{"id":32989,"date":"2026-06-03T12:22:45","date_gmt":"2026-06-03T04:22:45","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/how-to-run-multiple-models-on-ai-servers\/"},"modified":"2026-06-03T12:29:52","modified_gmt":"2026-06-03T04:29:52","slug":"how-to-run-multiple-models-on-ai-servers","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-run-multiple-models-on-ai-servers\/","title":{"rendered":"\u5982\u4f55\u5728 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b"},"content":{"rendered":"<p>\u4f60\u53ef\u4ee5\u900f\u904e\u4f7f\u7528\u5bb9\u5668\u3001\u7368\u7acb\u884c\u7a0b\u6216\u7de8\u6392\u5de5\u5177\uff0c\u5728\u4e00\u53f0 <a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/hk\/\" target=\"_blank\">AI \u4f3a\u670d\u5668<\/a>\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u3002\u9019\u4e9b\u7b56\u7565\u6709\u52a9\u65bc\u4f60\u7ba1\u7406\u8cc7\u6e90\u4e26\u907f\u514d\u885d\u7a81\u3002\u50cf <a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/docker-server-configuration-guide\/\" target=\"_blank\">Docker<\/a> \u9019\u6a23\u7684\u5de5\u5177\uff0c\u6216 aws \u9019\u985e\u96f2\u7aef\u670d\u52d9\uff0c\u90fd\u80fd\u8b93\u9019\u4e00\u904e\u7a0b\u66f4\u52a0\u9806\u66a2\u3002\u8a31\u591a\u5718\u968a\u6703\u5c07\u9019\u4e9b\u65b9\u6cd5\u7528\u65bc generative ai\u3001llms\u3001agents\uff0c\u751a\u81f3 multi-agent systems\u3002\u7d93\u904e\u5468\u5bc6\u898f\u5283\uff0c\u80fd\u5920\u78ba\u4fdd\u4f60\u7684\u90e8\u7f72\u59cb\u7d42\u4fdd\u6301\u9ad8\u6548\u8207\u7a69\u5b9a\u3002<\/p>\n<h2>\u57f7\u884c\u591a\u500b\u6a21\u578b\uff1a\u6e96\u5099\u8207\u8a2d\u5b9a<\/h2>\n<h3>\u786c\u9ad4\u8207\u8edf\u9ad4\u9700\u6c42<\/h3>\n<p>\u5728\u4f60\u5c07\u591a\u500b\u6a21\u578b\u90e8\u7f72\u5230\u4e00\u53f0\u4f3a\u670d\u5668\u4e0a\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u6aa2\u67e5\u786c\u9ad4\u548c\u8edf\u9ad4\u689d\u4ef6\u3002\u5408\u9069\u7684\u8a2d\u5b9a\u53ef\u4ee5\u5e6b\u52a9\u4f60\u907f\u514d\u6548\u80fd\u4e0b\u964d\u548c\u57f7\u884c\u932f\u8aa4\u3002\u8a31\u591a\u5718\u968a\u6703\u4f7f\u7528 amazon ec2 \u6216\u985e\u4f3c\u7684\u96f2\u7aef\u670d\u52d9\uff0c\u4ee5\u7372\u5f97\u66f4\u9ad8\u7684\u9748\u6d3b\u6027\u548c\u7b97\u529b\u3002\u5982\u679c\u4f60\u60f3\u57f7\u884c generative ai\u3001llms \u6216 agents\uff0c\u5c31\u9700\u8981\u8f03\u5f37\u7684\u786c\u9ad4\u652f\u63f4\u3002<\/p>\n<ul>\n<li>\n<p>\u73fe\u4ee3 GPU \u80fd\u5920\u540c\u6642\u8655\u7406\u6210\u5343\u4e0a\u842c\u9805\u4efb\u52d9\u3002\u9019\u7a2e\u5927\u898f\u6a21\u5e73\u884c\u80fd\u529b\u53ef\u4ee5\u8b93\u4f60\u66f4\u5feb\u5730\u8655\u7406\u8cc7\u6599\u3002<\/p>\n<\/li>\n<li>\n<p>GPU \u7684\u9ad8\u8a18\u61b6\u9ad4\u983b\u5bec\u53ef\u4ee5\u5feb\u901f\u50b3\u8f38\u5927\u91cf\u8cc7\u6599\u3002\u9019\u80fd\u907f\u514d\u4f60\u5728\u57f7\u884c\u591a\u500b\u6a21\u578b\u6642\u51fa\u73fe\u74f6\u9838\u3002<\/p>\n<\/li>\n<li>\n<p>\u50cf Tensor Cores \u548c\u6df7\u5408\u7cbe\u5ea6\u652f\u63f4\u9019\u6a23\u7684\u7279\u6027\uff0c\u53ef\u4ee5\u8b93\u8a13\u7df4\u548c\u63a8\u8ad6\u66f4\u9ad8\u6548\u3002Multi-Instance GPU (MIG) \u5206\u5272\u9084\u80fd\u8b93\u4f60\u5c07\u4e00\u5f35 GPU \u5283\u5206\u7d66\u4e0d\u540c\u4efb\u52d9\u4f7f\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u5927\u591a\u6578 ai \u6846\u67b6\uff0c\u4f8b\u5982 TensorFlow \u548c PyTorch\uff0c\u5728 GPU \u52a0\u901f\u4e0b\u8868\u73fe\u6700\u4f73\u3002\u5404\u5ee0\u5546\u4e5f\u6703\u63d0\u4f9b\u9a45\u52d5\u7a0b\u5f0f\u548c\u51fd\u5f0f\u5eab\u4f86\u5e6b\u52a9\u4f60\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u5728 aws \u4e0a\u9078\u64c7\u4e00\u53f0\u6548\u80fd\u5f37\u52c1\u7684 ec2 \u57f7\u884c\u500b\u9ad4\u4f86\u6eff\u8db3\u9019\u4e9b\u9700\u6c42\u3002\u5f88\u591a\u4f7f\u7528\u8005\u6703\u9078\u64c7\u914d\u5099\u591a\u5f35 GPU \u548c\u5927\u5bb9\u91cf\u8a18\u61b6\u9ad4\u7684\u57f7\u884c\u500b\u9ad4\u3002\u9019\u7a2e\u8a2d\u5b9a\u80fd\u5920\u652f\u63f4 agents\uff0c\u751a\u81f3\u652f\u63f4 multi-agent systems\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8acb\u52d9\u5fc5\u6aa2\u67e5\u4f60\u6240\u9078 ec2 \u57f7\u884c\u500b\u9ad4\u8207\u6240\u4f7f\u7528\u6846\u67b6\u53ca\u9a45\u52d5\u7a0b\u5f0f\u4e4b\u9593\u7684\u76f8\u5bb9\u6027\u3002<\/p>\n<\/blockquote>\n<h3>\u74b0\u5883\u8a2d\u5b9a<\/h3>\n<p>\u9078\u5b9a\u786c\u9ad4\u4e4b\u5f8c\uff0c\u4f60\u9084\u9700\u8981\u8a2d\u5b9a\u57f7\u884c\u74b0\u5883\u3002\u9019\u4e00\u6b65\u80fd\u5920\u5e6b\u52a9\u4f60\u907f\u514d\u885d\u7a81\uff0c\u4e26\u4f7f\u5f8c\u7e8c\u66f4\u65b0\u7ba1\u7406\u66f4\u8f15\u9b06\u3002\u8acb\u4f7f\u7528\u5bb9\u5668\u6216\u865b\u64ec\u74b0\u5883\u4f86\u9694\u96e2\u4e0d\u540c\u6a21\u578b\u3002Docker \u662f\u9019\u4e00\u4efb\u52d9\u4e2d\u975e\u5e38\u6d41\u884c\u7684\u9078\u64c7\u3002<\/p>\n<ul>\n<li>\n<p>\u70ba\u6bcf\u500b\u6a21\u578b\u5efa\u7acb\u4e00\u500b\u5bb9\u5668\u3002\u9019\u6a23\u53ef\u4ee5\u9694\u96e2\u5404\u81ea\u7684\u76f8\u4f9d\u9805\u3002<\/p>\n<\/li>\n<li>\n<p>\u70ba\u6bcf\u500b\u5bb9\u5668\u5206\u914d\u4e0d\u540c\u9023\u63a5\u57e0\u3002\u9019\u6a23\u53ef\u4ee5\u907f\u514d\u7db2\u8def\u885d\u7a81\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u74b0\u5883\u8b8a\u6578\u4f86\u7ba1\u7406\u5404\u6a21\u578b\u7684\u8a2d\u5b9a\u9805\u76ee\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6e05\u6670\u7684\u74b0\u5883\u8a2d\u5b9a\u80fd\u8b93\u4f60\u66f4\u5e73\u7a69\u5730\u57f7\u884c\u591a\u500b\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u5728\u7121\u9808\u5927\u5e45\u6539\u52d5\u7cfb\u7d71\u7684\u60c5\u6cc1\u4e0b\u64f4\u5c55\u898f\u6a21\uff0c\u6216\u52a0\u5165\u65b0\u7684 agents\u3002\u8a31\u591a\u5718\u968a\u90fd\u6703\u5728 aws \u6216 amazon ec2 \u4e0a\u63a1\u7528\u9019\u4e9b\u65b9\u6cd5\uff0c\u4ee5\u4fdd\u6301\u90e8\u7f72\u7684\u7a69\u5b9a\u6027\u3002<\/p>\n<h2>\u591a\u6a21\u578b\u7cfb\u7d71\u7684\u90e8\u7f72\u65b9\u5f0f<\/h2>\n<p>\u7576\u4f60\u5728 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u6642\uff0c\u9700\u8981\u9078\u64c7\u5408\u9069\u7684\u90e8\u7f72\u65b9\u5f0f\u3002\u6bcf\u7a2e\u65b9\u5f0f\u90fd\u80fd\u5e6b\u52a9\u4f60\u7ba1\u7406\u8cc7\u6e90\u3001\u907f\u514d\u885d\u7a81\u4e26\u64f4\u5c55\u7cfb\u7d71\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u3001\u865b\u64ec\u74b0\u5883\u6216\u6a21\u578b\u670d\u52d9\u6846\u67b6\u3002\u9019\u4e9b\u5de5\u5177\u652f\u63f4 multi-model orchestration\uff0c\u4e26\u4e14\u66f4\u4fbf\u65bc\u8655\u7406 agents\u3001\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u751a\u81f3 multi-agent systems\u3002<\/p>\n<h3>\u5bb9\u5668\u8207\u884c\u7a0b\u9694\u96e2<\/h3>\n<p>\u5bb9\u5668\u53ef\u4ee5\u5e6b\u52a9\u4f60\u9694\u96e2\u6bcf\u500b\u6a21\u578b\u53ca\u5176\u76f8\u4f9d\u9805\u3002\u9019\u7a2e\u9694\u96e2\u53ef\u4ee5\u9632\u6b62\u885d\u7a81\uff0c\u4f7f\u90e8\u7f72\u66f4\u52a0\u7a69\u5b9a\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u4e26\u884c\u57f7\u884c\u591a\u500b\u6a21\u578b\uff0c\u5373\u4f7f\u5b83\u5011\u76f8\u4f9d\u4e0d\u540c\u7684\u51fd\u5f0f\u5eab\u6216\u4e0d\u540c\u7248\u672c\u7684 Python\u3002Docker \u662f\u6700\u5e38\u7528\u7684\u5de5\u5177\uff0c\u5b83\u80fd\u5920\u81ea\u52d5\u5316\u61c9\u7528\u90e8\u7f72\uff0c\u4e26\u4fdd\u6301\u74b0\u5883\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u5e38\u898b\u5bb9\u5668\u5316\u5de5\u5177\u7684\u5c0d\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>\u8aaa\u660e<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u60c5\u5883<\/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\u5ee3\u6cdb\u7684\u5bb9\u5668\u5be6\u4f5c\u65b9\u6848\uff0c\u53ef\u81ea\u52d5\u5316\u61c9\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\u65bc\u5bb9\u5668\u7de8\u6392\u7684\u53ef\u64f4\u5c55\u90e8\u7f72\u6846\u67b6\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7ba1\u7406\u591a\u500b 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\u52d9\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u96f2\u7aef\u8a17\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\u52d9\u3002<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u65bc\u96f2\u7aef\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 \u70ba\u6bcf\u500b\u6a21\u578b\u5efa\u7acb\u7368\u7acb\u5bb9\u5668\u3002Kubernetes \u80fd\u5e6b\u52a9\u4f60\u7ba1\u7406\u5927\u91cf\u5bb9\u5668\u4e26\u64f4\u5c55\u7cfb\u7d71\u3002Amazon ECS \u548c Google Container Engine \u5247\u5141\u8a31\u4f60\u5728\u96f2\u7aef\u90e8\u7f72\u5bb9\u5668\u3002\u9019\u4e9b\u5de5\u5177\u8207 AWS \u642d\u914d\u826f\u597d\uff0c\u4e5f\u9069\u5408 generative ai \u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8acb\u70ba\u6bcf\u500b\u5bb9\u5668\u5206\u914d\u552f\u4e00\u9023\u63a5\u57e0\u3002\u9019\u6a23\u53ef\u4ee5\u907f\u514d\u7db2\u8def\u885d\u7a81\uff0c\u4e5f\u80fd\u8b93\u8acb\u6c42\u66f4\u5bb9\u6613\u8def\u7531\u5230\u6b63\u78ba\u7684\u6a21\u578b\u3002<\/p>\n<\/blockquote>\n<h3>\u865b\u64ec\u74b0\u5883\u8207\u76f8\u4f9d\u7ba1\u7406<\/h3>\n<p>\u865b\u64ec\u74b0\u5883\u53ef\u4ee5\u5728\u4e0d\u4f7f\u7528\u5bb9\u5668\u7684\u60c5\u6cc1\u4e0b\uff0c\u70ba\u6bcf\u500b\u6a21\u578b\u5206\u96e2\u76f8\u4f9d\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 <code>venv<\/code> \u6216 <code>conda<\/code> \u4e4b\u985e\u7684\u5de5\u5177\u5efa\u7acb\u9694\u96e2\u7684 Python \u74b0\u5883\u3002\u7576\u4f60\u5e0c\u671b\u4fdd\u6301\u65b9\u6848\u7c21\u55ae\uff0c\u6216\u8005\u6a21\u578b\u4e0d\u9700\u8981\u5b8c\u6574\u5bb9\u5668\u5316\u6642\uff0c\u9019\u7a2e\u65b9\u6cd5\u975e\u5e38\u9069\u5408\u3002<\/p>\n<ul>\n<li>\n<p>\u70ba\u6bcf\u500b\u6a21\u578b\u5efa\u7acb\u4e00\u500b\u865b\u64ec\u74b0\u5883\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5404\u81ea\u74b0\u5883\u4e2d\u50c5\u5b89\u88dd\u6240\u9700\u7684\u51fd\u5f0f\u5eab\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u555f\u52d5\u6a21\u578b\u524d\uff0c\u555f\u7528\u5c0d\u61c9\u7684\u74b0\u5883\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u9019\u7a2e\u65b9\u5f0f\u6709\u52a9\u65bc\u907f\u514d\u76f8\u4f9d\u885d\u7a81\u3002\u4f60\u53ef\u4ee5\u66f4\u65b0\u67d0\u500b\u6a21\u578b\u6240\u9700\u7684\u51fd\u5f0f\u5eab\uff0c\u800c\u4e0d\u5f71\u97ff\u5176\u4ed6\u6a21\u578b\u3002\u8a31\u591a\u5718\u968a\u6703\u5728\u6e2c\u8a66\u65b0\u7248\u672c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u6216\u90e8\u7f72 agents \u6642\u4f7f\u7528\u865b\u64ec\u74b0\u5883\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u865b\u64ec\u74b0\u5883\u4e26\u4e0d\u63d0\u4f9b\u884c\u7a0b\u9694\u96e2\u3002\u5982\u679c\u4f60\u9700\u8981\u66f4\u5f37\u9694\u96e2\u6027\uff0c\u6216\u8005\u5e0c\u671b\u8de8\u4f3a\u670d\u5668\u64f4\u5c55\uff0c\u90a3\u9ebc\u5bb9\u5668\u6216\u7de8\u6392\u5de5\u5177\u6703\u662f\u66f4\u597d\u7684\u9078\u64c7\u3002<\/p>\n<\/blockquote>\n<h3>\u6a21\u578b\u670d\u52d9\u6846\u67b6<\/h3>\n<p>\u6a21\u578b\u670d\u52d9\u6846\u67b6\u53ef\u4ee5\u5e6b\u52a9\u4f60\u66f4\u8f15\u9b06\u5730\u90e8\u7f72\u3001\u7ba1\u7406\u548c\u64f4\u5c55\u591a\u500b\u6a21\u578b\u3002\u9019\u4e9b\u6846\u67b6\u80fd\u5920\u8655\u7406\u8acb\u6c42\u3001\u8ca0\u8f09\u5e73\u8861\u548c\u8cc7\u6e90\u5206\u914d\u3002\u4f60\u53ef\u4ee5\u7528\u5b83\u5011\u4f86\u5728\u6b63\u5f0f\u74b0\u5883\u4e2d\u670d\u52d9 agents\u3001generative ai \u6a21\u578b\u6216\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\n<p>Amazon SageMaker \u662f\u5728 AWS \u4e0a\u90e8\u7f72\u591a\u6a21\u578b\u7cfb\u7d71\u7684\u71b1\u9580\u9078\u64c7\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u500b\u96c6\u4e2d\u5f0f\u5e73\u53f0\uff0c\u7528\u65bc\u5efa\u69cb\u3001\u8a13\u7df4\u548c\u90e8\u7f72\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u5728 SageMaker \u4e2d\u4f7f\u7528 Docker \u5bb9\u5668\uff0c\u4ee5\u4fdd\u6301\u90e8\u7f72\u74b0\u5883\u7684\u4e00\u81f4\u6027\u3002SageMaker \u80fd\u81ea\u52d5\u5b8c\u6210\u90e8\u7f72\uff0c\u4e26\u6309\u9700\u64f4\u5c55\u63a8\u8ad6\u80fd\u529b\u3002\u8a31\u591a\u5718\u968a\u7528\u5b83\u4f86\u652f\u63f4 agents \u548c multi-agent systems\u3002<\/p>\n<p>\u5176\u4ed6\u6a21\u578b\u670d\u52d9\u6846\u67b6\u9084\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p>LangGraph\uff1a\u8a72\u6846\u67b6\u63a1\u7528\u57fa\u65bc\u5716\u7684\u67b6\u69cb\uff0c\u53ef\u5c0d\u5de5\u4f5c\u6d41\u7a0b\u9032\u884c\u986f\u5f0f\u63a7\u5236\uff0c\u4e26\u4e14\u975e\u5e38\u9069\u5408\u4f01\u696d\u7d1a\u64f4\u5c55\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>CrewAI\uff1aCrewAI \u652f\u63f4\u57fa\u65bc\u89d2\u8272\u7684\u7cfb\u7d71\uff0c\u6709\u52a9\u65bc\u4f60\u5efa\u69cb\u5354\u4f5c\u5f0f AI agent \u4e92\u52d5\uff0c\u4e5f\u5f88\u9069\u5408\u5feb\u901f\u539f\u578b\u958b\u767c\u3002<\/p>\n<\/li>\n<li>\n<p>AutoGen\uff1aAutoGen \u5c08\u6ce8\u65bc\u5c0d\u8a71\u5f0f agents\uff0c\u652f\u63f4\u8907\u96dc\u554f\u984c\u6c42\u89e3\uff0c\u5728\u8cc7\u6599\u79d1\u5b78\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u8868\u73fe\u826f\u597d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528 LitServe \u9019\u6a23\u7684\u6846\u67b6\uff0c\u6216\u4f86\u81ea AWS \u7684\u96f2\u7aef\u65b9\u6848\u4f86\u90e8\u7f72\u548c\u7ba1\u7406\u6a21\u578b\u3002\u9019\u4e9b\u5de5\u5177\u6709\u52a9\u65bc\u4f60\u8655\u7406 multi-model orchestration\uff0c\u4e26\u4fdd\u6301\u7cfb\u7d71\u9ad8\u6548\u904b\u4f5c\u3002<\/p>\n<blockquote>\n<p><strong>\u8aaa\u660e\uff1a<\/strong>\u8acb\u9078\u64c7\u8207\u5de5\u4f5c\u8ca0\u8f09\u76f8\u5339\u914d\u7684\u670d\u52d9\u6846\u67b6\u3002\u4f8b\u5982\uff0c\u9762\u5411\u53ef\u64f4\u5c55\u96f2\u7aef\u90e8\u7f72\u53ef\u4f7f\u7528 SageMaker\uff1b\u82e5\u9700\u8981\u66f4\u9032\u968e\u7684\u5de5\u4f5c\u6d41\u7a0b\u63a7\u5236\uff0c\u5247\u53ef\u4f7f\u7528 LangGraph\u3002<\/p>\n<\/blockquote>\n<p>\u7576\u4f60\u5c07\u5bb9\u5668\u3001\u865b\u64ec\u74b0\u5883\u548c\u6a21\u578b\u670d\u52d9\u6846\u67b6\u7d50\u5408\u8d77\u4f86\u6642\uff0c\u5c31\u80fd\u66f4\u6709\u628a\u63e1\u5730\u5728 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u3002\u9019\u4e9b\u65b9\u6cd5\u6709\u52a9\u65bc\u4f60\u7ba1\u7406\u8cc7\u6e90\u3001\u907f\u514d\u885d\u7a81\uff0c\u4e26\u5728\u5927\u898f\u6a21\u60c5\u5883\u4e0b\u652f\u63f4 agents \u6216 multi-agent systems\u3002<\/p>\n<h2>\u8cc7\u6e90\u8207\u6548\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=\"\u8cc7\u6e90\u8207\u6548\u80fd\u7ba1\u7406\" width=\"720\" height=\"405\" loading=\"lazy\" style=\"width: 720px;max-width: 100%\">\n  <\/div><figcaption class=\"qc-caption\">\u5716\u7247\u4f86\u6e90\uff1a<a target=\"_blank\" rel=\"nofollow\" href=\"https:\/\/pexels.com\">pexels<\/a><\/figcaption><\/figure>\n<p>\u7576\u4f60\u5728\u55ae\u53f0\u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u6642\uff0c\u826f\u597d\u7684\u8cc7\u6e90\u7ba1\u7406\u81f3\u95dc\u91cd\u8981\u3002\u4f60\u9700\u8981\u78ba\u4fdd\u6bcf\u500b\u6a21\u578b\u90fd\u80fd\u7372\u5f97\u8db3\u5920\u7684\u7b97\u529b\uff0c\u540c\u6642\u53c8\u4e0d\u6703\u62d6\u6162\u5176\u4ed6\u6a21\u578b\u3002\u512a\u79c0\u7684\u8cc7\u6e90\u7ba1\u7406\u80fd\u5920\u5e6b\u52a9\u4f60\u4fdd\u6301 ai \u5de5\u4f5c\u8ca0\u8f09\u7684\u9ad8\u6548\u80fd\u8207\u7a69\u5b9a\u6027\uff0c\u5373\u4f7f\u4f60\u4e0d\u65b7\u589e\u52a0 agents\uff0c\u751a\u81f3\u64f4\u5c55\u5230 multi-agent systems\u3002<\/p>\n<h3>\u5206\u914d GPU\u3001CPU \u8207\u8a18\u61b6\u9ad4<\/h3>\n<p>\u4f60\u61c9\u8a72\u5148\u8b93\u786c\u9ad4\u8207\u5de5\u4f5c\u8ca0\u8f09\u76f8\u5339\u914d\u3002\u7576\u4f60\u4f7f\u7528 aws \u7684 ec2 \u57f7\u884c\u500b\u9ad4\u6642\uff0c\u53ef\u4ee5\u6839\u64da\u9700\u6c42\u9078\u64c7\u5408\u9069\u6578\u91cf\u7684 GPU\u3001CPU \u548c\u8a18\u61b6\u9ad4\u3002Amazon ec2 \u63d0\u4f9b\u4e86\u9748\u6d3b\u7684\u57f7\u884c\u500b\u9ad4\u9078\u64c7\u80fd\u529b\uff0c\u8b93\u4f60\u80fd\u5920\u4f7f\u7528\u9ad8\u6548\u80fd GPU \u548c\u5927\u5bb9\u91cf\u8a18\u61b6\u9ad4\uff0c\u9019\u5c0d\u65bc generative ai \u548c llms \u5c24\u70ba\u91cd\u8981\u3002<\/p>\n<p>\u70ba\u4e86\u7372\u5f97\u6700\u4f73\u6548\u80fd\uff0c\u4f60\u9700\u8981\u63a1\u7528\u5408\u7406\u7684\u8cc7\u6e90\u5206\u914d\u7b56\u7565\uff1a<\/p>\n<ul>\n<li>\n<p>\u57fa\u65bc\u57f7\u884c\u6642\u8cc7\u8a0a\u9032\u884c\u8cc7\u6e90\u7ba1\u7406\u3002\u9019\u80fd\u5e6b\u52a9\u4f60\u5728\u6a21\u578b\u57f7\u884c\u904e\u7a0b\u4e2d\u512a\u5316 GPU \u4f7f\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u5617\u8a66\u4f7f\u7528\u50cf binpack \u9019\u6a23\u7684\u6392\u7a0b\u7b56\u7565\u3002\u8a72\u65b9\u6cd5\u6703\u628a\u591a\u500b\u6a21\u578b\u526f\u672c\u653e\u5728\u540c\u4e00\u5f35 GPU \u4e0a\uff0c\u5f9e\u800c\u6e1b\u5c11\u788e\u7247\u5316\u4e26\u6700\u5927\u5316 GPU \u5229\u7528\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 spread placement \u5c07\u6a21\u578b\u5206\u5e03\u5230\u6240\u6709 GPU \u4e0a\uff0c\u4ee5\u5e73\u8861\u8ca0\u8f09\uff0c\u907f\u514d\u67d0\u4e00\u5f35 GPU \u904e\u8f09\u3002<\/p>\n<\/li>\n<li>\n<p>\u70ba\u7279\u5b9a\u6a21\u578b\u5206\u914d\u5c08\u7528 worker\u3002\u9019\u6a23\u53ef\u4ee5\u589e\u5f37\u63a7\u5236\u80fd\u529b\uff0c\u4e26\u5e6b\u52a9\u4f60\u907f\u514d\u8cc7\u6e90\u885d\u7a81\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5bb9\u5668\u5316\u74b0\u5883\u4e2d\u57f7\u884c\u6a21\u578b\u3002\u5bb9\u5668\u80fd\u8b93\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\u63f4\u5c07\u6a21\u578b\u62c6\u5206\u5230\u4e0d\u540c worker \u4e0a\u57f7\u884c\u3002\u7576\u55ae\u500b worker \u7121\u6cd5\u627f\u8f09\u5927\u578b\u6a21\u578b\u6642\uff0c\u9019\u9805\u529f\u80fd\u5c24\u5176\u6709\u7528\u3002\u900f\u904e\u5206\u6524\u8ca0\u8f09\uff0c\u4f60\u53ef\u4ee5\u63d0\u5347\u6548\u80fd\uff0c\u4e26\u66f4\u6709\u6548\u5730\u5229\u7528\u786c\u9ad4\u8cc7\u6e90\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u7576\u4f60\u4f7f\u7528 amazon sagemaker \u6642\uff0c\u53ef\u4ee5\u70ba\u6bcf\u500b\u6a21\u578b\u8a2d\u5b9a\u8cc7\u6e90\u9650\u5236\u3002\u9019\u6a23\u6709\u52a9\u65bc\u907f\u514d\u8a18\u61b6\u9ad4\u8017\u76e1\u6216 CPU \u904e\u8f09\u3002<\/p>\n<\/blockquote>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86\u5e7e\u7a2e\u5e38\u898b\u7684\u8cc7\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>\u512a\u52e2<\/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\u6e1b\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\u8ca0\u8f09\uff0c\u9632\u6b62 GPU \u904e\u8f09<\/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\u78ba\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\u63f4\u9ad8\u6548\u7684 GPU \u5171\u4eab<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u61c9\u59cb\u7d42\u76e3\u63a7\u8cc7\u6e90\u4f7f\u7528\u60c5\u6cc1\u3002\u50cf vLLM \u9019\u6a23\u7684\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5373\u6642\u8ffd\u8e64 GPU \u548c\u8a18\u61b6\u9ad4\u5360\u7528\u3002\u9019\u80fd\u8b93\u4f60\u53ca\u65e9\u767c\u73fe\u554f\u984c\uff0c\u4e26\u6309\u9700\u8abf\u6574\u90e8\u7f72\u8a2d\u5b9a\u3002<\/p>\n<h3>\u8ca0\u8f09\u5e73\u8861\u8207\u64f4\u7e2e\u5bb9<\/h3>\n<p>\u96a8\u8457\u4f60\u589e\u52a0\u66f4\u591a\u6a21\u578b\u6216 agents\uff0c\u5c31\u9700\u8981\u5728\u786c\u9ad4\u4e4b\u9593\u9032\u884c\u8ca0\u8f09\u5e73\u8861\u3002\u8ca0\u8f09\u5e73\u8861\u53ef\u4ee5\u78ba\u4fdd\u7cfb\u7d71\u4e2d\u6c92\u6709\u4efb\u4f55\u55ae\u4e00\u90e8\u5206\u88ab\u58d3\u57ae\uff0c\u5f9e\u800c\u8b93\u4f60\u7684 ai \u670d\u52d9\u4fdd\u6301\u5feb\u901f\u4e14\u53ef\u9760\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 Nginx \u4f5c\u70ba\u53cd\u5411\u4ee3\u7406\uff0c\u5c07\u8acb\u6c42\u8def\u7531\u5230\u6b63\u78ba\u7684\u6a21\u578b\u3002Nginx \u53ef\u4ee5\u5e6b\u52a9\u4f60\u5728\u591a\u500b\u5bb9\u5668\u6216\u4f3a\u670d\u5668\u4e4b\u9593\u5e73\u8861\u6d41\u91cf\u3002\u7576\u4f60\u57f7\u884c\u591a\u500b agents\uff0c\u6216\u8005\u5728\u591a\u500b ec2 \u57f7\u884c\u500b\u9ad4\u4e0a\u90e8\u7f72\u6a21\u578b\u6642\uff0c\u9019\u4e00\u9ede\u7279\u5225\u6709\u7528\u3002<\/p>\n<p>Amazon sagemaker \u4e5f\u652f\u63f4\u81ea\u52d5\u64f4\u7e2e\u5bb9\u3002\u7576\u5de5\u4f5c\u8ca0\u8f09\u589e\u52a0\u6642\uff0csagemaker \u53ef\u4ee5\u81ea\u52d5\u65b0\u589e\u66f4\u591a\u8cc7\u6e90\u4f86\u8655\u7406\u984d\u5916\u8acb\u6c42\u3002\u5c0d\u65bc\u4f7f\u7528 generative ai \u6216\u540c\u6642\u670d\u52d9\u5927\u91cf agents \u7684\u6b63\u5f0f\u74b0\u5883\u7cfb\u7d71\u800c\u8a00\uff0c\u9019\u9805\u80fd\u529b\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u63d0\u5347\u8ca0\u8f09\u5e73\u8861\u8207\u64f4\u7e2e\u5bb9\u6548\u679c\u7684\u505a\u6cd5\uff1a<\/p>\n<ol>\n<li>\n<p>\u90e8\u7f72\u50cf Nginx \u9019\u6a23\u7684\u53cd\u5411\u4ee3\u7406\uff0c\u5c07\u6d41\u91cf\u5c0e\u5411\u5404\u500b\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u7de8\u6392\u5de5\u5177\u4f86\u7ba1\u7406\u5bb9\u5668\uff0c\u4e26\u6839\u64da\u9700\u8981\u9032\u884c\u6a6b\u5411\u64f4\u5c55\u6216\u7e2e\u6e1b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 vLLM \u7b49\u5de5\u5177\u76e3\u63a7\u7cfb\u7d71\uff0c\u67e5\u770b\u6bcf\u500b\u6a21\u578b\u627f\u64d4\u4e86\u591a\u5c11\u8ca0\u8f09\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u64da\u9700\u6c42\u8b8a\u5316\u8abf\u6574 ec2 \u57f7\u884c\u500b\u9ad4\u985e\u578b\u3002AWS \u8b93\u4f60\u53ef\u4ee5\u8f15\u9b06\u5207\u63db\u5230\u66f4\u5927\u6216\u66f4\u5c0f\u7684\u57f7\u884c\u500b\u9ad4\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 amazon sagemaker \u7684\u81ea\u52d5\u64f4\u7e2e\u5bb9\u529f\u80fd\uff0c\u4f7f\u7cfb\u7d71\u5728\u7121\u9808\u624b\u52d5\u5e72\u9810\u7684\u60c5\u6cc1\u4e0b\u5b8c\u6210\u64f4\u5c55\u3002<\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p><strong>\u8aaa\u660e\uff1a<\/strong>\u5728\u6b63\u5f0f\u4e0a\u7dda\u4e4b\u524d\uff0c\u4e00\u5b9a\u8981\u5728\u9ad8\u8ca0\u8f09\u689d\u4ef6\u4e0b\u6e2c\u8a66\u7cfb\u7d71\u3002\u9019\u6a23\u6709\u52a9\u65bc\u4f60\u53ca\u65e9\u767c\u73fe\u8584\u5f31\u74b0\u7bc0\u4e26\u63d0\u524d\u4fee\u5fa9\u3002<\/p>\n<\/blockquote>\n<p>\u9075\u5faa\u9019\u4e9b\u6b65\u9a5f\u5f8c\uff0c\u4f60\u5c31\u53ef\u4ee5\u66f4\u6709\u4fe1\u5fc3\u5730\u5728\u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u3001agents\uff0c\u751a\u81f3 multi-agent systems\u3002\u826f\u597d\u7684\u8cc7\u6e90\u8207\u6548\u80fd\u7ba1\u7406\u53ef\u4ee5\u8b93\u4f60\u7684 ai \u5de5\u4f5c\u8ca0\u8f09\u4fdd\u6301\u5e73\u7a69\u57f7\u884c\uff0c\u7121\u8ad6\u4f60\u4f7f\u7528\u7684\u662f aws\u3001amazon ec2\uff0c\u9084\u662f amazon sagemaker \u9019\u6a23\u7684\u96f2\u7aef\u5de5\u5177\u3002<\/p>\n<h2>\u5e38\u898b\u554f\u984c\u8207\u7591\u96e3\u6392\u89e3<\/h2>\n<p>\u7576\u4f60\u5728 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u6642\uff0c\u53ef\u80fd\u6703\u9047\u5230\u4e00\u4e9b\u5e38\u898b\u6311\u6230\u3002\u4e86\u89e3\u9019\u4e9b\u554f\u984c\uff0c\u6709\u52a9\u65bc\u4f60\u4fdd\u6301\u7cfb\u7d71\u7a69\u5b9a\u4e14\u9ad8\u6548\u3002<\/p>\n<h3>\u76f8\u4f9d\u885d\u7a81<\/h3>\n<p>\u7576\u5169\u500b\u6a21\u578b\u9700\u8981\u540c\u4e00\u500b\u51fd\u5f0f\u5eab\u7684\u4e0d\u540c\u7248\u672c\u6642\uff0c\u4f60\u53ef\u80fd\u6703\u9047\u5230\u932f\u8aa4\u3002\u9019\u985e\u554f\u984c\u5e38\u898b\u65bc\u90e8\u7f72 agents \u6216 llms\uff0c\u56e0\u70ba\u5b83\u5011\u5f80\u5f80\u76f8\u4f9d\u5404\u81ea\u7279\u5b9a\u7684\u5143\u4ef6\u3002\u70ba\u4e86\u907f\u514d\u9019\u4e9b\u885d\u7a81\uff0c\u8acb\u4f7f\u7528\u5bb9\u5668\u6216\u865b\u64ec\u74b0\u5883\u3002Docker \u53ef\u4ee5\u9694\u96e2\u6bcf\u500b\u6a21\u578b\u7684\u57f7\u884c\u74b0\u5883\u3002\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528 conda \u9019\u985e\u5de5\u5177\u4f86\u7ba1\u7406 Python \u5957\u4ef6\u3002\u90e8\u7f72\u5230 aws \u4e4b\u524d\uff0c\u8acb\u52d9\u5fc5\u5148\u6e2c\u8a66\u8a2d\u5b9a\uff0c\u9019\u6a23\u53ef\u4ee5\u53ca\u65e9\u767c\u73fe\u554f\u984c\u3002<\/p>\n<h3>\u9023\u63a5\u57e0\u8207\u7db2\u8def\u554f\u984c<\/h3>\n<p>\u540c\u6642\u57f7\u884c\u591a\u500b\u6a21\u578b\u610f\u5473\u8457\u6bcf\u500b\u6a21\u578b\u90fd\u9700\u8981\u81ea\u5df1\u7684\u9023\u63a5\u57e0\u3002\u5982\u679c\u4f60\u628a\u540c\u4e00\u500b\u9023\u63a5\u57e0\u5206\u914d\u7d66\u5169\u500b\u6a21\u578b\uff0c\u5c31\u6703\u51fa\u73fe\u9023\u7dda\u932f\u8aa4\u3002\u4f60\u61c9\u8a72\u7dad\u8b77\u4e00\u4efd\u9023\u63a5\u57e0\u5206\u914d\u6e05\u55ae\uff0c\u8a18\u9304\u6bcf\u500b\u6a21\u578b\u4f7f\u7528\u4e86\u54ea\u4e9b\u9023\u63a5\u57e0\u3002\u5728 aws \u4e0a\u90e8\u7f72\u6642\uff0c\u53ef\u4ee5\u900f\u904e\u5b89\u5168\u7fa4\u7d44\u63a7\u5236\u7db2\u8def\u5b58\u53d6\u3002Nginx \u80fd\u5e6b\u52a9\u4f60\u628a\u6d41\u91cf\u8def\u7531\u5230\u6b63\u78ba\u7684\u6a21\u578b\uff0c\u5c0d\u65bc\u9700\u8981\u5feb\u901f\u56de\u61c9\u7684 generative ai \u548c agents \u5c24\u5176\u6709\u6548\u3002<\/p>\n<h3>\u76e3\u63a7\u8207\u9664\u932f<\/h3>\n<p>\u4f60\u9700\u8981\u5c0d\u6a21\u578b\u9032\u884c\u76e3\u63a7\uff0c\u4ee5\u4fbf\u5feb\u901f\u767c\u73fe\u554f\u984c\u3002\u8acb\u4f7f\u7528\u80fd\u5920\u8ffd\u8e64 CPU\u3001GPU \u548c\u8a18\u61b6\u9ad4\u4f7f\u7528\u60c5\u6cc1\u7684\u5de5\u5177\u3002\u5728 aws \u4e0a\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528 CloudWatch \u8a2d\u5b9a\u8b66\u793a\u3002\u5982\u679c\u767c\u73fe\u7cfb\u7d71\u8b8a\u6162\uff0c\u8acb\u6aa2\u67e5\u65e5\u8a8c\u4e2d\u7684\u932f\u8aa4\u8cc7\u8a0a\u3002\u9664\u932f\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u4f60\u5b9a\u4f4d\u6545\u969c\u539f\u56e0\u3002\u4f8b\u5982\uff0cvLLM \u80fd\u70ba llms \u548c agents \u63d0\u4f9b\u5373\u6642\u7d71\u8a08\u8cc7\u6599\u3002\u5b9a\u671f\u76e3\u63a7\u80fd\u5920\u5e6b\u52a9\u4f60\u7684\u7cfb\u7d71\u4fdd\u6301\u5065\u5eb7\u72c0\u614b\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u5e38\u898b\u932f\u8aa4\u53ca\u5176\u89e3\u6c7a\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\u898b\u932f\u8aa4<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u89e3\u6c7a\u65b9\u6848<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e92\u901a\u6027\u554f\u984c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7d71\u4e00\u4e0d\u540c\u88dd\u7f6e\u4e4b\u9593\u7684\u901a\u8a0a\u5354\u5b9a\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u64f4\u5c55\u6027\u6311\u6230<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c07\u904b\u7b97\u5378\u8f09\u5230\u908a\u7de3\u4f3a\u670d\u5668\uff0c\u4e26\u6aa2\u67e5\u67b6\u69cb\u76f8\u5bb9\u6027\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u71df\u904b\u6548\u7387\u4f4e\u843d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u5c0d\u6297\u5f0f\u5b78\u7fd2\u8b58\u5225\u4e26\u4fee\u5fa9\u8aa4\u5c0e\u6027\u8cc7\u6599\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6599\u96b1\u79c1\u554f\u984c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u61c9\u7528\u8cc7\u6599\u6de8\u5316\u548c\u5dee\u5206\u96b1\u79c1\u4f86\u5f37\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>\u8acb\u59cb\u7d42\u8a18\u9304\u4f60\u7684\u8a2d\u5b9a\u548c\u8b8a\u66f4\u3002\u826f\u597d\u7684\u6587\u4ef6\u7d00\u9304\u6703\u8b93\u4f60\u5728 aws \u4e0a\u6392\u67e5 agents \u6216\u591a\u6a21\u578b\u90e8\u7f72\u554f\u984c\u6642\u66f4\u52a0\u8f15\u9b06\u3002<\/p>\n<\/blockquote>\n<h2>\u7bc4\u4f8b\uff1a\u90e8\u7f72\u5169\u500b\u6a21\u578b<\/h2>\n<h3>\u4f7f\u7528\u5bb9\u5668<\/h3>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u5bb9\u5668\u5728\u4f3a\u670d\u5668\u4e0a\u90e8\u7f72\u5169\u500b\u6a21\u578b\u3002\u9996\u5148\uff0c\u70ba\u6bcf\u500b\u6a21\u578b\u5efa\u7acb\u4e00\u500b Docker \u5bb9\u5668\u3002\u9019\u7a2e\u65b9\u5f0f\u80fd\u5920\u5206\u96e2\u76f8\u4f9d\u4e26\u9632\u6b62\u885d\u7a81\u3002\u8acb\u70ba\u6bcf\u500b\u5bb9\u5668\u5206\u914d\u552f\u4e00\u9023\u63a5\u57e0\uff0c\u4ee5\u907f\u514d\u7db2\u8def\u554f\u984c\uff0c\u4e26\u65b9\u4fbf\u9032\u884c\u8acb\u6c42\u8def\u7531\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 aws \u5728\u96f2\u7aef\u57f7\u884c\u500b\u9ad4\u4e0a\u555f\u52d5\u9019\u4e9b\u5bb9\u5668\u3002\u8acb\u9078\u64c7\u4e00\u53f0\u64c1\u6709\u8db3\u5920 GPU \u548c\u8a18\u61b6\u9ad4\u7684\u57f7\u884c\u500b\u9ad4\uff0c\u4ee5\u6eff\u8db3\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u3002<\/p>\n<p>Kubernetes \u80fd\u5e6b\u52a9\u4f60\u7ba1\u7406\u5bb9\u5668\u3002\u5b83\u4f7f\u7528 Vertical Pod Autoscaler\uff0c\u6839\u64da\u6a21\u578b\u5be6\u969b\u8868\u73fe\u4f86\u4f30\u7b97\u4e26\u8abf\u6574\u8cc7\u6e90\u3002\u9019\u6a23\u4f60\u5c31\u4e0d\u9700\u8981\u9760\u731c\u6e2c\u4f86\u6c7a\u5b9a\u6bcf\u500b\u6a21\u578b\u9700\u8981\u591a\u5c11\u8a18\u61b6\u9ad4\u6216 CPU\u3002\u8acb\u6301\u7e8c\u76e3\u63a7\u8cc7\u6e90\u5229\u7528\u7387\uff0c\u907f\u514d\u8cc7\u6e90\u904e\u5ea6\u5206\u914d\u3002\u900f\u904e\u5408\u7406\u6392\u7a0b\u5bb9\u5668\uff0c\u4f60\u53ef\u4ee5\u512a\u5316\u6548\u80fd\uff0c\u4e26\u5728\u90e8\u7f72\u591a\u500b\u6a21\u578b\u6642\u63d0\u5347\u8cc7\u6e90\u6548\u7387\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8acb\u59cb\u7d42\u6aa2\u67e5\u8cc7\u6e90\u4f7f\u7528\u60c5\u6cc1\u3002\u5982\u679c\u767c\u73fe\u8b8a\u6162\u6216\u8a18\u61b6\u9ad4\u5360\u7528\u904e\u9ad8\uff0c\u8acb\u53ca\u6642\u8abf\u6574\u5bb9\u5668\u8a2d\u5b9a\u3002<\/p>\n<\/blockquote>\n<h3>\u6574\u5408\u670d\u52d9\u6846\u67b6<\/h3>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u6a21\u578b\u670d\u52d9\u6846\u67b6\u4f86\u7d71\u4e00\u7ba1\u7406\u6a21\u578b\u3002\u8a72\u6846\u67b6\u80fd\u5920\u8655\u7406\u8acb\u6c42\u4e26\u5e73\u8861\u8cc7\u6e90\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u90e8\u7f72 GPT-4 \u4f86\u8655\u7406\u5ba2\u6236\u4e92\u52d5\uff1bGemini Ultra \u53ef\u4ee5\u89e3\u8b80\u53d7\u640d\u7522\u54c1\u7684\u8996\u89ba\u8cc7\u6599\uff1bLlama 3.2 \u5247\u53ef\u7528\u65bc\u78ba\u4fdd\u5168\u7403\u6e9d\u901a\u4e2d\u7684\u5373\u6642\u7ffb\u8b6f\u3002\u9019\u4e9b\u6a21\u578b\u53ef\u4ee5\u5354\u540c\u904b\u4f5c\uff0c\u4ee5\u652f\u63f4 agents \u548c generative ai \u4efb\u52d9\u3002<\/p>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u6280\u8853\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\u8853\u96c6\u7fa4<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\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\u50b3\u7d71\u6a5f\u5668\u5b78\u7fd2\u548c\u6df1\u5ea6\u5b78\u7fd2\uff0c\u53ef\u7528\u65bc\u591a\u7a2e\u4efb\u52d9\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\u63f4\u4f4e\u5ef6\u9072\u8655\u7406\u548c\u5206\u6563\u5f0f\u611f\u6e2c\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\u65bc\u70ba agents \u63d0\u4f9b\u5efa\u6a21\u548c\u6c7a\u7b56\u652f\u63f4\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 aws \u7684 SageMaker \u670d\u52d9\u4f86\u90e8\u7f72\u6a21\u578b\u3002SageMaker \u8b93\u4f60\u80fd\u5920\u8f15\u9b06\u64f4\u5c55 llms \u548c agents\uff0c\u4e26\u5728\u55ae\u4e00\u63a7\u5236\u9762\u677f\u4e2d\u7ba1\u7406\u8cc7\u6e90\u5206\u914d\u8207\u6548\u80fd\u76e3\u63a7\u3002<\/p>\n<blockquote>\n<p><strong>\u8aaa\u660e\uff1a<\/strong>\u4f7f\u7528\u670d\u52d9\u6846\u67b6\u53ef\u4ee5\u7c21\u5316\u90e8\u7f72\u6d41\u7a0b\uff0c\u4e26\u63d0\u5347\u7cfb\u7d71\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>\u7576\u4f60\u5728 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u6642\uff0c\u9700\u8981\u5145\u5206\u6e96\u5099\u4e26\u9078\u64c7\u5408\u9069\u7684\u5de5\u5177\u3002\u826f\u597d\u7684\u8cc7\u6e90\u7ba1\u7406\u80fd\u5920\u652f\u6490\u7cfb\u7d71\u7684\u53ef\u9760\u6027\u8207\u53ef\u64f4\u5c55\u6027\uff0c\u5c24\u5176\u662f\u5728\u9762\u5c0d agents \u548c llms \u6642\u66f4\u662f\u5982\u6b64\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u8cc7\u6e90\u5206\u914d\u8207\u5148\u9032\u6280\u8853\u5982\u4f55\u5e6b\u52a9\u4f60\u7684\u7cfb\u7d71\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>\u8cc7\u6e90\u5206\u914d<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5148\u9032\u6280\u8853<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5354\u540c\u7db2\u8def\u6700\u4f73\u5316<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u5347\u6548\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\u5f37\u8cc7\u6e90\u5229\u7528\u7387<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 aws \u9032\u884c\u90e8\u7f72\u548c\u7de8\u6392\u3002\u5c0d\u65bc\u7c21\u55ae agents\uff0c\u53ef\u5617\u8a66\u55ae\u6b65 SageMaker pipelines\uff1b\u5c0d\u65bc\u8907\u96dc\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5247\u53ef\u4f7f\u7528\u591a\u6b65 pipelines\u3002\u7d50\u5408 CI\/CD integration\uff0c\u4f60\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u7ba1\u7406\u8b8a\u66f4\uff0c\u4e26\u85c9\u52a9 aws \u64f4\u5c55 agents\u3002<\/p>\n<ul>\n<li>\n<p>\u55ae\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>\u8acb\u5c07\u9019\u4e9b\u6700\u4f73\u5be6\u52d9\u61c9\u7528\u5230\u4f60\u7684\u7cfb\u7d71\u4e2d\uff0c\u4ee5\u5efa\u69cb\u9748\u6d3b\u4e14\u53ef\u9760\u7684\u90e8\u7f72\u67b6\u69cb\u3002<\/p>\n<h2>\u5e38\u898b\u554f\u984c\u89e3\u7b54<\/h2>\n<h3>\u5982\u4f55\u907f\u514d\u57f7\u884c\u591a\u500b\u6a21\u578b\u6642\u767c\u751f\u885d\u7a81\uff1f<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u6216\u865b\u64ec\u74b0\u5883\u3002\u9019\u4e9b\u5de5\u5177\u80fd\u5920\u9694\u96e2\u76f8\u4f9d\u9805\u3002\u8acb\u70ba\u6bcf\u500b\u6a21\u578b\u5206\u914d\u552f\u4e00\u9023\u63a5\u57e0\uff0c\u9019\u6a23\u53ef\u4ee5\u907f\u514d\u7db2\u8def\u554f\u984c\uff0c\u4e26\u8b93\u6574\u9ad4\u8a2d\u5b9a\u66f4\u52a0\u7a69\u5b9a\u3002<\/p>\n<h3>\u76e3\u63a7\u8cc7\u6e90\u4f7f\u7528\u60c5\u6cc1\u7684\u6700\u4f73\u65b9\u5f0f\u662f\u4ec0\u9ebc\uff1f<\/h3>\n<p>\u4f60\u61c9\u8a72\u4f7f\u7528 CloudWatch \u6216 vLLM \u9019\u6a23\u7684\u76e3\u63a7\u5de5\u5177\u3002\u9019\u4e9b\u5de5\u5177\u53ef\u4ee5\u8ffd\u8e64 CPU\u3001GPU \u548c\u8a18\u61b6\u9ad4\u4f7f\u7528\u60c5\u6cc1\u3002\u8acb\u70ba\u9ad8\u5360\u7528\u8a2d\u5b9a\u8b66\u793a\uff0c\u4ee5\u4fbf\u53ca\u65e9\u767c\u73fe\u554f\u984c\uff0c\u4e26\u8b93 ai \u5de5\u4f5c\u8ca0\u8f09\u4fdd\u6301\u5e73\u7a69\u57f7\u884c\u3002<\/p>\n<h3>\u53ef\u4ee5\u540c\u6642\u57f7\u884c agents \u548c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u55ce\uff1f<\/h3>\n<p>\u53ef\u4ee5\uff0c\u4f60\u80fd\u5920\u5728\u540c\u4e00\u53f0\u4f3a\u670d\u5668\u4e0a\u540c\u6642\u57f7\u884c agents \u548c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3002\u8acb\u4f7f\u7528\u5bb9\u5668\u6216\u6a21\u578b\u670d\u52d9\u6846\u67b6\u3002\u9019\u6a23\u65e2\u4fbf\u65bc\u8cc7\u6e90\u7ba1\u7406\uff0c\u4e5f\u4fbf\u65bc\u6309\u9700\u64f4\u5c55\u7cfb\u7d71\u3002<\/p>\n<h3>\u5982\u4f55\u70ba\u9ad8\u8ca0\u8f09\u60c5\u5883\u64f4\u5c55\u90e8\u7f72\uff1f<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 Kubernetes \u9019\u6a23\u7684\u7de8\u6392\u5de5\u5177\uff0c\u6216 SageMaker \u9019\u6a23\u7684\u96f2\u7aef\u670d\u52d9\u3002\u9019\u4e9b\u5de5\u5177\u80fd\u5920\u5e6b\u52a9\u4f60\u589e\u52a0\u66f4\u591a\u8cc7\u6e90\u3002\u8acb\u8a2d\u5b9a\u81ea\u52d5\u64f4\u7e2e\u5bb9\uff0c\u4ee5\u4fbf\u5728\u6d41\u91cf\u6210\u9577\u6642\u7121\u9808\u624b\u52d5\u8abf\u6574\u3002<\/p>\n<h3>\u5982\u679c\u51fa\u73fe\u76f8\u4f9d\u932f\u8aa4\uff0c\u61c9\u8a72\u600e\u9ebc\u505a\uff1f<\/h3>\n<p>\u8acb\u6aa2\u67e5\u4f60\u7684\u74b0\u5883\u8a2d\u5b9a\u3002\u78ba\u4fdd\u6bcf\u500b\u6a21\u578b\u90fd\u57f7\u884c\u5728\u5404\u81ea\u7368\u7acb\u7684\u5bb9\u5668\u6216\u865b\u64ec\u74b0\u5883\u4e2d\u3002\u53ea\u5728\u53d7\u5f71\u97ff\u7684\u74b0\u5883\u88e1\u66f4\u65b0\u51fd\u5f0f\u5eab\uff0c\u9019\u6a23\u53ef\u4ee5\u907f\u514d\u5c0d\u5176\u4ed6\u6a21\u578b\u9020\u6210\u5f71\u97ff\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u53ef\u4ee5\u900f\u904e\u4f7f\u7528\u5bb9\u5668\u3001\u7368\u7acb\u884c\u7a0b\u6216\u7de8\u6392\u5de5\u5177\uff0c\u5728\u4e00\u53f0 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\u3002\u9019\u4e9b\u7b56\u7565\u6709\u52a9\u65bc\u4f60\u7ba1\u7406\u8cc7\u6e90\u4e26\u907f\u514d\u885d\u7a81 [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-run-multiple-models-on-ai-servers\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":12,"featured_media":32986,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[267],"tags":[],"class_list":["post-32989","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-tc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5982\u4f55\u5728 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b<\/title>\n<meta name=\"description\" content=\"\u900f\u904e\u4f7f\u7528\u5bb9\u5668\u3001\u7de8\u6392\u5de5\u5177\u548c\u9032\u968e\u8cc7\u6e90\u7ba1\u7406\uff0c\u5728 AI \u4f3a\u670d\u5668\u4e0a\u9ad8\u6548\u57f7\u884c\u591a\u500b\u6a21\u578b\uff0c\u5be6\u73fe\u7a69\u5b9a\u4e14\u53ef\u64f4\u5c55\u7684\u90e8\u7f72\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-run-multiple-models-on-ai-servers\/\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u5728 AI \u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u591a\u500b\u6a21\u578b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-to-run-multiple-models-on-ai-servers\/\" \/>\n<meta property=\"og:site_name\" content=\"Varidata Limited\" \/>\n<meta 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