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margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5bb9\u5668\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u865a\u62df\u5316\u6280\u672f\uff0c\u901a\u8fc7\u5c01\u88c5\u5e94\u7528\u7a0b\u5e8f\u53ca\u5176\u4f9d\u8d56\u73af\u5883\uff0c\u5728\u7edf\u4e00\u7684\u9694\u79bb\u8fd0\u884c\u7a7a\u95f4\u4e2d\u90e8\u7f72\u548c\u7ba1\u7406\u5e94\u7528\u3002\u76f8\u6bd4\u4f20\u7edf\u865a\u62df\u673a\uff0c\u5bb9\u5668\u5177\u5907\u66f4\u5feb\u7684\u542f\u52a8\u901f\u5ea6\u3001\u66f4\u9ad8\u7684\u8d44\u6e90\u5229\u7528\u7387\u4ee5\u53ca\u8de8\u73af\u5883\u4e00\u81f4\u6027\uff0c\u53ef\u4ee5\u8ba9\u5e94\u7528\u5728\u5f00\u53d1\u3001\u6d4b\u8bd5\u3001\u90e8\u7f72\u548c\u8fd0\u7ef4\u7684\u5168\u751f\u547d\u5468\u671f\u4e2d\u4fdd\u6301\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5728AI\u9886\u57df\uff0c\u5bb9\u5668\u51ed\u501f\u73af\u5883\u4e00\u81f4\u6027\u3001\u8de8\u5e73\u53f0\u90e8\u7f72\u548c\u9ad8\u6548\u8c03\u5ea6\u7b49\u4f18\u52bf\uff0c\u5929\u7136\u5951\u5408AI\u573a\u666f\u5bf9\u591a\u6837\u5316\u7b97\u529b\u3001\u5feb\u901f\u8fed\u4ee3\u548c\u89c4\u6a21\u5316\u5206\u53d1\u7684\u8981\u6c42\uff0c\u6210\u4e3aAI\u65f6\u4ee3\u4e8b\u5b9e\u4e0a\u7684\u539f\u751f\u57fa\u77f3\u3002Gartner\u9884\u6d4b\uff0c\u52302028\u5e74\uff0c\u5168\u740395%\u7684\u65b0AI\u90e8\u7f72\u5c06\u57fa\u4e8e\u5bb9\u5668\u73af\u5883\u8fd0\u884c\u3002\u7136\u800c\uff0c\u8981\u5728\u751f\u4ea7\u89c4\u6a21\u4e0b\u6ee1\u8db3AI\u7684\u9ad8\u6027\u80fd\u548c\u9ad8\u7a33\u5b9a\u6027\u8981\u6c42\uff0c\u5bb9\u5668\u6280\u672f\u548c\u4ea7\u54c1\u5f62\u6001\u9700\u968f\u4e4b\u6f14\u8fdb\uff0c\u9488\u5bf9AI\u573a\u666f\u8fdb\u884c\u6df1\u5ea6\u8c03\u4f18\u548c\u80fd\u529b\u6269\u5c55\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u57fa\u4e8e\u4ee5\u4e0a\u5206\u6790\uff0c\u963f\u91cc\u4e91\u5bb9\u5668\u670d\u52a1\u56e2\u961f\u5bf9\u4ea7\u54c1\u53ca\u4e3b\u5bfc\u7684\u5f00\u6e90\u9879\u76ee\u8fdb\u884c\u5168\u9762\u5347\u7ea7\uff0c\u4e3a\u4f01\u4e1a\u6784\u5efa\u53ef\u9760\u3001\u9ad8\u6548\u7684AI\u539f\u751f\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u4e86\u65b0\u8303\u5f0f\u3002<\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"font-size: 20px; box-sizing: border-box;\">\n<p style=\"text-align: center; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"color: #0033cc; box-sizing: border-box;\">02\uff5c\u6570\u636e\u5904\u7406<\/span><\/strong><\/p>\n<p style=\"text-align: center; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"color: #0033cc; box-sizing: border-box;\">\u4ece\u6d41\u7a0b\u7f16\u6392\u5230\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><\/strong><\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5728AI\u7cfb\u7edf\u4e2d\uff0c\u6570\u636e\u51c6\u5907\u662f\u4ef7\u503c\u94fe\u7684\u8d77\u70b9\uff0c\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u7684\u8d28\u91cf\u548c\u6548\u7387\u3002\u5728\u8be5\u9636\u6bb5\u4e3b\u8981\u9762\u4e34\u6d41\u7a0b\u590d\u6742\u4e0e\u5927\u89c4\u6a21\u6279\u5904\u7406\u538b\u529b\u4e24\u5927\u65b9\u9762\u7684\u6311\u6218\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\u6d41\u7a0b\u590d\u6742\uff1a\u6d89\u53ca\u6e05\u6d17\u3001\u6807\u6ce8\u3001\u5206\u7247\u3001\u589e\u5f3a\uff08Data Augmentation\uff09\u3001\u7279\u5f81\u63d0\u53d6\u7b49\u591a\u9636\u6bb5\u4efb\u52a1\uff0c\u4f9d\u8d56\u5173\u7cfb\u52a8\u6001\u53d8\u5316\uff0c\u5bf9\u7cbe\u786e\u7248\u672c\u7ba1\u7406\u4e0e\u4e00\u81f4\u6027\u4fdd\u969c\u8981\u6c42\u9ad8\u3002<\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\u5927\u89c4\u6a21\u6279\u5904\u7406\u538b\u529b\uff1a\u9762\u5bf9\u52a8\u8f84TB\u4e43\u81f3PB\u7ea7\u522b\u7684\u6570\u636e\u4f53\u91cf\uff0c\u4e3a\u5728\u6709\u9650\u65f6\u95f4\u5185\u9ad8\u6548\u5b8c\u6210\u8fd9\u4e9b\u79bb\u7ebf\u5904\u7406\u4efb\u52a1\uff0c\u7cfb\u7edf\u9700\u5728CPU\u4e0eGPU\u6df7\u5408\u7684\u7b97\u529b\u67b6\u6784\u4e0b\u8c03\u5ea6\u5e9e\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\uff1b\u5373\u4fbf\u5728\u957f\u65f6\u95f4\u9ad8\u8d1f\u8f7d\u8fd0\u884c\u72b6\u6001\u4e0b\uff0c\u4ecd\u9700\u786e\u4fdd\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u3001\u9ad8\u541e\u5410\u7387\u548c\u8d44\u6e90\u5229\u7528\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u963f\u91cc\u4e91\u6280\u672f\u56e2\u961f\u5728\u6df1\u5165\u5206\u6790\u73b0\u6709\u5f00\u6e90\u65b9\u6848\u7684\u57fa\u7840\u4e0a\uff0c\u5bf9\u793e\u533a\u7248Argo Workflows\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\uff0c\u5e76\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86Ray on ACK\u6df7\u5408\u67b6\u6784\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u5168\u6258\u7ba1Argo Workflows<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u89e3\u51b3\u793e\u533a\u7248\u5728\u8c03\u5ea6\u74f6\u9888\u3001\u8d44\u6e90\u5229\u7528\u7387\u3001\u4efb\u52a1\u6392\u961f\u3001\u7248\u672c\u51b2\u7a81\u548c\u63a7\u5236\u9762\u7a33\u5b9a\u6027\u65b9\u9762\u7684\u9650\u5236\uff0c\u652f\u6301\u58f0\u660e\u5f0f\u4efb\u52a1\u7f16\u6392\u3001\u961f\u5217\u7ba1\u7406\u4e0e\u4f9d\u8d56\u63a7\u5236\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: center; margin-top: 10px; margin-bottom: 10px; line-height: 0; box-sizing: border-box;\">\n<section style=\"max-width: 100%; vertical-align: middle; display: inline-block; line-height: 0; box-shadow: rgba(0, 51, 204, 0.02) 2px 2px 4px 0px; border-radius: 5px; overflow: hidden; box-sizing: border-box;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1773\" src=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-d3b54716-1.png\" width=\"1080\" height=\"637\" srcset=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-d3b54716-1.png 1080w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-d3b54716-1-300x177.png 300w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-d3b54716-1-1024x604.png 1024w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-d3b54716-1-768x453.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">Ray on ACK\u6df7\u5408\u67b6\u6784<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u4ee5Ray\u4f5c\u4e3a\u9ad8\u6027\u80fd\u5206\u5e03\u5f0f\u8ba1\u7b97\u5185\u6838\uff0c\u6267\u884c\u6570\u636e\u5904\u7406\u4efb\u52a1\uff1bACK\u8c03\u5ea6\u5668\u7edf\u4e00\u7ba1\u7406CPU\u3001GPU\u53ca\u4e0d\u540cCompute Class\u7684\u6df7\u5408\u8d44\u6e90\uff0c\u7ed3\u5408\u4efb\u52a1\u961f\u5217\uff0c\u6279\u8c03\u5ea6\uff0c\u5f39\u6027\u4f38\u7f29\u7b49\u673a\u5236\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u4efb\u52a1\u8c03\u5ea6\u3001\u5f39\u6027\u4f38\u7f29\u53ca\u4f18\u5148\u7ea7\u4fdd\u969c\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: center; margin-top: 10px; margin-bottom: 10px; line-height: 0; box-sizing: border-box;\">\n<section style=\"max-width: 100%; vertical-align: middle; display: inline-block; line-height: 0; box-shadow: rgba(0, 51, 204, 0.02) 2px 2px 4px 0px; border-radius: 5px; overflow: hidden; box-sizing: border-box;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1774\" src=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-5dfefe39-1.png\" width=\"1080\" height=\"735\" srcset=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-5dfefe39-1.png 1080w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-5dfefe39-1-300x204.png 300w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-5dfefe39-1-1024x697.png 1024w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-5dfefe39-1-768x523.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u57fa\u4e8e\u4ee5\u4e0a\u4f18\u5316\u548c\u67b6\u6784\uff0c\u963f\u91cc\u4e91\u5bb9\u5668\u6280\u672f\u5728\u7f16\u6392\u4e0e\u6267\u884c\u80fd\u529b\u4e0a\u5f62\u6210\u4e86\u5b8c\u6574\u95ed\u73af\uff0c\u5e76\u5728\u8d85\u5927\u89c4\u6a21\u3001\u5f02\u6784\u7b97\u529b\u3001\u9ad8\u5f39\u6027\u548c\u591a\u79df\u6237\u5b89\u5168\u7b49\u65b9\u9762\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\uff1a<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u5355\u96c6\u7fa4\u7a33\u5b9a\u652f\u6491\u4e07\u8282\u70b9\u548c\u6570\u5341\u4e07\u6838CPU\/GPU\u6df7\u5408\u7b97\u529b\uff0c\u6ee1\u8db3\u4e07\u7ea7\u5e76\u53d1\u5de5\u4f5c\u6d41\u4e0e\u6570\u5341\u4e07\u4efb\u52a1\u7684\u6267\u884c\u9700\u6c42\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u652f\u6301\u901a\u8fc7\u963f\u91cc\u4e91\u5bb9\u5668\u8ba1\u7b97\u670d\u52a1\uff08ACS\uff09Serverless\u5bb9\u5668\u5b9e\u73b0CPU\u4e0eGPU\u7b97\u529b\u9ad8\u6548\u5f39\u6027\u6269\u7f29\uff0c\u590d\u7528\u963f\u91cc\u4e91\u5bb9\u5668\u670d\u52a1Kubernetes\u7248\uff08ACK\uff09\u4e91\u4e0a\u5305\u6708\u8282\u70b9\u4e0e\u6df7\u5408\u4e91\u8282\u70b9\u6c60\uff0c\u63d0\u9ad8\u6574\u4f53\u8d44\u6e90\u5229\u7528\u7387\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u7ed3\u5408Gang\u8c03\u5ea6\uff0cCapacity\u8c03\u5ea6\u3001Resource Policy\u5f39\u6027\u8c03\u5ea6\u4e0e\u4f18\u5148\u7ea7\u62a2\u5360\uff0c\u786e\u4fdd\u5173\u952e\u4efb\u52a1\u8d44\u6e90\u4fdd\u969c\u53ca\u591a\u79df\u6237\u516c\u5e73\u6027\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">Ray History Server\u914d\u5408\u963f\u91cc\u4e91ARMS\u63d0\u4f9b\u5168\u94fe\u8def\u65e5\u5fd7\u4e0e\u6545\u969c\u5b9a\u4f4d\u80fd\u529b\uff0c\u663e\u8457\u63d0\u5347\u7a33\u5b9a\u6027\u548c\u8fd0\u7ef4\u6548\u7387\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u4e8b\u5b9e\u4e0a\uff0c\u963f\u91cc\u4e91\u5bb9\u5668\u6280\u672f\u5728\u9762\u5411\u6570\u636e\u5904\u7406\u7684\u6280\u672f\u5347\u7ea7\u5728\u5b9e\u9645\u751f\u4ea7\u5e94\u7528\u5df2\u7ecf\u5e26\u6765\u663e\u8457\u6210\u6548\uff1a\u6570\u636e\u5904\u7406\u541e\u5410\u91cf\u63d0\u5347\u7ea610\u500d\uff0cGPU\u8d44\u6e90\u5229\u7528\u7387\u663e\u8457\u63d0\u9ad8\uff0c\u540c\u65f6\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\u7ea630%\uff0c\u4e3a\u540e\u7eed\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u63d0\u4f9b\u575a\u5b9e\u7684\u6570\u636e\u57fa\u7840\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"text-align: center; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><span style=\"font-size: 20px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"color: #0033cc; box-sizing: border-box;\">03\uff5c\u6a21\u578b\u8bad\u7ec3<\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><span style=\"font-size: 20px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"color: #0033cc; box-sizing: border-box;\">\u6700\u5927\u5316\u7b97\u529b\u8c03\u5ea6\u4e0e\u6570\u636e\u52a0\u901f<\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"font-size: 17px; color: #0033cc; box-sizing: border-box;\">\u00a0<\/span><\/strong><\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u6a21\u578b\u8bad\u7ec3\u4f5c\u4e3a\u4ef7\u503c\u521b\u9020\u7684\u6838\u5fc3\u73af\u8282\uff0c\u5df2\u4ece\u4ee5\u5f80\u7684\u201c\u7b97\u529b\u5806\u53e0\u201d\u6f14\u53d8\u4e3a\u5bf9\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u8c03\u5ea6\u4e0e\u6570\u636e\u94fe\u8def\u4f18\u5316\u7684\u7efc\u5408\u8003\u9a8c\uff0c\u5c24\u5176\u662f\u5728\u767e\u4ebf\u53c2\u6570\u4ee5\u4e0a\u7ea7\u7684\u5927\u6a21\u578b\u573a\u666f\u4e0b\uff0c\u901a\u5e38\u9700\u8981\u5e94\u5bf9\u4ee5\u4e0b\u4e09\u4e2a\u6311\u6218\uff1a<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\"><span style=\"color: #000000; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u5206\u5e03\u5f0f\u901a\u4fe1\u74f6\u9888<\/strong><\/span>\uff1a\u5206\u5e03\u5f0f\u8bad\u7ec3\u6027\u80fd\u9ad8\u5ea6\u4f9d\u8d56GPU\u95f4\u7684\u901a\u4fe1\u5e26\u5bbd\uff0c\u4e0d\u5408\u7406\u7684\u4f5c\u4e1a\u8c03\u5ea6\u53ef\u80fd\u5bfc\u81f4\u8de8\u4ea4\u6362\u673a\u6216\u8de8\u53ef\u7528\u533a\u7684\u9ad8\u5ef6\u8fdf\u901a\u4fe1\uff0c\u663e\u8457\u62c9\u957f\u8bad\u7ec3\u5468\u671f\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\"><span style=\"color: #000000; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u6570\u636e\u52a0\u8f7d\u5ef6\u8fdf<\/strong><\/span>\uff1a\u6d77\u91cf\u8bad\u7ec3\u6570\u636e\uff08TB~PB\u7ea7\uff09\u4ece\u8fdc\u7aef\u5b58\u50a8\u76f4\u8bfb\u5b58\u5728\u9ad8\u5ef6\u8fdf\u548c\u91cd\u590d\u8bbf\u95ee\u5f00\u9500\uff0c\u81f4\u4f7fGPU\u957f\u65f6\u95f4\u7b49\u5f85\u6570\u636e\u800c\u95f2\u7f6e\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\"><span style=\"color: #000000; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">GPU\u8d44\u6e90\u5229\u7528\u7387\u4f4e<\/strong><\/span>\uff1a\u8c03\u8bd5\u3001\u5c0f\u89c4\u6a21\u5b9e\u9a8c\u6216\u7279\u5b9a\u63a8\u7406\u9636\u6bb5\u5e38\u65e0\u9700\u72ec\u5360\u6574\u5f20GPU\u5361\uff0c\u5bfc\u81f4\u6602\u8d35GPU\u88ab\u4f4e\u6548\u4f7f\u7528\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u963f\u91cc\u4e91\u5bb9\u5668\u6280\u672f\u4f53\u7cfb\u5728\u8c03\u5ea6\u5c42\u3001\u6570\u636e\u5c42\u548c\u8d44\u6e90\u7ba1\u7406\u5c42\u8fdb\u884c\u4e86\u9488\u5bf9\u6027\u4f18\u5316\u3002<\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u8c03\u5ea6\u5c42<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">ACK\/ACS\u5f15\u5165\u591a\u5c42\u6b21\u62d3\u6251\u611f\u77e5\u8c03\u5ea6\u673a\u5236\uff0c\u5305\u62ec\u8282\u70b9\u5185CPU Numa\u3001PCIE\u548cScale-Up\u7f51\u7edcNVLink\u62d3\u6251\u611f\u77e5\uff0c\u8282\u70b9\u95f4\u7684Scale-Out RDMA\u7f51\u7edc\u62d3\u6251\u611f\u77e5\uff0c\u4f18\u5148\u5c06\u9700\u8981\u9ad8\u5e26\u5bbd\u901a\u4fe1\u7684Pod\u8c03\u5ea6\u5230\u540c\u4e00\u4ea4\u6362\u673a\u6216\u8282\u70b9\u5185\u5e76\u8fdb\u884c\u5408\u7406\u7684\u987a\u5e8f\u6392\u5e03\uff0c\u4f18\u5316\u4efb\u52a1\u96c6\u5408\u901a\u4fe1\u6548\u7387\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: center; margin-top: 10px; margin-bottom: 10px; line-height: 0; box-sizing: border-box;\">\n<section style=\"max-width: 100%; vertical-align: middle; display: inline-block; line-height: 0; box-shadow: rgba(0, 51, 204, 0.02) 2px 2px 4px 0px; border-radius: 5px; overflow: hidden; box-sizing: border-box;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1775\" src=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-849d9817-1.png\" width=\"1080\" height=\"373\" srcset=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-849d9817-1.png 1080w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-849d9817-1-300x104.png 300w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-849d9817-1-1024x354.png 1024w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-849d9817-1-768x265.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u6570\u636e\u5c42<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u91c7\u7528CNCF\u5f00\u6e90\u9879\u76eeFluid\u6784\u5efa\u5206\u5e03\u5f0f\u7f13\u5b58\uff0c\u5c06\u8fdc\u7aef\u6570\u636e\u96c6\u6309\u9700\u7f13\u5b58\u81f3\u8ba1\u7b97\u8282\u70b9\uff0c\u652f\u6301\u6570\u636e\u9884\u70ed\u3001\u591a\u7ea7\u7f13\u5b58\uff0c\u4e3a\u8bad\u7ec3\u4efb\u52a1\u63d0\u4f9b\u63a5\u8fd1\u672c\u5730\u78c1\u76d8\u7684\u8bfb\u53d6\u6027\u80fd\uff0c\u540c\u65f6\u6ee1\u8db3\u52a8\u6001\u6269\u5bb9\u6570\u636e\u8bbf\u95ee\u5e26\u5bbd\u7684\u9700\u6c42\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u8d44\u6e90\u5c42<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5b9e\u73b0\u57fa\u4e8e\u663e\u5b58\u548c\u7b97\u529b\u7ef4\u5ea6\u7684GPU\u5bb9\u5668\u5171\u4eab\u4e0e\u9694\u79bb\uff0c\u5c06\u5355\u5f20\u7269\u7406GPU\u5207\u5206\u4e3a\u591a\u4e2a\u903b\u8f91\u5b9e\u4f8b\uff0c\u4f9b\u591a\u4efb\u52a1\u9ad8\u6548\u5229\u7528\uff1b\u540c\u65f6\u63d0\u4f9b\u591a\u79df\u6237\u914d\u989d\u4e0e\u516c\u5e73\u8c03\u5ea6\u673a\u5236\u4fdd\u969c\u5173\u952e\u4efb\u52a1\u8d44\u6e90\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u901a\u8fc7\u591a\u5c42\u6b21\u62d3\u6251\u611f\u77e5\u8c03\u5ea6\u3001\u672c\u5730\u5316\u6570\u636e\u52a0\u901f\u4ee5\u53caGPU\u7cbe\u7ec6\u5316\u5171\u4eab\u4e09\u4e2a\u65b9\u5411\u7684\u4f18\u5316\uff0c\u4f7f\u5f97\u8bad\u7ec3\u9636\u6bb5\u7684\u8d44\u6e90\u4e0e\u4efb\u52a1\u5339\u914d\u66f4\u52a0\u9ad8\u6548\uff1a<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u62d3\u6251\u611f\u77e5\u8c03\u5ea6\u5b9e\u73b0\u4e86\u4e9a\u79d2\u7ea7\u7684\u901a\u4fe1\u5ef6\u8fdf\u6700\u5c0f\u5316\u8ba1\u7b97\uff0c\u663e\u8457\u63d0\u5347\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u540c\u6b65\u6548\u7387\uff0c\u5178\u578b\u7684Allreduce\u7b97\u5b50\u6027\u80fd\u63d0\u534730%\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">Fluid\u5206\u5e03\u5f0f\u7f13\u5b58\u5c06\u8fdc\u7aef\u6570\u636e\u52a0\u8f7d\u5ef6\u8fdf\u7f29\u77ed\u4e8690%\u4ee5\u4e0a\uff0c\u5e26\u6765\u66f4\u9ad8\u7684GPU MFU\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">GPU\u5bb9\u5668\u5c06\u7269\u7406\u5361\u5207\u5206\u4e3a\u591a\u4e2a\u903b\u8f91\u5b9e\u4f8b\uff0c\u8d44\u6e90\u5229\u7528\u7387\u63d0\u53473~5\u500d\uff0c\u5e76\u7ed3\u5408\u591a\u79df\u6237\u914d\u989d\u4e0e\u516c\u5e73\u8c03\u5ea6\u673a\u5236\u4fdd\u969c\u5173\u952e\u4efb\u52a1\u4f18\u5148\u8fd0\u884c\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u751f\u4ea7\u73af\u5883\u6570\u636e\u663e\u793a\uff0c\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u6574\u4f53\u65f6\u95f4\u6210\u672c\u4e0b\u964d\u663e\u8457\uff0c600GB\u7ea7\u8bad\u7ec3\u6570\u636e\u96c6\u52a0\u8f7d\u901f\u5ea6\u63d0\u5347\u81f3\u539f\u6765\u768410\u500d\u4ee5\u4e0a\uff0c\u7efc\u5408\u7b97\u529b\u6210\u672c\u964d\u4f4e\u8d85\u8fc740%\uff0c\u6709\u6548\u5b9e\u73b0\u4e86\u4ece\u201c\u53ef\u8fd0\u884c\u201d\u5230\u201c\u6700\u4f18\u8fd0\u884c\u201d\u7684\u6027\u80fd\u8de8\u8d8a\u3002<\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"font-size: 20px; box-sizing: border-box;\">\n<p style=\"text-align: center; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"color: #0033cc; box-sizing: border-box;\">04\uff5c\u6a21\u578b\u63a8\u7406<\/span><\/strong><\/p>\n<p style=\"text-align: center; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"color: #0033cc; box-sizing: border-box;\">\u65e2\u8981\u8dd1\u5f97\u5feb\u66f4\u8981\u8fd0\u884c\u201c\u7a33\u201d<\/span><\/strong><\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5927\u6a21\u578b\u7684\u80fd\u529b\u7ecf\u8fc7\u957f\u671f\u8bad\u7ec3\u5df2\u8d8b\u6210\u719f\uff0c\u4f46\u4ece\u6280\u672f\u843d\u5730\u7684\u89d2\u5ea6\u770b\uff0c\u6a21\u578b\u80fd\u529b\u7684\u6210\u719f\u5e76\u4e0d\u610f\u5473\u7740\u5e94\u7528\u53ef\u4ee5\u65e0\u969c\u788d\u8fd0\u884c\u5728\u4f01\u4e1a\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u56e0\u6b64\u201c\u5982\u4f55\u9ad8\u6548\u843d\u5730\u63a8\u7406\u670d\u52a1\u201d\u6210\u4e3a\u6838\u5fc3\u8bfe\u9898\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u9996\u5148\u6df1\u5165\u7406\u89e3\u63a8\u7406\u8fc7\u7a0b\u7684\u5185\u90e8\u7ed3\u6784\u6765\u770b\uff0c\u4e00\u6b21\u5b8c\u6574\u7684\u63a8\u7406\u8bf7\u6c42\u53ef\u5206\u4e3aPrefill\u548cDecode\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">Prefill\u9636\u6bb5\u8ba1\u7b97\u63d0\u793a\u8bcd\uff08Prompt\uff09\u7684KV\u503c\uff0c\u7279\u5f81\u4e3a\u8ba1\u7b97\u5bc6\u96c6\u578b\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">Decode\u9636\u6bb5\u9700\u8981\u5b58\u50a8\u6b64\u524d\u8ba1\u7b97\u5f97\u5230\u7684\u5168\u90e8KV\u503c\uff0c\u7279\u5f81\u4e3a\u663e\u5b58\u5bc6\u96c6\u578b\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5f53\u4e24\u4e2a\u9636\u6bb5\u5728\u540c\u4e00GPU\u4e0a\u8fd0\u884c\u65f6\uff0c\u7531\u4e8e\u4e24\u8005\u5728\u8d44\u6e90\u4f7f\u7528\u4e0a\u4e92\u76f8\u6392\u65a5\uff0c\u5bfc\u81f4\u4e00\u4e2a\u9636\u6bb5\u5fc5\u987b\u7b49\u53e6\u4e00\u4e2a\u9636\u6bb5\u91ca\u653eGPU\u8ba1\u7b97\/\u663e\u5b58\u8d44\u6e90\u540e\u624d\u80fd\u7ee7\u7eed\uff0c\u4ece\u800c\u65e0\u6cd5\u5e76\u884c\u5229\u7528GPU\uff0c\u5bfc\u81f4\u603b\u4f53\u54cd\u5e94\u65f6\u95f4\u52a0\u957f\u3001\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u9664\u6b64\u4e4b\u5916\uff0c\u5927\u89c4\u6a21\u90e8\u7f72\u63a8\u7406\u670d\u52a1\u65f6\u8fd8\u4f1a\u666e\u904d\u9047\u5230\u4ee5\u4e0b\u96be\u9898\uff1a<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u90e8\u7f72\u67b6\u6784\u591a\u6837\u6027\uff1a\u5f00\u6e90\u793e\u533a\u63d0\u4f9b\u7684\u591a\u79cdPrefill-Decode\u5206\u79bb\u65b9\u6848\uff08vLLM\u3001SGLang\u3001Mooncake\u3001Dynamo\u7b49\uff09\u5728\u7ec4\u4ef6\u6784\u6210\u3001\u90e8\u7f72\u65b9\u5f0f\u548c\u914d\u7f6e\u8981\u6c42\u4e0a\u5b58\u5728\u5dee\u5f02\uff0c\u7528\u6237\u9009\u62e9\u4e0e\u8fd0\u7ef4\u590d\u6742\u5ea6\u9ad8\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u542f\u52a8\u4e0e\u52a0\u8f7d\u5ef6\u8fdf\uff1a\u8d85\u5927\u6a21\u578b\u955c\u50cf\u548c\u6a21\u578b\u6743\u91cd\u6587\u4ef6\u52a0\u8f7d\u8017\u65f6\u53ef\u957f\u8fbe\u6570\u5341\u5206\u949f\uff0c\u9020\u6210\u4e25\u91cd\u7684\u63a8\u7406\u670d\u52a1\u51b7\u542f\u52a8\u73b0\u8c61\uff0c\u5f71\u54cd\u4e1a\u52a1\u54cd\u5e94\u901f\u5ea6\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u9ad8\u5e76\u53d1\u4e0e\u957f\u5c3e\u54cd\u5e94\u7a33\u5b9a\u6027\uff1a\u5728\u5cf0\u503c\u8bbf\u95ee\u6216\u590d\u6742\u4e0a\u4e0b\u6587\u573a\u666f\u4e0b\uff0c\u54cd\u5e94\u5ef6\u8fdf\u6ce2\u52a8\u5927\uff0c\u5f71\u54cd\u6a21\u578b\u670d\u52a1SLA\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">GPU\u7a33\u5b9a\u6027\u98ce\u9669\uff1a\u957f\u5468\u671f\u8fd0\u884c\u4e2d\u6613\u51fa\u73b0GPU hang\u3001\u9a71\u52a8\u5d29\u6e83\u3001\u663e\u5b58\u5f02\u5e38\u7b49\u95ee\u9898\uff0c\u5bfc\u81f4\u670d\u52a1\u4e2d\u65ad\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u963f\u91cc\u4e91\u63a8\u51faACK AI Serving Stack\u5957\u4ef6\uff0c\u4ee5ACK\u4e3a\u7edf\u4e00\u5e95\u5ea7\uff0c\u96c6\u6210\u63a8\u7406\u6846\u67b6\u7ba1\u7406\u3001\u667a\u80fd\u6d41\u91cf\u8def\u7531\u548c\u5206\u5e03\u5f0f\u7f13\u5b58\u52a0\u901f\u7b49\u80fd\u529b\uff0c\u89e3\u51b3\u7ba1\u7406LLM\u63a8\u7406\u670d\u52a1\u6574\u4e2a\u751f\u547d\u5468\u671f\u4e2d\u7684\u6311\u6218\u3002<\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: center; margin-top: 10px; margin-bottom: 10px; line-height: 0; box-sizing: border-box;\">\n<section style=\"max-width: 100%; vertical-align: middle; display: inline-block; line-height: 0; box-shadow: rgba(0, 51, 204, 0.02) 2px 2px 4px 0px; border-radius: 5px; overflow: hidden; box-sizing: border-box;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1776\" src=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-da9bca0c-1.png\" width=\"1080\" height=\"829\" srcset=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-da9bca0c-1.png 1080w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-da9bca0c-1-300x230.png 300w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-da9bca0c-1-1024x786.png 1024w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-da9bca0c-1-768x590.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5728ACK AI Serving Stack\u7684\u6280\u672f\u4f53\u7cfb\u4e2d\uff0c\u4e09\u5927\u5173\u952e\u7ec4\u4ef6\u534f\u540c\u63d0\u4f9b\u6838\u5fc3\u80fd\u529b\u3002<\/p>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">RoleBasedGroup\uff08RBG\uff09<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u652f\u6301\u4e00\u952e\u90e8\u7f72\u591a\u79cd\u5f00\u6e90PD\u5206\u79bb\u6846\u67b6\uff0c\u7075\u6d3b\u3001\u52a8\u6001\u914d\u7f6ePrefill\/Decode\u6bd4\u4f8b\u4ee5\u6ee1\u8db3\u4e0d\u540cSLA\uff0c\u5e76\u53ef\u5b9e\u73b0\u591a\u63a8\u7406\u5f15\u64ce\u7684\u7edf\u4e00\u8fd0\u884c\u65f6\u62bd\u8c61\uff08InferenceRuntime\uff09\u3002<\/p>\n<section><\/section>\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">ACK Gateway with Inference Extension\uff08GIE\uff09<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u4e13\u4e3aAI\u63a8\u7406\u6df1\u5ea6\u4f18\u5316\u7684\u8bf7\u6c42\u8c03\u5ea6\u4e0e\u8d1f\u8f7d\u5747\u8861\u80fd\u529b\uff0c\u901a\u8fc7\u7cbe\u51c6\u7684\u524d\u7f00\u7f13\u5b58\u611f\u77e5\u8c03\u5ea6\uff0c\u663e\u8457\u63d0\u5347KV\u7f13\u5b58\u547d\u4e2d\u7387\uff0c\u5927\u5e45\u63d0\u5347LLM\u670d\u52a1\u7684\u63a8\u7406\u541e\u5410\u91cf\uff0c\u964d\u4f4e\u7aef\u5230\u7aef\u5ef6\u8fdf\uff0c\u663e\u8457\u4f18\u5316\u4e86\u63a8\u7406\u6210\u672c\u3002<\/p>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">Fluid<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u6784\u5efa\u5206\u5e03\u5f0f\u7f13\u5b58\uff0c\u5c06\u8fdc\u7aef\u6a21\u578b\u6587\u4ef6\u9884\u70ed\u81f3\u8282\u70b9\u672c\u5730\uff0c\u5b9e\u73b0\u96f6\u5197\u4f59\u3001\u9ad8\u901f\u542f\u52a8\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8fd9\u5957\u6280\u672f\u4f53\u7cfb\u5728\u90e8\u7f72\u7edf\u4e00\u6027\u3001\u54cd\u5e94\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u4fdd\u969c\u65b9\u9762\u5b9e\u73b0\u4e86\u591a\u9879\u7a81\u7834\uff1a<\/p>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u591a\u63a8\u7406\u6846\u67b6\u4e00\u952e\u90e8\u7f72\u548c\u63a8\u7406\u670d\u52a1\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u964d\u4f4e\u8fd0\u7ef4\u590d\u6742\u5ea6\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u52a8\u6001\u8c03\u6574Prefill\/Decode\u5bb9\u5668\u6bd4\u4f8b\uff0c\u786e\u4fdd\u54cd\u5e94\u65f6\u95f4\u3001\u541e\u5410\u91cf\u7b49\u5173\u952e\u6307\u6807\u7b26\u5408SLA\u8981\u6c42\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u524d\u7f00\u611f\u77e5\u6d41\u91cf\u8def\u7531\u5c06\u957f\u5c3e\u573a\u666f\u4e0b\u7684\u9996\u5305\u5ef6\u8fdf\u63d0\u5347\u7ea673%\uff0c\u54cd\u5e94\u901f\u5ea6\u603b\u4f53\u63d0\u5347\u7ea640%\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u57fa\u4e8eFluid\u7684\u5206\u5e03\u5f0f\u7f13\u5b58\u548c\u6a21\u578b\u9884\u70ed\u80fd\u529b\uff0c\u8d85600GB\u7ea7\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u753140\u5206\u949f\u964d\u81f3\u4e0d\u8db34\u5206\u949f\uff08\u5ef6\u8fdf\u51cf\u5c11\u7ea690%\uff09\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">GPU\u6545\u969c\u68c0\u6d4b\u548c\u81ea\u6108\u673a\u5236\u663e\u8457\u964d\u4f4eMTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\uff1b<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u5728\u7ebfAI Profiling\u5c06GPU\u5e94\u7528\u6027\u80fd\u74f6\u9888\u5b9a\u4f4d\u6548\u7387\u63d0\u5347\u7ea650%\u3002<\/em><\/p>\n<\/li>\n<\/ul>\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u8fd9\u4e9b\u7a81\u7834\u4f7f\u6a21\u578b\u63a8\u7406\u670d\u52a1\u80fd\u591f\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5b9e\u73b0\u9ad8\u6548\u542f\u52a8\u3001\u7a33\u5b9a\u8fd0\u884c\u548c\u6301\u7eed\u4f18\u5316\uff0c\u4e3a\u6700\u7ec8\u7528\u6237\u63d0\u4f9b\u66f4\u5feb\u3001\u66f4\u7a33\u5b9a\u7684AI\u5e94\u7528\u4ea4\u4ed8\u4f53\u9a8c\u3002<\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: center; font-size: 20px; color: #0033cc; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">05\uff5cAI Agent\u90e8\u7f72<\/strong><\/p>\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u5b89\u5168\u3001\u5f39\u6027\u4e0e\u72b6\u6001\u4fdd\u6301<\/strong><\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; 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box-sizing: border-box;\">\n<\/section>\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u9762\u5411Agent\u6c99\u7bb1\u573a\u666f\u7684\u5b89\u5168\u9694\u79bb\u4e0e\u5f39\u6027\u6269\u7f29<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u9488\u5bf9AIAgent\u7b49\u591a\u5de5\u5177\u8c03\u7528\u3001\u9ad8\u5e76\u53d1\u8bbf\u95ee\u7684\u573a\u666f\uff0c\u63d0\u4f9b\u5b89\u5168\u6c99\u7bb1\u3001\u72b6\u6001\u6301\u4e45\u5316\u548c\u5206\u949f\u7ea7\u5927\u89c4\u6a21\u5f39\u6027\u521b\u5efa\u80fd\u529b\uff0c\u6709\u6548\u9632\u8303\u9ad8\u5371\u6307\u4ee4\u6267\u884c\u4e0e\u8d44\u6e90\u6ee5\u7528\u98ce\u9669\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: left; justify-content: flex-start; display: flex; flex-flow: row; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 0 0 auto; min-width: 5%; max-width: 100%; height: auto; box-sizing: border-box;\">\n<section style=\"margin-top: 10px; margin-bottom: 10px; line-height: 1; font-size: 18px; box-sizing: border-box;\">\n<section style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><\/section>\n<section style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; font-size: 15px; box-sizing: border-box;\">\n<p style=\"margin: 0px; padding: 0px; box-sizing: border-box;\">\n<\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block; vertical-align: top; width: auto; align-self: flex-start; flex: 100 100 0%; height: auto; padding: 6px 0px 0px; box-sizing: border-box;\">\n<section style=\"text-align: justify; color: #000000; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u5f00\u6e90\u5f15\u9886\u4e0e\u751f\u6001\u5171\u5efa<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u5728Argo Workflows\uff08\u8d85\u5927\u89c4\u6a21\u4efb\u52a1\u7f16\u6392\uff09\u3001Fluid\uff08\u5206\u5e03\u5f0f\u6570\u636e\u52a0\u901f\uff09\u3001Koordinator\uff08\u9762\u5411AI\u5e94\u7528\u4e0e\u5927\u89c4\u6a21\u6df7\u5e03\u7684\u8c03\u5ea6\u5668\uff09\u3001RoleBasedGroup\uff08AI\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u7ba1\u7406\uff09\u7b49\u9879\u76ee\u4e2d\u63d0\u4f9b\u6838\u5fc3\u529f\u80fd\u5347\u7ea7\uff0c\u5e76\u5728\u591a\u9879\u6280\u672f\u6210\u679c\u4e2d\u53cd\u54fa\u5f00\u6e90\u793e\u533a\uff0c\u63a8\u52a8AI\u5de5\u4f5c\u8d1f\u8f7d\u7ba1\u7406\u7684\u6807\u51c6\u5316\u3002<\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"font-size: 15px; color: #555555; letter-spacing: 1px; line-height: 2; padding: 0px 8px; box-sizing: border-box; font-style: normal; font-weight: 400; text-align: justify;\" data-pm-slice=\"0 0 []\">\n<section style=\"color: #939393; box-sizing: border-box;\">\n<p style=\"word-break: break-all; white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">\u66f4\u591a\u5f00\u6e90\u9879\u76ee\u7ec6\u8282\uff1a<\/em><\/p>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc; box-sizing: border-box; padding-left: 20px; list-style-position: outside;\">\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">Argo Workflows\uff1ahttps:\/\/argoproj.github.io\/workflows\/<\/em><\/p>\n<\/li>\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">Fluid\uff1ahttps:\/\/fluid-cloudnative.github.io\/<\/em><\/p>\n<\/li>\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">RoleBasedGroup\uff08RBG\uff09\uff1ahttps:\/\/github.com\/sgl-project\/rbg<\/em><\/p>\n<\/li>\n<li style=\"box-sizing: border-box;\">\n<p style=\"word-break: break-all; margin: 0px; padding: 0px; box-sizing: border-box;\"><em style=\"box-sizing: border-box;\">Koordinator\uff1ahttps:\/\/koordinator.sh\/<\/em><\/p>\n<\/li>\n<\/ul>\n<\/section>\n<\/section>\n<section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u8fd9\u79cd\u81ea\u5e95\u5411\u4e0a\u7684\u5168\u94fe\u8def\u6280\u672f\u4f18\u52bf\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u5728AI\u539f\u751f\u65f6\u4ee3\u4e0d\u4ec5\u80fd\u591f\u652f\u6491\u4f01\u4e1a\u5b9e\u73b0AI\u5e94\u7528\u7684\u7a33\u5b9a\u8fd0\u884c\uff0c\u8fd8\u80fd\u5728\u6027\u80fd\u4f18\u5316\u4e0e\u6210\u672c\u63a7\u5236\u65b9\u9762\u6301\u7eed\u63d0\u4f9b\u884c\u4e1a\u9886\u5148\u7684\u57fa\u7840\u80fd\u529b\uff0c\u4e3a\u6784\u5efa\u672a\u6765AI\u57fa\u7840\u8bbe\u65bd\u7684\u6807\u51c6\u5f62\u6001\u5960\u5b9a\u4e86\u53ef\u9760\u57fa\u7840\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u76ee\u524d\uff0c\u963f\u91cc\u4e91\u5bb9\u5668\u5df2\u5728\u56fd\u5185\u591a\u4e2a\u884c\u4e1a\u7684AI\u573a\u666f\u4e2d\u89c4\u6a21\u5316\u843d\u5730<span style=\"font-size: 15px; color: #555555; letter-spacing: 1px; line-height: 2; font-style: normal; font-weight: 400; text-align: justify; box-sizing: border-box;\">\uff0c<\/span><span style=\"font-size: 15px; color: #555555; letter-spacing: 1px; line-height: 2; font-style: normal; font-weight: 400; text-align: justify; box-sizing: border-box;\">\u670d\u52a1\u6708\u4e4b\u6697\u9762Kimi\u3001\u5c0f\u9e4f\u6c7d\u8f66\u3001MiniMax\u4ee5\u53ca\u6709\u9e7f\u673a\u5668\u4eba\u7b49\u4e00\u4f17\u5ba2\u6237<\/span><span style=\"font-size: 15px; color: #555555; letter-spacing: 1px; line-height: 2; font-style: normal; font-weight: 400; text-align: justify; box-sizing: border-box;\">\u3002<\/span><\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: center; margin-top: 10px; margin-bottom: 10px; line-height: 0; box-sizing: border-box;\">\n<section style=\"max-width: 100%; vertical-align: middle; display: inline-block; line-height: 0; box-shadow: rgba(0, 51, 204, 0.02) 2px 2px 4px 0px; border-radius: 5px; overflow: hidden; box-sizing: border-box;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1777\" src=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-3bd0a73b-1.png\" width=\"1080\" height=\"407\" srcset=\"https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-3bd0a73b-1.png 1080w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-3bd0a73b-1-300x113.png 300w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-3bd0a73b-1-1024x386.png 1024w, https:\/\/www.o6s.net\/wp-content\/uploads\/2026\/01\/640-3bd0a73b-1-768x289.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/section>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u963f\u91cc\u4e91\u5bb9\u5668\u7684\u6280\u672f\u80fd\u529b\u4e5f\u83b7\u5f97\u4e86\u6743\u5a01\u673a\u6784\u7684\u9ad8\u5ea6\u8ba4\u53ef\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">Gartner\u00ae\u516c\u5e032025\u5e74\u5ea6\u300a\u5bb9\u5668\u7ba1\u7406\u9b54\u529b\u8c61\u9650\u300b\u62a5\u544a\uff0c\u963f\u91cc\u4e91\u5165\u9009\u201c\u9886\u5bfc\u8005\u201d\u8c61\u9650\uff0c\u662f\u4e9a\u592a\u5730\u533a\u552f\u4e00\u8fde\u7eed\u4e09\u5e74\u5165\u9009\u201c\u9886\u5bfc\u8005\u201d\u8c61\u9650\u7684\u4e2d\u56fd\u79d1\u6280\u516c\u53f8\u3002\u5e76\u4e14\u5728Gartner\u00ae\u516c\u5e032025\u5e74\u5ea6\u300a\u5bb9\u5668\u7ba1\u7406\u5173\u952e\u80fd\u529b\u300b\u62a5\u544a\u4e2d\uff0c\u963f\u91cc\u4e91\u5728AI\u5de5\u4f5c\u8d1f\u8f7d\u573a\u666f\u4e2d\u6392\u540d\u5168\u7403\u7b2c\u4e09\u3002<\/p>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\u540c\u65f6\uff0cIDC\u300a\u4e2d\u56fd\u5bb9\u5668\u5e02\u573a\u4efd\u989d\uff0c2024\uff1a\u4ece\u4e91\u539f\u751f\u5230AI\u539f\u751f\u300b\u62a5\u544a\u8868\u793a\uff0c\u963f\u91cc\u4e91\u4ee526.6%\u7684\u5360\u6bd4\u7a33\u5c452024\u5e74\u4e2d\u56fd\u5bb9\u5668\u5e02\u573a\u6574\u4f53\u5e02\u573a\u4efd\u989d\u7b2c\u4e00\uff0c\u8fde\u7eed3\u5e74\u8749\u8054\u699c\u9996\u3002\u5728\u7ec6\u5206\u7684\u516c\u6709\u4e91\u5bb9\u5668\u5e02\u573a\uff0c\u963f\u91cc\u4e91\u4ee530.5%\u5360\u6bd4\uff0c\u4f4d\u5c45\u7b2c\u4e00\u3002\u62a5\u544a\u4e2d\uff0cIDC\u9ad8\u5ea6\u8ba4\u53ef\u4e86\u963f\u91cc\u4e91\u5728\u5bb9\u5668\u9886\u57df\u7684\u6280\u672f\u5b9e\u529b\uff0c\u8bc4\u4ef7\u5176\u5177\u5907\u9886\u5148\u7684\u5168\u6808\u5bb9\u5668\u80fd\u529b\u3002<\/p>\n<\/section>\n<p style=\"white-space: normal; margin: 0px; padding: 0px; box-sizing: border-box;\">\n<section style=\"text-align: center; 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