de5\u5177\u80fd\u591f\u5e2e\u52a9\u4f60\u589e\u52a0\u66f4\u591a\u8d44\u6e90\u3002\u8bf7\u914d\u7f6e\u81ea\u52a8\u6269\u7f29\u5bb9\uff0c\u4ee5\u4fbf\u5728\u6d41\u91cf\u589e\u957f\u65f6\u65e0\u9700\u624b\u52a8\u8c03\u6574\u3002<\/p>\n<h3>\u5982\u679c\u51fa\u73b0\u4f9d\u8d56\u9519\u8bef\uff0c\u5e94\u8be5\u600e\u4e48\u505a\uff1f<\/h3>\n<p>\u8bf7\u68c0\u67e5\u4f60\u7684\u73af\u5883\u914d\u7f6e\u3002\u786e\u4fdd\u6bcf\u4e2a\u6a21\u578b\u90fd\u8fd0\u884c\u5728\u5404\u81ea\u72ec\u7acb\u7684\u5bb9\u5668\u6216\u865a\u62df\u73af\u5883\u4e2d\u3002\u53ea\u5728\u53d7\u5f71\u54cd\u7684\u73af\u5883\u91cc\u66f4\u65b0\u5e93\uff0c\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u5bf9\u5176\u4ed6\u6a21\u578b\u9020\u6210\u5f71\u54cd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u5bb9\u5668\u3001\u72ec\u7acb\u8fdb\u7a0b\u6216\u7f16\u6392\u5de5\u5177\uff0c\u5728\u4e00\u53f0 AI 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