{"id":100837,"date":"2025-03-10T00:58:45","date_gmt":"2025-03-09T21:28:45","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/run-deepseek-locally-on-baremetal-via-k8s-3ng9\/"},"modified":"2025-03-10T00:58:45","modified_gmt":"2025-03-09T21:28:45","slug":"run-deepseek-locally-on-baremetal-via-k8s-3ng9","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/run-deepseek-locally-on-baremetal-via-k8s-3ng9\/","title":{"rendered":"\u0627\u0632 \u0637\u0631\u06cc\u0642 K8S Deepseek \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u062f\u0631 Baremetal \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f"},"content":{"rendered":"<div data-article-id=\"2321053\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><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:\/\/nabfollower.com\/blog\/run-deepseek-locally-on-baremetal-via-k8s-3ng9\/#Deepseek_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >Deepseek \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/run-deepseek-locally-on-baremetal-via-k8s-3ng9\/#%D8%AA%D8%B1%D9%81%D9%86%D8%AF%D9%87%D8%A7%DB%8C_%D8%B1%DB%8C%D8%A7%D8%B6%DB%8C_Deepseek_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A2%DB%8C%DB%8C_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D8%A7%D8%AA%DB%8C\" >\u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc Deepseek \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/run-deepseek-locally-on-baremetal-via-k8s-3ng9\/#%DA%86%D8%B1%D8%A7_%DA%A9%D8%B3%DB%8C_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_LLM_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%B5%D9%88%D8%B1%D8%AA_%D9%85%D8%AD%D9%84%DB%8C_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF%D8%9F\" >\u0686\u0631\u0627 \u06a9\u0633\u06cc \u06cc\u06a9 \u0645\u062f\u0644 LLM \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/run-deepseek-locally-on-baremetal-via-k8s-3ng9\/#%DA%86%DB%8C%D8%B2%D9%87%D8%A7%DB%8C_%D8%AF%D8%B3%D8%AA%DB%8C\" >\u0686\u06cc\u0632\u0647\u0627\u06cc \u062f\u0633\u062a\u06cc:<\/a><\/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\/run-deepseek-locally-on-baremetal-via-k8s-3ng9\/#%D9%84%D8%AD%D8%B8%D9%87_%D8%AD%D9%82%DB%8C%D9%82%D8%AA_%E2%80%93_%D8%A2%D8%B2%D9%85%D9%88%D9%86_%D8%8C_%D8%A2%D8%B2%D9%85%D9%88%D9%86\" >\u0644\u062d\u0638\u0647 \u062d\u0642\u06cc\u0642\u062a &#8211; \u0622\u0632\u0645\u0648\u0646 \u060c \u0622\u0632\u0645\u0648\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Deepseek_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  Deepseek \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631\u0633\u062a \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 Openai \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u0686\u062a\u0647 \u0631\u0627 \u062f\u0627\u0631\u062f \u060c Deepseek \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a \u0648 \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0645\u062f\u0644 \u0627\u0633\u062a: Deepseek-V3 \u0648 Deepseek-R1.<\/p>\n<p>** Deepseek-V3 ** \u0645\u062f\u0644 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 Deepseek \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 (LLM) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0627 \u0647\u062f\u0641 \u06a9\u0644\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0639\u0647\u062f\u0647 \u0628\u06af\u06cc\u0631\u062f \u060c \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><\/p>\n<p><strong>Deepseek-R1<\/strong> \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062d\u0644 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0639\u0645\u06cc\u0642 \u062f\u0627\u0631\u0646\u062f \u060c \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u06a9\u0647 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u06a9\u062f\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u062c\u062f\u062f \u0647\u0632\u0627\u0631\u0627\u0646 \u0628\u0627\u0631 \u0648 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0646\u0637\u0642 \u0633\u0646\u06af\u06cc\u0646 \u0627\u0633\u062a \u060c \u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc \u0627\u0633\u062a.<\/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%2F3cogi1z2trircjjk39e8.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"303\" title=\"\"><\/p>\n<p>\u0622\u0646\u0686\u0647 \u0628\u0647 Deepseek \u0634\u0647\u0631\u062a \u0686\u0634\u0645\u06af\u06cc\u0631 \u062f\u0627\u062f \u060c \u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0648 \u062c\u0628\u0631\u0627\u0646 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f GPU NVIDIA \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u062c\u0645\u0639\u06cc (NCCL) \u0628\u0648\u062f<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u060c Deepseek \u0627\u0632 Smart Math \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 HW \u06af\u0631\u0627\u0646 \u0642\u06cc\u0645\u062a \u0645\u0627\u0646\u0646\u062f GPU H100 Nvidia \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<br \/>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631 \u0646\u062d\u0648\u0647 \u0627\u062c\u0631\u0627\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f \u060c \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u0628\u0627 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0637\u0628\u06cc\u0639\u06cc (\u0628\u062f\u0648\u0646 GPU) \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B1%D9%81%D9%86%D8%AF%D9%87%D8%A7%DB%8C_%D8%B1%DB%8C%D8%A7%D8%B6%DB%8C_Deepseek_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A2%DB%8C%DB%8C_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D8%A7%D8%AA%DB%8C\"><\/span>\n<p>  \u062a\u0631\u0641\u0646\u062f\u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc Deepseek \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>1. \u062a\u0642\u0631\u06cc\u0628 \u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0633\u0631\u06cc\u0639\u062a\u0631<\/strong><br \/>\u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc Deepseek \u062a\u0642\u0631\u06cc\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633 \u06a9\u0645 \u062f\u0631\u062c\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 \u062a\u0639\u062f\u0627\u062f \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0631 \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0636\u0631\u0628\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u06a9\u0627\u0645\u0644 \u060c \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u06a9\u0645\u062a\u0631 \u060c \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<p><strong>2. \u062a\u0648\u062c\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u06af\u0631\u0648\u0647\u06cc (GQA) \u0628\u0631\u0627\u06cc \u0635\u0631\u0641\u0647 \u062c\u0648\u06cc\u06cc \u062f\u0631 \u062d\u0627\u0641\u0638\u0647<\/strong><br \/>GQA \u0686\u06af\u0648\u0646\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062a\u0648\u062c\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0631\u0627 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u062d\u0627\u0641\u0638\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u062a\u0648\u062c\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0647 \u062c\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062a\u0648\u062c\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0647 \u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u060c GQA \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0647\u0645\u0627\u0646 \u062c\u0641\u062a \u0647\u0627\u06cc \u0627\u0631\u0632\u0634 \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u0646\u062f \u060c \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<ul>\n<li>\u0645\u0635\u0631\u0641 \u062d\u0627\u0641\u0638\u0647 \u067e\u0627\u06cc\u06cc\u0646<\/li>\n<li>\u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0633\u0631\u0639\u062a<\/li>\n<li>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f<\/li>\n<\/ul>\n<p><strong>3. \u0622\u0645\u0648\u0632\u0634 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0622\u06cc\u06cc<\/strong><br \/>Deepseek \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062f\u0642\u06cc\u0642 \u0645\u062e\u0644\u0648\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u0647 \u062c\u0627\u06cc FP32 \u0627\u0632 FP16\/BF16 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 \u0631\u062f\u067e\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0648 \u062a\u0633\u0631\u06cc\u0639 \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0639\u062f\u062f\u06cc \u060c \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0634\u06cc\u0628 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u06a9\u0648\u062a\u0627\u0647 \u0634\u062f\u0646 \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0628\u06cc\u0646 \u0646\u0645\u06cc \u0631\u0648\u0646\u062f.<\/p>\n<p><strong>4. \u06a9\u0645\u06cc\u062a \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong><br \/>\u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u062f\u0642\u062a \u0645\u062e\u062a\u0644\u0637 \u060c Deepseek \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u06a9\u0645\u06cc\u062a \u0628\u0647\u0631\u0647 \u0645\u06cc \u0628\u0631\u062f \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0627\u0646\u0633\u0648\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0642\u062a \u0628\u06cc\u062a \u067e\u0627\u06cc\u06cc\u0646 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c INT8). \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0636\u0631\u0628 \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0648 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u0632\u0627\u0646 \u0645\u0635\u0631\u0641 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u062d\u0627\u0641\u0638\u0647 \u060c \u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0634\u0648\u062f.<\/p>\n<p><strong>5. \u06af\u0631\u062f\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u062f\u0642\u062a<\/strong><br \/>\u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u0627\u0644\u0628\u0647\u0627\u06cc \u0634\u0646\u0627\u0648\u0631 \u0628\u0627 \u062f\u0642\u062a \u067e\u0627\u06cc\u06cc\u0646 \u060c \u0627\u0632 \u06af\u0631\u062f\u0627\u0646 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062a\u062c\u0645\u0639 \u062e\u0637\u0627\u0647\u0627\u06cc \u06af\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0648\u062c\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0642\u062a \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0641\u062a\u0647 \u060c \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u062d\u0641\u0638 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u06cc\u0627\u0636\u06cc Deepseek \u0627\u0645\u06a9\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0631\u0632\u0627\u0646 \u062a\u0631 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0628\u06a9 \u062a\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 HW \u0631\u0648\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\/\u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%DA%A9%D8%B3%DB%8C_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_LLM_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%B5%D9%88%D8%B1%D8%AA_%D9%85%D8%AD%D9%84%DB%8C_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF%D8%9F\"><\/span>\n<p>  \u0686\u0631\u0627 \u06a9\u0633\u06cc \u06cc\u06a9 \u0645\u062f\u0644 LLM \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLM) \u0628\u0633\u062a\u0647 \u0628\u0647 \u0645\u0648\u0631\u062f \u0648 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u060c \u0686\u0646\u062f\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u062f\u0644\u06cc\u0644 \u0645\u0647\u0645 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0686\u0631\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u062e\u0635\u06cc \u0628\u062a\u0648\u0627\u0646\u062f LLM \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f:<\/p>\n<p><strong>1. \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><\/p>\n<ul>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633: \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062d\u0631\u0645\u0627\u0646\u0647 \u06cc\u0627 \u062d\u0633\u0627\u0633 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc \u060c \u062d\u0642\u0648\u0642\u06cc \u06cc\u0627 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062a\u062c\u0627\u0631\u06cc) \u060c \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0647\u0631\u06af\u0632 \u0645\u062d\u06cc\u0637 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0631\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062e\u0637\u0631 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0646 \u062f\u0631 \u0645\u0639\u0631\u0636 \u06cc\u0627 \u0646\u0642\u0636 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/li>\n<li>\u0627\u0646\u0637\u0628\u0627\u0642: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062d\u0644\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0628\u0631\u0622\u0648\u0631\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u0646\u0638\u0627\u0631\u062a\u06cc (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c GDPR \u060c HIPAA) \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0627\u0646\u062f\u0646 \u062f\u0631 \u0645\u062d\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/li>\n<\/ul>\n<p><strong>2. \u06a9\u0646\u062a\u0631\u0644 \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc<\/strong><\/p>\n<ul>\n<li>\u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644: \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 LLM \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644 \u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0646 \u0648 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc: \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u060c \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 API \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u06cc\u0627 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0646\u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n<p><strong>3. \u0631\u0627\u0646\u062f\u0645\u0627\u0646 \u0647\u0632\u06cc\u0646\u0647<\/strong><\/p>\n<ul>\n<li>\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc API: \u062e\u062f\u0645\u0627\u062a LLM \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0627\u063a\u0644\u0628 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062f\u0631 \u0647\u0631 \u062a\u0648\u06a9\u0646 \u06cc\u0627 \u062a\u0645\u0627\u0633 API) \u0634\u0627\u0631\u0698 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u062a\u0631 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627 \u06cc\u0627 \u0645\u062f\u0627\u0648\u0645 \u0628\u0627\u0634\u062f.<\/li>\n<li>\u0628\u062f\u0648\u0646 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062d\u0644\u06cc \u0627\u0632 \u062a\u06a9\u0631\u0627\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0627\u0634\u062a\u0631\u0627\u06a9 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062e\u062f\u0645\u0627\u062a LLM \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>4. \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u062a\u0623\u062e\u06cc\u0631<\/strong><\/p>\n<ul>\n<li>\u062a\u0623\u062e\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062d\u0644\u06cc \u062a\u0623\u062e\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0645\u06cc \u0628\u0631\u062f \u060c \u06a9\u0647 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u06cc\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0632\u0645\u0627\u0646 \u06a9\u0645 \u067e\u0627\u0633\u062e \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u0645\u0647\u0645 \u0627\u0633\u062a.<\/li>\n<li>\u0639\u0645\u0644\u06a9\u0631\u062f \u0642\u0627\u0628\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc: \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0634\u062a\u0647 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0648 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0627\u0648\u0645 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f \u060c \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u062a\u062d\u062a \u062a\u0623\u062b\u06cc\u0631 \u0639\u0648\u0627\u0645\u0644 \u0628\u06cc\u0631\u0648\u0646\u06cc \u0645\u0627\u0646\u0646\u062f \u0642\u0637\u0639 \u0633\u0631\u0648\u06cc\u0633 \u0627\u0628\u0631\u06cc \u06cc\u0627 \u062f\u0631\u06cc\u0686\u0647 \u06af\u0627\u0632 \u0642\u0631\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n<\/ul>\n<p><strong>5. \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646<\/strong><\/p>\n<ul>\n<li>\u0628\u062f\u0648\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a: \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc\u06cc \u0628\u062f\u0648\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u0627\u0646\u0646\u062f \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u06cc\u0627 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0627\u0645\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0641\u0627\u062c\u0639\u0647: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062d\u0644\u06cc \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062d\u062a\u06cc \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0642\u0637\u0639 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u06cc\u0627 \u0627\u062e\u062a\u0644\u0627\u0644 \u062f\u0631 \u0633\u0631\u0648\u06cc\u0633 \u0627\u0628\u0631\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n<p><strong>6. \u0634\u0641\u0627\u0641\u06cc\u062a \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc<\/strong><\/p>\n<ul>\n<li>\u0634\u0641\u0627\u0641\u06cc\u062a \u0645\u062f\u0644: \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0631\u0641\u062a\u0627\u0631 \u060c \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0648 \u0645\u0631\u0627\u062d\u0644 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0622\u0646 \u0631\u0627 \u0628\u0627\u0632\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u06cc\u0627 \u062f\u0631\u06a9 \u0631\u0648\u0646\u062f \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0622\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0628\u0627\u0634\u062f.<\/li>\n<li>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0637\u0627: \u0648\u0642\u062a\u06cc \u0645\u062f\u0644 \u062a\u062d\u062a \u06a9\u0646\u062a\u0631\u0644 \u0634\u0645\u0627 \u0627\u0633\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062e\u0637\u0627\u0647\u0627 \u06cc\u0627 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0645\u0646\u062a\u0638\u0631\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p><strong>7. \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a<\/strong><\/p>\n<ul>\n<li>\u0627\u0632 \u0642\u0641\u0644 \u06a9\u0631\u062f\u0646 \u0641\u0631\u0648\u0634\u0646\u062f\u0647 \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f: \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u060c \u0634\u0645\u0627 \u0628\u0647 \u06cc\u06a9 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u0647 \u06cc\u0627 \u062e\u062f\u0645\u0627\u062a \u062e\u0627\u0635 \u0627\u0628\u0631 \u0648\u0627\u0628\u0633\u062a\u0647 \u0646\u06cc\u0633\u062a\u06cc\u062f \u0648 \u062e\u0637\u0631 \u0642\u0641\u0644 \u0641\u0631\u0648\u0634\u0646\u062f\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u06cc\u062f.<\/li>\n<li>\u0627\u062b\u0628\u0627\u062a \u0622\u06cc\u0646\u062f\u0647: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062d\u0644\u06cc \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0633\u0631\u0648\u06cc\u0633 \u0627\u0628\u0631\u06cc \u0642\u06cc\u0645\u062a \u060c \u0634\u0631\u0627\u06cc\u0637 \u062e\u0648\u062f \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u062f \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633 \u0631\u0627 \u0642\u0637\u0639 \u06a9\u0646\u062f \u060c \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u062f.<\/li>\n<\/ul>\n<p><strong>8. \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647<\/strong><br \/>\u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u062f\u0648\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0628\u0631 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f \u060c \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06cc\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u0646\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%DB%8C%D8%B2%D9%87%D8%A7%DB%8C_%D8%AF%D8%B3%D8%AA%DB%8C\"><\/span>\n<p>  \u0686\u06cc\u0632\u0647\u0627\u06cc \u062f\u0633\u062a\u06cc:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0648\u0634 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f Deepseek \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<br \/>\u0645\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0637\u0631\u0641\u062f\u0627\u0631 K8s \u0648 \u0638\u0631\u0648\u0641 \u060c \u0631\u0648\u0634 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646 \u0645\u062f\u0644 Deepseek-R1 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u062f\u0631 \u06cc\u06a9 \u062e\u0648\u0634\u0647 Kubernetes \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u0645. \u0627\u06cc\u0646 \u062e\u0648\u0634\u0647 \u0631\u0648\u06cc VM \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0631\u0648\u06cc \u06cc\u06a9 \u0644\u067e \u062a\u0627\u067e \u0634\u062e\u0635\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0633\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0646\u062f \u06a9\u0647 \u0686\u0646\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a\u06cc \u062f\u0631 \u0648\u0627\u0642\u0639 \u06cc\u06a9 \u062a\u0646\u0638\u06cc\u0645 \u0628\u0627\u0631\u0645 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0635\u062d\u06cc\u062d \u0627\u0633\u062a \u060c \u0627\u0645\u0627 \u0647\u0645\u0627\u0646 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc K8S \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062f\u0631 Baremetal \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0646 \u0628\u0631\u0627\u06cc \u0631\u0627\u062d\u062a\u06cc \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 VM \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u0645 ..<\/p>\n<p><strong>\u0645\u0634\u062e\u0635\u0627\u062a \u062a\u0646\u0638\u06cc\u0645:<\/strong><\/p>\n<ul>\n<li>1 VM \u0628\u0627 32 \u06af\u0631\u0645 \u0631\u0645 \u0648 16 \u0647\u0633\u062a\u0647 \/ Intel I9-9880H CPU @ 2.30GHz.<\/li>\n<li>\u0627\u0632 GPU \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>50 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0628\u0647 VM \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0648\u0628\u0648\u0646\u062a\u0648 22.04.5 LTS.<\/li>\n<li>Minikube K8s.<\/li>\n<li>Deepseek-R1 \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc 7 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f (\u062a\u0635\u0648\u06cc\u0631 Ollama Docker).<\/li>\n<li>\u067e\u06cc\u0627\u0632 \u0648\u0628 \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p><strong>\u0645\u0631\u0627\u062d\u0644 \u0639\u0645\u0644\u06cc:<\/strong><br \/>1- \u062a\u0648\u0632\u06cc\u0639 K8S \u0631\u0627 \u06a9\u0647 \u0627\u062d\u0633\u0627\u0633 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<br \/>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646 \u0627\u0632 Minikube K8S \u0648 \u062a\u062e\u0635\u06cc\u0635 \u062d\u0627\u0641\u0638\u0647 14 VCPU \u0648 28 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0634\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645.<br \/><code>minikube start - cpus=14 - memory=28672<\/code><\/p>\n<p>2- \u062d\u062c\u0645 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc K8S (PV) \u0627\u0632 \u0647\u0631 \u0646\u0648\u0639 (\u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u06cc\u0627 \u067e\u0648\u06cc\u0627) \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u060c \u0632\u06cc\u0631\u0627 \u0628\u0639\u062f\u0627\u064b \u062a\u0648\u0633\u0637 2 PersistrustVolumeclaims (PVC) \u0645\u0635\u0631\u0641 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><em>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0627\u0632 Minikube K8S \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0627\u0632 \u0627\u0641\u0632\u0648\u0646\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc-\u062e\u0648\u0634\u0647 \u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <\/em><\/p>\n<p>3- \u0628\u0647 https:\/\/ollama.com\/ \u0628\u0631\u0648\u06cc\u062f \u0648 \u0645\u062f\u0644 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646 Deepseek-R1 \u0631\u0627 \u0628\u0627 14 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u0645. \u0628\u0633\u062a\u0647 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u060c \u0645\u062f\u0644 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u06a9\u0645\u062a\u0631\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\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%2Fp3w3plmhsm1ub7s5ljrp.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"529\" height=\"181\" title=\"\"><\/p>\n<p>4- \u067e\u0633 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645 K8S \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc YAML \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 Kubectl \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f ..<br \/>\u0627\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u0645\u062f\u0644 Deepseek-R1 14b.<\/li>\n<li>\u0648\u0628 \u0628\u0627\u0632<\/li>\n<\/ul>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u062d\u062c\u0645 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u062a\u0647\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 GUI WEBUI \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u067e\u0648\u0631\u062a 11434 \u062f\u0631 \u0645\u0639\u0631\u0636 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0645\u062f\u0644 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f ..<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>---\napiVersion: v1\nkind: PersistentVolumeClaim\nmetadata:\n  name: open-webui-storage\nspec:\n  accessModes:\n    - ReadWriteOnce\n  resources:\n    requests:\n      storage: 1Gi\n---\napiVersion: v1\nkind: PersistentVolumeClaim\nmetadata:\n  name: ollama-storage\nspec:\n  accessModes:\n    - ReadWriteOnce\n  resources:\n    requests:\n      storage: 5Gi\n---\napiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: open-webui\nspec:\n  replicas: 1\n  selector:\n    matchLabels:\n      app: open-webui\n  template:\n    metadata:\n      labels:                                                                                                                                                            \n        app: open-webui                                                                                                                                                  \n    spec:\n      containers:\n        - name: open-webui\n          image: ghcr.io\/open-webui\/open-webui:latest\n          env:\n            - name: OLLAMA_BASE_URL\n              value: \"http:\/\/127.0.0.1:11434\"\n          volumeMounts:\n            - mountPath: \/app\/backend\/data\n              name: open-webui-storage\n      volumes:\n        - name: open-webui-storage\n          persistentVolumeClaim:\n            claimName: open-webui-storage\n---\napiVersion: apps\/v1\nkind: Deployment\nmetadata:\n  name: ollama\nspec:\n  replicas: 1\n  selector:\n    matchLabels:\n      app: ollama\n  template:\n    metadata:\n      labels:\n        app: ollama\n    spec:\n      containers:\n        - name: ollama\n          image: ollama\/ollama:latest\n          volumeMounts:\n            - mountPath: \/root\/.ollama\n              name: ollama-storage\n      volumes:\n        - name: ollama-storage\n          persistentVolumeClaim:\n            claimName: ollama-storage\n---\napiVersion: batch\/v1\nkind: Job\nmetadata:\n  name: ollama-pull-llama\nspec:\n  template:\n    spec:\n      restartPolicy: Never\n      containers:\n        - name: ollama-pull-llama\n          image: ollama\/ollama:latest\n          command: [\"\/bin\/sh\", \"-c\", \"sleep 3; OLLAMA_HOST=127.0.0.1:11434 ollama pull deepseek-r1:7b\"]\n          volumeMounts:\n            - mountPath: \/root\/.ollama\n              name: ollama-storage\n      volumes:\n        - name: ollama-storage\n          persistentVolumeClaim:\n            claimName: ollama-storage\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u0633\u062a\u0647 \u0628\u0647 \u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u06cc \u0634\u0645\u0627 \u060c \u062d\u062f\u0648\u062f 2 \u062f\u0642\u06cc\u0642\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u062a\u0627 \u062a\u0645\u0627\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 (4.5 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u067e\u0648\u0646\u062f) \u0631\u0627 \u0628\u06a9\u0634\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062e\u0648\u0634\u0647 K8S \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><em>\u062a\u0648\u062c\u0647: \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u060c \u06a9\u0627\u0631 Ollama Pull \u0628\u0627\u06cc\u062f \u062f\u0631 \u0648\u0636\u0639\u06cc\u062a \u06a9\u0627\u0645\u0644 \u0628\u0627\u0634\u062f. \u062a\u0645\u0627\u0645 \u063a\u0644\u0627\u0641\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0648\u0636\u0639\u06cc\u062a \u0627\u062c\u0631\u0627 \u0628\u0627\u0634\u0646\u062f.<\/em><\/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%2Frrf9637ssho72ms1hm5h.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"217\" title=\"\"><\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%84%D8%AD%D8%B8%D9%87_%D8%AD%D9%82%DB%8C%D9%82%D8%AA_%E2%80%93_%D8%A2%D8%B2%D9%85%D9%88%D9%86_%D8%8C_%D8%A2%D8%B2%D9%85%D9%88%D9%86\"><\/span>\n<p>  \u0644\u062d\u0638\u0647 \u062d\u0642\u06cc\u0642\u062a &#8211; \u0622\u0632\u0645\u0648\u0646 \u060c \u0622\u0632\u0645\u0648\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0645\u0627 \u06cc\u06a9 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u0644\u06cc \u0622\u0645\u0627\u062f\u0647 \u0627\u0632 \u062c\u0645\u0644\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u060c \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646 \u0648 \u062f\u0631\u06af\u0627\u0647 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0622\u0646 \u062f\u0627\u0631\u06cc\u0645. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645:<\/p>\n<p><strong>\u0633\u0648\u0627\u0644\u0627\u062a \u0627\u0648\u0644: \u062a\u0631\u0627\u0646\u0632\u06cc\u0633\u062a\u0648\u0631 \u0686\u06cc\u0633\u062a\u061f<\/strong><br \/>\u0641\u06a9\u0631 \u06a9\u0631\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u062c\u0648\u0627\u0628 \u062d\u062f\u0648\u062f 50 \u067e\u0648\u0646\u062f \u0628\u0648\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%2Ffkahc53arg5mkrteri2o.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"344\" title=\"\"><\/p>\n<p><strong>\u0633\u0648\u0627\u0644 \u062f\u0648\u0645: \u0686\u0646\u062f \u062d\u0631\u0641 (\u0627\u0644\u0641) \u0628\u0647 \u0646\u0627\u0645 (ANAS) \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u061f<\/strong><br \/>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0627 \u0686\u0646\u06cc\u0646 \u0633\u0624\u0627\u0644\u0627\u062a\u06cc \u0645\u0628\u0627\u0631\u0632\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062d\u0644\u06cc Deepseek-R1 \u0645\u0646 \u062d\u062f\u0648\u062f 80 \u067e\u0648\u0646\u062f \u0637\u0648\u0644 \u06a9\u0634\u06cc\u062f \u062a\u0627 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0646\u062f \u060c \u0641\u06a9\u0631 \u06a9\u0646\u062f \u0648 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u067e\u0627\u0633\u062e \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%2Fkwq5idke1t7e8dnvwuwc.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"417\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u0639\u06a9\u0633 \u0641\u0648\u0631\u06cc \u0627\u0632 Linux VM \u0645\u0646 \u0628\u0627 \u062a\u0645\u0627\u0645 CPU \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0648\u062d\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u062f \u060c \u0645\u062f\u0644 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\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%2Fwtvg6tukybi8i9146uy8.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"83\" title=\"\"><\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u0627\u0631\u06a9!<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Deepseek \u0686\u06cc\u0633\u062a\u061f \u062f\u0631\u0633\u062a \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 Openai \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u0686\u062a\u0647 \u0631\u0627 \u062f\u0627\u0631\u062f \u060c Deepseek \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a \u0648 \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0645\u062f\u0644 \u0627\u0633\u062a: Deepseek-V3 \u0648 Deepseek-R1. ** Deepseek-V3 ** \u0645\u062f\u0644 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 Deepseek \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 (LLM) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":100838,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-100837","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\/100837","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=100837"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/100837\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/100838"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=100837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=100837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=100837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}