{"id":95560,"date":"2025-02-01T15:43:43","date_gmt":"2025-02-01T12:13:43","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/"},"modified":"2025-02-01T15:43:43","modified_gmt":"2025-02-01T12:13:43","slug":"%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/","title":{"rendered":"\u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645 AI \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0627 Swarm Openai \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Ollama"},"content":{"rendered":"<div data-article-id=\"2253797\" id=\"article-body\">\n<p>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0646\u062d\u0648\u0647 \u0646\u0632\u062f\u06cc\u06a9 \u0634\u062f\u0646 \u0645\u0627 \u0628\u0647 \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 Swarm Openai \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u062a\u06cc\u0645\u06cc \u0627\u0632 \u06cc\u0627\u0631\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0634\u063a\u0644 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u0648 \u0628\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u062a\u0627 \u0632\u0646\u062f\u06af\u06cc \u0631\u0627 \u0622\u0633\u0627\u0646 \u062a\u0631 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Swarm \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u0645\u062e\u062a\u0644\u0641 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u062a\u06cc\u0645 \u0628\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f \u062a\u0627 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u060c \u0627\u0632 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u06a9\u0646\u062f \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0634\u06a9\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062c\u0645\u0639 \u0645\u06cc \u06a9\u0646\u062f \u060c \u062d\u0644 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u06cc\u06a9 \u0633\u0648\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0631\u06a9. \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0628\u06cc \u067e\u0627\u06cc\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06af\u0631\u0686\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0627\u0632 Swarm \u0628\u0627 \u06a9\u0644\u06cc\u062f API OpenAi \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u0627\u0645\u0627 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u062a\u0645\u0627\u06cc\u0644\u06cc \u0628\u0647 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f API \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0646\u062f\u0627\u0631\u0646\u062f. \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u060c \u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0633\u06cc\u062f\u0647 \u0627\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 Swarm \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM \u0646\u0635\u0628 \u0634\u062f\u0647 \u0645\u062d\u0644\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 Ollama \u0628\u0647 \u062c\u0627\u06cc \u06a9\u0644\u06cc\u062f API \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u0645.<\/p>\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\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7%DB%8C\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/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\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%81%D8%B1%D8%A2%DB%8C%D9%86%D8%AF_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%D8%A7%D8%AE%D8%AA_%DB%8C%DA%A9_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_AI_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84_%D8%A8%D8%A7_Swarm_OpenAi\" >\u0641\u0631\u0622\u06cc\u0646\u062f \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 AI \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0627 Swarm OpenAi<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DB%8C%DA%A9_%D8%AD%D8%B3%D8%A7%D8%A8_Nodeshift\" >\u0645\u0631\u062d\u0644\u0647 1: \u062a\u0646\u0638\u06cc\u0645 \u06cc\u06a9 \u062d\u0633\u0627\u0628 Nodeshift<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%DB%8C%DA%A9_%DA%AF%D8%B1%D9%87_GPU_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 2: \u06cc\u06a9 \u06af\u0631\u0647 GPU \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_GPU_%D9%85%D8%AF%D9%84_%D8%8C_%D9%85%D9%86%D8%B7%D9%82%D9%87_%D8%8C_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C\" >\u0645\u0631\u062d\u0644\u0647 3: \u0627\u0646\u062a\u062e\u0627\u0628 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc GPU (\u0645\u062f\u0644 \u060c \u0645\u0646\u0637\u0642\u0647 \u060c \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%D8%B1%D9%88%D8%B4_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D9%88_%D8%A7%D8%AD%D8%B1%D8%A7%D8%B2_%D9%87%D9%88%DB%8C%D8%AA_GPU_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 4: \u0631\u0648\u0634 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a GPU \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%DB%8C%DA%A9_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 5: \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%B4%D8%B4%D9%85_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_SSH_%D8%A8%D9%87_%DA%AF%D8%B1%D9%87_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D8%A7%D8%AA_%D9%81%D8%B9%D8%A7%D9%84_%D9%88%D8%B5%D9%84_%D8%B4%D9%88%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 \u0634\u0634\u0645: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SSH \u0628\u0647 \u06af\u0631\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0641\u0639\u0627\u0644 \u0648\u0635\u0644 \u0634\u0648\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_7_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_%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%A8%D8%A7_Ollama_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 7: \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 Ollama \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_8_%DB%8C%DA%A9_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%B3%D8%A7%D8%AF%D9%87_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF_%D9%88_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 8: \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0633\u0627\u062f\u0647 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d8%b3%db%8c%d8%b3%d8%aa%d9%85-ai-%da%86%d9%86%d8%af-%d8%b9%d8%a7%d9%85%d9%84-%d8%a8%d8%a7-swarm-openai-%d8%a8%d8%a7-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-ol\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7%DB%8C\"><\/span>\n<p>  \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u062f\u0627\u0642\u0644 \u0646\u06cc\u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<blockquote>\n<p>\u062a\u0648\u062c\u0647: \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062f\u0631 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a. \u0627\u0632 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%D9%81%D8%B1%D8%A2%DB%8C%D9%86%D8%AF_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B3%D8%A7%D8%AE%D8%AA_%DB%8C%DA%A9_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_AI_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84_%D8%A8%D8%A7_Swarm_OpenAi\"><\/span>\n<p>  \u0641\u0631\u0622\u06cc\u0646\u062f \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 AI \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0627 Swarm OpenAi<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0647\u062f\u0641 \u0627\u0632 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u0627\u0632 \u06cc\u06a9 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062c\u0627\u0632\u06cc \u0628\u0627 GPU \u062a\u0648\u0633\u0637 Nodeshift \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0632\u06cc\u0631\u0627 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0645\u062c\u0627\u0632\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0627\u0644\u0627 \u0631\u0627 \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0627\u0644\u0632\u0627\u0645\u0627\u062a GDPR \u060c SOC2 \u0648 ISO27001 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0628\u0635\u0631\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u060c \u0648 \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0628\u0631 \u0622\u0633\u0627\u0646\u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0627\u062d\u0633\u0627\u0633 \u0631\u0627\u062d\u062a\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u0647\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u0647 \u0627\u0628\u0631 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0647\u0645\u0627\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0642\u06cc\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DB%8C%DA%A9_%D8%AD%D8%B3%D8%A7%D8%A8_Nodeshift\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 1: \u062a\u0646\u0638\u06cc\u0645 \u06cc\u06a9 \u062d\u0633\u0627\u0628 Nodeshift<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0647 App.Nodeshift.com \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u067e\u0631 \u06a9\u0631\u062f\u0646 \u062c\u0632\u0626\u06cc\u0627\u062a \u0627\u0635\u0644\u06cc \u060c \u06cc\u0627 \u06cc\u06a9 \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u060c \u06cc\u0627 \u0628\u0647 \u062b\u0628\u062a \u0646\u0627\u0645 \u062f\u0631 \u062d\u0633\u0627\u0628 Google\/GitHub \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0642\u0628\u0644\u0627\u064b \u06cc\u06a9 \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc \u062f\u0627\u0631\u06cc\u062f \u060c \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u062e\u0648\u062f \u0648\u0627\u0631\u062f \u0634\u0648\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%2F069718b7u3wl2cnjklvu.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 1-1\" loading=\"lazy\" width=\"800\" height=\"378\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_2_%DB%8C%DA%A9_%DA%AF%D8%B1%D9%87_GPU_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 2: \u06cc\u06a9 \u06af\u0631\u0647 GPU \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u0633 \u0627\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062d\u0633\u0627\u0628 \u062e\u0648\u062f \u060c \u0628\u0627\u06cc\u062f \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f (\u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f) \u060c \u0627\u06a9\u0646\u0648\u0646:<\/p>\n<p>1) \u0628\u0647 \u0645\u0646\u0648\u06cc \u0633\u0645\u062a \u0686\u067e \u0628\u0631\u0648\u06cc\u062f.<\/p>\n<p>2) \u0631\u0648\u06cc \u0631\u0648\u06cc \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u06af\u0631\u0647 \u0647\u0627\u06cc GPU<\/strong> \u06af\u0632\u06cc\u0646\u0647<\/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%2F4f3kptnzcyf3uol6p0ms.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 2-1\" loading=\"lazy\" width=\"800\" height=\"407\" title=\"\"><\/p>\n<p>3) \u0631\u0648\u06cc \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0634\u0631\u0648\u0639<\/strong> \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0627\u0648\u0644\u06cc\u0646 \u06af\u0631\u0647 GPU \u062e\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%2F8q8zisetzlmrxeob5a0n.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 2-2\" loading=\"lazy\" width=\"800\" height=\"507\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u06af\u0631\u0647 \u0647\u0627\u06cc GPU \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u0645\u062c\u0627\u0632\u06cc \u0628\u0627 GPU \u062a\u0648\u0633\u0637 Nodeshift \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u06af\u0631\u0647 \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0645\u062d\u06cc\u0637\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc GPU \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 H100 \u062a\u0627 A100s \u060c CPU \u060c RAM \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0648\u062f \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_GPU_%D9%85%D8%AF%D9%84_%D8%8C_%D9%85%D9%86%D8%B7%D9%82%D9%87_%D8%8C_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 3: \u0627\u0646\u062a\u062e\u0627\u0628 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc GPU (\u0645\u062f\u0644 \u060c \u0645\u0646\u0637\u0642\u0647 \u060c \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>1) \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u0627\u0632 GPU RTX 4090 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>2) \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u060c \u0645\u0627 \u0628\u0627 \u06a9\u0634\u0648\u06cc\u06cc \u0646\u0648\u0627\u0631 \u060c \u0630\u062e\u06cc\u0631\u0647 100 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0637\u0642\u0647 \u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f GPU \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0645\u0648\u062c\u0648\u062f \u0633\u0627\u06a9\u0646 \u06a9\u0646\u06cc\u062f \u060c \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%2Ffvgtobjrg27qgq726fkq.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 3-1\" loading=\"lazy\" width=\"800\" height=\"245\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%D8%B1%D9%88%D8%B4_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D9%88_%D8%A7%D8%AD%D8%B1%D8%A7%D8%B2_%D9%87%D9%88%DB%8C%D8%AA_GPU_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 4: \u0631\u0648\u0634 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a GPU \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>1) \u067e\u0633 \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u060c VM \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u062f\u0631 \u0645\u0646\u0637\u0642\u0647 \u062e\u0648\u062f \u0648 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc (\u06cc\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0622\u0646) \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f. \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627 \u060c \u06cc\u06a9 \u06af\u0631\u0647 GPU 1X RTX 4090 \u0628\u0627 8 VCPU\/32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u0631\u0645\/100 GB SSD \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\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%2F5ejjy9qfop1zolkcb1zx.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 4-1\" loading=\"lazy\" width=\"800\" height=\"356\" title=\"\"><\/p>\n<p>2) \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0631\u0648\u0634 \u062a\u0623\u06cc\u06cc\u062f \u0627\u0639\u062a\u0628\u0627\u0631 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. \u062f\u0648 \u0631\u0648\u0634 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a: \u0631\u0645\u0632 \u0639\u0628\u0648\u0631 \u0648 \u06a9\u0644\u06cc\u062f SSH. \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0627\u0632 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc SSH \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u060c \u0632\u06cc\u0631\u0627 \u0622\u0646\u0647\u0627 \u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0627\u0645\u0646 \u062a\u0631 \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9\u06cc \u060c \u0628\u0647 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0633\u0645\u06cc \u0645\u0627 \u0628\u0631\u0648\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%2Fi3klx5m6uqh6xgivjahp.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 4-2\" loading=\"lazy\" width=\"800\" height=\"278\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_5_%DB%8C%DA%A9_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%B1%D8%A7_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 5: \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0622\u062e\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc VM \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a <strong>\u0646\u0648\u062a \u0628\u0648\u06a9 Jupyter<\/strong>\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627 SWARM \u062e\u0648\u062f \u0631\u0627 \u0645\u0633\u062a\u0642\u0631 \u0648 \u0627\u062c\u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\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%2Fowpnjpfzlx48dncvxk0b.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 5-1\" loading=\"lazy\" width=\"800\" height=\"542\" title=\"\"><\/p>\n<p>\u0647\u0645\u06cc\u0646 \u0627\u0633\u062a! \u0634\u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06af\u0631\u0647 \u0647\u0633\u062a\u06cc\u062f. \u062e\u0644\u0627\u0635\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0631\u0627 \u0646\u0647\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0648 \u0627\u06af\u0631 \u062e\u0648\u0628 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u060c \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0646<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06af\u0631\u0647.<\/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%2Fjjwtsydzuhie2vouo6en.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 5-2\" loading=\"lazy\" width=\"800\" height=\"107\" title=\"\"><\/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%2Fcvfm1r0iwg2yzr2iedke.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 5-3\" loading=\"lazy\" width=\"800\" height=\"364\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%B4%D8%B4%D9%85_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_SSH_%D8%A8%D9%87_%DA%AF%D8%B1%D9%87_%D9%85%D8%AD%D8%A7%D8%B3%D8%A8%D8%A7%D8%AA_%D9%81%D8%B9%D8%A7%D9%84_%D9%88%D8%B5%D9%84_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 \u0634\u0634\u0645: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SSH \u0628\u0647 \u06af\u0631\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0641\u0639\u0627\u0644 \u0648\u0635\u0644 \u0634\u0648\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>1) \u0628\u0647 \u0645\u062d\u0636 \u0627\u06cc\u062c\u0627\u062f \u06af\u0631\u0647 \u060c \u062f\u0631 \u0686\u0646\u062f \u062b\u0627\u0646\u06cc\u0647 \u06cc\u0627 \u06cc\u06a9 \u062f\u0642\u06cc\u0642\u0647 \u0645\u0633\u062a\u0642\u0631 \u0645\u06cc \u0634\u0648\u062f. \u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u060c \u0648\u0636\u0639\u06cc\u062a\u06cc \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f <strong>\u062f\u0648\u06cc\u062f\u0646<\/strong> \u0628\u0647 \u0631\u0646\u06af \u0633\u0628\u0632 \u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u06af\u0631\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a!<\/p>\n<p>2) \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 GPU \u0627\u06cc\u0646 \u0648\u0636\u0639\u06cc\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u060c \u0628\u0647 \u0633\u0645\u062a \u0633\u0647 \u0646\u0642\u0637\u0647 \u062f\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u062d\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0631\u0648\u06cc \u0622\u0646 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f <strong>\u0628\u0627 SSH \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u062f<\/strong>\u0628\u0634\u0631 \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u06cc\u06a9 \u0628\u0631\u06af\u0647 \u062c\u062f\u06cc\u062f \u0628\u0627 \u06cc\u06a9 \u062c\u0644\u0633\u0647 \u0646\u0648\u062a \u0628\u0648\u06a9 Jupyter \u0628\u0627\u0632 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645.<\/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%2F31ltpc7n3tvjr3g16mxb.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 6-1\" loading=\"lazy\" width=\"800\" height=\"332\" title=\"\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_7_%DB%8C%DA%A9_%D9%85%D8%AF%D9%84_%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%A8%D8%A7_Ollama_%D9%86%D8%B5%D8%A8_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 7: \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 Ollama \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u0627 \u0628\u0647 \u062c\u0627\u06cc API OpenAI \u0628\u0631\u0627\u06cc \u062a\u0623\u0645\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u060c \u0627\u0632 LLM \u0646\u0635\u0628 \u0634\u062f\u0647 \u0645\u062d\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u060c \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0645\u062d\u0644\u06cc Ollama \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062f\u0644 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u060c \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>1) \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0631\u0627 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0645\u0634\u062a\u0631\u06cc \u0628\u0627\u0632 \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%2Fbqrjoosgj0jyhrdupwty.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 7-1\" loading=\"lazy\" width=\"800\" height=\"448\" title=\"\"><\/p>\n<p>2) \u0627\u0648\u0644\u0627\u0645\u0627 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>curl -fsSL https:\/\/ollama.com\/install.sh | sh\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>\u062e\u0631\u0648\u062c\u06cc:<\/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%2Fdo2s8mh71q5np4oufhpn.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 7-2\" loading=\"lazy\" width=\"800\" height=\"255\" title=\"\"><\/p>\n<p>\u0628\u0627 \u0627\u062a\u0645\u0627\u0645 \u0646\u0635\u0628 \u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0634\u062f\u0627\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>WARNING: Unable to detect NVIDIA\/AMD GPU. Install lspci or lshw to automatically detect and install GPU dependencies.\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0632\u0645\u0627\u0646\u06cc \u0627\u062a\u0641\u0627\u0642 \u0628\u06cc\u0641\u062a\u062f \u06a9\u0647 \u0627\u0648\u0644\u0627\u0645\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 GPU \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0646\u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u060c \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc GPU \u0631\u0627 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>sudo apt install pciutils lshw\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>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u060c \u062f\u0633\u062a\u0648\u0631 \u0646\u0635\u0628 Ollama \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u060c \u0648 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a GPU \u0631\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n<p>3) \u0646\u0635\u0628 \u0631\u0627 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 Ollama \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc:<\/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%2Fe438lygplt1n5gq7l6sx.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 7-3\" loading=\"lazy\" width=\"800\" height=\"342\" title=\"\"><\/p>\n<p>4) \u0627\u0648\u0644\u0627\u0645\u0627 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>ollama serve\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>\u062e\u0631\u0648\u062c\u06cc:<\/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%2Fh0shsfdm6da2fzv7bf3l.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 7-4\" loading=\"lazy\" width=\"800\" height=\"418\" title=\"\"><\/p>\n<p>5) \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0627\u0645\u0646\u0647 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 LLAMA3.3 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u063a\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u062e\u0648\u062f \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0631 \u0645\u062f\u0644 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>ollama pull <model_code>\n<\/model_code><\/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>\u062e\u0631\u0648\u062c\u06cc:<\/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%2Fdd7wwij7idtb9e38o86j.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 7-5\" loading=\"lazy\" width=\"800\" height=\"265\" title=\"\"><\/p>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0641\u0642\u0637 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631\u0648\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0645\u062d\u0644\u06cc \u062e\u0648\u062f \u0645\u06cc \u06a9\u0634\u06cc\u0645 \u0648 \u0646\u0647 <em>\u062f\u0648\u06cc\u062f\u0646<\/em> \u0622\u0646 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0641\u0642\u0637 \u0628\u0647 \u0645\u062f\u0644 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0633\u06cc\u0633\u062a\u0645 \u062d\u0636\u0648\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f (\u0645\u0627 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u06a9\u062f \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f) \u0648 \u0627\u0633\u0627\u0633\u0627\u064b \u062f\u0631 \u067e\u0634\u062a \u0635\u062d\u0646\u0647 \u0627\u062c\u0631\u0627 \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_8_%DB%8C%DA%A9_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85_%D8%B3%D8%A7%D8%AF%D9%87_%DA%86%D9%86%D8%AF_%D8%B9%D8%A7%D9%85%D9%84_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF_%D9%88_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 8: \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0633\u0627\u062f\u0647 \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>1) \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0645\u0627 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u060c \u06cc\u06a9 \u0646\u0648\u062a \u0628\u0648\u06a9 \u062c\u062f\u06cc\u062f Python \u0631\u0627 \u0628\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\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%2Flr9e9kj0lck1k7zumann.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0645\u0631\u062d\u0644\u0647 8-1\" loading=\"lazy\" width=\"800\" height=\"448\" title=\"\"><\/p>\n<p>2) \u0645\u062e\u0632\u0646 Swarm OpenAi \u0631\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u062f\u063a\u0627\u0645 Openai&#39;s Ollama \u0631\u0627 \u0628\u0627 PIP \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>!pip install git+https:\/\/github.com\/openai\/swarm.git --quiet\n!pip install ollama openai --quiet\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>\u062e\u0631\u0648\u062c\u06cc:<\/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%2Fuqk4a6berf7m5ik0kkrh.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0645\u0631\u062d\u0644\u0647 8-2\" loading=\"lazy\" width=\"800\" height=\"291\" title=\"\"><\/p>\n<p>3) \u06a9\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 AI \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from swarm import Swarm, Agent\n\nclient = Swarm(ollama_client)\n\ndef escalate_to_tech_support():\n    return tech_support_agent\n\n# Define the sales agent\nsales_agent = Agent(\n    name=\"Sales Agent\",\n    model=model,\n    instructions=\"You only handle inquiries related to product pricing and offers.\",\n    functions=[escalate_to_tech_support],\n)\n\n# Define the technical support agent\ntech_support_agent = Agent(\n    name=\"Tech Support Agent\",\n    model=model,\n    instructions=\"You only handle technical issues related to product troubleshooting.\",\n)\n\n# Simulate conversation with sales agent\nresponse = client.run(\n    agent=sales_agent,\n    messages=[{\"role\": \"user\", \"content\": \"I need some help from the Tech support. Are you the tech support agent?\"}],\n)\n\nprint(response.messages[-1][\"content\"])\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>\u062f\u0631 \u06a9\u062f \u0641\u0648\u0642 \u060c \u0645\u0627 \u062f\u0648 \u0639\u0627\u0645\u0644 \u0631\u0627 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645:<\/p>\n<ul>\n<li>\n<p>\u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0641\u0631\u0648\u0634: \u062f\u0633\u062a\u0648\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u060c \u0645\u0627\u0646\u0646\u062f \u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc \u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<\/li>\n<li>\n<p>\u0639\u0627\u0645\u0644 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u06cc: \u062f\u0633\u062a\u0648\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u062d\u0635\u0648\u0644 \u062e\u0648\u062f \u0631\u0627 \u0639\u06cc\u0628 \u06cc\u0627\u0628\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u060c \u0645\u0627 \u06cc\u06a9 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0631\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u062a\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u0623\u0645\u0648\u0631\u06cc\u0646 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631 \u0647\u0633\u062a\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u060c \u0645\u0627 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0627 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0641\u0631\u0648\u0634 \u0622\u063a\u0627\u0632 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0639\u0645\u062f\u0627\u064b \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0631\u0627 \u0627\u0631\u0633\u0627\u0644 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u062a\u0648\u0633\u0637 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u062d\u0644 \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u060c \u0627\u06af\u0631 \u067e\u0627\u0633\u062e \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0641\u0631\u0648\u0634 \u0628\u0627\u06cc\u062f \u0645\u06a9\u0627\u0644\u0645\u0647 \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u062a\u062d\u0648\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u06a9\u062f \u0641\u0648\u0642 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0633\u0624\u0627\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0641\u0631\u0648\u0634 \u0645\u06cc \u067e\u0631\u0633\u062f:<\/p>\n<p>&#8220;\u0645\u0646 \u0627\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u06cc \u0628\u0647 \u06a9\u0645\u06a9 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0645. \u0622\u06cc\u0627 \u0634\u0645\u0627 \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0633\u062a\u06cc\u062f\u061f&#8221;<\/p>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u0633\u062e \u0632\u06cc\u0631 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \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%2Fadgkt32jab4v5tax6p75.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0645\u0631\u062d\u0644\u0647 8-3\" loading=\"lazy\" width=\"800\" height=\"100\" title=\"\"><\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0628\u0627\u0644\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f \u060c \u0645\u0627 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u062e\u0648\u062f \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0641\u0631\u0648\u0634 \u0631\u0627 \u0646\u0627\u0645\u06cc\u062f\u06cc\u0645. \u0622\u0646\u0647\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0646\u0643\u0627\u0631 \u0643\u0647 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u0622\u0646\u0647\u0627 \u0646\u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u060c \u0622\u0646\u0647\u0627 \u06af\u0641\u062a\u06af\u0648 \u0631\u0627 \u0628\u0647 \u0639\u0627\u0645\u0644 \u0645\u0631\u0628\u0648\u0637\u0647 \u062f\u0631 Swarm (\u0631\u0641\u062a\u0627\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631) \u060c \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u062a\u062d\u0648\u06cc\u0644 \u062f\u0627\u062f\u0646\u062f. \u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0639\u0627\u0645\u0644 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u06cc\u0646 \u067e\u0627\u0633\u062e \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f.<\/p>\n<p>\u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u06af\u0648\u0646\u06af\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u062f\u0627\u062e\u0644\u06cc \u062f\u0631 \u0645\u062b\u0627\u0644 \u06a9\u062f \u0641\u0648\u0642 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffps0ipttm66d4p5qknvp.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631-\u0645\u0631\u062d\u0644\u0647 8-4\" loading=\"lazy\" width=\"800\" height=\"398\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc AI \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0628\u0627 Swarm OpenAi \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0633\u0627\u0632\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0647\u0645\u06a9\u0627\u0631\u06cc AI \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 Swarm \u060c \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u062a\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0627 \u0631\u0627\u0646\u062f\u0645\u0627\u0646 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062d\u0644 \u06a9\u0646\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0648\u06cc \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Nodeshift \u062c\u0645\u0639 \u06a9\u0646\u06cc\u062f \u060c \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0646\u062f\u06cc \u0686\u0646\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc\u06cc \u062d\u062a\u06cc \u0628\u062f\u0648\u0646 \u062f\u0631\u062f\u0633\u0631 \u0628\u0627\u0634\u062f. Nodeshift Cloud \u06cc\u06a9 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0635\u0627\u0641 \u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0648 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0633\u062a\u0642\u0644 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0631\u0648\u06cc \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0628\u06cc \u067e\u0627\u06cc\u0627\u0646 \u062f\u0631 \u062f\u0648\u0631\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f Nodeshift:<\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0646\u062d\u0648\u0647 \u0646\u0632\u062f\u06cc\u06a9 \u0634\u062f\u0646 \u0645\u0627 \u0628\u0647 \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 Swarm Openai \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u062a\u06cc\u0645\u06cc \u0627\u0632 \u06cc\u0627\u0631\u0627\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":95561,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Frt0qg7au26635i52308a.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-95560","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\/95560","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=95560"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/95560\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/95561"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=95560"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=95560"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=95560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}