{"id":101686,"date":"2025-03-15T21:11:46","date_gmt":"2025-03-15T17:41:46","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/"},"modified":"2025-03-15T21:11:46","modified_gmt":"2025-03-15T17:41:46","slug":"%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/","title":{"rendered":"\u0627\u0633\u062a\u0642\u0631\u0627\u0631 AI \u0622\u06cc\u0646\u062f\u0647: \u062e\u0648\u062f\u06a9\u0627\u0631 \u0633\u0627\u0632\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0645\u0644 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0628\u0627 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a \u067e\u0630\u06cc\u0631 \u0648 \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0628\u0631"},"content":{"rendered":"<div data-article-id=\"2332985\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" 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href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%DA%A9%D8%AF_%D9%85%D8%AB%D8%A7%D9%84_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A7%D8%AA%D9%88%D9%85%D8%A7%D8%B3%DB%8C%D9%88%D9%86_Rollback_AI_%D9%85%D8%AD%D9%88%D8%B1\" >\u06a9\u062f \u0645\u062b\u0627\u0644 \u0628\u0631\u0627\u06cc \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 Rollback AI \u0645\u062d\u0648\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D9%85%D8%AF%D9%84_AI_%D9%88_%D9%85%D9%84%D8%A7%D8%AD%D8%B8%D8%A7%D8%AA_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_%D8%A2%D9%86%D9%87%D8%A7\" >\u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 AI \u0648 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0622\u0646\u0647\u0627<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#1_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_AI_%D8%AA%D9%88%D9%84%DB%8C%D8%AF%DB%8C\" >1. \u0645\u062f\u0644 \u0647\u0627\u06cc AI \u062a\u0648\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#2_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B9%D9%85%DB%8C%D9%82\" >2. \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#3_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D8%B3%D9%86%D8%AA%DB%8C\" >3. \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0633\u0646\u062a\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#4_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%AA%D9%82%D9%88%DB%8C%D8%AA\" >4. \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D8%A8%D8%A7%D8%B2%DA%AF%D8%B4%D8%AA_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_AI\" >\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D9%85%D9%81%D9%87%D9%88%D9%85_%D9%85%D8%AF%D9%84_Fallback\" >\u0645\u0641\u0647\u0648\u0645 \u0645\u062f\u0644 Fallback<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D9%85%D8%AD%D8%B1%DA%A9_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B1%DA%AF%D8%B4%D8%AA_%D9%BE%D8%B0%DB%8C%D8%B1_%D9%81%D8%B9%D8%A7%D9%84\" >\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a \u067e\u0630\u06cc\u0631 \u0641\u0639\u0627\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D9%86%D9%85%D9%88%D9%86%D9%87_%D8%A8%D8%B1%DA%AF%D8%B4%D8%AA%DB%8C_Kubernetes_%DA%AF%D8%B3%D8%AA%D8%B1%D8%B4_%DB%8C%D8%A7%D9%81%D8%AA%D9%87\" >\u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u06af\u0634\u062a\u06cc Kubernetes \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u0641\u062a\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D8%A2%D9%85%D8%A7%D8%AF%DA%AF%DB%8C_%D8%AA%D8%B9%D8%B7%DB%8C%D9%84%D8%A7%D8%AA_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%87%D8%A7%DB%8C_AI\" >\u0622\u0645\u0627\u062f\u06af\u06cc \u062a\u0639\u0637\u06cc\u0644\u0627\u062a \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#1_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4_%D8%A8%D8%A7%D8%B1_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B1%D8%A7%D9%81%DB%8C%DA%A9_%D8%A7%D9%88%D8%AC\" >1. \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0627\u0648\u062c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#2_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D9%82%D8%B7%D8%B9_%DA%A9%D9%86%D9%86%D8%AF%D9%87_%D9%85%D8%AF%D8%A7%D8%B1\" >2. \u0627\u062c\u0631\u0627\u06cc \u0642\u0637\u0639 \u06a9\u0646\u0646\u062f\u0647 \u0645\u062f\u0627\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#3_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D9%87%D8%B1%D8%AC_%D9%88_%D9%85%D8%B1%D8%AC_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D9%82%D8%A7%D9%88%D9%85%D8%AA\" >3 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0631\u062c \u0648 \u0645\u0631\u062c \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0648\u0645\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#4_%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A8%D9%87%D8%A8%D9%88%D8%AF_%D8%AA%D8%A3%D8%AE%DB%8C%D8%B1\" >4. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u0623\u062e\u06cc\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D9%87%D8%A7%DB%8C_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA_%D8%A7%D8%A8%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\" >\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0628\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#1_%D9%87%D9%85%DA%AF%D8%A7%D9%85_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87\" >1. \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#2_%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D8%A7%D8%A8%D8%B1_%D8%AA%D8%B1%DA%A9%DB%8C%D8%A8%DB%8C\" >2. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0627\u0628\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#3_%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D8%A8%D8%A7%D8%B2%DA%AF%D8%B4%D8%AA_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA\" >3. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0645\u0647\u0627\u062c\u0631\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#4_%D8%B1%D9%85%D8%B2%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%88_%D8%A7%D9%85%D9%86%DB%8C%D8%AA_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >4. \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#5_%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%85%D8%AF%D9%84_AI_%D8%AE%D8%A7%D8%B5_%D8%A7%D8%A8%D8%B1\" >5. \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 AI \u062e\u0627\u0635 \u0627\u0628\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D9%85%D8%AB%D8%A7%D9%84_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA_%D8%A7%D8%A8%D8%B1%DB%8C_AI_%D9%85%D8%AD%D9%88%D8%B1\" >\u0645\u062b\u0627\u0644: \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0628\u0631\u06cc AI \u0645\u062d\u0648\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D8%A7%D8%A8%D8%B1%DB%8C_%D8%AA%D9%88%D8%B5%DB%8C%D9%87_%D8%B4%D8%AF%D9%87_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA\" >\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u062a\u0648\u0635\u06cc\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-ai-%d8%a2%db%8c%d9%86%d8%af%d9%87-%d8%ae%d9%88%d8%af%da%a9%d8%a7%d8%b1-%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d8%a7%d9%85\/#%D9%85%D9%86%D8%A7%D8%A8%D8%B9\" >\u0645\u0646\u0627\u0628\u0639<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%AF%D9%85%D9%87\"><\/span>\n<p>  <strong>\u0645\u0642\u062f\u0645\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u0627\u062f\u0627\u0645\u0647 \u067e\u0630\u06cc\u0631\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u0627\u06cc \u0628\u0627 \u0686\u0627\u0644\u0634 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0631\u0648\u0628\u0631\u0648 \u0645\u06cc \u0634\u0648\u0646\u062f. \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc AI \u0645\u062f\u0631\u0646 \u060c \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0642\u0648\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u06a9\u0644 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f &#8211; \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0648\u0644\u06cc\u0647 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u060c \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0628\u0631\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0633\u0626\u0644\u0647 \u0641\u0639\u0627\u0644 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u06cc\u06a9 \u0639\u0646\u0635\u0631 \u0645\u0647\u0645 \u062f\u0631 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062b\u0628\u0627\u062a \u0627\u0633\u062a <strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong>\u060c \u06a9\u0647 \u062a\u06cc\u0645 \u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0623\u062e\u06cc\u0631 \u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0648 \u062a\u062e\u0631\u06cc\u0628 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <strong>\u062d\u0631\u0635<\/strong>\u0628\u0627 <strong>\u062e\u0631\u0627\u0634<\/strong>\u0648\u062a <strong>\u0628\u0627\u0632\u067e\u0631\u062f\u0627\u062e\u062a<\/strong>\u060c \u062a\u06cc\u0645 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u06a9\u0633\u0628 \u06a9\u0646\u0646\u062f \u06a9\u0647 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0628\u0631\u06af\u0634\u062a \u0628\u0647 \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u0631\u0627 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0633\u0644\u0627\u0645\u062a \u06a9\u0644\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u06cc\u06a9 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u062c\u0627\u0645\u0639 \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0636\u0645\u0646 \u062a\u0642\u0648\u06cc\u062a \u062b\u0628\u0627\u062a \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%DA%86%D8%B1%D8%AE%D9%87_%D8%B9%D9%85%D8%B1_%DA%A9%D8%A7%D9%85%D9%84_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\"><\/span>\n<p>  <strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u06a9\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u06a9\u0627\u0645\u0644 \u0645\u062f\u0644\u0647\u0627\u06cc AI \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u067e\u06cc\u0634\u0631\u0648 \u060c \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u0631\u062f. \u062f\u0631 \u0632\u06cc\u0631 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 AI \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0639\u0646\u0627\u0635\u0631 \u0631\u0627 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%DA%86%D8%B1%D8%AE%D9%87_%D8%B9%D9%85%D8%B1_AI_%D8%A8%D8%A7_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_%D8%A8%D8%B1%DA%AF%D8%B4%D8%AA\"><\/span>\n<p>  <strong>\u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 AI \u0628\u0627 \u0627\u062f\u063a\u0627\u0645 \u0628\u0631\u06af\u0634\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 AI \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0648 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u062e\u0631\u0627\u0628\u06cc \u060c \u0627\u062f\u063a\u0627\u0645 \u06cc\u06a9 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0645\u062c\u062f\u062f \u062f\u0631 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0646\u0645\u0648\u062f\u0627\u0631 \u0632\u06cc\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u06a9\u0627\u0645\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0627 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc 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\u062a\u062c\u0633\u0645 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0645\u0631\u0627\u062d\u0644 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u060c \u06a9\u0646\u062a\u0631\u0644 \u0646\u0633\u062e\u0647 \u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0648 \u062b\u0628\u0627\u062a \u0633\u06cc\u0633\u062a\u0645 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<ol>\n<li>\n<strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u0646\u0633\u062e\u0647:<\/strong><\/p>\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>\u0645\u06af\u0633<\/strong> \u06cc\u0627 <strong>DVC<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0646\u0633\u062e\u0647 \u0645\u062f\u0644.<\/li>\n<li>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0631\u06af\u0634\u062a:<\/strong><\/p>\n<ul>\n<li>\u0627\u062c\u0631\u0627 <strong>kubernetes argocd<\/strong> \u06cc\u0627 <strong>\u067e\u0631 \u06a9\u0631\u062f\u0646<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631<\/li>\n<li>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062a\u062e\u0631\u06cc\u0628 \u062f\u0631 \u0632\u0645\u0627\u0646 \u062a\u0623\u062e\u06cc\u0631 \u060c \u062f\u0642\u062a \u06cc\u0627 \u062a\u0648\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627\u0632\u067e\u0631\u062f\u0627\u062e\u062a \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<strong>\u0646\u0638\u0627\u0631\u062a \u0641\u0639\u0627\u0644 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc:<\/strong><\/p>\n<ul>\n<li>\u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <strong>\u062d\u0631\u0635<\/strong>\u0628\u0627 <strong>\u062e\u0631\u0627\u0634<\/strong>\u060c \u06cc\u0627 <strong>\u0628\u0627\u0632\u067e\u0631\u062f\u0627\u062e\u062a<\/strong> \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645.<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc AI \u0645\u062d\u0648\u0631 \u0645\u0627\u0646\u0646\u062f <strong>\u0646\u06af\u0627\u0647 \u0622\u0645\u0627\u0632\u0648\u0646 \u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/strong> \u06cc\u0627 <strong>\u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0644\u0627\u062c\u0648\u0631\u062f<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0641\u0639\u0627\u0644\u0627\u0646\u0647 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u063a\u06cc\u0631\u0645\u0639\u0645\u0648\u0644 \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062e\u0631\u0627\u0628\u06cc \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc.<\/li>\n<\/ul>\n<\/li>\n<li>\n<strong>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647:<\/strong><\/p>\n<ul>\n<li>\u0627\u0632 \u0645\u0646\u0637\u0642 AI \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0639\u062f\u0645 \u0645\u0648\u0641\u0642\u06cc\u062a \u0645\u062f\u0644 \u0628\u0627\u0644\u0642\u0648\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0648\u0646\u062f\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u062e\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u062f\u0631 \u0635\u0648\u0631\u062a \u062e\u0631\u0627\u0628 \u0634\u062f\u0646 \u0634\u0631\u0627\u06cc\u0637 \u060c \u0645\u0646\u0637\u0642 Fallback \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0628\u0647 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u0645\u062f\u0644 \u067e\u0627\u06cc\u062f\u0627\u0631 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<strong>\u062e\u0637 \u0644\u0648\u0644\u0647 \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0627\u0648\u0645:<\/strong><\/p>\n<ul>\n<li>\u0627\u062f\u063a\u0627\u0645 \u06a9\u0631\u062f\u0646 <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0639\u0627\u0644<\/strong> \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0628\u0627\u0632\u0622\u0645\u0648\u0632\u06cc \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%DA%A9%D8%AF_%D9%85%D8%AB%D8%A7%D9%84_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A7%D8%AA%D9%88%D9%85%D8%A7%D8%B3%DB%8C%D9%88%D9%86_Rollback_AI_%D9%85%D8%AD%D9%88%D8%B1\"><\/span>\n<p>  <strong>\u06a9\u062f \u0645\u062b\u0627\u0644 \u0628\u0631\u0627\u06cc \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 Rollback AI \u0645\u062d\u0648\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>import mlflow\nimport time\nimport requests\n\n# Monitor endpoint for AI model performance\ndef check_model_performance(endpoint):\n    response = requests.get(f\"{endpoint}\/metrics\")\n    metrics = response.json()\n    return metrics['accuracy']  # Extract accuracy for performance check\n\n# Rollback logic with AI integration\ndef intelligent_rollback():\n    # Get the current model version\n    current_version = mlflow.get_latest_versions(\"my_model\")\n    # Check the current model's performance metrics\n    current_accuracy = check_model_performance(\"http:\/\/my-model-endpoint\")\n    # Rollback condition if performance deteriorates\n    if current_accuracy &lt; 0.85:\n        print(\"Degradation detected. Initiating rollback.\")\n        previous_version = mlflow.get_model_version(\"my_model\", stage=\"Production\", name=\"previous\")\n        mlflow.register_model(previous_version)\n    else:\n        print(\"Model performance is stable.\")\n# Periodic check and rollback automation\nwhile True:\n    intelligent_rollback()  # Run rollback logic every 5 minutes\n    time.sleep(300)\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<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%86%D9%88%D8%A7%D8%B9_%D9%85%D8%AF%D9%84_AI_%D9%88_%D9%85%D9%84%D8%A7%D8%AD%D8%B8%D8%A7%D8%AA_%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_%D8%A2%D9%86%D9%87%D8%A7\"><\/span>\n<p>  <strong>\u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 AI \u0648 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0622\u0646\u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u062f\u0648\u06cc\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u0624\u062b\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 \u0645\u0634\u062a\u0631\u06a9 \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0622\u0646\u0647\u0627:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_AI_%D8%AA%D9%88%D9%84%DB%8C%D8%AF%DB%8C\"><\/span>\n<p>  <strong>1. \u0645\u062f\u0644 \u0647\u0627\u06cc AI \u062a\u0648\u0644\u06cc\u062f\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0645\u062b\u0627\u0644\u0647\u0627:<\/strong> \u0645\u062f\u0644 \u0647\u0627\u06cc GPT \u060c Dall-E \u060c \u0627\u0646\u062a\u0634\u0627\u0631 \u067e\u0627\u06cc\u062f\u0627\u0631.<\/li>\n<li>\n<strong>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631:<\/strong> \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 GPU\/TPU \u0628\u0627\u0644\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u060c \u0628\u0647 \u062a\u0623\u062e\u06cc\u0631 \u062d\u0633\u0627\u0633 \u0627\u0633\u062a \u0648 \u0627\u063a\u0644\u0628 \u0634\u0627\u0645\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0633\u0631\u06cc\u0639 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627:<\/strong><\/p>\n<ul>\n<li>\u0627\u0633\u062a\u062e\u0631\u0647\u0627\u06cc \u06af\u0631\u0647 GPU \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u0623\u062e\u06cc\u0631\u0647\u0627\u06cc \u0634\u0631\u0648\u0639 \u0633\u0631\u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 \u0631\u0627\u0647\u0628\u0631\u062f\u0647\u0627\u06cc \u0642\u0628\u0644 \u0627\u0632 \u06af\u0631\u0645 \u0634\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u062a\u062e\u0627\u0630 \u06a9\u0631\u062f\u0646 <strong>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0645\u0647\u0646\u062f\u0633\u06cc<\/strong>:<\/li>\n<li>\n<strong>\u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639<\/strong>: \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062b\u0628\u0627\u062a \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u062a\u0648\u06a9\u0646<\/strong>: \u0627\u0646\u062f\u0627\u0632\u0647 \u0633\u0631\u06cc\u0639 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0635\u0631\u0641 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0633\u0631\u06cc\u0639<\/strong> \u0645\u0627\u0646\u0646\u062f <strong>LMQL<\/strong> \u06cc\u0627 <strong>\u0644\u0627\u0646\u06af\u0686\u06cc\u0646<\/strong> \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0647\u06cc\u0646\u0647.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%B9%D9%85%DB%8C%D9%82\"><\/span>\n<p>  <strong>2. \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0645\u062b\u0627\u0644\u0647\u0627:<\/strong> CNN (\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062d\u0644\u0642\u0648\u06cc) \u060c RNN (\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u06a9\u0631\u0631) \u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627.<\/li>\n<li>\n<strong>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631:<\/strong> \u0646\u0634\u062a \u062d\u0627\u0641\u0638\u0647 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0648 \u062a\u062e\u0631\u06cc\u0628 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646.<\/li>\n<li>\n<strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627:<\/strong><\/p>\n<ul>\n<li>\u0627\u062a\u062e\u0627\u0630 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0628\u0627\u0632\u067e\u0631\u062f\u0627\u062e\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u06cc\u0633\u062a \u0628\u0627\u0632\u0631\u0633\u06cc.<\/li>\n<li>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc GPU Kubernetes<\/strong> \u0628\u0631\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u0646\u0627\u0628\u0639 GPU \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u062f\u0644 \u0628\u0632\u0631\u06af.<\/li>\n<li>\u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0627\u0647\u0631\u0645 \u0645\u0627\u0646\u0646\u062f <strong>\u0633\u0631\u0648\u0631 \u0627\u0633\u062a\u0646\u062a\u0627\u062c nvidia triton<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0628\u0627 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0639\u0645\u0644\u06a9\u0631\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D8%B3%D9%86%D8%AA%DB%8C\"><\/span>\n<p>  <strong>3. \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0633\u0646\u062a\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0645\u062b\u0627\u0644\u0647\u0627:<\/strong> \u062f\u0631\u062e\u062a\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645 \u060c \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc \u060c xgboost.<\/li>\n<li>\n<strong>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631:<\/strong> \u0645\u0633\u062a\u0639\u062f \u0631\u0627\u0646\u0634 \u062f\u0627\u062f\u0647 \u0648 \u067e\u0648\u0633\u06cc\u062f\u06af\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f.<\/li>\n<li>\n<strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627:<\/strong><\/p>\n<ul>\n<li>\u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <strong>\u0645\u06af\u0633<\/strong> \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u0646\u0633\u062e\u0647<\/li>\n<li>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a \u067e\u0630\u06cc\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f.<\/li>\n<li>\u0627\u062f\u063a\u0627\u0645 \u0628\u0627 <strong>\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0647\u0627\u06cc \u0628\u0631\u062c\u0633\u062a\u0647<\/strong> \u0645\u0627\u0646\u0646\u062f <strong>\u062c\u0634\u0646<\/strong> \u06cc\u0627 <strong>\u0642\u0634\u0631<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0642\u0648\u0627\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0648\u062f\u0646 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0631.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%AA%D9%82%D9%88%DB%8C%D8%AA\"><\/span>\n<p>  <strong>4. \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0645\u062b\u0627\u0644\u0647\u0627:<\/strong> Q-Learning \u060c New-Network Deep (DQN) \u060c DDPG (\u0634\u06cc\u0628 \u0633\u06cc\u0627\u0633\u062a \u0642\u0637\u0639\u06cc \u0639\u0645\u06cc\u0642).<\/li>\n<li>\n<strong>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631:<\/strong> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062f\u0627\u0648\u0645 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0647\u0627\u06cc \u067e\u0648\u06cc\u0627 \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>\n<strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627:<\/strong><\/p>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0635\u0627\u0641 \u0648 \u062b\u0628\u0627\u062a \u0627\u0632 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0622\u0628\u06cc \u0633\u0628\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u062c\u0631\u0627 <strong>\u0628\u0627\u0632\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u062f\u0644 \u062f\u0631 \u0637\u06cc \u0648\u0642\u0641\u0647 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0645\u0646\u062a\u0638\u0631\u0647.<\/li>\n<li>\u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0627\u0647\u0631\u0645 \u0645\u0627\u0646\u0646\u062f <strong>\u0631\u06cc Rllib<\/strong> \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 RL \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0628\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u067e\u0648\u06cc\u0627.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D8%A8%D8%A7%D8%B2%DA%AF%D8%B4%D8%AA_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_AI\"><\/span>\n<p>  <strong>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc AI<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062e\u0631\u0627\u0628\u06cc \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0628\u0627\u0632\u067e\u0631\u062f\u0627\u062e\u062a \u0645\u0624\u062b\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644 \u0648 \u0645\u062d\u06cc\u0637 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a.<\/p>\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u0632\u06cc\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0627\u0632\u06af\u0634\u062a \u0645\u062f\u0644 AI \u06cc\u0627 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0628\u0627\u0632\u06af\u0634\u062a \u060c \u0627\u0632 \u062b\u0628\u0627\u062a \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062a\u062e\u0631\u06cc\u0628 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u060c \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjwhnqodb940shf27on5z.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"1038\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%81%D9%87%D9%88%D9%85_%D9%85%D8%AF%D9%84_Fallback\"><\/span>\n<p>  <strong>\u0645\u0641\u0647\u0648\u0645 \u0645\u062f\u0644 Fallback<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062e\u0631\u0627\u0628\u06cc \u062f\u0631 \u062d\u06cc\u0646 \u0628\u0627\u0632\u06af\u0634\u062a \u060c \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u06a9\u0645\u0631\u0646\u06af \u0648\u0632\u0646 \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0646\u0637\u0642 \u0627\u0635\u0644\u06cc \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0635\u0644\u06cc \u062a\u0631\u0645\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><strong>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0628\u0631\u06af\u0634\u062a:<\/strong><\/p>\n<ul>\n<li>\u0645\u062f\u0644 \u0627\u0648\u0644\u06cc\u0647: \u06cc\u06a9 \u0645\u062f\u0644 NLP \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631.<\/li>\n<li>\u0645\u062f\u0644 Fallback: \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0633\u0627\u062f\u0647 \u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0647\u062f\u0641 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062e\u0631\u0627\u0628\u06cc.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AD%D8%B1%DA%A9_%D9%87%D8%A7%DB%8C_%D8%A8%D8%B1%DA%AF%D8%B4%D8%AA_%D9%BE%D8%B0%DB%8C%D8%B1_%D9%81%D8%B9%D8%A7%D9%84\"><\/span>\n<p>  <strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u0628\u0631\u06af\u0634\u062a \u067e\u0630\u06cc\u0631 \u0641\u0639\u0627\u0644<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u0628\u0627\u0632\u067e\u0631\u062f\u0627\u062e\u062a AI \u0645\u062d\u0648\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062a\u062e\u0631\u06cc\u0628 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0632\u0648\u062f\u062a\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <strong>\u0628\u062f\u06cc\u0647\u06cc<\/strong>\u0628\u0627 <strong>\u0644\u0642\u0628<\/strong>\u060c \u06cc\u0627 <strong>\u0647\u0633\u062a\u0647 \u0633\u0644\u062f\u0648\u0646<\/strong> \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f:<\/p>\n<ul>\n<li><strong>\u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><\/li>\n<li><strong>\u062d\u0631\u06a9\u062a \u0645\u0641\u0647\u0648\u0645\u06cc<\/strong><\/li>\n<li><strong>\u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u063a\u06cc\u0631\u0645\u0639\u0645\u0648\u0644<\/strong><\/li>\n<li><strong>\u0633\u0646\u0628\u0644\u0647 \u062f\u0631 \u062a\u0623\u062e\u06cc\u0631 \u067e\u0627\u0633\u062e<\/strong><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D9%85%D9%88%D9%86%D9%87_%D8%A8%D8%B1%DA%AF%D8%B4%D8%AA%DB%8C_Kubernetes_%DA%AF%D8%B3%D8%AA%D8%B1%D8%B4_%DB%8C%D8%A7%D9%81%D8%AA%D9%87\"><\/span>\n<p>  <strong>\u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u06af\u0634\u062a\u06cc Kubernetes \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u0641\u062a\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>apiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: ai-model-deployment\nspec:\n  replicas: 3\n  strategy:\n    type: RollingUpdate\n    rollingUpdate:\n      maxUnavailable: 1\n      maxSurge: 2\n  template:\n    metadata:\n      labels:\n        app: ai-model\n    spec:\n      containers:\n      - name: ai-container\n        image: ai-model:latest\n        resources:\n          limits:\n            memory: \"4Gi\"\n            cpu: \"2000m\"\n        livenessProbe:\n          httpGet:\n            path: \/health\n            port: 8080\n          initialDelaySeconds: 10\n          periodSeconds: 5\n        readinessProbe:\n          httpGet:\n            path: \/ready\n            port: 8080\n          initialDelaySeconds: 5\n          periodSeconds: 10\n        startupProbe:\n          httpGet:\n            path: \/startup\n            port: 8080\n          failureThreshold: 30\n          periodSeconds: 10\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<h2><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D8%A7%D8%AF%DA%AF%DB%8C_%D8%AA%D8%B9%D8%B7%DB%8C%D9%84%D8%A7%D8%AA_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D9%87%D8%A7%DB%8C_AI\"><\/span>\n<p>  <strong>\u0622\u0645\u0627\u062f\u06af\u06cc \u062a\u0639\u0637\u06cc\u0644\u0627\u062a \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc AI<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0641\u0635\u0648\u0644 \u0627\u0648\u062c \u06cc\u0627 \u0648\u0642\u0627\u06cc\u0639 \u067e\u0631 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u06cc\u062f \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062a\u0646\u06af\u0646\u0627\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0642\u0648\u06cc \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0645\u0642\u0627\u0648\u0645\u062a \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u060c \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4_%D8%A8%D8%A7%D8%B1_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B1%D8%A7%D9%81%DB%8C%DA%A9_%D8%A7%D9%88%D8%AC\"><\/span>\n<p>  <strong>1. \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0627\u0648\u062c<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0633\u0646\u0628\u0644\u0647 \u0647\u0627\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u06cc \u0645\u0627\u0646\u0646\u062f: \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\n<strong>\u0645\u0644\u062e<\/strong> -\u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0627\u0631 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631.<\/li>\n<li>\n<strong>k6<\/strong> &#8211; \u0627\u0628\u0632\u0627\u0631 \u062a\u0633\u062a \u0628\u0627\u0631 \u0645\u062f\u0631\u0646 \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u067e\u0648\u06cc\u0627.<\/li>\n<li>\n<strong>\u062c\u062a\u0631<\/strong> &#8211; \u0627\u0628\u0632\u0627\u0631\u06cc \u062c\u0627\u0645\u0639 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f API \u0628\u0627 \u0628\u0627\u0631 \u0633\u0646\u06af\u06cc\u0646.<\/li>\n<\/ul>\n<p><strong>\u0645\u062b\u0627\u0644 \u062a\u0633\u062a \u0645\u0644\u062e \u0628\u0631\u0627\u06cc \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc AI:<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from locust import HttpUser, task, between\nclass APITestUser(HttpUser):\n    wait_time = between(1, 5)\n    @task\n    def test_ai_endpoint(self):\n        self.client.post(\"\/predict\", json={\"input\": \"Holiday traffic prediction\"})\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<h3><span class=\"ez-toc-section\" id=\"2_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D9%82%D8%B7%D8%B9_%DA%A9%D9%86%D9%86%D8%AF%D9%87_%D9%85%D8%AF%D8%A7%D8%B1\"><\/span>\n<p>  <strong>2. \u0627\u062c\u0631\u0627\u06cc \u0642\u0637\u0639 \u06a9\u0646\u0646\u062f\u0647 \u0645\u062f\u0627\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0636\u0627\u0641\u0647 \u0628\u0627\u0631 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u062f\u0633\u062a \u062f\u0631 \u062d\u06cc\u0646 \u0628\u0627\u0631 \u0632\u06cc\u0627\u062f \u060c \u0642\u0637\u0639 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u062f\u0627\u0631 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <strong>\u0645\u0642\u0627\u0648\u0645\u062a<\/strong> \u06cc\u0627 <strong>\u0641\u0631\u0633\u062a\u0627\u062f\u0647<\/strong> \u062f\u0631 \u0635\u0648\u0631\u062a \u062a\u062e\u0631\u06cc\u0628 \u062e\u062f\u0645\u0627\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627 \u0631\u0627 \u0645\u062a\u0648\u0642\u0641 \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0646\u0645\u0648\u0646\u0647 Resilience4J Circuit Code Code \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646:<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from resilience4py.circuitbreaker import circuit\n\n@circuit(failure_threshold=5, recovery_time=30)\ndef predict(input_data):\n    # AI Model Prediction Logic\n    return model.predict(input_data)\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<h3><span class=\"ez-toc-section\" id=\"3_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D9%87%D8%B1%D8%AC_%D9%88_%D9%85%D8%B1%D8%AC_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D9%82%D8%A7%D9%88%D9%85%D8%AA\"><\/span>\n<p>  <strong>3 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0631\u062c \u0648 \u0645\u0631\u062c \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0648\u0645\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0646\u062c\u0627\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0634\u06a9\u0633\u062a \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 AI. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0634\u0627\u0645\u0644:<\/p>\n<ul>\n<li>\n<strong>\u062c\u0646\u062c\u0627\u0644<\/strong> &#8211; \u062e\u0631\u0627\u0628\u06cc \u0647\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u062a\u0632\u0631\u06cc\u0642 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u0634\u0628\u06a9<\/strong> -\u0631\u0627\u0647 \u062d\u0644 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0631\u062c \u0648 \u0645\u0631\u062c Kubernetes \u0628\u0648\u0645\u06cc.<\/li>\n<li>\n<strong>\u0644\u0646\u06af\u0647<\/strong> -\u0628\u0633\u062a\u0631 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0631\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0631\u062c \u0648 \u0645\u0631\u062c \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0628\u0648\u0645\u06cc.<\/li>\n<\/ul>\n<p><strong>\u0645\u062b\u0627\u0644: \u0627\u062c\u0631\u0627\u06cc \u062a\u0633\u062a \u062e\u0631\u0627\u0628\u06cc POD \u0628\u0627 \u0645\u0634 \u0647\u0631\u062c \u0648 \u0645\u0631\u062c<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>apiVersion: chaos-mesh.org\/v1alpha1\nkind: PodChaos\nmetadata:\n  name: pod-failure-example\nspec:\n  action: pod-kill\n  mode: one\n  selector:\n    namespaces:\n      - default\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<h3><span class=\"ez-toc-section\" id=\"4_%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D9%87%D8%A7%DB%8C_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A8%D9%87%D8%A8%D9%88%D8%AF_%D8%AA%D8%A3%D8%AE%DB%8C%D8%B1\"><\/span>\n<p>  <strong>4. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u0623\u062e\u06cc\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u06a9\u0627\u0647\u0634 \u062a\u0623\u062e\u06cc\u0631 \u062f\u0631 \u062d\u06cc\u0646 \u0628\u0627\u0631\u0647\u0627\u06cc \u0627\u0648\u062c \u062f\u0627\u0631\u062f. \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>\n<strong>\u0645\u062c\u062f\u062f\u0627\u064b<\/strong> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0631\u06cc\u0639 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627.<\/li>\n<li>\n<strong>cdn cloudflare cdn<\/strong> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u062d\u062a\u0648\u0627 \u062f\u0631 \u0644\u0628\u0647.<\/li>\n<li>\n<strong>\u0644\u0627\u06a9 \u0627\u0644\u0648\u062f<\/strong> \u0628\u0631\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 HTTP \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627.<\/li>\n<\/ul>\n<p><strong>\u0645\u062b\u0627\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc Redis \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646:<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>import redis\ncache = redis.Redis(host=\"localhost\", port=6379, db=0)\ndef get_prediction(input_data):\n    cache_key = f\"prediction:{input_data}\"\n    if cache.exists(cache_key):\n        return cache.get(cache_key)\n    else:\n        prediction = model.predict(input_data)\n        cache.setex(cache_key, 3600, prediction)  # Cache for 1 hour\n        return prediction\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<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D9%87%D8%A7%DB%8C_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA_%D8%A7%D8%A8%D8%B1%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C\"><\/span>\n<p>  <strong>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0628\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0627\u0628\u0631 \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u062e\u0631\u0627\u0628\u06cc \u060c \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u06cc\u0645\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u062f\u0642\u06cc\u0642 \u062f\u0627\u0631\u062f. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u0635\u0627\u0641 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D9%87%D9%85%DA%AF%D8%A7%D9%85_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87\"><\/span>\n<p>  <strong>1. \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0647\u0646\u06af \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0635\u0627\u0641 \u0628\u06cc\u0646 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0647\u0627\u06cc \u0641\u0639\u0644\u06cc \u0648 \u0627\u0628\u0631 \u062e\u0648\u062f \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n<ul>\n<li>\n<strong>\u0631\u06a9\u0627\u0644\u0648\u0646<\/strong> &#8211; \u0627\u0628\u0632\u0627\u0631 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0627\u0628\u0631\u06cc.<\/li>\n<li>\n<strong>AWS DataSync<\/strong> -\u062d\u0631\u06a9\u062a \u062f\u0627\u062f\u0647 \u0628\u06cc\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0645\u062d\u0644 \u0648 AWS \u0631\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u062f\u0627\u062f\u0647 \u0644\u0627\u062c\u0648\u0631\u062f<\/strong> &#8211; \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u0647 \u0627\u06cc \u062f\u0631 \u0637\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc.<\/li>\n<\/ul>\n<p><strong>\u0645\u062b\u0627\u0644 \u062f\u0633\u062a\u0648\u0631 \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc rclone:<\/strong><\/p>\n<p>RCLONE SYNC\/LOCAL\/DATA Remote: \u0646\u0627\u0645 \u0633\u0637\u0644\/\u062f\u0627\u062f\u0647-\u067e\u06cc\u0634\u0631\u0641\u062a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D8%A7%D8%A8%D8%B1_%D8%AA%D8%B1%DA%A9%DB%8C%D8%A8%DB%8C\"><\/span>\n<p>  <strong>2. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0627\u0628\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0627\u0628\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0627\u0631 \u06a9\u0627\u0631\u06cc \u0641\u0639\u0627\u0644 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0645\u062d\u06cc\u0637 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\n<strong>\u062d\u0631\u0635<\/strong> -\u062e\u0648\u0634\u0647 \u0647\u0627\u06cc Kubernetes \u0631\u0627 \u062f\u0631 Google Cloud \u0648 On Prem \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\n<strong>\u0642\u0648\u0633 \u0644\u0627\u062c\u0648\u0631\u062f<\/strong> -\u062e\u062f\u0645\u0627\u062a \u0644\u0627\u062c\u0648\u0631\u062f \u0631\u0627 \u0628\u0647 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0648 \u0644\u0628\u0647 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\n<strong>\u067e\u0627\u0633\u06af\u0627\u0647 \u0647\u0627\u06cc AWS<\/strong> -\u062e\u062f\u0645\u0627\u062a AWS \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0645\u0633\u062a\u0642\u0631 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0627\u0632 \u0627\u0633\u062a\u0646\u062a\u0627\u062c AI \u0628\u0627 \u062a\u0623\u062e\u06cc\u0631 \u06a9\u0645 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p><strong>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc Anthos GKE \u0628\u0631\u0627\u06cc \u0627\u0628\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc:<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>apiVersion: v1\nkind: Pod\nmetadata:\n  name: hybrid-cloud-ai\nspec:\n  containers:\n  - name: model-inference\n    image: gcr.io\/my-project\/ai-inference-model\n    resources:\n      limits:\n        cpu: \"2000m\"\n        memory: \"4Gi\"\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<h3><span class=\"ez-toc-section\" id=\"3_%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C_%D8%A8%D8%A7%D8%B2%DA%AF%D8%B4%D8%AA_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA\"><\/span>\n<p>  <strong>3. \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0627\u0632\u06af\u0634\u062a \u0645\u0647\u0627\u062c\u0631\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u062c\u0631\u0627\u06cc a <strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0642\u0646\u0627\u0631\u06cc<\/strong> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0631\u0627\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0628\u0631 \u060c \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u062a\u063a\u06cc\u06cc\u0631 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0628\u0647 \u0645\u062d\u06cc\u0637 \u062c\u062f\u06cc\u062f \u0636\u0645\u0646 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f.<\/p>\n<p><strong>\u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0642\u0646\u0627\u0631\u06cc \u0628\u0627 Kubernetes:<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>apiVersion: flagger.app\/v1beta1\nkind: Canary\nmetadata:\n  name: ai-model\nspec:\n  targetRef:\n    apiVersion: apps\/v1\n    kind: Deployment\n    name: ai-model\n  progressDeadlineSeconds: 60\n  analysis:\n    interval: 30s\n    threshold: 5\n    metrics:\n      - name: success-rate\n        thresholdRange:\n          min: 95\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<h3><span class=\"ez-toc-section\" id=\"4_%D8%B1%D9%85%D8%B2%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%88_%D8%A7%D9%85%D9%86%DB%8C%D8%AA_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  <strong>4. \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u0645\u0646\u06cc\u062a \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0645\u0647\u0627\u062c\u0631\u062a \u062f\u0627\u062f\u0647 \u0647\u0627:<\/p>\n<ul>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 <strong>\u062f\u0631 \u0645\u0633\u0627\u062c\u062f<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>TLS<\/strong>\u0628\u0634\u0631<\/li>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 <strong>\u0627\u0633\u062a\u0631\u0627\u062d\u062a<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062e\u062f\u0645\u0627\u062a \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0627\u0628\u0631 \u0628\u0648\u0645\u06cc \u0645\u0627\u0646\u0646\u062f <strong>KMS AWS<\/strong>\u0628\u0627 <strong>\u0637\u0627\u0642 \u06a9\u0644\u06cc\u062f \u0644\u0627\u062c\u0648\u0631\u062f<\/strong>\u060c \u06cc\u0627 <strong>Google Cloud KMS<\/strong>\u0628\u0634\u0631<\/li>\n<li>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u062f\u0646 <strong>\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0633\u06cc\u0627\u0633\u062a \u0647\u0627<\/strong> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u062f\u0642\u06cc\u0642 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%85%D8%AF%D9%84_AI_%D8%AE%D8%A7%D8%B5_%D8%A7%D8%A8%D8%B1\"><\/span>\n<p>  <strong>5. \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 AI \u062e\u0627\u0635 \u0627\u0628\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0633\u062a\u0646\u062a\u0627\u062c AI \u0631\u0627 \u0628\u0627 \u0634\u062a\u0627\u0628 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u062e\u0627\u0635 \u0627\u0628\u0631 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>\u0646\u0648\u0639<\/strong> \u062f\u0631 <strong>\u0627\u0628\u0631 \u06af\u0648\u06af\u0644<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u062f\u0647 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0648 \u0645\u062f\u0644 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>AWS Inferentia<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <strong>VMS \u0633\u0631\u06cc Azure NC<\/strong> \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 AI \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1_%D9%85%D9%87%D8%A7%D8%AC%D8%B1%D8%AA_%D8%A7%D8%A8%D8%B1%DB%8C_AI_%D9%85%D8%AD%D9%88%D8%B1\"><\/span>\n<p>  <strong>\u0645\u062b\u0627\u0644: \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0628\u0631\u06cc AI \u0645\u062d\u0648\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 <strong>\u0645\u06af\u0633<\/strong> \u0648\u062a <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0627\u062c\u0648\u0631\u062f<\/strong>\u060c \u06a9\u062f \u0632\u06cc\u0631 \u0646\u062d\u0648\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0647\u0627\u062c\u0631\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>import mlflow\nfrom azureml.core import Workspace, Model\nfrom azureml.core.webservice import AciWebservice, Webservice\nfrom azureml.core.model import InferenceConfig\n\n# Load Azure ML Workspace Configuration\nws = Workspace.from_config()\n\n# Register Model\nmodel = mlflow.sklearn.load_model(\"models:\/my_model\/latest\")\nmodel_path = \"my_model_path\"\nmlflow.azureml.deploy(model, workspace=ws, service_name=\"ai-model-service\")\n\n# Define Inference Configuration for Deployment\ninference_config = InferenceConfig(\n    entry_script=\"score.py\",   # Python scoring script for inference\n    environment=\"env.yml\"      # Environment configuration file\n)\n# Define Deployment Configuration\ndeployment_config = AciWebservice.deploy_configuration(\n    cpu_cores=1,\n    memory_gb=2,\n    auth_enabled=True,        # Enable authentication for security\n    tags={'AI Model': 'Cloud Migration Example'},\n    description='AI model deployment for cloud migration workflow'\n)\n\n# Deploy Model as a Web Service\nservice = Model.deploy(\n    workspace=ws,\n    name=\"ai-model-service\",\n    models=[model],\n    inference_config=inference_config,\n    deployment_config=deployment_config\n)\nservice.wait_for_deployment(show_output=True)\nprint(f\"Service Deployed at: {service.scoring_uri}\")\n\n# Migration Strategy Function\ndef migration_strategy(model_version):\n    \"\"\"\n    Automated Migration Strategy:\n    - Checks the current model's version accuracy.\n    - Rolls back to the previous version if performance degrades.\n    \"\"\"\n    current_model = mlflow.get_model_version(\"my_model\", model_version)\n\n    # Simulate performance check\n    model_accuracy = 0.84  # Example accuracy threshold\n    if model_accuracy &lt; 0.85:\n        print(f\"Model version {model_version} underperforming. Rolling back...\")\n        previous_version = mlflow.get_model_version(\"my_model\", stage=\"Production\", name=\"previous\")\n        mlflow.register_model(previous_version)\n    else:\n        print(f\"Model version {model_version} performing optimally.\")\n# Example Usage\n#migration_strategy(\"latest\")\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\" 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&hellip;<\/p>\n","protected":false},"author":2,"featured_media":101687,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Foqmh1896frfd1bzoiivb.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-101686","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\/101686","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=101686"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101686\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/101687"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=101686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=101686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=101686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}