{"id":103157,"date":"2025-03-25T23:16:28","date_gmt":"2025-03-25T18:46:28","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/orchestrating-models-machine-learning-with-docker-compose-5dlo\/"},"modified":"2025-03-25T23:16:28","modified_gmt":"2025-03-25T18:46:28","slug":"orchestrating-models-machine-learning-with-docker-compose-5dlo","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/orchestrating-models-machine-learning-with-docker-compose-5dlo\/","title":{"rendered":"\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker"},"content":{"rendered":"<div data-article-id=\"2356406\" id=\"article-body\">\n<p><strong>\u062f\u0627\u06a9\u0631 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc<\/strong> \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Docker Multi-Container \u0628\u0647 \u0631\u0648\u0634\u06cc \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0631\u0627 \u06a9\u0634\u0641 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>Docker \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0686\u06cc\u0633\u062a\u061f<\/strong><\/p>\n<p>Docker Compose \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Docker Multi-Container \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 YAML \u0628\u0631\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062e\u062f\u0645\u0627\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0633\u067e\u0633 \u0628\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u0648\u0627\u062d\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0645\u0627\u0645 \u0638\u0631\u0648\u0641 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0627\u06cc\u062c\u0627\u062f \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0648\u0633\u0639\u0647 \u0648 \u062a\u0648\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0628\u0631\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u060c \u0622\u0633\u0627\u0646\u062a\u0631 \u0634\u0648\u062f.<\/p>\n<blockquote>\n<p>\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc<br \/><strong>\u0646\u0635\u0628 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker<\/strong><\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u060c \u062d\u062a\u0645\u0627\u064b \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0631\u0627 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u0646\u0635\u0628 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u067e\u06cc\u0631\u0648\u06cc \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0631\u0633\u0645\u06cc Docker \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/blockquote>\n<p>\u0627\u06af\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0634\u0645\u0627 MAC \u0627\u0633\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0633\u06a9 \u062a\u0627\u067e Docker \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0634\u0645\u0627 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a.  <\/p>\n<p><code>$ brew install docker-compose<\/code><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0646\u0633\u062e\u0647 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<br \/><code>$ docker-compose --version<\/code><\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u062a\u0633\u062a \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0628\u0627 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0648 Kubernetes \u0631\u0627 \u0631\u0648\u0634\u0646 \u06a9\u0646\u06cc\u0645.<\/p>\n<p><strong>Docker \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc:<\/strong><\/p>\n<p><strong>\u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f:<\/strong> Docker Compose \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0686\u0646\u062f\u06cc\u0646 \u0638\u0631\u0641 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0639\u0645\u062f\u062a\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0627\u0633\u062a \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u0686\u0646\u062f\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u0628\u0686\u0631\u062e\u0627\u0646\u06cc\u062f \u060c \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u060c API \u0648 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u060c \u0647\u0645\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p><strong>\u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f:<\/strong> \u0634\u0645\u0627 \u0627\u0632 \u067e\u0631\u0648\u0646\u062f\u0647 \u0627\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f <code>docker-compose.yml<\/code> \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0627\u0632 \u0638\u0631\u0648\u0641 \u0634\u0645\u0627 \u0648 \u0646\u062d\u0648\u0647 \u0627\u062a\u0635\u0627\u0644 \u0622\u0646\u0647\u0627 \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u06af\u0648\u06cc\u06cc\u062f: &#8220;\u0645\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u062e\u0648\u062f \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648\u0635\u0644 \u06a9\u0646\u0645.&#8221; \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0628\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u0648\u0627\u062d\u062f \u0627\u0632 \u0622\u0646 \u0645\u0631\u0627\u0642\u0628\u062a \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f.<\/p>\n<p><strong>\u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc:<\/strong> \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u06cc\u0627 \u062a\u0648\u0633\u0639\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u062d\u062a\u06cc\u0627\u062c \u0646\u062f\u0627\u0631\u06cc\u062f \u0648 \u0641\u0642\u0637 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0686\u06cc\u0632\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>Kubernetes:<\/strong><\/p>\n<p><strong>\u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f:<\/strong> Kubernetes \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0627\u0632 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0627\u0633\u062a. \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0638\u0631\u0648\u0641 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0644\u06a9\u0647 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u060c \u0631\u0648\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u060c \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0646\u06cc\u0632 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f:<\/strong> Kubernetes \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0647\u0645\u06cc\u0634\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0627\u0633\u062a \u060c \u0645\u0646\u0627\u0628\u0639 \u06a9\u0627\u0641\u06cc \u062f\u0627\u0631\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0627\u062f\u0627\u0631\u0647 \u06a9\u0646\u062f. \u0627\u06af\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u0638\u0631\u0648\u0641 \u0634\u0645\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0646\u0631\u0648\u062f \u060c Kubernetes \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0646 \u0631\u0627 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0647\u0631 \u0644\u062d\u0638\u0647 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u060c \u0645\u0642\u06cc\u0627\u0633 (\u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u062a\u0639\u062f\u0627\u062f \u0638\u0631\u0648\u0641) \u0631\u0627 \u0645\u0642\u06cc\u0627\u0633 (\u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<p><strong>\u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc:<\/strong> \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u06a9\u0647 \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0627\u0634\u0646\u062f \u0648 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0633\u0646\u06af\u06cc\u0646 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f. \u0634\u0631\u06a9\u062a \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06cc\u0627 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0646\u062a\u0638\u0627\u0631 \u0631\u0634\u062f \u0686\u0634\u0645\u06af\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u060c \u0627\u063a\u0644\u0628 \u0627\u0632 Kubernetes \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647:<\/strong><\/p>\n<p>Docker Compose \u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0646\u062f\u06cc\u0646 \u0638\u0631\u0648\u0641 \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062d\u0644\u06cc \u0634\u0645\u0627 \u060c \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a.<\/p>\n<p>Kubernetes \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0627\u0633\u062a \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u060c \u062b\u0628\u0627\u062a \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<p>\u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u06a9\u0648\u0686\u06a9 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f. Kubernetes \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0638\u06cc\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0648 \u062d\u062a\u06cc \u0628\u0627 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0632\u06cc\u0627\u062f \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p>\u062d\u0627\u0644 \u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0645\u0639\u0627\u0645\u0644\u0647 \u0648\u0627\u0642\u0639\u06cc \u0628\u0631\u0633\u06cc\u0645. \ud83d\ude0e<\/p>\n<p>\u0645\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 ML \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f. \u0645\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0648\u0628 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0646\u0645\u0627\u06cc\u0634 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><strong>\u0647\u062f\u0641 \u067e\u0631\u0648\u0698\u0647<\/strong><\/p>\n<p>\u067e\u0631\u0648\u0698\u0647 \u0645\u0627 \u0634\u0627\u0645\u0644 \u062f\u0648 \u0633\u0631\u0648\u06cc\u0633 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:  <\/p>\n<p><strong>\u062e\u062f\u0645\u0627\u062a ML:<\/strong> \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>\u0628\u06cc\u0632\u0627\u0631<\/strong> \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 API Web Flask \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<p><strong>\u0633\u0631\u0648\u06cc\u0633 \u0628\u0627\u0646\u06a9 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc:<\/strong> \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 PostgreSQL \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0646\u062a\u0627\u06cc\u062c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc.  <\/p>\n<p><strong>\u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0631\u0648\u0698\u0647<\/strong><\/p>\n<p>\u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0635\u0644\u06cc \u067e\u0631\u0648\u0646\u062f\u0647 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>ml_project\/\n\u2502\n\u251c\u2500\u2500 docker-compose.yml\n\u251c\u2500\u2500 ml_service\/\n\u2502   \u251c\u2500\u2500 Dockerfile\n\u2502   \u251c\u2500\u2500 app.py\n\u2502   \u251c\u2500\u2500 model.py\n\u2502   \u251c\u2500\u2500 requirements.txt\n\u2514\u2500\u2500 db\/\n    \u251c\u2500\u2500 init.sql\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>1. \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f <code>docker-compose.yml<\/code><\/strong><\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u062a\u0639\u0631\u06cc\u0641 \u062e\u062f\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0627\u0633\u062a <code>docker-compose.yml<\/code> \u067e\u0631\u0648\u0646\u062f\u0647<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>version: '3'\nservices:\n  ml_service:\n    build: .\/ml_service\n    ports:\n      - \"5000:5000\"\n    depends_on:\n      - db\n  db:\n    image: postgres\n    environment:\n      POSTGRES_DB: ml_results\n      POSTGRES_USER: ml_user\n      POSTGRES_PASSWORD: ml_password\n    volumes:\n      - .\/db\/init.sql:\/docker-entrypoint-initdb.d\/init.sql\n    ports:\n      - \"5432:5432\"\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>2. \u0633\u0631\u0648\u06cc\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\u062f\u0631 \u062f\u0627\u062e\u0644 <code>ml_service\/<\/code> \u067e\u0648\u0634\u0647 \u060c \u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>Dockerfile<\/code> \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u0645\u06cc \u06a9\u0646\u062f \u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0633\u0631\u0648\u06cc\u0633 \u0631\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f.<\/p>\n<p><strong>\u062f\u0627\u06a9<\/strong> (\u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 ML)<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>FROM python:3.8\n\nWORKDIR \/app\n\nCOPY requirements.txt requirements.txt\nRUN pip install -r requirements.txt\n\nCOPY . .\n\nCMD [\"python\", \"app.py\"]\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><code>requirements.txt<\/code><br \/>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0645\u0627\u0646\u0646\u062f Flask \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u0631 \u0648\u0628 \u0648 Scikit-Learn \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 ML.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Flask==2.1.0\nscikit-learn==1.0.2\npsycopg2-binary==2.9.3  # Para conectar con PostgreSQL\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><code>model.py<\/code><br \/>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0646\u062f\u0647 \u0634\u0627\u0645\u0644 \u06a9\u062f \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0633\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from sklearn.datasets import load_iris\nfrom sklearn.linear_model import LogisticRegression\nimport pickle\n\ndef train_model():\n    # Load sample dataset\n    iris = load_iris()\n    X, y = iris.data, iris.target\n\n    # Train model\n    model = LogisticRegression()\n    model.fit(X, y)\n\n    # Save model to file\n    with open('model.pkl', 'wb') as f:\n        pickle.dump(model, f)\n\nif __name__ == \"__main__\":\n    train_model()\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0633\u0627\u062f\u0647 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>model.pkl<\/code> \u067e\u0631\u0648\u0646\u062f\u0647<\/p>\n<p><code>app.py<\/code><br \/>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0646\u062f\u0647 \u0641\u0644\u0627\u0633\u06a9 \u0627\u0633\u062a \u06a9\u0647 API \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from flask import Flask, request, jsonify\nimport pickle\nimport psycopg2\n\napp = Flask(__name__)\n\n# Load trained ML model\nwith open('model.pkl', 'rb') as f:\n    model = pickle.load(f)\n\n# Connect to PostgreSQL database\nconn = psycopg2.connect(\n    dbname=\"ml_results\", user=\"ml_user\", password=\"ml_password\", host=\"db\"\n)\ncur = conn.cursor()\n\n@app.route('\/predict', methods=['POST'])\ndef predict():\n    data = request.json\n    X_new = [data['features']]\n\n    # Make prediction\n    prediction = model.predict(X_new)[0]\n\n    # Save prediction to database\n    cur.execute(\"INSERT INTO predictions (input, result) VALUES (%s, %s)\", (str(X_new), int(prediction)))\n    conn.commit()\n\n    return jsonify({\"prediction\": int(prediction)})\n\nif __name__ == \"__main__\":\n    app.run(host=\"0.0.0.0\", port=5000)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633 Flask \u062f\u0631 \u0628\u0646\u062f\u0631 5000 \u06af\u0648\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u067e\u0633 \u0627\u0632 \u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u067e\u0633\u062a \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0631 PostgreSQL \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>3. \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f<\/strong><br \/>\u062f\u0631 <code>db\/<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u060c \u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>init.sql<\/code> \u067e\u0631\u0648\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627.<\/p>\n<p><code>init.sql<\/code><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>CREATE TABLE predictions (\n    id SERIAL PRIMARY KEY,\n    input TEXT,\n    result INTEGER\n);\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 postgresql \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0628\u0647 \u0646\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f <code>predictions<\/code>\u0628\u0634\u0631<\/p>\n<p><strong>4. \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0644 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0627 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u0632 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u067e\u0631\u0648\u0698\u0647 root \u060c \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<p><code>$ docker-compose up<\/code><\/p>\n<p>\u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f Docker \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0634\u0648\u062f:<\/p>\n<ul>\n<li>\u062a\u0635\u0648\u06cc\u0631 \u0633\u0631\u0648\u06cc\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f.<\/li>\n<li>\u0638\u0631\u0648\u0641 ML \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0645\u062f\u0644 Flask \u0648 \u0633\u0631\u0648\u0631 \u0648\u0628 \u0631\u0627 \u062f\u0631 \u067e\u0648\u0631\u062a 5000 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p><strong>5. API \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u067e\u0633\u062a \u0631\u0627 \u0628\u0647 <code>http:\/\/localhost:5000\/predict<\/code> \u0628\u0627 \u0628\u062f\u0646\u0647 JSON \u062d\u0627\u0648\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647.<\/p>\n<p>\u0646\u0645\u0648\u0646\u0647 \u0641\u0631\u0645\u0627\u0646 <code>curl<\/code>:<br \/><code>$ curl -X POST http:\/\/localhost:5000\/predict -H \"Content-Type: application\/json\" -d '{\"features\": [5.1, 3.5, 1.4, 0.2]}'<\/code><\/p>\n<p>\u0627\u06af\u0631 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u0648\u062f \u060c \u067e\u0627\u0633\u062e\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<p>{<br \/>&#8220;\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc&#8221;: 0<br \/>}<\/p>\n<p><strong>\u067e\u0627\u06cc\u0627\u0646<\/strong><br \/>\u0628\u0627 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u060c \u0645\u0627 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0648\u0628 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0627 \u06cc\u06a9 \u0645\u062f\u0644 ML \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 PostgreSQL \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0646\u062a\u0627\u06cc\u062c \u0627\u0633\u062a. Docker \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u06cc\u0646 \u062e\u062f\u0645\u0627\u062a \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0638\u0631\u0648\u0641 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0627\u0647\u0646\u06af \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0641\u0642\u0637 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u062e\u062f\u0645\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u060c \u0627\u062a\u0635\u0627\u0644 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u0627\u062f\u063a\u0627\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Redis \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u06cc\u0627 \u06a9\u0631\u0641\u0633 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0646\u0627\u0647\u0645\u0632\u0645\u0627\u0646 \u060c \u0622\u0646 \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0634\u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0633\u062a\u06cc\u062f!<\/p>\n<p>\u0646\u0648\u06cc\u0633\u0646\u062f\u0647: \u06cc\u0647\u0627\u0631\u06cc \u0622\u0631\u06cc\u0627\u0633.<br \/>github: yharyarias<br \/>LinkedIn: yharyarias<br \/>\u0627\u06cc\u0646\u0633\u062a\u0627\u06af\u0631\u0627\u0645: @ia.fania<\/p>\n<\/p><\/div>\n<p><script async src=\"\/\/www.instagram.com\/embed.js\"><\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0627\u06a9\u0631 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Docker Multi-Container \u0628\u0647 \u0631\u0648\u0634\u06cc \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0627\u0635\u0648\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc Docker \u0631\u0627 \u06a9\u0634\u0641 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f. Docker \u0622\u0647\u0646\u06af\u0633\u0627\u0632\u06cc \u0686\u06cc\u0633\u062a\u061f Docker Compose \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":103158,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-103157","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/103157","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=103157"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/103157\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/103158"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=103157"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=103157"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=103157"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}