{"id":2417,"date":"2025-05-05T06:20:54","date_gmt":"2025-05-05T06:20:54","guid":{"rendered":"https:\/\/diginoron.com\/?p=2417"},"modified":"2025-05-05T07:09:32","modified_gmt":"2025-05-05T07:09:32","slug":"ai-stream","status":"publish","type":"post","link":"https:\/\/diginoron.com\/fa\/ai-stream\/","title":{"rendered":"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u062a\u062d\u0648\u0644\u06cc \u062f\u0631 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_72 ez-toc-wrap-center counter-hierarchy ez-toc-counter 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\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/diginoron.com\/fa\/ai-stream\/#%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D9%88_%DA%A9%D8%A7%D8%B1%DA%A9%D8%B1%D8%AF%D9%87%D8%A7%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85\" title=\"\u0627\u0647\u0645\u06cc\u062a \u0648 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645\">\u0627\u0647\u0645\u06cc\u062a \u0648 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/diginoron.com\/fa\/ai-stream\/#%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D9%81%D9%86%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D8%AF%D8%B1_%DB%8C%DA%A9_%D9%86%DA%AF%D8%A7%D9%87\" title=\"\u0645\u0639\u0645\u0627\u0631\u06cc \u0641\u0646\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u062f\u0631 \u06cc\u06a9 \u0646\u06af\u0627\u0647\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0641\u0646\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u062f\u0631 \u06cc\u06a9 \u0646\u06af\u0627\u0647<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/diginoron.com\/fa\/ai-stream\/#%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%DA%A9%D8%B3%D8%A8_%D9%88_%DA%A9%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87\" title=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/diginoron.com\/fa\/ai-stream\/#%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%D8%A2%D9%85%D9%88%D8%B2%D8%B4\" title=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc 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ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/diginoron.com\/fa\/ai-stream\/#%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%D8%B5%D9%86%D8%B9%D8%AA_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D9%88_%D8%AF%DA%A9%D9%88%D8%B1%D8%A7%D8%B3%DB%8C%D9%88%D9%86\" title=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u0635\u0646\u0639\u062a \u0637\u0631\u0627\u062d\u06cc \u0648 \u062f\u06a9\u0648\u0631\u0627\u0633\u06cc\u0648\u0646\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u0635\u0646\u0639\u062a \u0637\u0631\u0627\u062d\u06cc \u0648 \u062f\u06a9\u0648\u0631\u0627\u0633\u06cc\u0648\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/diginoron.com\/fa\/ai-stream\/#%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%D8%B5%D9%86%D8%B9%D8%AA_%D8%A2%D8%B1%D8%A7%DB%8C%D8%B4%DB%8C_%D9%88_%D8%B3%D9%84%D8%A7%D9%85%D8%AA\" title=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u0635\u0646\u0639\u062a \u0622\u0631\u0627\u06cc\u0634\u06cc \u0648 \u0633\u0644\u0627\u0645\u062a\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u0635\u0646\u0639\u062a \u0622\u0631\u0627\u06cc\u0634\u06cc \u0648 \u0633\u0644\u0627\u0645\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/diginoron.com\/fa\/ai-stream\/#%D8%B3%D8%A7%DB%8C%D8%B1_%DA%A9%D8%A7%D8%B1%DA%A9%D8%B1%D8%AF%D9%87%D8%A7%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85\" title=\"\u0633\u0627\u06cc\u0631 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645\">\u0633\u0627\u06cc\u0631 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\u062f\u0631 \u0645\u0641\u0647\u0648\u0645 \u0639\u0645\u0648\u0645\u06cc\u060c \u00ab<a href=\"https:\/\/aistudio.google.com\/live\" target=\"_blank\" rel=\"noopener\">AI Stream<\/a>\u00bb \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u06cc\u0648\u0633\u062a\u0647 (\u0628\u0644\u0627\u062f\u0631\u0646\u06af) \u062c\u0631\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 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\u0628\u06cc\u200c\u062f\u0631\u0646\u06af \u062f\u0631\u06cc\u0627\u0641\u062a\u060c \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0633\u067e\u0633 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0648\u06cc \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u0646\u062a\u0627\u062c (Inference) \u06cc\u0627 \u062d\u062a\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062c\u062f\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.\r\n\r\n\u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u062a\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u0646\u062f\u0647 \u0635\u062d\u0628\u062a \u06a9\u0646\u06cc\u062f\u060c \u0648\u06cc\u062f\u0626\u0648 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0644\u062d\u0638\u0647 \u0627\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0634\u0645\u0627 \u067e\u0627\u0633\u062e \u062f\u0647\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u0634\u06af\u0641\u062a\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062d\u0648\u0644\u06cc \u0639\u0638\u06cc\u0645 \u062f\u0631 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0644\u0627\u0634 \u062f\u0627\u0631\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0648 \u06a9\u0627\u0631\u06a9\u0631\u062f \u0647\u0627\u06cc \u0622\u0646 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.\r\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D9%88_%DA%A9%D8%A7%D8%B1%DA%A9%D8%B1%D8%AF%D9%87%D8%A7%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85\"><\/span><strong>\u0627\u0647\u0645\u06cc\u062a \u0648 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af\u060c \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0635\u0646\u0627\u06cc\u0639 \u0648 \u062d\u0648\u0632\u0647\u200c\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0648 \u0628\u0627\u0646\u06a9\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u062f\u0631 \u06a9\u0633\u0631\u06cc \u0627\u0632 \u062b\u0627\u0646\u06cc\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u067e\u0630\u06cc\u0631\u062f \u0648 \u0627\u0632 \u062e\u0633\u0627\u0631\u0627\u062a \u0647\u0646\u06af\u0641\u062a \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0646\u0638\u0627\u0631\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u0634\u0647\u0631\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0646\u062f\u0647\u0654 \u0648\u06cc\u062f\u0626\u0648 \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0634\u062e\u0627\u0635 \u06cc\u0627 \u0631\u062e\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0648\u0627\u06a9\u0646\u0634 \u0633\u0631\u06cc\u0639 \u0646\u06cc\u0631\u0648\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627\u0621 \u0635\u0646\u0639\u062a\u06cc\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u06af\u0631\u0647\u0627 \u062f\u0631 \u0644\u062d\u0638\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u062a\u0627 \u0647\u0631\u06af\u0648\u0646\u0647 \u0646\u0634\u0627\u0646\u0647\u0654 \u0646\u0627\u06a9\u0627\u0631\u0622\u0645\u062f\u06cc \u06cc\u0627 \u062e\u0631\u0627\u0628\u06cc \u062a\u062c\u0647\u06cc\u0632\u0627\u062a \u0642\u0628\u0644 \u0627\u0632 \u0648\u0642\u0648\u0639 \u0641\u0627\u062c\u0639\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0628\u0647\u200c\u0645\u0648\u0642\u0639 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.\r\n\r\n\u062f\u0631 \u0644\u0627\u06cc\u0647\u0654 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0627\u0632 \u0627\u062c\u0632\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0627\u062f\u0647 (Data Ingestion)\u060c \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0641\u0648\u0631\u06cc\u060c \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u062e\u0635\u0648\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0627\u0639\u062b \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627 \u0648 \u062a\u062d\u0645\u0644 \u062e\u0637\u0627\u06cc \u0642\u0648\u06cc \u062f\u0631 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 Apache Flink \u0648 Kafka Streams \u0648\u0638\u06cc\u0641\u0647\u0654 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062c\u0631\u06cc\u0627\u0646 \u062f\u0627\u062f\u0647 \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0648\u0636\u0639\u06cc\u062a (State Management) \u0631\u0627 \u0628\u0631 \u0639\u0647\u062f\u0647 \u062f\u0627\u0631\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow Serving \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0633\u0631\u06cc\u0639 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u0648\u062c\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u0633\u06cc\u0633\u062a\u0645 \u0628\u062a\u0648\u0627\u0646\u062f \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u060c \u062a\u0623\u062e\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u062d\u062f \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0635\u0641\u0631 \u06cc\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0635\u0641\u0631 \u0646\u06af\u0627\u0647 \u062f\u0627\u0631\u062f.\r\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D9%81%D9%86%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D8%AF%D8%B1_%DB%8C%DA%A9_%D9%86%DA%AF%D8%A7%D9%87\"><\/span><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u0641\u0646\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u062f\u0631 \u06cc\u06a9 \u0646\u06af\u0627\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<p class=\"\" data-start=\"0\" data-end=\"161\">\u062f\u0631 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0641\u0646\u06cc \u00ab\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645\u00bb (AI Stream)\u060c \u0686\u0646\u062f \u0644\u0627\u06cc\u0647 \u0648 \u0645\u0624\u0644\u0641\u0647\u0654 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0627 \u0647\u0645 \u0647\u0645\u06a9\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0644\u062d\u0638\u0647\u0654 \u062a\u0648\u0644\u06cc\u062f \u062a\u0627 \u0644\u062d\u0638\u0647\u0654 \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u062c\u0631\u06cc\u0627\u0646 \u06cc\u0627\u0628\u0646\u062f:<\/p>\r\n\r\n<ol data-start=\"163\" data-end=\"2763\">\r\n \t<li class=\"\" data-start=\"163\" data-end=\"576\">\r\n<p class=\"\" data-start=\"166\" data-end=\"206\"><strong data-start=\"166\" data-end=\"204\">\u0644\u0627\u06cc\u0647\u0654 \u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0627\u062f\u0647 (Data Ingestion)<\/strong><\/p>\r\n\r\n<ul data-start=\"210\" data-end=\"576\">\r\n \t<li class=\"\" data-start=\"210\" data-end=\"354\">\r\n<p class=\"\" data-start=\"212\" data-end=\"354\"><strong data-start=\"212\" data-end=\"237\">\u067e\u0631\u0648\u062a\u0648\u06a9\u0644\u200c\u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627:<\/strong> \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 Apache Kafka\u060c Amazon Kinesis \u06cc\u0627 RabbitMQ \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0633\u062a\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u0632 \u067e\u06cc\u0627\u0645\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"358\" data-end=\"464\">\r\n<p class=\"\" data-start=\"360\" data-end=\"464\"><strong data-start=\"360\" data-end=\"389\">\u067e\u062e\u0634 \u0628\u0627\u0631 (Load Balancing):<\/strong> \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u06af\u0644\u0648\u06af\u0627\u0647\u060c \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627 \u0628\u06cc\u0646 \u0686\u0646\u062f\u06cc\u0646 \u062e\u0648\u0634\u0647 (cluster) \u062a\u0648\u0632\u06cc\u0639 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"468\" data-end=\"576\">\r\n<p class=\"\" data-start=\"470\" data-end=\"576\"><strong data-start=\"470\" data-end=\"492\">\u0627\u0648\u0631\u06cc\u06af\u06cc\u0646\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639:<\/strong> \u062f\u0648\u0631\u0628\u06cc\u0646\u200c\u0647\u0627\u06cc \u0645\u062f\u0627\u0631\u0628\u0633\u062a\u0647\u060c \u062d\u0633\u06af\u0631\u0647\u0627\u06cc IoT\u060c \u0644\u0627\u06af \u0633\u0631\u0648\u0631\u0647\u0627\u060c API\u0647\u0627\u06cc \u0628\u06cc\u0631\u0648\u0646\u06cc \u0648 \u062d\u062a\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0641\u0634\u0631\u062f\u0647.<\/p>\r\n<\/li>\r\n<\/ul>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"578\" data-end=\"1044\">\r\n<p class=\"\" data-start=\"581\" data-end=\"638\"><strong data-start=\"581\" data-end=\"636\">\u0644\u0627\u06cc\u0647\u0654 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 (Pre-Processing \/ Edge Processing)<\/strong><\/p>\r\n\r\n<ul data-start=\"642\" data-end=\"1044\">\r\n \t<li class=\"\" data-start=\"642\" data-end=\"743\">\r\n<p class=\"\" data-start=\"644\" data-end=\"743\"><strong data-start=\"644\" data-end=\"670\">\u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u0648 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646:<\/strong> \u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u0627\u0648\u0644\u06cc\u0647\u2014\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u062e\u0627\u0644\u06cc \u06cc\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0633\u06cc\u0628\u200c\u062f\u06cc\u062f\u0647 \u062f\u0631 \u0648\u06cc\u062f\u0626\u0648.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"747\" data-end=\"848\">\r\n<p class=\"\" data-start=\"749\" data-end=\"848\"><strong data-start=\"749\" data-end=\"764\">\u062a\u0628\u062f\u06cc\u0644 \u0642\u0627\u0644\u0628:<\/strong> Encode\/Decode \u0648\u06cc\u062f\u0626\u0648 (H.264 \u2192 raw frames)\u060c JSON \u2192 Avro\/Protobuf \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"852\" data-end=\"1044\">\r\n<p class=\"\" data-start=\"854\" data-end=\"1044\"><strong data-start=\"854\" data-end=\"890\">\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0644\u0628\u0647\u200c\u0627\u06cc (Edge Computing):<\/strong> \u0627\u06af\u0631 \u062a\u0623\u062e\u06cc\u0631 \u0648 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0645\u0634\u06a9\u0644\u200c\u0633\u0627\u0632 \u0628\u0627\u0634\u062f\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0648\u0644\u06cc\u0647 (\u0645\u062b\u0644\u0627\u064b \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u062a \u0633\u0627\u062f\u0647) \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0644\u0628\u0647\u200c\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0641\u0642\u0637 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0628\u0647 \u0645\u0631\u06a9\u0632 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u06af\u0631\u062f\u062f.<\/p>\r\n<\/li>\r\n<\/ul>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"1046\" data-end=\"1516\">\r\n<p class=\"\" data-start=\"1049\" data-end=\"1100\"><strong data-start=\"1049\" data-end=\"1098\">\u0644\u0627\u06cc\u0647\u0654 \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646 (Stream Processing Engine)<\/strong><\/p>\r\n\r\n<ul data-start=\"1104\" data-end=\"1516\">\r\n \t<li class=\"\" data-start=\"1104\" data-end=\"1241\">\r\n<p class=\"\" data-start=\"1106\" data-end=\"1241\"><strong data-start=\"1106\" data-end=\"1126\">\u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634:<\/strong> Apache Flink \u06cc\u0627 Spark Structured Streaming \u06a9\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062d\u0627\u0644\u062a\u200c\u062f\u0627\u0631 (stateful) \u0648 \u067e\u0646\u062c\u0631\u0647\u200c\u0627\u06cc (windowed) \u0631\u0627 \u062f\u0627\u0631\u0646\u062f.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"1245\" data-end=\"1419\">\r\n<p class=\"\" data-start=\"1247\" data-end=\"1419\"><strong data-start=\"1247\" data-end=\"1283\">\u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0636\u0639\u06cc\u062a (State Management):<\/strong> \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0648\u0636\u0639\u06cc\u062a \u062a\u062c\u0645\u0639\u06cc\u2014\u0645\u062b\u0644\u0627\u064b \u062a\u0639\u062f\u0627\u062f \u0631\u062e\u062f\u0627\u062f\u0647\u0627 \u062f\u0631 \u0628\u0627\u0632\u0647\u0654 \u0622\u062e\u0631 \u06cc\u06a9 \u062f\u0642\u06cc\u0642\u0647\u2014\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Checkpointing \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631 (Durable State).<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"1423\" data-end=\"1516\">\r\n<p class=\"\" data-start=\"1425\" data-end=\"1516\"><strong data-start=\"1425\" data-end=\"1446\">\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u067e\u0648\u06cc\u0627:<\/strong> \u0627\u0641\u0632\u0648\u062f\u0646 \u06cc\u0627 \u062d\u0630\u0641 \u0646\u0648\u062f\u0647\u0627 (scale out\/in) \u0628\u0631 \u0627\u0633\u0627\u0633 \u062d\u062c\u0645 \u0648\u0631\u0648\u062f\u06cc \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u0648\u0642\u0641\u0647.<\/p>\r\n<\/li>\r\n<\/ul>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"1518\" data-end=\"1954\">\r\n<p class=\"\" data-start=\"1521\" data-end=\"1571\"><strong data-start=\"1521\" data-end=\"1569\">\u0644\u0627\u06cc\u0647\u0654 \u0633\u0631\u0648\u06cc\u0646\u06af \u0645\u062f\u0644 (Model Serving \/ Inference)<\/strong><\/p>\r\n\r\n<ul data-start=\"1575\" data-end=\"1954\">\r\n \t<li class=\"\" data-start=\"1575\" data-end=\"1686\">\r\n<p class=\"\" data-start=\"1577\" data-end=\"1686\"><strong data-start=\"1577\" data-end=\"1601\">\u0633\u0631\u0648\u06cc\u0633\u200c\u062f\u0647\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062f\u0644:<\/strong> TensorFlow Serving\u060c TorchServe \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Kubernetes (\u0645\u062b\u0644\u0627\u064b KFServing).<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"1690\" data-end=\"1822\">\r\n<p class=\"\" data-start=\"1692\" data-end=\"1822\"><strong data-start=\"1692\" data-end=\"1723\">Batch vs. Online Inference:<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0622\u0646\u0644\u0627\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u062a\u06a9\u06cc \u067e\u0627\u0633\u062e \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"1826\" data-end=\"1954\">\r\n<p class=\"\" data-start=\"1828\" data-end=\"1954\"><strong data-start=\"1828\" data-end=\"1864\">\u0628\u0647\u200c\u0631\u0648\u0632\u0633\u0627\u0646\u06cc \u0645\u062f\u0644 (Model Hot-Swap):<\/strong> \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 Canary Release \u06cc\u0627 Blue\u2013Green Deployment \u0628\u0631\u0627\u06cc \u062a\u0639\u0648\u06cc\u0636 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u062f\u0648\u0646 \u0627\u0641\u062a \u0633\u0631\u0648\u06cc\u0633.<\/p>\r\n<\/li>\r\n<\/ul>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"1956\" data-end=\"2321\">\r\n<p class=\"\" data-start=\"1959\" data-end=\"2006\"><strong data-start=\"1959\" data-end=\"2004\">\u0644\u0627\u06cc\u0647\u0654 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc (Storage &amp; Sink)<\/strong><\/p>\r\n\r\n<ul data-start=\"2010\" data-end=\"2321\">\r\n \t<li class=\"\" data-start=\"2010\" data-end=\"2113\">\r\n<p class=\"\" data-start=\"2012\" data-end=\"2113\"><strong data-start=\"2012\" data-end=\"2040\">\u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0644\u0627\u062f\u0631\u0646\u06af:<\/strong> \u0645\u062b\u0644 Cassandra \u06cc\u0627 Elasticsearch \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0646\u062a\u0627\u06cc\u062c \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u062c\u0633\u062a\u062c\u0648.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"2117\" data-end=\"2208\">\r\n<p class=\"\" data-start=\"2119\" data-end=\"2208\"><strong data-start=\"2119\" data-end=\"2133\">Data Lake:<\/strong> \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u062e\u0627\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0646\u062a\u0627\u06cc\u062c \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0634\u062f\u0647 \u062f\u0631 S3\/ADLS \u0628\u0631\u0627\u06cc \u0622\u0646\u0627\u0644\u06cc\u0632\u0647\u0627\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"2212\" data-end=\"2321\">\r\n<p class=\"\" data-start=\"2214\" data-end=\"2321\"><strong data-start=\"2214\" data-end=\"2237\">\u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0648 \u0647\u0634\u062f\u0627\u0631\u062f\u0647\u06cc:<\/strong> \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Grafana\/Prometheus \u06cc\u0627 Kibana \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 KPI\u0647\u0627 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0622\u0644\u0627\u0631\u0645\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af.<\/p>\r\n<\/li>\r\n<\/ul>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"2323\" data-end=\"2763\">\r\n<p class=\"\" data-start=\"2326\" data-end=\"2387\"><strong data-start=\"2326\" data-end=\"2385\">\u0644\u0627\u06cc\u0647\u0654 \u0627\u0648\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u0648 \u0646\u0638\u0627\u0631\u062a (Orchestration &amp; Monitoring)<\/strong><\/p>\r\n\r\n<ul data-start=\"2391\" data-end=\"2763\">\r\n \t<li class=\"\" data-start=\"2391\" data-end=\"2496\">\r\n<p class=\"\" data-start=\"2393\" data-end=\"2496\"><strong data-start=\"2393\" data-end=\"2416\">\u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0648 \u06a9\u0648\u0628\u0631\u0646\u062a\u06cc\u0632:<\/strong> \u0647\u0645\u0647\u0654 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627 \u062f\u0631 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc Docker \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0628\u0627 Kubernetes \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"2500\" data-end=\"2636\">\r\n<p class=\"\" data-start=\"2502\" data-end=\"2636\"><strong data-start=\"2502\" data-end=\"2526\">CI\/CD \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0648 \u06a9\u062f:<\/strong> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 Jenkins \u06cc\u0627 GitHub Actions \u06a9\u0647 \u067e\u0633 \u0627\u0632 \u0647\u0631 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u06a9\u062f \u06cc\u0627 \u0645\u062f\u0644\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\r\n<\/li>\r\n \t<li class=\"\" data-start=\"2640\" data-end=\"2763\">\r\n<p class=\"\" data-start=\"2642\" data-end=\"2763\"><strong data-start=\"2642\" data-end=\"2672\">Log &amp; Metrics Aggregation:<\/strong> \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0644\u0627\u06af\u200c\u0647\u0627 (ELK Stack) \u0648 \u0645\u062a\u0631\u06cc\u06a9\u200c\u0647\u0627 (Prometheus) \u0628\u0631\u0627\u06cc \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0633\u0644\u0627\u0645\u062a \u0633\u0631\u0648\u06cc\u0633 \u0648 \u0633\u0631\u0639\u062a \u067e\u0627\u0633\u062e.<\/p>\r\n<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ol>\r\n<h4><span class=\"ez-toc-section\" id=\"%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%DA%A9%D8%B3%D8%A8_%D9%88_%DA%A9%D8%A7%D8%B1%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87\"><\/span><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\u06cc\u06a9\u06cc \u0627\u0632 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u062a\u0631\u06cc\u0646 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645\u060c \u062a\u0627\u062b\u06cc\u0631\u0627\u062a \u0622\u0646 \u0628\u0631 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u062a\u0644\u0627\u0634 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0627\u062b\u0631\u0627\u062a \u0627\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.\r\n<h3><span class=\"ez-toc-section\" id=\"%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%D8%A2%D9%85%D9%88%D8%B2%D8%B4\"><\/span><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u0622\u0645\u0648\u0632\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-2421 aligncenter\" src=\"http:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_29_41-AM-300x300.png\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0632\u0628\u0627\u0646\" width=\"300\" height=\"300\" srcset=\"https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_29_41-AM-300x300.png 300w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_29_41-AM-150x150.png 150w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_29_41-AM-768x768.png 768w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_29_41-AM-420x420.png 420w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_29_41-AM-696x696.png 696w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_29_41-AM.png 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/>\r\n\r\n\u06cc\u06a9\u06cc \u0627\u0632 \u0628\u062e\u0634 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u062d\u062a \u062a\u0627\u062b\u06cc\u0631 \u0627\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0631\u0627\u0631 \u0628\u06af\u06cc\u0631\u062f \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a. \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u0646\u062f\u0647 \u0648 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0635\u062d\u0628\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u06cc\u0632 \u0628\u0627 \u0634\u0645\u0627 \u0635\u062d\u0628\u062a \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0631\u062a\u0628\u0627\u0637 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f \u0648 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.\r\n<h3><span class=\"ez-toc-section\" id=\"%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%D8%AE%D8%AF%D9%85%D8%A7%D8%AA_%D8%AA%D8%B9%D9%85%DB%8C%D8%B1%D8%A7%D8%AA_%D9%85%D9%86%D8%B2%D9%84\"><\/span><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u062e\u062f\u0645\u0627\u062a \u062a\u0639\u0645\u06cc\u0631\u0627\u062a \u0645\u0646\u0632\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<figure id=\"attachment_2423\" aria-describedby=\"caption-attachment-2423\" style=\"width: 200px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-2423\" src=\"http:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_34_35-AM-200x300.png\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u062a\u0639\u0645\u06cc\u0631\u0627\u062a \u0644\u0648\u0627\u0632\u0645 \u0645\u0646\u0632\u0644\" width=\"200\" height=\"300\" srcset=\"https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_34_35-AM-200x300.png 200w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_34_35-AM-683x1024.png 683w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_34_35-AM-768x1152.png 768w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_34_35-AM-280x420.png 280w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_34_35-AM-696x1044.png 696w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_34_35-AM.png 1024w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><figcaption id=\"caption-attachment-2423\" class=\"wp-caption-text\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u062a\u0639\u0645\u06cc\u0631\u0627\u062a \u0644\u0648\u0627\u0632\u0645 \u0645\u0646\u0632\u0644<\/figcaption><\/figure>\r\n\r\n\u062e\u06cc\u0644\u06cc \u0648\u0642\u062a \u0647\u0627 \u067e\u06cc\u0634 \u0622\u0645\u062f\u0647 \u06a9\u0647 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0641\u0646\u06cc \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u0644\u0648\u0627\u0632\u0645 \u062e\u0627\u0646\u0647 \u062f\u0627\u0634\u062a\u0647 \u0627\u0645. \u0648\u0642\u062a\u06cc \u0628\u0627 \u062a\u0639\u0645\u06cc\u0631\u06a9\u0627\u0631 \u062a\u0645\u0627\u0633 \u06af\u0631\u0641\u062a\u0645\u060c \u0627\u0632 \u0645\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u06cc\u0627 \u062a\u0648\u0635\u06cc\u0641\u06cc \u0627\u0632 \u0645\u062d\u0644 \u062e\u0631\u0627\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a. \u062d\u0627\u0644\u0627 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0647\u0645\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u0646\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u062f\u0648\u0631\u0628\u06cc\u0646 \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0633\u0645\u062a \u062e\u0631\u0627\u0628\u06cc \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f \u0648 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0639\u06cc\u0648\u0628 \u0627\u0648\u0644\u06cc\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u06cc\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062f\u0631\u0633\u062a \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0639\u0645\u06cc\u0631\u06a9\u0627\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f.\r\n<h3><span class=\"ez-toc-section\" id=\"%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85_%D9%88_%D8%B5%D9%86%D8%B9%D8%AA_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D9%88_%D8%AF%DA%A9%D9%88%D8%B1%D8%A7%D8%B3%DB%8C%D9%88%D9%86\"><\/span><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u0635\u0646\u0639\u062a \u0637\u0631\u0627\u062d\u06cc \u0648 \u062f\u06a9\u0648\u0631\u0627\u0633\u06cc\u0648\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-2425 aligncenter\" src=\"http:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_41_12-AM-200x300.png\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645 \u0648 \u0637\u0631\u0627\u062d\u06cc \u062f\u0627\u062e\u0644\u06cc\" width=\"200\" height=\"300\" srcset=\"https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_41_12-AM-200x300.png 200w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_41_12-AM-683x1024.png 683w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_41_12-AM-768x1152.png 768w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_41_12-AM-280x420.png 280w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_41_12-AM-696x1044.png 696w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_41_12-AM.png 1024w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/>\r\n\r\n\u062d\u062a\u0645\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631 \u062e\u0635\u0648\u0635 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062f\u06a9\u0648\u0631 \u062e\u0627\u0646\u0647 \u062e\u0648\u062f \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0632 \u0646\u0638\u0631\u0627\u062a \u062f\u0648\u0633\u062a\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u06af\u06cc\u0631\u06cc\u062f. \u062d\u0627\u0644\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0648\u0631\u0628\u06cc\u0646 \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u06af\u0648\u0634\u0647 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https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_44_34-AM-280x420.png 280w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_44_34-AM-696x1044.png 696w, https:\/\/diginoron.com\/wp-content\/uploads\/2025\/05\/ChatGPT-Image-May-5-2025-09_44_34-AM.png 1024w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/>\r\n\r\n\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u062f\u0648\u0631\u0628\u06cc\u0646 \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0635\u0648\u0631\u062a \u062e\u0648\u062f \u0645\u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u0646\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u062a\u0627 \u0646\u0648\u0627\u0642\u0635 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u067e\u0648\u0633\u062a\u06cc 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id=\"%D8%B3%D8%A7%DB%8C%D8%B1_%DA%A9%D8%A7%D8%B1%DA%A9%D8%B1%D8%AF%D9%87%D8%A7%DB%8C_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%A7%D8%B3%D8%AA%D8%B1%DB%8C%D9%85\"><\/span><strong>\u0633\u0627\u06cc\u0631 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0631\u06cc\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u062a\u062d\u0648\u0644\u06cc \u0645\u062b\u0627\u0644 \u0628\u0632\u0646\u0645\u060c \u0627\u0632 \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u0646\u0638\u0627\u0645\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0628\u0647 \u0644\u062d\u0638\u0647 \u0647\u062f\u0641 \u0648 \u062a\u063a\u06cc\u06cc\u0631 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