{"id":2516,"date":"2026-08-31T20:12:45","date_gmt":"2026-08-31T20:12:45","guid":{"rendered":"https:\/\/convly.ai\/?p=2516"},"modified":"2026-08-31T20:12:45","modified_gmt":"2026-08-31T20:12:45","slug":"ollama-cloud-models","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/ollama-cloud-models\/","title":{"rendered":"\u0646\u0645\u0627\u0630\u062c \u0633\u062d\u0627\u0628\u0629 Ollama: \u062a\u0634\u063a\u064a\u0644 Ollama \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0633\u062d\u0627\u0628\u064a\u0629"},"content":{"rendered":"<div class=\"convly-tldr\">\n<ul>\n<li>\u0644\u0627 \u062a\u0642\u062f\u0651\u0645 Ollama \u0646\u0645\u0627\u0630\u062c \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0633\u062d\u0627\u0628\u064a\u064b\u0651\u0627 \u0643\u062e\u062f\u0645\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u2014 \u0628\u0644 \u0647\u064a \u0645\u062d\u0631\u0643 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062d\u0644\u064a \u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629.<\/li>\n<li>\u064a\u0645\u0643\u0646\u0643 \u0646\u0634\u0631 Ollama \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 (\u0645\u062b\u0644 AWS EC2 \u0648GCP Compute Engine \u0648Azure) \u0644\u062f\u0645\u062c \u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Ollama \u0645\u0639 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0633\u062d\u0627\u0628\u064a.<\/li>\n<li>\u062a\u0648\u0641\u0651\u0631 \u0645\u0632\u0648\u0650\u0651\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0650\u0651\u0635\u0648\u0646 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0645\u062b\u0644 Lambda Labs \u0648Vast.ai \u0648RunPod\u060c \u0648\u062d\u062f\u0627\u062a GPU \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0633\u062d\u0627\u0628\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0644\u062a\u0634\u063a\u064a\u0644 Ollama.<\/li>\n<li>\u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u063a\u064a\u0644 Ollama \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0628\u064a\u0646 \u0660,\u0665\u0660 \u0648\u0663 \u062f\u0648\u0644\u0627\u0631\u0627\u062a\/\u0633\u0627\u0639\u0629 \u0644\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f\u0629 \u0628\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 \u0660,\u0665\u0660 \u0625\u0644\u0649 \u0665 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 (token) \u0641\u064a \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u2014 \u0648\u064a\u0639\u062a\u0645\u062f \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n<\/ul>\n<\/div>\n<p>\u0644\u0627 \u062a\u0648\u0641\u0651\u0631 Ollama \u0646\u0645\u0627\u0630\u062c \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0633\u062d\u0627\u0628\u064a\u064b\u0651\u0627 \u0643\u062e\u062f\u0645\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u064f\u062f\u0627\u0631\u0629. <a href=\"https:\/\/convly.ai\/ar\/what-is-ollama-complete-guide-2026\/\">Ollama<\/a> \u0647\u064a \u0645\u062d\u0631\u0643 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u064a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646\u0643 \u0646\u0634\u0631 Ollama \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u2014 \u0645\u062b\u0644 \u0623\u062c\u0647\u0632\u0629 AWS EC2 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0623\u0648 Google Cloud \u0623\u0648 \u0623\u062c\u0647\u0632\u0629 Azure \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0623\u0648 \u0645\u0632\u0648\u0650\u0651\u062f\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u2014 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0648\u0627\u062c\u0647\u0629 Ollama \u0627\u0644\u0628\u0633\u064a\u0637\u0629. \u0648\u064a\u062a\u064a\u062d \u0644\u0643 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u062a\u062d\u0643\u0651\u0645 \u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0642\u062f \u064a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0639\u0646\u062f \u0623\u062d\u062c\u0627\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0631\u062a\u0641\u0639\u0629.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a9604dfd6ed7\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" 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: #000000;color:#000000\" 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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a9604dfd6ed7\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#What_Ollama_Is_and_What_It_Isnt\" >\u0645\u0627 \u0647\u064a Ollama (\u0648\u0645\u0627 \u0644\u064a\u0633\u062a \u0639\u0644\u064a\u0647)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#Running_Ollama_on_Major_Cloud_Providers\" >\u062a\u0634\u063a\u064a\u0644 Ollama \u0639\u0644\u0649 \u0645\u0632\u0648\u0650\u0651\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#GPU-Focused_Cloud_Providers\" >\u0645\u0632\u0648\u0650\u0651\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0650\u0651\u0635\u0648\u0646 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#Cost_Comparison_Cloud_Ollama_vs_API_Services\" >\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641: Ollama \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0645\u0642\u0627\u0628\u0644 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#Deployment_Patterns\" >\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0646\u0634\u0631<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#Model_Selection_for_Cloud_Deployments\" >\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0644\u0646\u0634\u0631 \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#Performance_Optimization\" >\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/ollama-cloud-models\/#Frequently_Asked_Questions\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_Ollama_Is_and_What_It_Isnt\"><\/span>\u0645\u0627 \u0647\u064a Ollama (\u0648\u0645\u0627 \u0644\u064a\u0633\u062a \u0639\u0644\u064a\u0647)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Ollama \u0647\u064a \u0645\u062d\u0631\u0643 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u064a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627. \u0648\u0647\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0635\u063a\u064a\u0631\u0647\u0627 (quantization) \u0648\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 \u0628\u0633\u064a\u0637\u0629 (CLI) \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a REST. \u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0640 <a href=\"https:\/\/github.com\/ollama\/ollama\" rel=\"noopener\" target=\"_blank\">Ollama \u0627\u0644\u0631\u0633\u0645\u064a<\/a>, it supports models from the Llama, Mistral, Gemma, Qwen, and DeepSeek families, among others.<\/p>\n<p>\u0644\u0627 \u062a\u0639\u0645\u0644 Ollama \u0643\u0645\u0632\u0648\u0650\u0651\u062f \u062e\u062f\u0645\u0629 \u0633\u062d\u0627\u0628\u064a\u0629. \u0641\u0647\u064a \u0644\u0627 \u062a\u0633\u062a\u0636\u064a\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u0629 \u0648\u0644\u0627 \u062a\u0641\u0631\u0636 \u0623\u0633\u0639\u0627\u0631\u064b\u0627 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 (per-token). \u0648\u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644\u0643 \u0644\u0640 <code>\u062a\u0634\u063a\u064a\u0644 llama3.3<\/code>\u064a\u064f\u0646\u0641\u064e\u0651\u0630 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0623\u064a \u062c\u0647\u0627\u0632\u064d \u0646\u0641\u064e\u0651\u0630 \u0627\u0644\u0623\u0645\u0631 \u2014 \u0633\u0648\u0627\u0621\u064b \u0643\u0627\u0646 \u0630\u0644\u0643 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0644\u0648\u062d\u064a \u0627\u0644\u0634\u062e\u0635\u064a\u060c \u0623\u0648 \u062e\u0627\u062f\u0648\u0645 \u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0622\u0644\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u062a\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0646\u0641\u0635\u0644.<\/p>\n<p>The term &#8220;ollama cloud models&#8221; typically refers to one of three deployment patterns:<\/p>\n<ul>\n<li>\u062a\u0634\u063a\u064a\u0644 Ollama \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0633\u062d\u0627\u0628\u064a \u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU)<\/li>\n<li>\u0646\u0634\u0631 Ollama \u0636\u0645\u0646 \u0645\u0646\u0635\u0629 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a (\u0645\u062b\u0644 Kubernetes \u0623\u0648 ECS)<\/li>\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Ollama \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u0638\u0627\u0626\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0644\u062a\u0648\u0633\u0639 \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Running_Ollama_on_Major_Cloud_Providers\"><\/span>\u062a\u0634\u063a\u064a\u0644 Ollama \u0639\u0644\u0649 \u0645\u0632\u0648\u0650\u0651\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0623\u062c\u0647\u0632\u0629 AWS EC2 \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f\u0629 \u0628\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU)<\/h3>\n<p>\u062a\u0642\u062f\u0645 \u0634\u0631\u0643\u0629 AWS \u0623\u062c\u0647\u0632\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 EC2 \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f\u0629 \u0628\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0636\u0645\u0646 \u0627\u0644\u0639\u0627\u0626\u0644\u0627\u062a G \u0648P \u0648Inf. \u0648\u0644\u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 Ollama\u060c \u062a\u0628\u062f\u0623 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a g5.xlarge (\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 NVIDIA A10G \u0628\u0633\u0639\u0629 \u0662\u0664 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM) \u0639\u0646\u062f \u062d\u0648\u0627\u0644\u064a \u0661,\u0660\u0661 \u062f\u0648\u0644\u0627\u0631\/\u0633\u0627\u0639\u0629 \u0639\u0646\u062f \u0627\u0644\u0634\u0631\u0627\u0621 \u0627\u0644\u0641\u0648\u0631\u064a \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 us-east-1\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a g5.12xlarge (\u0664 \u0648\u062d\u062f\u0627\u062a A10G \u0628\u0633\u0639\u0629 \u0669\u0666 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM) \u0646\u062d\u0648 \u0665,\u0666\u0667 \u062f\u0648\u0644\u0627\u0631\/\u0633\u0627\u0639\u0629.<\/p>\n<p>\u0644\u0646\u0634\u0631 Ollama \u0639\u0644\u0649 EC2:<\/p>\n<pre><code># \u0625\u0637\u0644\u0627\u0642 \u062c\u0647\u0627\u0632 \u0627\u0641\u062a\u0631\u0627\u0636\u064a Ubuntu 22.04 \u0645\u0646 \u0646\u0648\u0639 g5.xlarge \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0635\u0648\u0631\u0629 Deep Learning AMI\n# \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u062c\u0647\u0627\u0632 \u0639\u0628\u0631 SSH\nsudo apt update\ncurl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n# \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\nnvidia-smi\n\n# \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c\nollama run llama3.3:70b\n<\/code><\/pre>\n<p>\u0623 <a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">Llama 3.3 70B<\/a> model requires approximately 40 GB VRAM at 4-bit quantization, so you&#8217;d need a g5.12xlarge or larger. Llama 3.1 8B needs around 5 GB VRAM at 4-bit, fitting comfortably on a g5.xlarge.<\/p>\n<h3>\u0645\u0646\u0635\u0629 Google Cloud Platform<\/h3>\n<p>\u062a\u0648\u0641\u0631 \u0634\u0631\u0643\u0629 GCP \u0623\u062c\u0647\u0632\u0629 \u0645\u0632\u0648\u064e\u0651\u062f\u0629 \u0628\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0639\u0628\u0631 \u0639\u0627\u0626\u0644\u062a\u064a \u0627\u0644\u0622\u0644\u0627\u062a N1 \u0648A2 \u0641\u064a \u062e\u062f\u0645\u0629 Compute Engine. \u0648\u064a\u0628\u0644\u063a \u0633\u0639\u0631 \u0627\u0644\u062c\u0647\u0627\u0632 n1-standard-4 \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 NVIDIA T4 (\u0661\u0666 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM) \u062d\u0648\u0627\u0644\u064a \u0660,\u0666\u0662 \u062f\u0648\u0644\u0627\u0631\/\u0633\u0627\u0639\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0628\u0644\u063a \u0633\u0639\u0631 \u0627\u0644\u062c\u0647\u0627\u0632 a2-highgpu-1g \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 A100 (\u0664\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM) \u062d\u0648\u0627\u0644\u064a \u0663,\u0666\u0667 \u062f\u0648\u0644\u0627\u0631\/\u0633\u0627\u0639\u0629 \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 us-central1.<\/p>\n<pre><code># \u0625\u0646\u0634\u0627\u0621 \u062c\u0647\u0627\u0632 \u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU)\ngcloud compute instances create ollama-instance \n  --zone=us-central1-a \n  --machine-type=n1-standard-4 \n  --accelerator=type=nvidia-tesla-t4,count=1 \n  --image-family=ubuntu-2204-lts \n  --image-project=ubuntu-os-cloud \n  --maintenance-policy=TERMINATE\n\n# \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0639\u0628\u0631 SSH \u0648\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c\ngcloud compute ssh ollama-instance --zone=us-central1-a\ncurl -fsSL https:\/\/ollama.com\/install.sh | sh\nollama run mistral:7b\n<\/code><\/pre>\n<h3>\u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0623\u0632\u0648\u0631 (Microsoft Azure)<\/h3>\n<p>\u062a\u0648\u0641\u0631 \u0633\u0644\u0633\u0644\u0629 \u0623\u062c\u0647\u0632\u0629 Azure NC VMs \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0645\u0646 \u0634\u0631\u0643\u0629 NVIDIA \u0644\u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c. \u0648\u064a\u0628\u0644\u063a \u0633\u0639\u0631 \u0627\u0644\u062c\u0647\u0627\u0632 NC6s_v3 (\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 V100 \u0628\u0633\u0639\u0629 \u0661\u0666 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM) \u062d\u0648\u0627\u0644\u064a \u0663,\u0660\u0666 \u062f\u0648\u0644\u0627\u0631\u0627\u062a\/\u0633\u0627\u0639\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0628\u0644\u063a \u0633\u0639\u0631 \u0627\u0644\u062c\u0647\u0627\u0632 NC24ads_A100_v4 (\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 A100 \u0628\u0633\u0639\u0629 \u0668\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM) \u062d\u0648\u0627\u0644\u064a \u0663,\u0666\u0667 \u062f\u0648\u0644\u0627\u0631\/\u0633\u0627\u0639\u0629 \u0641\u064a \u0645\u0646\u0637\u0642\u0629 East US.<\/p>\n<p>Installation follows the same pattern: provision a GPU-enabled Ubuntu VM, install NVIDIA drivers if not using a pre-configured image, and run the Ollama install script.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"GPU-Focused_Cloud_Providers\"><\/span>\u0645\u0632\u0648\u0650\u0651\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0650\u0651\u0635\u0648\u0646 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0642\u062f\u0651\u0645 \u0645\u0632\u0648\u0650\u0651\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0650\u0651\u0635\u0648\u0646 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0633\u062d\u0627\u0628\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 Ollama:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0632\u0648\u062f \u0627\u0644\u062e\u062f\u0645\u0629<\/th>\n<th>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)<\/th>\n<th>\u0630\u0627\u0643\u0631\u0629 VRAM<\/th>\n<th>\u0627\u0644\u062a\u0643\u0644\u0641\u0629\/\u0627\u0644\u0633\u0627\u0639\u0629<\/th>\n<th>\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0640<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Lambda Labs<\/td>\n<td>A100<\/td>\n<td>40 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>$1.10<\/td>\n<td>DeepSeek R1 Distill Llama 70B \u0648Llama 3.3 70B<\/td>\n<\/tr>\n<tr>\n<td>Vast.ai<\/td>\n<td>RTX 4090<\/td>\n<td>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>$0.34-$0.54<\/td>\n<td>Mistral 7B \u0648Llama 3.1 8B \u0648Phi-4<\/td>\n<\/tr>\n<tr>\n<td>RunPod<\/td>\n<td>A40<\/td>\n<td>48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>$0.79<\/td>\n<td>Mistral Large 3 (\u0641\u064a \u062d\u0627\u0644\u0629 \u062c\u0647\u0627\u0632 \u0648\u0627\u062d\u062f) \u0648Llama 3.3 70B<\/td>\n<\/tr>\n<tr>\n<td>Paperspace<\/td>\n<td>A4000<\/td>\n<td>16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>$0.76<\/td>\n<td>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062a\u0649 \u062d\u0648\u0627\u0644\u064a \u0661\u0664 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 (parameter)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u0648\u0641\u0651\u0631 Lambda Labs \u0623\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u0625\u0639\u062f\u0627\u062f \u2014 \u0625\u0630 \u062a\u0623\u062a\u064a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0645\u0632\u0648\u064e\u0651\u062f\u0629 \u0628\u0628\u0631\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 NVIDIA \u0648CUDA \u0645\u062b\u0628\u062a\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u0648\u0628\u0639\u062f \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0639\u0628\u0631 \u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627:<\/p>\n<pre><code>ssh ubuntu@\ncurl -fsSL https:\/\/ollama.com\/install.sh | sh\nollama run qwen3:32b\n<\/code><\/pre>\n<p>\u062a\u0639\u0645\u0644 Vast.ai \u0643\u0633\u0648\u0642 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629\u060c \u0648\u062a\u0642\u062f\u0651\u0645 \u0623\u062f\u0646\u0649 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0644\u0643\u0646 \u0645\u0639 \u062a\u0642\u0644\u0651\u0628 \u0641\u064a \u0627\u0644\u062a\u0648\u0627\u0641\u0631. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0645\u0632\u0627\u064a\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0623\u0648 \u0627\u0633\u062a\u0626\u062c\u0627\u0631\u0647\u0627 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u062a\u0647\u0627 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u062b\u0645 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0647\u0627 \u0639\u0628\u0631 SSH \u0644\u062a\u062b\u0628\u064a\u062a Ollama.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cost_Comparison_Cloud_Ollama_vs_API_Services\"><\/span>\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641: Ollama \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0645\u0642\u0627\u0628\u0644 \u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0646\u0634\u0631 Ollama \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0645\u0646\u0637\u0642\u064a\u064b\u0651\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0643. \u0648\u0627\u0633\u062a\u062e\u062f\u0645 <a href=\"https:\/\/convly.ai\/ar\/self-hosting-vs-api-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/a> \u0644\u0625\u064a\u062c\u0627\u062f \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) (\u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632)<\/th>\n<th>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 (Cloud GPU)<\/th>\n<th>\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u062b\u064a\u0644 \u0644\u0643\u0644 \u0633\u0627\u0639\u0629<\/th>\n<th>\u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u0633\u0627\u0639\u0629 \u0639\u0646\u062f \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Llama 3.3 70B<\/td>\n<td>\u0660\u066b\u0661\u0660 \u062f\u0648\u0644\u0627\u0631 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \/ \u0660\u066b\u0663\u0662 \u062f\u0648\u0644\u0627\u0631 \u062e\u0627\u0631\u062c\u064a\u064b\u0627<\/td>\n<td>Lambda A100 40GB<\/td>\n<td>$1.10<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0663\u066b\u0664 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u062e\u0631\u062c<\/td>\n<\/tr>\n<tr>\n<td>Mistral Large 3<\/td>\n<td>\u0662\u066b\u0660\u0660 \u062f\u0648\u0644\u0627\u0631 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \/ \u0666\u066b\u0660\u0660 \u062f\u0648\u0644\u0627\u0631 \u062e\u0627\u0631\u062c\u064a\u064b\u0627<\/td>\n<td>RunPod 4\u00d7A40<\/td>\n<td>$3.16<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0665\u0663\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632 \u062e\u0631\u062c<\/td>\n<\/tr>\n<tr>\n<td>Qwen3 32B<\/td>\n<td>\u0660\u066b\u0660\u0668 \u062f\u0648\u0644\u0627\u0631 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \/ \u0660\u066b\u0662\u0668 \u062f\u0648\u0644\u0627\u0631 \u062e\u0627\u0631\u062c\u064a\u064b\u0627<\/td>\n<td>Vast.ai RTX 4090<\/td>\n<td>$0.54<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0661\u066b\u0669 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u062e\u0631\u062c<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek R1<\/td>\n<td>\u0660\u066b\u0665\u0660 \u062f\u0648\u0644\u0627\u0631 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \/ \u0662\u066b\u0661\u0665 \u062f\u0648\u0644\u0627\u0631 \u062e\u0627\u0631\u062c\u064a\u064b\u0627<\/td>\n<td>Lambda 4\u00d7A100<\/td>\n<td>$4.40<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0645\u0644\u064a\u0648\u0646\u064a \u0631\u0645\u0632 \u062e\u0631\u062c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>If you&#8217;re processing more than the break-even token volume per hour, cloud Ollama becomes cheaper. For bursty workloads or low volumes, APIs like Claude Sonnet 5 ($2.00 in \/ $10.00 out per 1M tokens) or Gemini 3.6 Flash ($1.50 in \/ $7.50 out per 1M tokens) offer better economics with no idle time costs.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Deployment_Patterns\"><\/span>\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0646\u0634\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628<\/h3>\n<p>\u0627\u0628\u062f\u0623 \u0645\u062b\u064a\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629\u060c \u062b\u0645 \u0646\u0641\u0651\u0630 \u062d\u0645\u0644 \u0639\u0645\u0644\u0643\u060c \u062b\u0645 \u0623\u0646\u0647\u0650 \u0627\u0644\u0645\u062b\u064a\u0644. \u0648\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0645\u0646\u0627\u0633\u0628\u0629 \u062c\u062f\u064b\u0651\u0627 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0623\u0648 \u0627\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631. \u0648\u062a\u062f\u0639\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0633\u062d\u0627\u0628\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0648\u0641\u0631\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628.<\/p>\n<h3>\u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629 \/ \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u064a\u0642\u0627\u0641 \u0627\u0644\u0645\u0624\u0642\u062a<\/h3>\n<p>\u062a\u0642\u062f\u0645 \u0645\u062b\u064a\u0644\u0627\u062a AWS Spot \u0648\u0645\u062b\u064a\u0644\u0627\u062a GCP \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u064a\u0642\u0627\u0641 \u0627\u0644\u0645\u0624\u0642\u062a \u0648\u0645\u062b\u064a\u0644\u0627\u062a Azure Spot \u062e\u0635\u0648\u0645\u0627\u062a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0666\u0660\u066a \u0648\u0669\u0660\u066a\u060c \u0644\u0643\u0646\u0647\u0627 \u0642\u062f \u062a\u064f\u0646\u0647\u0649 \u0641\u062c\u0623\u0629 \u0645\u0639 \u0625\u0634\u0639\u0627\u0631 \u0645\u0633\u0628\u0642 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0663\u0660 \u062b\u0627\u0646\u064a\u0629 \u0648\u062f\u0642\u064a\u0642\u062a\u064a\u0646. \u0648\u0647\u064a \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u062d\u0645\u0651\u0644 \u0627\u0644\u0623\u0639\u0637\u0627\u0644\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0643 \u062d\u0641\u0638 \u062a\u0642\u062f\u0651\u0645 \u0627\u0644\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062f\u0648\u0631\u064a.<\/p>\n<p>\u0623\u0645\u0627 \u0639\u0644\u0649 Vast.ai\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u064a\u0642\u0627\u0641 \u062a\u0639\u0645\u0644 \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0633\u0648\u0642 \u062f\u0648\u0646 \u0623\u064a \u0636\u0645\u0627\u0646 \u0628\u0639\u062f\u0645 \u0627\u0644\u0625\u0646\u0647\u0627\u0621\u060c \u0645\u0627 \u064a\u0648\u0641\u0651\u0631 \u0623\u0642\u0644 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0644\u0643\u0646\u0647 \u064a\u062a\u0637\u0644\u0651\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0642\u0648\u064a\u0629 \u0644\u0644\u0623\u062e\u0637\u0627\u0621.<\/p>\n<h3>\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a<\/h3>\n<p>For production deployments, run Ollama in Kubernetes with GPU node pools. This enables auto-scaling, load balancing, and high availability. Use the official Ollama Docker image:<\/p>\n<pre><code>docker pull ollama\/ollama\ndocker run -d --gpus=all -v ollama:\/root\/.ollama -p 11434:11434 ollama\/ollama\n<\/code><\/pre>\n<p>\u062b\u0645 \u0646\u0641\u0651\u0630 \u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0645\u062c\u0645\u0639\u0643 \u0645\u0639 \u062a\u062d\u062f\u064a\u062f \u0637\u0644\u0628\u0627\u062a \u0645\u0648\u0627\u0631\u062f \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0641\u064a \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0628\u0648\u062f (pod spec).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Model_Selection_for_Cloud_Deployments\"><\/span>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0644\u0646\u0634\u0631 \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u062e\u062a\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u0646\u064a\u062a\u0643 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (VRAM). \u0648\u0627\u0633\u062a\u062e\u062f\u0645 <a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a> \u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a:<\/p>\n<ul>\n<li><strong>\u0630\u0627\u0643\u0631\u0629 VRAM \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0661\u0666 \u0648\u0662\u0664 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> (T4, RTX 4090, A10G): Mistral 7B (~4.5 GB at 4-bit), Llama 3.1 8B (~5 GB), Phi-4 (~9 GB), Qwen3 14B (~9 GB), Gemma 3 12B (~8 GB)<\/li>\n<li><strong>\u0630\u0627\u0643\u0631\u0629 VRAM \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0664\u0660 \u0648\u0664\u0668 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> (A100 40GB\u060c A40): Llama 3.3 70B (\u062d\u0648\u0627\u0644\u064a \u0664\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c DeepSeek R1 Distill Llama 70B (\u062d\u0648\u0627\u0644\u064a \u0664\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c Mistral NeMo 12B \u0645\u0639 \u0647\u0627\u0645\u0634 \u0643\u0627\u0641\u064d \u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0623\u0643\u0628\u0631<\/li>\n<li><strong>\u0630\u0627\u0643\u0631\u0629 VRAM \u062a\u0632\u064a\u062f \u0639\u0646 \u0668\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> (A100 80GB\u060c H100): Llama 4 Scout (\u062d\u0648\u0627\u0644\u064a \u0666\u0665 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c DeepSeek R1 (\u062d\u0648\u0627\u0644\u064a \u0664\u0660\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0664 \u0648\u062d\u062f\u0627\u062a A100 \u0623\u0648 \u0645\u0627 \u064a\u0639\u0627\u062f\u0644\u0647\u0627)\u060c Mistral Large 3 (\u062d\u0648\u0627\u0644\u064a \u0664\u0660\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)<\/li>\n<\/ul>\n<p>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0668\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0623\u0648 \u062a\u0648\u0627\u0632\u064a \u0627\u0644\u062a\u0646\u0633\u0648\u0631 (tensor parallelism)\u060c \u0648\u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u062f\u0639\u0645\u0647\u0627 Ollama \u062f\u0639\u0645\u064b\u0627 \u0623\u0635\u0644\u064a\u064b\u0651\u0627 \u062d\u062a\u0649 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0660\u066b\u0663. \u0648\u0644\u062a\u0644\u0643 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0641\u0643\u0651\u0631 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631\u0627\u062a \u0639\u0645\u0644 \u0645\u062b\u0644 vLLM \u0623\u0648 TGI\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Performance_Optimization\"><\/span>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0624\u062b\u0631 \u0639\u062f\u0629 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c Ollama \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0643\u0645\u064a\u0629<\/strong>\u0627\u0644\u062a\u0643\u0645\u064a\u0645: \u064a\u064f\u0639\u064a\u0651\u0646 Ollama \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0651\u0627 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0664-\u0628\u062a (Q4_0). \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u0645\u0631 <code>ollama pull model:q8_0<\/code> \u0644\u0644\u062a\u0643\u0645\u064a\u0645 \u0668-\u0628\u062a (\u062c\u0648\u062f\u0629 \u0623\u0641\u0636\u0644\u060c \u0644\u0643\u0646\u0647 \u064a\u0633\u062a\u0647\u0644\u0643 \u0636\u0639\u0641 \u0627\u0644\u0630\u0627\u0643\u0631\u0629)\u060c \u0623\u0648 \u0627\u0644\u0623\u0645\u0631 <code>model:q2_K<\/code> \u0644\u0644\u062a\u0643\u0645\u064a\u0645 \u0662-\u0628\u062a (\u0623\u0633\u0631\u0639\u060c \u0644\u0643\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0623\u0642\u0644).<\/li>\n<li><strong>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642<\/strong>\u062d\u062c\u0645 \u0627\u0644\u0633\u064a\u0627\u0642: \u064a\u062a\u0645 \u062a\u0639\u064a\u064a\u0646\u0647 \u0639\u0628\u0631 \u0627\u0644\u0645\u0639\u0644\u0651\u0645\u0629 <code>: \u062d\u062c\u0645 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 (\u0628\u064a\u0646 2048 \u06488192\u060c \u0648\u0643\u0644\u0645\u0627 \u0632\u0627\u062f\u062a \u0627\u0644\u0642\u064a\u0645\u0629 \u0632\u0627\u062f \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0640 VRAM)<\/code> . \u0641\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u064a\u0627\u0642\u0627\u062a \u0623\u0643\u0628\u0631 \u064a\u0633\u062a\u0647\u0644\u0643 \u0630\u0627\u0643\u0631\u0629 VRAM \u0623\u0643\u062b\u0631 \u2014 \u0625\u0630 \u064a\u0633\u062a\u0647\u0644\u0643 \u0633\u064a\u0627\u0642 \u0628\u062d\u062c\u0645 \u0663\u0662 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0633\u064a\u0627\u0642 \u0628\u062d\u062c\u0645 \u0664 \u0622\u0644\u0627\u0641 \u0631\u0645\u0632 \u0644\u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u062f\u0641\u0639\u0629 (Batch size)<\/strong>\u0632\u0650\u062f \u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0639\u0644\u0651\u0645\u0629 <code>num_batch<\/code> \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 (throughput)\u060c \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 (tokens\/second) \u0623\u0647\u0645 \u0645\u0646 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 (latency).<\/li>\n<li><strong>\u0637\u0628\u0642\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU layers)<\/strong>\u064a\u0642\u0648\u0645 Ollama \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0628\u062a\u0641\u0631\u064a\u063a \u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a. \u0623\u0645\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0641\u064a\u0639\u0648\u062f \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0644\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u062a\u0651\u0633\u0639 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0646\u062e\u0641\u0627\u0636 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0644\u0633\u0631\u0639\u0629.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 \u062a\u0642\u062f\u0651\u0645 Ollama \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u062e\u0627\u0635\u0629 \u0628\u0647\u0627\u061f<\/h3>\n<p>\u0644\u0627. \u0625\u0646 Ollama \u0647\u0648 \u0628\u0631\u0646\u0627\u0645\u062c \u0630\u0627\u062a\u064a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u0648\u0644\u0627 \u064a\u0648\u062c\u062f \u062e\u062f\u0645\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0631\u0633\u0645\u064a\u0629 \u0644\u0640 Ollama \u0623\u0648 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u064f\u062f\u0627\u0631\u0629. \u0648\u0639\u0646\u062f\u0645\u0627 \u064a\u0634\u064a\u0631 \u0627\u0644\u0646\u0627\u0633 \u0625\u0644\u0649 \u00ab\u0646\u0645\u0627\u0630\u062c Ollama \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u00bb\u060c \u0641\u0625\u0646\u0647\u0645 \u064a\u0642\u0635\u062f\u0648\u0646 \u062a\u0634\u063a\u064a\u0644 \u0628\u0631\u0646\u0627\u0645\u062c Ollama \u0639\u0644\u0649 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0648\u0641\u0651\u0631\u0648\u0646\u0647\u0627 \u0628\u0623\u0646\u0641\u0633\u0647\u0645 \u0639\u0628\u0631 AWS \u0623\u0648 GCP \u0623\u0648 Azure \u0623\u0648 \u0645\u0648\u0641\u0631\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0646\u0633\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Ollama \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u0648\u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u064a\u0639\u0645\u0644 Ollama \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0633\u062d\u0627\u0628\u064a\u060c \u0641\u0625\u0646\u0647 \u064a\u0639\u0631\u0651\u0636 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a REST \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0641\u0630 \u0661\u0661\u0664\u0663\u0664\u060c \u0648\u0647\u064a \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u062a\u0646\u0633\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a OpenAI. \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u0648\u062c\u064a\u0647 \u0623\u064a \u0639\u0645\u064a\u0644 \u0645\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 OpenAI \u0625\u0644\u0649 \u0639\u0646\u0648\u0627\u0646 IP \u0648\u0645\u0646\u0641\u0630 \u0645\u062b\u064a\u0644\u0643 \u0627\u0644\u0633\u062d\u0627\u0628\u064a. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c 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\u0627\u0644\u0646\u0627\u0631\u064a \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646 \u0623\u0648 \u0627\u0644\u0648\u0635\u0648\u0644 \u0639\u0628\u0631 \u0634\u0628\u0643\u0629 \u062e\u0627\u0635\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VPN). \u0648\u0644\u062a\u0642\u064a\u064a\u062f \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 localhost \u0641\u0642\u0637\u060c \u0639\u064a\u0651\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 <code>OLLAMA_HOST=127.0.0.1:11434<\/code> \u062b\u0645 \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0641\u0642 SSH \u0623\u0648 \u0648\u0643\u064a\u0644 \u0639\u0643\u0633\u064a (reverse proxy) \u0645\u0632\u0648\u0651\u062f \u0628\u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0623\u0648 \u0634\u0628\u0643\u0629 \u062e\u0627\u0635\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VPN) \u0644\u062a\u0623\u0645\u064a\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0628\u0639\u064a\u062f. \u0643\u0645\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0636\u0645\u0651\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u064a\u0636\u064b\u0627 \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062f \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0644\u0645\u0646\u0639 \u0625\u0633\u0627\u0621\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>","protected":false},"excerpt":{"rendered":"<p>Ollama doesn&#8217;t offer cloud-hosted models as an API service\u2014it&#8217;s a local inference engine you run on your own hardware. 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