{"id":10421,"date":"2025-06-26T17:26:32","date_gmt":"2025-06-26T09:26:32","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=10421"},"modified":"2025-06-26T17:26:37","modified_gmt":"2025-06-26T09:26:37","slug":"what-is-mlops","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/what-is-mlops","title":{"rendered":"MLOps \u662f\u4ec0\u9ebc\uff1f\u73fe\u4ee3\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u4e0d\u53ef\u6216\u7f3a\u7684\u8981\u7d20\uff01"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">MLOps\u7684\u5b9a\u7fa9\u8207\u91cd\u8981\u6027<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u9ebc\u662fMLOps\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\uff08Machine Learning Operations\uff09\u662f\u4e00\u7a2e\u7d50\u5408\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u8207IT\u904b\u71df\u7ba1\u7406\u7684\u5be6\u8e10\u65b9\u6cd5\uff0c\u5176\u6838\u5fc3\u76ee\u6a19\u662f\u81ea\u52d5\u5316\u4e26\u7c21\u5316 AI \u6a21\u578b\u5f9e\u958b\u767c\u5230\u4e0a\u7dda\uff0c\u518d\u5230\u6301\u7e8c\u7dad\u8b77\u7684\u6574\u500b\u751f\u547d\u9031\u671f\u3002\u5b83\u501f\u9452\u4e86DevOps\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u5c07\u6578\u64da\u79d1\u5b78\u5bb6\u3001\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b\u548cIT\u904b\u71df\u5718\u968a\u7dca\u5bc6\u7d50\u5408\uff0c\u5efa\u7acb\u8d77\u4e00\u5957\u6a19\u6e96\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\u4f86\u7ba1\u7406\u6a21\u578b\u7684\u8a13\u7df4\u3001\u9a57\u8b49\u3001\u90e8\u7f72\u3001\u76e3\u63a7\u548c\u7dad\u8b77\u3002MLOps\u4e0d\u50c5\u50c5\u662f\u6280\u8853\u5de5\u5177\u7684\u96c6\u5408\uff0c\u66f4\u662f\u4e00\u7a2e\u6587\u5316\u548c\u7d44\u7e54\u65b9\u5f0f\u7684\u8f49\u8b8a\u3002\u5b83\u5f37\u8abf\u8de8\u8077\u80fd\u5718\u968a\u7684\u5354\u4f5c\uff0c\u900f\u904e\u81ea\u52d5\u5316\u5de5\u5177\u93c8\u4f86\u78ba\u4fdd\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u53ef\u64f4\u5c55\u6027\u3001\u53ef\u9760\u6027\u548c\u53ef\u7dad\u8b77\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u73fe\u4ee3\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u9700\u8981MLOps\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u4ee3\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u4e4b\u6240\u4ee5\u8feb\u5207\u9700\u8981MLOps\uff0c\u4e3b\u8981\u539f\u56e0\u5728\u65bc\u50b3\u7d71\u7684\u5be6\u9a57\u6027\u958b\u767c\u65b9\u5f0f\u5df2\u7121\u6cd5\u6eff\u8db3\u4f01\u696d\u7d1a\u61c9\u7528\u7684\u9700\u6c42\u3002\u96a8\u8457AI\u6280\u8853\u5728\u5404\u884c\u5404\u696d\u7684\u6df1\u5ea6\u61c9\u7528\uff0c\u4f01\u696d\u9762\u81e8\u8457\u6a21\u578b\u7248\u672c\u7ba1\u7406\u8907\u96dc\u3001\u5be6\u9a57\u7d50\u679c\u96e3\u4ee5\u91cd\u73fe\u3001\u6a21\u578b\u90e8\u7f72\u6d41\u7a0b\u7e41\u7463\u3001\u4ee5\u53ca\u751f\u7522\u74b0\u5883\u4e2d\u6a21\u578b\u6027\u80fd\u76e3\u63a7\u56f0\u96e3\u7b49\u6311\u6230\u3002MLOps\u63d0\u4f9b\u4e86\u7cfb\u7d71\u6027\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u4e0d\u50c5\u80fd\u5920\u78ba\u4fdd\u6a21\u578b\u958b\u767c\u7684\u53ef\u91cd\u8907\u6027\u548c\u53ef\u8ffd\u6eaf\u6027\uff0c\u9084\u80fd\u5be6\u73fe\u6a21\u578b\u7684\u5feb\u901f\u8fed\u4ee3\u548c\u7a69\u5b9a\u90e8\u7f72\uff0c\u5927\u5e45\u63d0\u5347\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u6210\u529f\u7387\u548c\u6295\u8cc7\u5831\u916c\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u5e38\u898b\u75db\u9ede\u8207\u74f6\u9838<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ef\u91cd\u73fe\u6027\u554f\u984c\uff1a<\/strong> \u6a5f\u5668\u5b78\u7fd2\u5be6\u9a57\u5f80\u5f80\u6d89\u53ca\u8907\u96dc\u7684\u6578\u64da\u8655\u7406\u6d41\u7a0b\u548c\u591a\u7a2e\u8edf\u9ad4\u4f9d\u8cf4\u3002\u7576\u5be6\u9a57\u74b0\u5883\u3001\u6578\u64da\u7248\u672c\u6216\u7a0b\u5f0f\u78bc\u767c\u751f\u8b8a\u5316\u6642\uff0c\u5f88\u96e3\u91cd\u73fe\u4e4b\u524d\u7684\u5be6\u9a57\u7d50\u679c\u3002\u9019\u4e0d\u50c5\u5f71\u97ff\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\uff0c\u4e5f\u589e\u52a0\u4e86\u9664\u932f\u548c\u512a\u5316\u7684\u96e3\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u90e8\u7f72\u56f0\u96e3\uff1a<\/strong> \u5f9e\u5be6\u9a57\u74b0\u5883\u5230\u751f\u7522\u74b0\u5883\u7684\u904e\u7a0b\u5145\u6eff\u6311\u6230\u3002\u6a21\u578b\u53ef\u80fd\u5728\u672c\u5730\u904b\u884c\u826f\u597d\uff0c\u4f46\u5728\u751f\u7522\u74b0\u5883\u4e2d\u537b\u8868\u73fe\u4e0d\u4f73\uff0c\u9019\u901a\u5e38\u662f\u7531\u65bc\u74b0\u5883\u5dee\u7570\u3001\u6578\u64da\u5206\u4f48\u8b8a\u5316\u6216\u8cc7\u6e90\u9650\u5236\u6240\u9020\u6210\u3002<\/li>\n\n\n\n<li><strong>\u5718\u968a\u5354\u4f5c\u56f0\u96e3\uff1a<\/strong> \u8cc7\u6599\u79d1\u5b78\u5bb6\u8207AI\u5de5\u7a0b\u5e2b\u5171\u7528\u8cc7\u6e90\uff0c\u540c\u6642\u9032\u884c\u5be6\u9a57\u8207\u63d0\u4f9b\u670d\u52d9\uff0c\u5c0e\u81f4\u8cc7\u6e90\u6436\u4f54\uff0c\u4e0d\u50c5\u7f3a\u4e4f\u660e\u78ba\u5206\u5de5\uff0c\u66f4\u963b\u7919\u4e86\u9ad8\u6548\u7684\u4ea4\u4ed8\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u7dad\u8b77\u6210\u672c\u9ad8\uff1a<\/strong> \u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4e0d\u662f\u4e00\u6b21\u6027\u7522\u54c1\uff0c\u9700\u8981\u6301\u7e8c\u76e3\u63a7\u548c\u66f4\u65b0\u3002\u6578\u64da\u6f02\u79fb\u3001\u6a21\u578b\u8001\u5316\u3001\u6027\u80fd\u8870\u6e1b\u7b49\u554f\u984c\u90fd\u9700\u8981\u53ca\u6642\u767c\u73fe\u548c\u8655\u7406\u3002\u7f3a\u4e4f\u7cfb\u7d71\u6027\u7684\u76e3\u63a7\u548c\u7dad\u8b77\u6a5f\u5236\uff0c\u5f80\u5f80\u5c0e\u81f4\u9ad8\u6602\u7684\u4eba\u529b\u6210\u672c\u548c\u7cfb\u7d71\u98a8\u96aa\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">MLOps\u7684\u6838\u5fc3\u529f\u80fd\u8207\u539f\u5247<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7248\u672c\u63a7\u5236\uff1a<\/strong> MLOps\u5c07\u7248\u672c\u63a7\u5236\u7684\u6982\u5ff5\u64f4\u5c55\u5230\u6a5f\u5668\u5b78\u7fd2\u7684\u5404\u500b\u5c64\u9762\uff0c\u5305\u62ec\u7a0b\u5f0f\u78bc\u7248\u672c\u3001\u6578\u64da\u7248\u672c\u3001\u6a21\u578b\u7248\u672c\u548c\u5be6\u9a57\u7248\u672c\u3002\u900f\u904e\u5b8c\u5584\u7684\u7248\u672c\u63a7\u5236\u7cfb\u7d71\uff0c\u5718\u968a\u53ef\u4ee5\u8ffd\u8e64\u6bcf\u500b\u5be6\u9a57\u7684\u5b8c\u6574\u6b77\u7a0b\uff0c\u78ba\u4fdd\u7d50\u679c\u7684\u53ef\u91cd\u73fe\u6027\u548c\u53ef\u8ffd\u6eaf\u6027\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u5316\uff1a<\/strong> \u81ea\u52d5\u5316\u662fMLOps\u7684\u6838\u5fc3\uff0c\u6db5\u84cb\u5f9e\u6578\u64da\u6e96\u5099\u3001\u6a21\u578b\u8a13\u7df4\u3001\u8a55\u4f30\u5230\u90e8\u7f72\u7684\u6574\u500b\u6d41\u7a0b\u3002\u900f\u904e\u81ea\u52d5\u5316\u5de5\u5177\uff0c\u53ef\u4ee5\u5927\u5e45\u6e1b\u5c11\u4eba\u5de5\u64cd\u4f5c\u7684\u932f\u8aa4\uff0c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\uff0c\u4e26\u78ba\u4fdd\u6d41\u7a0b\u7684\u6a19\u6e96\u5316\u548c\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6301\u7e8c\u6574\u5408\/\u90e8\u7f72\uff08CI\/CD\uff09\uff1a<\/strong> \u501f\u9452\u8edf\u9ad4\u958b\u767c\u7684CI\/CD\u7406\u5ff5\uff0cMLOps\u5efa\u7acb\u4e86\u91dd\u5c0d\u6a5f\u5668\u5b78\u7fd2\u7684\u6301\u7e8c\u6574\u5408\u548c\u90e8\u7f72\u6d41\u7a0b\u3002\u9019\u5305\u62ec\u81ea\u52d5\u5316\u6e2c\u8a66\u3001\u6a21\u578b\u9a57\u8b49\u3001\u6027\u80fd\u8a55\u4f30\u548c\u6f38\u9032\u5f0f\u90e8\u7f72\u7b49\u74b0\u7bc0\uff0c\u78ba\u4fdd\u65b0\u6a21\u578b\u80fd\u5920\u5b89\u5168\u3001\u7a69\u5b9a\u5730\u63a8\u5411\u751f\u7522\u74b0\u5883\u3002<\/li>\n\n\n\n<li><strong>\u76e3\u63a7\u8207\u53ef\u89c0\u6e2c\u6027\uff1a<\/strong> \u751f\u7522\u74b0\u5883\u4e2d\u7684\u6a21\u578b\u76e3\u63a7\u662fMLOps\u7684\u91cd\u8981\u7d44\u6210\u90e8\u5206\u3002\u9019\u4e0d\u50c5\u5305\u62ec\u50b3\u7d71\u7684\u7cfb\u7d71\u6027\u80fd\u76e3\u63a7\uff0c\u9084\u6db5\u84cb\u6a21\u578b\u7279\u5b9a\u7684\u6307\u6a19\uff0c\u5982\u9810\u6e2c\u6e96\u78ba\u5ea6\u3001\u6578\u64da\u6f02\u79fb\u3001\u7279\u5fb5\u5206\u4f48\u8b8a\u5316\u7b49\u3002\u5b8c\u5584\u7684\u76e3\u63a7\u7cfb\u7d71\u80fd\u5920\u53ca\u65e9\u767c\u73fe\u554f\u984c\uff0c\u907f\u514d\u6a21\u578b\u6027\u80fd\u8870\u6e1b\u5c0d\u696d\u52d9\u9020\u6210\u5f71\u97ff\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">MLOps\u5e38\u898b\u7684\u4e3b\u8981\u5de5\u5177<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/mlflow.org\/\" target=\"_blank\" rel=\"noopener\">MLflow<\/a>\uff1a<\/strong> \u4f5c\u70ba\u958b\u6e90\u7684\u6a5f\u5668\u5b78\u7fd2\u751f\u547d\u9031\u671f\u7ba1\u7406\u5e73\u53f0\uff0cMLflow\u63d0\u4f9b\u4e86\u5be6\u9a57\u8ffd\u8e64\u3001\u6a21\u578b\u8a3b\u518a\u3001\u6a21\u578b\u90e8\u7f72\u7b49\u6838\u5fc3\u529f\u80fd\u3002\u5b83\u652f\u63f4\u591a\u7a2e\u6a5f\u5668\u5b78\u7fd2\u6846\u67b6\uff0c\u80fd\u5920\u8a18\u9304\u5be6\u9a57\u53c3\u6578\u3001\u6307\u6a19\u548c\u7522\u7269\uff0c\u4e26\u63d0\u4f9b\u6a21\u578b\u7248\u672c\u7ba1\u7406\u548c\u90e8\u7f72\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.kubeflow.org\/\" target=\"_blank\" rel=\"noopener\">Kubeflow<\/a>\uff1a<\/strong> \u57fa\u65bcKubernetes\u7684\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u6d41\u5e73\u53f0\uff0cKubeflow\u5c08\u6ce8\u65bc\u5728\u96f2\u7aef\u74b0\u5883\u4e2d\u69cb\u5efa\u548c\u90e8\u7f72\u53ef\u64f4\u5c55\u7684\u6a5f\u5668\u5b78\u7fd2\u5de5\u4f5c\u6d41\u3002\u5b83\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6a5f\u5668\u5b78\u7fd2\u6d41\u6c34\u7dda\u7ba1\u7406\uff0c\u652f\u63f4\u5206\u6563\u5f0f\u8a13\u7df4\u548c\u8d85\u53c3\u6578\u8abf\u512a\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/dvc.org\/\" target=\"_blank\" rel=\"noopener\">DVC\uff08Data Version Control\uff09<\/a>\uff1a<\/strong> \u5c08\u9580\u91dd\u5c0d\u6578\u64da\u548c\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u7248\u672c\u63a7\u5236\u5de5\u5177\uff0cDVC\u80fd\u5920\u8655\u7406\u5927\u578b\u6578\u64da\u6a94\u6848\u7684\u7248\u672c\u7ba1\u7406\uff0c\u4e26\u8207Git seamlessly\u6574\u5408\uff0c\u5be6\u73fe\u6578\u64da\u3001\u7a0b\u5f0f\u78bc\u548c\u6a21\u578b\u7684\u7d71\u4e00\u7248\u672c\u63a7\u5236\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/airflow.apache.org\/\" target=\"_blank\" rel=\"noopener\">Apache Airflow<\/a>\uff1a<\/strong> \u4f5c\u70ba\u5de5\u4f5c\u6d41\u7de8\u6392\u5e73\u53f0\uff0cAirflow\u5728MLOps\u4e2d\u5e38\u7528\u65bc\u69cb\u5efa\u8907\u96dc\u7684\u6578\u64da\u8655\u7406\u548c\u6a21\u578b\u8a13\u7df4\u6d41\u6c34\u7dda\uff0c\u63d0\u4f9b\u8c50\u5bcc\u7684\u8abf\u5ea6\u548c\u76e3\u63a7\u529f\u80fd\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/wandb.ai\/site\/\" target=\"_blank\" rel=\"noopener\">Weights &amp; Biases\uff08wandb\uff09<\/a>\uff1a<\/strong> \u5c08\u6ce8\u65bc\u5be6\u9a57\u8ffd\u8e64\u548c\u5354\u4f5c\u7684\u5e73\u53f0\uff0c\u63d0\u4f9b\u5be6\u6642\u7684\u5be6\u9a57\u76e3\u63a7\u3001\u7d50\u679c\u8996\u89ba\u5316\u548c\u5718\u968a\u5354\u4f5c\u529f\u80fd\uff0c\u7279\u5225\u9069\u5408\u7814\u7a76\u578b\u5718\u968a\u4f7f\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6578\u4f4d\u7121\u9650AI-Stack\u5e73\u53f0\u63d0\u4f9b\u7684MLOps\u670d\u52d9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ai-stack.ai\" data-type=\"link\" data-id=\"ai-stack.ai\">AI-Stack<\/a> \u4e0d\u50c5\u70ba\u4f01\u696d\u89e3\u6c7a AI \u57fa\u790e\u8a2d\u65bd\u7684\u7ba1\u7406\u6311\u6230\uff0c\u66f4\u9032\u4e00\u6b65\u70ba\u8cc7\u6599\u79d1\u5b78\u5bb6\u548c\u7814\u7a76\u4eba\u54e1\u63d0\u4f9b\u4e00\u7cfb\u5217 MLOps \u670d\u52d9\uff0c\u78ba\u4fdd\u4ed6\u5011\u80fd\u66f4\u9806\u66a2\u3001\u9ad8\u6548\u5730\u57f7\u884c AI \u958b\u767c\u5de5\u4f5c\uff0c\u5176\u4e2d\u5305\u542b\u4e0b\u5217\u5e7e\u9805\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">MLS(Machine Learning Service)&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-Stack \u7684 MLS \u529f\u80fd\u70ba\u6578\u64da\u79d1\u5b78\u5bb6\u63d0\u4f9b\u9ad8\u6548\u4e14\u6d41\u66a2\u7684\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u74b0\u5883\u3002\u5b83\u8b93\u4f7f\u7528\u8005\u80fd\u5920<strong>\u5feb\u901f\u555f\u7528\u5bb9\u5668\u5316\u7684\u958b\u767c\u74b0\u5883<\/strong>\uff0c\u4e26\u5145\u5206\u5229\u7528\u5404\u7a2e<strong>\u53d7\u6b61\u8fce\u7684\u958b\u6e90\u5de5\u5177<\/strong>\uff0c\u5f9e\u800c\u7c21\u5316\u548c\u52a0\u901f\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u6d41\u7a0b\u3002\u5728\u64cd\u4f5c\u4e0a\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u8a2d\u5b9a\u898f\u683c\u3001\u5171\u4eab\u8a18\u61b6\u9ad4\u7b49\uff0c\u7136\u5f8c\u5c07\u5bb9\u5668\u90e8\u7f72\u5230 POD \u4e2d\uff0c\u4e26\u900f\u904e\u670d\u52d9\u9032\u884c\u7ba1\u7406\u3002MLS \u652f\u63f4\u591a\u7a2e\u64cd\u4f5c\u74b0\u5883\uff0c\u5982 SSH\u3001Jupyter\u3001JupyterLab\u3001Webterminal\u3001Code Server \u7b49\uff0c\u4e26\u63d0\u4f9b\u4e8b\u4ef6\u8a18\u9304\u548c\u76e3\u63a7\u529f\u80fd\uff0c\u78ba\u4fdd\u958b\u767c\u904e\u7a0b\u7684\u9806\u66a2\u8207\u53ef\u8996\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MLS \u7684\u4e3b\u8981\u512a\u52e2\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e00\u5206\u9418\u74b0\u5883\u8a2d\u5b9a<\/strong>\uff1a\u900f\u904e\u76f4\u89ba\u4e14\u53cb\u5584\u7684\u5716\u5f62\u5316\u4ecb\u9762\uff0c\u8b93\u4f7f\u7528\u8005\u53ea\u9700\u6309\u5e7e\u500b\u6309\u9215\uff0c\u4e26\u53ef\u5728\u4e00\u5206\u9418\u5167\u5efa\u7acb\u597d\u958b\u767c\u74b0\u5883\uff0c\u5927\u5e45\u7e2e\u77ed\u958b\u767c\u74b0\u5883\u7684\u6e96\u5099\u6642\u9593\u3002<\/li>\n\n\n\n<li><strong>\u6574\u5408\u958b\u6e90\u5de5\u5177<\/strong>\uff1a\u63d0\u4f9b\u8c50\u5bcc\u4e14\u5e38\u7528\u7684\u958b\u6e90\u5de5\u5177\uff0c\u65b9\u4fbf\u958b\u767c\u8005\u4f7f\u7528\u3002<\/li>\n\n\n\n<li><strong>\u52a0\u901f\u958b\u767c\u6548\u7387<\/strong>\uff1a\u900f\u904e\u512a\u5316\u7684\u74b0\u5883\u548c\u5de5\u5177\u6574\u5408\uff0c\u63d0\u5347\u6574\u9ad4\u958b\u767c\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"560\" data-attachment-id=\"10422\" data-permalink=\"https:\/\/ai-stack.ai\/zh-hant\/what-is-mlops\/mls%e4%bb%8b%e7%b4%b9-p10-2\" data-orig-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/06\/MLS%E4%BB%8B%E7%B4%B9-p10.2.png?fit=1921%2C1050&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-orig-size=\"1921,1050\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"MLS\u4ecb\u7d39-p10.2\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/06\/MLS%E4%BB%8B%E7%B4%B9-p10.2.png?fit=300%2C164&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/06\/MLS%E4%BB%8B%E7%B4%B9-p10.2.png?fit=1024%2C560&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/06\/MLS%E4%BB%8B%E7%B4%B9-p10.2.png?resize=1024%2C560&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-10422\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">RCS(Rapid Container Service)\uff1a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-Stack \u7684 RCS \u529f\u80fd\u4e3b\u8981\u8a2d\u8a08\u7528\u65bc AI \u63a8\u8ad6 (AI inference) \u548c\u61c9\u7528\u670d\u52d9\u3002\u5b83\u7684\u76ee\u6a19\u662f\u5e6b\u52a9\u4f01\u696d<strong>\u5feb\u901f\u90e8\u7f72\u3001\u7ba1\u7406\u548c\u64f4\u5c55 AI \u670d\u52d9<\/strong>\u3002\u900f\u904e RCS\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u9032\u884c\u914d\u7f6e\uff08\u5982\u8a2d\u5b9a\u898f\u683c\u3001ConfigMap\u3001Persistent Volumes\u3001\u5171\u4eab\u8a18\u61b6\u9ad4\u548c\u7db2\u8def\u7b56\u7565\uff09\uff0c\u7136\u5f8c\u5c07\u5bb9\u5668\u90e8\u7f72\u5230 POD \u4e2d\uff0c\u4e26\u900f\u904e\u670d\u52d9\u548c Ingress \u9032\u884c\u7ba1\u7406\u3002\u5728\u64cd\u4f5c\u5c64\u9762\uff0cRCS \u652f\u63f4\u6efe\u52d5\u66f4\u65b0\/\u56de\u6efe\u3001\u62d3\u64b2\u7ba1\u7406\u3001\u81ea\u52d5\u64f4\u5c55\u3001\u4e8b\u4ef6\u8a18\u9304\u548c\u76e3\u63a7\u7b49\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RCS \u7684\u4e3b\u8981\u512a\u9ede\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5feb\u901f\u90e8\u7f72<\/strong>\uff1a\u50c5\u9700\u8981\u5e7e\u500b\u7c21\u55ae\u7684\u8a2d\u5b9a\uff0c\u5373\u80fd\u8b93 AI \u61c9\u7528\u80fd\u8fc5\u901f\u4e0a\u7dda\uff0c\u4e0d\u9700\u8981\u7e41\u96dc\u7684\u624b\u52d5 coding \u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u5373\u6642\u76e3\u63a7<\/strong>\uff1a\u96a8\u6642\u638c\u63e1\u670d\u52d9\u904b\u884c\u72c0\u614b\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u64f4\u5c55\u6027<\/strong>\uff1a\u6839\u64da\u9700\u6c42\u5f48\u6027\u64f4\u5c55 AI \u670d\u52d9\u898f\u6a21\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u6548\u7248\u672c\u7ba1\u7406 <\/strong>\uff1a\u7c21\u5316 AI \u670d\u52d9\u7684\u7248\u672c\u66f4\u65b0\u8207\u7dad\u8b77\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfz_sc8DYU4FiSeWHcklVyUDNntPpPDuolQ7811RfOW1HLl36RvqtX_l2MCslXK7eFmGxmw0rESrgEGhECcBhHiQIbv7r7-1b1VpuHmkIJYVlH5e9zUn68voWUrlKA9AiD42gb2?key=ejk7dTt9zgiTILWPlfbHlw\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">MLOps\u5c0d\u7d44\u7e54\u8207\u7522\u696d\u7684\u5f71\u97ff<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u5c0d\u7d44\u7e54\u7684\u5f71\u97ff\u662f\u6df1\u9060\u7684\uff0c\u5b83\u4e0d\u50c5\u6539\u8b8a\u4e86\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u958b\u767c\u65b9\u5f0f\uff0c\u66f4\u91cd\u5851\u4e86\u7d44\u7e54\u7684\u904b\u4f5c\u6a21\u5f0f\u3002\u900f\u904eMLOps\uff0c\u4f01\u696d\u80fd\u5920\u5efa\u7acb\u66f4\u654f\u6377\u7684AI\u958b\u767c\u80fd\u529b\uff0c\u5feb\u901f\u56de\u61c9\u5e02\u5834\u8b8a\u5316\u548c\u696d\u52d9\u9700\u6c42\u3002\u540c\u6642\uff0cMLOps\u4fc3\u9032\u4e86\u8de8\u8077\u80fd\u5718\u968a\u7684\u5354\u4f5c\uff0c\u6253\u7834\u4e86\u50b3\u7d71\u7684\u90e8\u9580\u754c\u9650\uff0c\u5f62\u6210\u4e86\u4ee5\u7522\u54c1\u70ba\u4e2d\u5fc3\u7684\u7d44\u7e54\u7d50\u69cb\u3002\u5f9e\u7522\u696d\u5c64\u9762\u4f86\u770b\uff0cMLOps\u6b63\u5728\u6210\u70baAI\u7522\u696d\u5316\u7684\u91cd\u8981\u63a8\u52d5\u529b\u3002\u5b83\u964d\u4f4e\u4e86\u6a5f\u5668\u5b78\u7fd2\u61c9\u7528\u7684\u9580\u6abb\uff0c\u4f7f\u66f4\u591a\u4f01\u696d\u80fd\u5920\u53d7\u76ca\u65bcAI\u6280\u8853\u3002\u540c\u6642\uff0cMLOps\u4e5f\u63a8\u52d5\u4e86\u76f8\u95dc\u5de5\u5177\u548c\u670d\u52d9\u751f\u614b\u7cfb\u7d71\u7684\u767c\u5c55\uff0c\u50ac\u751f\u4e86\u65b0\u7684\u5546\u696d\u6a21\u5f0f\u548c\u5e02\u5834\u6a5f\u6703\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>MLOps\uff08Machine Learning Operations\uff09\u662f\u4e00\u7a2e\u7d50\u5408\u6a5f\u5668\u5b78\u7fd2\u958b\u767c\u8207IT\u904b\u71df\u7ba1\u7406\u7684\u5be6\u8e10\u65b9\u6cd5\uff0c\u5176\u6838\u5fc3\u76ee\u6a19\u662f\u81ea\u52d5\u5316\u4e26\u7c21\u5316 AI 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