{"id":791,"date":"2026-06-06T01:59:15","date_gmt":"2026-06-06T01:59:15","guid":{"rendered":"https:\/\/convly.ai\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/"},"modified":"2026-07-03T13:40:09","modified_gmt":"2026-07-03T13:40:09","slug":"ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/","title":{"rendered":"\u0623\u0648\u0644\u0627\u064e\u0645\u0627 \u0645\u0642\u0627\u0628\u0644 \u0644\u0648 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648 \u0645\u0642\u0627\u0628\u0644 \u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645 \u0645\u0642\u0627\u0628\u0644 \u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a: \u0623\u064a\u064f\u0651\u0647\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666\u061f"},"content":{"rendered":"<p>\u00ab\u0645\u0627 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f\u00bb \u0647\u0630\u0627 \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a\u060c \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0635\u0627\u062f\u0642\u0629 \u0647\u064a: \u064a\u0639\u062a\u0645\u062f \u0630\u0644\u0643 \u0639\u0644\u0649 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0637\u0648\u0650\u0651\u0631\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u062a\u0642\u0648\u0645 \u0628\u0627\u0644\u062a\u062c\u0631\u064a\u0628 \u0623\u0645 \u0641\u0631\u064a\u0642\u064b\u0627 \u064a\u0642\u062f\u0650\u0651\u0645 \u062e\u062f\u0645\u0627\u062a \u0644\u0622\u0644\u0627\u0641 \u0627\u0644\u0637\u0644\u0628\u0627\u062a. \u0648\u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0631\u0628\u0639 \u0644\u064a\u0633\u062a \u0641\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0645\u0646\u0627\u0641\u0650\u0633\u0629\u064b \u0644\u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u2014 \u0628\u0644 \u062a\u062d\u0644\u064f\u0651 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0648\u064a\u0648\u0636\u0650\u0651\u062d \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0643\u0644\u064d\u0651 \u0645\u0646\u0647\u0627.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0633\u062a\u062e\u0644\u0635\u0629<\/h3>\n<ul>\n<li><strong>Ollama<\/strong> \u2014 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0645\u0637\u0648\u0650\u0651\u0631 \u0648\u0627\u062d\u062f \u064a\u0642\u0648\u0645 \u0628\u0627\u0644\u062a\u062c\u0631\u064a\u0628 \u0639\u0644\u0649 \u0623\u064a \u0646\u0638\u0627\u0645 \u062a\u0634\u063a\u064a\u0644. \u0623\u0642\u0644 \u0627\u062d\u062a\u0643\u0627\u0643 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u00ab\u0627\u0644\u0623\u0642\u0644 \u0646\u062f\u0645\u064b\u0627\u00bb.<\/li>\n<li><strong>LM Studio<\/strong> \u2014 \u0627\u0644\u0623\u0646\u0633\u0628 \u0625\u0630\u0627 \u0631\u063a\u0628\u062a \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u064f\u062d\u0643\u0645\u0629 \u0644\u062a\u0635\u0641\u062d \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0646\u0632\u064a\u0644\u0647\u0627 \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0639\u0647\u0627. \u0648\u0647\u0648 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0631\u0628\u0639\u0629.<\/li>\n<li><strong>\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645<\/strong> \u2014 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u062e\u062f\u0645\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u0648\u0628\u0634\u0643\u0644 \u062a\u0642\u0631\u064a\u0628\u064a <strong>\u062a\u062a\u0641\u0648\u064e\u0651\u0642 \u0633\u0631\u0639\u062a\u0647 \u0628\u0646\u0633\u0628\u0629 \u0661\u0666\u2013\u0662\u0660 \u0636\u0639\u0641\u064b\u0627 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 Ollama<\/strong> \u062a\u062d\u062a \u062d\u0645\u0644 \u0645\u062a\u0632\u0627\u0645\u0646 \u0628\u0641\u0636\u0644 \u062a\u0642\u0646\u064a\u062a\u064a PagedAttention \u0648\u0627\u0644\u062f\u064f\u0641\u0639\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0627\u0635\u0644\u0629.<\/li>\n<li><strong>llama.cpp<\/strong> \u2014 \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0630\u064a \u0628\u064f\u0646\u0650\u064a\u064e\u062a \u0639\u0644\u064a\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649. \u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0642\u0635\u0649 \u0633\u0631\u0639\u0629 \u0623\u0648 \u0641\u064a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u064f\u0636\u0645\u064e\u0651\u0646\u0629\/\u0627\u0644\u0637\u0631\u0641\u064a\u0629.<\/li>\n<li>\u064a\u0646\u0628\u063a\u064a \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0623\u0646 <strong>\u064a\u0628\u062f\u0623\u0648\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Ollama<\/strong> \u0648\u064a\u062a\u062f\u0631\u062c\u0648\u0627 \u0625\u0644\u0649 vLLM \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u062a\u0635\u0628\u062d \u0627\u0644\u062a\u0632\u0627\u0645\u0646 \u0639\u0627\u0626\u0642\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0651\u0627.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a6298aa0df9d\" 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-6a6298aa0df9d\"  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-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#Theyre_not_the_same_kind_of_thing\" >\u0625\u0646\u0647\u0627 \u0644\u064a\u0633\u062a \u0646\u0641\u0633 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#Head-to-head_comparison\" >\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0648\u062c\u0647\u0627\u064b \u0644\u0648\u062c\u0647<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#The_performance_gap_that_matters\" >\u0627\u0644\u0641\u062c\u0648\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u0647\u0645 \u062d\u0642\u064b\u0651\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#Apple_Silicon_changed_the_math_in_2026\" >\u063a\u064a\u064e\u0651\u0631 \u0645\u0639\u0627\u0644\u062c Apple Silicon \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0629 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#Which_one_should_you_actually_pick\" >\u0625\u0630\u0646 \u0623\u064a\u064f\u0651 \u0623\u062f\u0627\u0629 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062e\u062a\u0627\u0631 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#Hardware_and_OS_compatibility_which_one_even_runs_on_your_machine\" >\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644: \u0623\u064a\u064c\u0651 \u0645\u0646\u0647\u0627 \u064a\u0639\u0645\u0644 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Theyre_not_the_same_kind_of_thing\"><\/span>\u0625\u0646\u0647\u0627 \u0644\u064a\u0633\u062a \u0646\u0641\u0633 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0623\u0643\u0628\u0631 \u0644\u0644\u0627\u0634\u062a\u0628\u0627\u0643 \u0647\u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0631\u0628\u0639 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u0646\u062a\u062c. \u0641\u0647\u064a \u062a\u0642\u0639 \u0641\u064a \u0637\u0628\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629:<\/p>\n<ul>\n<li><strong>llama.cpp \u0648MLX \u0647\u0645\u0627 \u0645\u062d\u0631\u0643\u0627\u0646<\/strong> \u2014 \u0648\u0647\u0645\u0627 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u064a\u064f\u0646\u0641\u0650\u0651\u0630 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u064f\u0643\u0645\u064e\u0651\u0646\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0643.<\/li>\n<li><strong>Ollama \u0648LM Studio \u0647\u0645\u0627 \u0637\u0628\u0642\u062a\u0627 \u062a\u062c\u0631\u0628\u0629 \u0645\u0633\u062a\u062e\u062f\u0645<\/strong> \u2014 \u0625\u0630 \u064a\u063a\u0644\u0641 \u0643\u0644\u0627\u0647\u0645\u0627 <code>llama.cpp<\/code> (\u0648\u0628\u062f\u0631\u062c\u0629 \u0645\u062a\u0632\u0627\u064a\u062f\u0629 MLX \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u0627\u0643) \u0648\u064a\u0636\u064a\u0641\u0627\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u062f\u064a\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 (API).<\/li>\n<li><strong>vLLM \u0647\u0648 \u0646\u0638\u0627\u0645 \u062e\u062f\u0645\u0629<\/strong> \u2014 \u0628\u064f\u0646\u0650\u064a \u0645\u0646\u0630 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062e\u062f\u0645\u0629 \u0639\u0628\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0633\u0639\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0648\u0644\u064a\u0633 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u062d\u0644\u064a \u0623\u0648\u0644\u064b\u0627.<\/li>\n<\/ul>\n<p>\u0648\u0628\u0645\u062c\u0631\u062f \u0625\u062f\u0631\u0627\u0643\u0643 \u0644\u0647\u0630\u0627 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u060c \u064a\u0635\u0628\u062d \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0633\u0647\u0644: \u0627\u062e\u062a\u0631 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0627\u0628\u0642 \u0645\u0639 \u0645\u0647\u0627\u0645\u0643.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Head-to-head_comparison\"><\/span>\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0648\u062c\u0647\u0627\u064b \u0644\u0648\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0628\u0639\u062f<\/th>\n<th>Ollama<\/th>\n<th>LM Studio<\/th>\n<th>\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645<\/th>\n<th>llama.cpp<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u0648\u0627\u062c\u0647\u0629<\/td>\n<td>\u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 + \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 (CLI + API)<\/td>\n<td>\u0648\u0627\u062c\u0647\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0643\u0627\u0645\u0644\u0629<\/td>\n<td>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \/ \u062e\u0627\u062f\u0645<\/td>\n<td>\u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \/ \u0645\u0643\u062a\u0628\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u0625\u0639\u062f\u0627\u062f<\/td>\n<td>\u0633\u0647\u0644 \u062c\u062f\u064b\u0651\u0627<\/td>\n<td>\u0633\u0647\u0644 \u062c\u062f\u064b\u0651\u0627<\/td>\n<td>\u0635\u0639\u0628<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0641\u0636\u0644 \u0646\u0638\u0627\u0645 \u062a\u0634\u063a\u064a\u0644<\/td>\n<td>\u0623\u064a<\/td>\n<td>\u0645\u0627\u0643 \/ \u0648\u064a\u0646\u062f\u0648\u0632<\/td>\n<td>\u0644\u064a\u0646\u0643\u0633 + \u0628\u0637\u0627\u0642\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0623\u0648 \u0625\u064a\u0647 \u0625\u0645 \u062f\u064a<\/td>\n<td>\u0623\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646<\/td>\n<td>\u0636\u0639\u064a\u0641<\/td>\n<td>\u0636\u0639\u064a\u0641<\/td>\n<td>\u0645\u0645\u062a\u0627\u0632<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062d\u062f \u0641\u0642\u0637<\/td>\n<td>\u062c\u064a\u062f<\/td>\n<td>\u062c\u064a\u062f<\/td>\n<td>\u062c\u064a\u062f<\/td>\n<td>\u0627\u0644\u0623\u0633\u0631\u0639<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/td>\n<td>\u062c\u064a \u062c\u064a \u064a\u0648 \u0625\u0641 \/ \u0625\u0645 \u0625\u0644 \u0625\u0643\u0633<\/td>\n<td>\u062c\u064a \u062c\u064a \u064a\u0648 \u0625\u0641 \/ \u0625\u0645 \u0625\u0644 \u0625\u0643\u0633<\/td>\n<td>\u0643\u0627\u0645\u0644 + \u0625\u064a\u0647 \u062f\u0628\u0644\u064a\u0648 \u0643\u064a\u0648\/\u062c\u064a \u0628\u064a \u062a\u064a \u0643\u064a\u0648<\/td>\n<td>\u062c\u064a \u062c\u064a \u064a\u0648 \u0625\u0641<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u0627\u0647\u0632 \u0644\u0644\u0625\u0646\u062a\u0627\u062c<\/td>\n<td>\u0645\u0628\u062a\u062f\u0626<\/td>\n<td>\u0644\u0627<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u064a\u062a\u0637\u0644\u0651\u0628 \u0628\u0630\u0644 \u062c\u0647\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"The_performance_gap_that_matters\"><\/span>\u0627\u0644\u0641\u062c\u0648\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u0647\u0645 \u062d\u0642\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u064f\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062d\u062f \u0641\u0642\u0637 \u064a\u0643\u062a\u0628 \u0645\u064f\u062d\u0641\u0650\u0651\u0632\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u0631\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629\u060c \u0641\u0625\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0631\u0628\u0639\u0629 \u062a\u0628\u062f\u0648 \u0633\u0631\u064a\u0639\u0629. \u0623\u0645\u0627 \u0627\u0644\u0641\u0631\u0648\u0642 \u0641\u062a\u062a\u0636\u062e\u0651\u0645 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0644\u0644\u062d\u0638\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0631\u0633\u064e\u0644 \u0641\u064a\u0647\u0627 <strong>\u0637\u0644\u0628\u0627\u062a \u0645\u062a\u0632\u0627\u0645\u0646\u0629<\/strong>.<\/p>\n<p>\u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0644\u0639\u0627\u0645 \u0662\u0660\u0662\u0666\u060c \u062a\u062a\u0641\u0648\u0651\u0642 \u0628\u0646\u064a\u0629 \u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u2014 \u0648\u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u062a\u064a \u00ab\u0628\u064a\u062c\u062f \u0623\u062a\u064a\u0646\u0634\u0646\u00bb (PagedAttention) \u0648\u0627\u0644\u062f\u064f\u0641\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 (continuous batching) \u2014 \u0628\u0634\u0643\u0644\u064d \u0643\u0628\u064a\u0631\u064d \u062a\u062d\u062a \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0627\u0644\u064a\u0629. \u0648\u0628\u0623\u0642\u0635\u0649 \u0645\u0639\u062f\u0644 \u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629 \u0623\u0646 \u0623\u062f\u0627\u0621 <strong>\u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u064a\u0628\u0644\u063a \u0646\u062d\u0648 \u0667\u0669\u0663 \u0631\u0645\u0632\u064b\u0627\/\u062b\u0627\u0646\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0646\u062d\u0648 \u0664\u0661 \u0631\u0645\u0632\u064b\u0627\/\u062b\u0627\u0646\u064a\u0629 \u0644\u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb<\/strong>\u060c \u0645\u0639 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0642\u0635\u0648\u0649 (P99) \u0639\u0646\u062f \u0627\u0644\u0630\u0631\u0648\u0629 \u064a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a \u0668\u0660 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0644\u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0645\u0642\u0627\u0628\u0644 \u0666\u0667\u0663 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0644\u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb. \u0648\u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0661\u0666 \u0648\u0662\u0660 \u0636\u0639\u0641\u064b\u0627 \u0647\u064a \u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u064a\u0647 \u0627\u0644\u0646\u0627\u0633 \u0639\u0627\u062f\u0629\u064b\u060c \u0648\u0647\u064a \u0641\u062c\u0648\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u2014 \u0644\u0643\u0646\u0647\u0627 \u062a\u0638\u0647\u0631 \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u064a\u064f\u0631\u0633\u0644 \u0639\u062f\u062f\u064c \u0643\u0628\u064a\u0631\u064c \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0637\u0644\u0628\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0648\u0642\u062a\u064d \u0648\u0627\u062d\u062f.<\/p>\n<p>\u0627\u0644\u062f\u0631\u0633 \u0627\u0644\u0645\u0633\u062a\u0641\u0627\u062f \u0647\u0648 \u0623\u0646: <strong>\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u062a\u0642\u064a\u0633 \u0645\u0634\u0643\u0644\u0629 \u062e\u062f\u0645\u0629 (serving)\u060c \u0648\u0644\u064a\u0633 \u0645\u0634\u0643\u0644\u0629 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a (prototyping).<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u062d\u064a\u062f\u060c \u0641\u0625\u0646 \u0627\u0644\u0631\u0642\u0645 \u00ab\u0627\u0644\u0623\u0628\u0637\u0623\u00bb \u0627\u0644\u062e\u0627\u0635 \u0628\u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0644\u0627 \u064a\u0647\u0645 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u2014 \u0648\u0644\u0646 \u062a\u0644\u0627\u062d\u0638\u0647 \u0623\u0628\u062f\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Apple_Silicon_changed_the_math_in_2026\"><\/span>\u063a\u064a\u064e\u0651\u0631 \u0645\u0639\u0627\u0644\u062c Apple Silicon \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0629 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u062c\u0647\u0627\u0632 \u0645\u0627\u0643\u060c \u0641\u0642\u062f \u0638\u0647\u0631 \u0645\u0624\u062e\u0631\u064b\u0627 \u062a\u0637\u0648\u0651\u0631\u064c \u062c\u062f\u064a\u062f. \u0641\u0641\u064a \u0663\u0660 \u0645\u0627\u0631\u0633 \u0662\u0660\u0662\u0666\u060c \u0623\u0639\u0644\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0623\u0646 \u0645\u0633\u0627\u0631\u0647 \u0627\u0644\u0645\u064f\u062e\u0635\u0651\u0635 \u0644\u0631\u0642\u0627\u0626\u0642 \u0623\u0628\u0644 (Apple Silicon) \u0623\u0635\u0628\u062d \u0627\u0644\u0622\u0646 \u0645\u062f\u0639\u0648\u0645\u064b\u0627 \u0628\u0640 <strong>MLX<\/strong> \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0628\u0648\u0627\u0633\u0637\u0629 \u0648\u0627\u062c\u0647\u0629 \u00ab\u0645\u064a\u062a\u064a\u0627\u0644\u00bb (Metal) <code>llama.cpp<\/code> \u0627\u0644\u062e\u0644\u0641\u064a\u0629. \u0648\u0642\u062f \u0643\u0627\u0646\u062a \u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u0633\u0631\u0639\u0629 \u0643\u0628\u064a\u0631\u0629: \u0641\u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0645\u0627\u0643 \u0645\u0639 \u0645\u0639\u0627\u0644\u062c \u00ab\u0625\u0645 \u0665 \u0645\u0627\u0643\u0633\u00bb (M5 Max) \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0628\u0646\u0645\u0648\u0630\u062c \u00ab\u062a\u0634\u0648\u064a\u0646 \u0663.\u0665\u00bb (Qwen 3.5)\u060c \u0627\u0631\u062a\u0641\u0639\u062a \u0633\u0631\u0639\u0629 \u0645\u0631\u062d\u0644\u0629 \u00ab\u0628\u0631\u064a\u0641\u064a\u0644\u00bb (prefill) \u0628\u0646\u0633\u0628\u0629 \u0665\u0667\u066a \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u0632\u0627\u062f\u062a \u0633\u0631\u0639\u0629 \u0645\u0631\u062d\u0644\u0629 \u00ab\u062f\u064a\u0643\u0648\u062f\u00bb (decode) \u0628\u0646\u0633\u0628\u0629 \u0669\u0663\u066a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0628\u0642. \u0643\u0645\u0627 \u064a\u0642\u062f\u0651\u0645 \u0628\u0631\u0646\u0627\u0645\u062c \u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb (LM Studio) \u0623\u064a\u0636\u064b\u0627 \u0645\u0633\u0627\u0631\u064b\u0627 \u0645\u0628\u0646\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u00ab\u0625\u0645 \u0625\u0644 \u0625\u0643\u0633\u00bb (MLX). \u0648\u0628\u0630\u0644\u0643\u060c \u0642\u0644\u0651\u0635 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0641\u062c\u0648\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 \u0628\u064a\u0646 \u0628\u0631\u0627\u0645\u062c \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0648\u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a \u0623\u062c\u0647\u0632\u0629 \u0645\u0627\u0643 \u0628\u0634\u0643\u0644\u064d \u0645\u0644\u062d\u0648\u0638\u060c \u0648\u062c\u0639\u064e\u0644 \u0643\u0644\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c\u064a\u0646 \u0633\u0631\u064a\u0639\u064a\u0646 \u062d\u0642\u064b\u0651\u0627\u060c \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u064a\u062d\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Which_one_should_you_actually_pick\"><\/span>\u0625\u0630\u0646 \u0623\u064a\u064f\u0651 \u0623\u062f\u0627\u0629 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062e\u062a\u0627\u0631 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0627\u062e\u062a\u0631 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0625\u0630\u0627<\/strong> \u0643\u0646\u062a \u0645\u0637\u0648\u0651\u0631\u064b\u0627 \u062a\u0631\u063a\u0628 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a\u060c \u0623\u0648 \u0643\u062a\u0627\u0628\u0629 \u0646\u0635\u0648\u0635 \u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)\u060c \u062f\u0648\u0646 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0641\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0627\u0644\u0623\u0642\u0644 \u062a\u0633\u0628\u0651\u0628\u064b\u0627 \u0641\u064a \u0627\u0644\u0646\u062f\u0645\u060c \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0623\u062a\u0645\u062a\u0629. \u0627\u0628\u062f\u0623 \u0645\u0646 \u0647\u0646\u0627 \u2014 \u0648\u0627\u0642\u0631\u0623 \u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u0634\u0627\u0645\u0644 \u0639\u0646 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb <a href=\"https:\/\/convly.ai\/ar\/what-is-ollama-complete-guide-2026\/\">\u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0641\u064a\u0647.<\/a> \u0627\u062e\u062a\u0631 \u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0625\u0630\u0627<\/p>\n<p><strong>\u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u062a\u0637\u0628\u064a\u0642 \u0631\u0633\u0648\u0645\u064a \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0646\u0632\u064a\u0644\u0647\u0627 \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0639\u0647\u0627 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u2014 \u062e\u0627\u0635\u0629\u064b \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u0627\u0643 \u0623\u0648 \u0623\u062c\u0647\u0632\u0629 \u0648\u064a\u0646\u062f\u0648\u0632 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u0648\u0647\u0648 \u0623\u0641\u0636\u0644 \u062a\u062c\u0631\u0628\u0629 \u00ab\u062f\u0639\u0646\u064a \u0623\u0636\u063a\u0637 \u0648\u0623\u0633\u062a\u0643\u0634\u0641\u00bb \u062f\u0648\u0646 \u0623\u064a \u062a\u0639\u0642\u064a\u062f.<\/strong> \u0627\u062e\u062a\u0631 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0625\u0630\u0627<\/p>\n<p><strong>\u0643\u0646\u062a \u062a\u062e\u0637\u0637 \u0644\u0648\u0636\u0639 \u0646\u0645\u0648\u0630\u062c \u0623\u0645\u0627\u0645 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0642\u064a\u0642\u064a\u064a\u0646 \u0648\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629. \u0648\u0631\u063a\u0645 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0645\u0631\u062a\u0641\u0639\u0629\u060c \u0641\u0625\u0646\u0647 \u0644\u0627 \u064a\u0648\u062c\u062f \u0628\u062f\u064a\u0644 \u0622\u062e\u0631 \u064a\u0636\u0627\u0647\u064a\u0647 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u0629.<\/strong> \u0627\u062e\u062a\u0631 \u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0625\u0630\u0627<\/p>\n<p><strong>\u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0623\u0633\u0631\u0639 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u0645\u0643\u0646 \u0644\u062a\u062f\u0641\u0642 \u0648\u0627\u062d\u062f \u0641\u0642\u0637\u060c \u0623\u0648 \u0643\u0646\u062a \u062a\u0642\u0648\u0645 \u0628\u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062f\u0645\u062c\u0629 \u0623\u0648 \u063a\u064a\u0631 \u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0623\u0648 \u0623\u0631\u062f\u062a \u062a\u0636\u0645\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062f\u0627\u062e\u0644 \u0645\u0644\u0641\u0643 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a \u0627\u0644\u062e\u0627\u0635.<\/strong> \u0645\u0633\u0627\u0631 \u0634\u0627\u0626\u0639 \u0648\u0645\u0639\u0642\u0648\u0644 \u0647\u0648:<\/p>\n<p>\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb\u060c \u062b\u0645 \u0627\u0644\u0646\u0634\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb. <strong>\u0641\u062a\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0641\u0643\u0631\u0629 \u062f\u0648\u0646 \u0623\u064a \u0639\u0648\u0627\u0626\u0642\u060c \u062b\u0645 \u062a\u0646\u0642\u0644 \u062d\u0645\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u064f\u062b\u0628\u062a \u0646\u062c\u0627\u062d\u0647 \u0625\u0644\u0649 \u0628\u0646\u064a\u0629 \u0627\u0644\u062e\u062f\u0645\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0635\u0628\u062d \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646 \u0645\u0644\u062d\u0629. \u0648\u0644\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u0623\u064a\u064d\u0651 \u0645\u0646 \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0646\u060c \u0631\u0627\u062c\u0639 \u0627\u062e\u062a\u064a\u0627\u0631\u0646\u0627 \u0644\u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0639\u0627\u0645 \u0662\u0660\u0662\u0666<\/strong> \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0639\u0627\u0645 \u0662\u0660\u0662\u0666 <a href=\"https:\/\/convly.ai\/ar\/best-local-llms-to-run-on-ollama-2026\/\">\u0647\u0644 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0623\u0633\u0631\u0639 \u0645\u0646 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb\u061f<\/a>.<\/p>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Hardware_and_OS_compatibility_which_one_even_runs_on_your_machine\"><\/span>\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644: \u0623\u064a\u064c\u0651 \u0645\u0646\u0647\u0627 \u064a\u0639\u0645\u0644 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0627 \u0642\u064a\u0645\u0629 \u0644\u0623\u062f\u0627\u0621 \u0623\u064a \u0623\u062f\u0627\u0629\u064d \u0625\u0644\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u0639\u0645\u0644 \u0623\u0635\u0644\u064b\u0627 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0643. \u0648\u0647\u0646\u0627 \u062a\u062e\u062a\u0644\u0641 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0631\u0628\u0639 \u0623\u0643\u062b\u0631 \u0645\u0627 \u062a\u062e\u062a\u0644\u0641\u060c \u0648\u0647\u064a \u0627\u0644\u0645\u0633\u0623\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u064f\u0636\u064a\u0651\u0642 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0644\u062f\u064a\u0643 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0646\u0638\u0631 \u062d\u062a\u0649 \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a. \u0648\u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u062d\u0627\u0633\u0645\u0629 \u0647\u064a: \u0645\u0632\u0648\u0651\u062f \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0644\u062f\u064a\u0643\u060c \u0648\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632\u060c \u0648\u0645\u062f\u0649 \u0627\u0633\u062a\u0639\u062f\u0627\u062f\u0643 \u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u062d\u0632\u0645 \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u0627\u062a (driver stack).<\/p>\n<p><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632 \u0645\u0639 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627<\/strong>\u060c \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0631\u0628\u0639\u0629\u060c \u0644\u0643\u0646 \u062b\u0644\u0627\u062b\u0629 \u0645\u0646\u0647\u0627 \u0641\u0642\u0637 \u0645\u0631\u064a\u062d\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0641\u0628\u0631\u0627\u0645\u062c \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0648\u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0648\u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb \u062a\u064f\u062b\u0628\u064e\u0651\u062a \u062e\u0644\u0627\u0644 \u062f\u0642\u0627\u0626\u0642 \u0645\u0639 \u062f\u0639\u0645 \u0623\u0635\u0644\u064a \u0644\u062a\u0642\u0646\u064a\u0629 \u00ab\u0643\u0648\u062f\u0627\u00bb (CUDA). \u0623\u0645\u0627 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0641\u0644\u0627 \u064a\u0645\u062a\u0644\u0643 <strong>\u0628\u0646\u0627\u0621\u064b \u0631\u0633\u0645\u064a\u064b\u0651\u0627 \u0644\u0648\u064a\u0646\u062f\u0648\u0632 \u0623\u0628\u062f\u064b\u0627<\/strong> \u2014 \u0628\u0644 \u064a\u062c\u0628 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0628\u0631 \u00ab\u0648\u064a\u0646\u062f\u0648\u0632 \u0633\u064e\u0628\u0652\u0633\u0650\u062a\u0650\u0645 \u0641\u0648\u0631 \u0644\u064a\u0646\u0643\u0633 \u0662\u00bb (WSL2)\u060c \u0623\u0648 \u0639\u0628\u0631 \u00ab\u062f\u0648\u0643\u064a\u0631\u00bb (Docker)\u060c \u0623\u0648 \u0639\u0628\u0631 \u0646\u0633\u062e\u0629 \u0645\u062c\u062a\u0645\u0639\u064a\u0629 \u063a\u064a\u0631 \u0631\u0633\u0645\u064a\u0629. \u0648\u0644\u063a\u0627\u0644\u0628\u064a\u0629 \u0645\u0633\u062a\u062e\u062f\u0645\u064a \u0648\u064a\u0646\u062f\u0648\u0632\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u0634\u0631\u0637 \u0648\u062d\u062f\u0647 \u064a\u064f\u0642\u0635\u064a \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0639\u0646\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0627\u062f\u064a.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 \u0634\u0631\u0643\u0629 AMD<\/strong>\u060c \u0641\u0625\u0646 \u0627\u0644\u0648\u0636\u0639 \u0623\u0635\u0628\u062d \u0623\u0643\u062b\u0631 \u062a\u0633\u0627\u0647\u0644\u0627\u064b \u0645\u0645\u0627 \u0643\u0627\u0646 \u0639\u0644\u064a\u0647 \u0641\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u060c \u0648\u064a\u0639\u0648\u062f \u0630\u0644\u0643 \u062c\u0632\u0626\u064a\u064b\u0627 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a Vulkan. \u0641\u0628\u0631\u0646\u0627\u0645\u062c LM Studio \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 Vulkan \u0643\u062e\u0644\u0641\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644\u0647\u060c \u0645\u0627 \u064a\u0648\u0641\u0651\u0631 \u062a\u0633\u0631\u064a\u0639\u064b\u0627 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 AMD \u0648\u062d\u062a\u0649 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0645\u0646 Intel \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 Windows \u0648Linux\u060c \u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0633\u0647\u0644 \u062e\u064a\u0627\u0631 \u0645\u062a\u0627\u062d \u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a AMD. \u0623\u0645\u0627 llama.cpp \u0641\u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0645\u0631\u0648\u0646\u0629: \u0641\u0647\u0648 \u064a\u0636\u0645 \u062e\u0644\u0641\u064a\u0627\u062a \u062f\u0627\u0639\u0645\u0629 \u0644\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0648CUDA \u0648ROCm\/HIP \u0648Metal \u0648Vulkan \u0648SYCL \u0645\u0646 Intel\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u064a\u0645\u0643\u0646 \u062c\u0639\u0644 \u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u062a\u0639\u0645\u0644 \u0645\u0639\u0647 \u0634\u0631\u064a\u0637\u0629 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0639\u0644\u0649 \u0627\u0633\u062a\u0639\u062f\u0627\u062f \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0643\u0648\u062f \u0628\u0646\u0641\u0633\u0643. \u0648\u064a\u0642\u062f\u0651\u0645 Ollama \u062f\u0639\u0645\u064b\u0627 \u0644\u0648\u062d\u062f\u0627\u062a AMD \u0639\u0628\u0631 ROCm \u2014 \u0648\u0647\u0648 \u062f\u0639\u0645 \u0645\u0648\u062b\u0648\u0642 \u0628\u0647 \u0639\u0644\u0649 Linux\u060c \u0644\u0643\u0646\u0647 \u0645\u062d\u062f\u0648\u062f \u0646\u0633\u0628\u064a\u064b\u0627 \u0639\u0644\u0649 Windows\u060c \u062d\u064a\u062b \u064a\u063a\u0637\u064a ROCm \u0641\u0642\u0637 \u0628\u0637\u0627\u0642\u0627\u062a Radeon RX\/PRO \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u2014 \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0633\u062a\u062e\u062f\u0645 Vulkan \u062a\u062c\u0631\u064a\u0628\u064a\u064b\u0627 \u0644\u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0627\u062a. \u0623\u0645\u0627 \u062f\u0639\u0645 vLLM \u0644\u0648\u062d\u062f\u0627\u062a AMD \u0641\u064a\u0631\u0643\u0651\u0632 \u0623\u0633\u0627\u0633\u064b\u0627 \u0639\u0644\u0649 \u0645\u0639\u062c\u0651\u0644\u0627\u062a \u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 Instinct (\u0645\u062b\u0644 MI300X \u0648\u0645\u0627 \u0628\u0639\u062f\u0647\u0627)\u060c \u0648\u0627\u0644\u062a\u064a \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0622\u0646 \u0647\u062f\u0641\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0627\u061b \u0623\u0645\u0627 \u062f\u0639\u0645 \u0628\u0637\u0627\u0642\u0627\u062a Radeon \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0641\u0647\u0648 \u0645\u0648\u062c\u0648\u062f \u0644\u0643\u0646\u0647 \u062b\u0627\u0646\u0648\u064a \u0648\u064a\u062a\u0637\u0644\u0651\u0628 \u062c\u0647\u062f\u064b\u0627 \u0623\u0643\u0628\u0631 \u0641\u064a \u0627\u0644\u0625\u0639\u062f\u0627\u062f.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u062a\u0645\u062f \u0641\u0642\u0637 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0645\u0631\u0643\u0632\u064a (CPU) \u0623\u0648 \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u062f\u0645\u062c\u0629<\/strong>\u060c \u0641\u0625\u0646 llama.cpp \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u064a\u0647 (\u0645\u062b\u0644 Ollama \u0648LM Studio) \u0633\u062a\u0639\u0645\u0644 \u062c\u0645\u064a\u0639\u0647\u0627\u060c \u0648\u0625\u0646 \u0643\u0627\u0646\u062a \u0628\u0633\u0631\u0639\u0629 \u0628\u0637\u064a\u0626\u0629 \u0646\u0633\u0628\u064a\u064b\u0627. \u0623\u0645\u0627 vLLM \u0641\u064a\u0645\u062a\u0644\u0643 \u0645\u0633\u0627\u0631\u064b\u0627 \u062a\u062c\u0631\u064a\u0628\u064a\u064b\u0627 \u0644\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u060c \u0644\u0643\u0646\u0647 \u0644\u0645 \u064a\u064f\u0635\u0645\u064e\u0651\u0645 \u0623\u0635\u0644\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a \u0627\u0644\u0641\u0631\u062f\u064a \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/p>\n<table class=\"convly-vs\">\n<tr>\n<th>\u0623\u062f\u0627\u0629<\/th>\n<th>NVIDIA<\/th>\n<th>AMD (\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629)<\/th>\n<th>\u0631\u0642\u0627\u0626\u0642 \u0623\u0628\u0644<\/th>\n<th>Windows \u0627\u0644\u0623\u0635\u0644\u064a<\/th>\n<\/tr>\n<tr>\n<td><strong>Ollama<\/strong><\/td>\n<td>\u0646\u0639\u0645 (CUDA)<\/td>\n<td>ROCm\/Vulkan<\/td>\n<td>\u0646\u0639\u0645 (Metal)<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<\/tr>\n<tr>\n<td><strong>LM Studio<\/strong><\/td>\n<td>\u0646\u0639\u0645 (CUDA)<\/td>\n<td>\u0646\u0639\u0645 (Vulkan)<\/td>\n<td>\u0646\u0639\u0645 (Metal\/MLX)<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<\/tr>\n<tr>\n<td><strong>llama.cpp<\/strong><\/td>\n<td>\u0646\u0639\u0645 (CUDA)<\/td>\n<td>\u0646\u0639\u0645 (ROCm\/Vulkan)<\/td>\n<td>\u0646\u0639\u0645 (Metal)<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645<\/strong><\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u064a\u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0644\u0627 (\u0639\u0628\u0631 \u0625\u0636\u0627\u0641\u0627\u062a \u0641\u0642\u0637)<\/td>\n<td>\u0644\u0627 (\u0639\u0628\u0631 WSL2)<\/td>\n<\/tr>\n<\/table>\n<p>\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629: \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u062c\u0647\u0627\u0632\u0643 \u0644\u0627 \u062a\u0634\u0645\u0644 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u062d\u062f\u064a\u062b\u0629 \u0645\u0646 NVIDIA \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Linux\u060c \u0641\u0625\u0646 LM Studio \u0623\u0648 llama.cpp \u0633\u064a\u064f\u0645\u0643\u0646\u0627\u0646\u0643 \u0639\u0627\u062f\u0629\u064b \u0645\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u062a\u0635\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 vLLM \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645 NVIDIA (\u0623\u0648 Instinct) \u0627\u0644\u062a\u064a \u0635\u064f\u0645\u0650\u0651\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/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>\u062a\u062d\u062a \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u0629\u060c \u0646\u0639\u0645 \u0648\u0628\u0634\u0643\u0644\u064d \u0643\u0628\u064a\u0631 \u2014 \u0625\u0630 \u064a\u062d\u0642\u0642 \u0646\u062d\u0648 \u0661\u0666\u2013\u0662\u0660 \u0636\u0639\u0641\u064b\u0627 \u0623\u0639\u0644\u0649 \u0641\u064a \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u0641\u0642 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666\u060c \u0644\u0623\u0646 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0635\u064f\u0645\u0651\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u062a\u064a \u00ab\u0628\u064a\u062c\u062f \u0623\u062a\u064a\u0646\u0634\u0646\u00bb \u0648\u0627\u0644\u062f\u064f\u0641\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u064f\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062d\u062f \u064a\u0631\u0633\u0644 \u0637\u0644\u0628\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u0631\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0641\u0631\u0642 \u064a\u0643\u0648\u0646 \u0636\u0626\u064a\u0644\u064b\u0627 \u062c\u062f\u064b\u0651\u0627. \u0648\u0645\u064a\u0632\u0629 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u062a\u0643\u0645\u0646 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u0648\u0644\u064a\u0633 \u0641\u064a \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u064f\u062d\u0641\u0650\u0651\u0632 \u0627\u0644\u0648\u0627\u062d\u062f.<\/h3>\n<p>\u0647\u0644 \u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0623\u0641\u0636\u0644 \u0645\u0646 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb\u061f<\/p>\n<h3>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0646\u0639\u0645 \u2014 \u0641\u0648\u0627\u062c\u0647\u0629 \u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u062a\u062c\u0639\u0644 \u062a\u0635\u0641\u0651\u062d \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0623\u0645\u0631\u064b\u0627 \u0633\u0647\u0644\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 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\u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c\u064a\u0646 \u0645\u0628\u0646\u064a\u0627\u0646 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0645\u062d\u0631\u0643\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0643\u0648\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u062a\u0645\u0627\u0645\u064b\u0627.<\/h3>\n<p>\u0647\u0644 \u064a\u0633\u062a\u062e\u062f\u0645 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0648\u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0645\u0643\u062a\u0628\u0629 \u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb\u061f<\/p>\n<h3>\u0646\u0639\u0645. \u0641\u0643\u0644\u0627\u0647\u0645\u0627 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0637\u0628\u0642\u0627\u062a \u062a\u062c\u0631\u0628\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u062a\u062d\u064a\u0637 \u0628\u0645\u0643\u062a\u0628\u0629 \u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb<\/h3>\n<p>(\u0648\u0628\u0645\u062d\u0631\u0643 \u00ab\u0625\u0645 \u0625\u0644 \u0625\u0643\u0633\u00bb \u0627\u0644\u062e\u0627\u0635 \u0628\u0634\u0631\u0643\u0629 \u0623\u0628\u0644 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0623\u0628\u0644). \u0648\u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628\u060c \u064a\u0634\u063a\u0644\u0627\u0646 \u0646\u0641\u0633 \u0646\u0645\u0627\u0630\u062c \u00ab\u062c\u064a \u062c\u064a \u064a\u0648 \u0625\u0641\u00bb (GGUF) \u0628\u0646\u0641\u0633 \u0627\u0644\u0633\u0631\u0639\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u2014 \u0644\u0623\u0646 \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0634\u062a\u0631\u0643 \u0628\u064a\u0646\u0647\u0645\u0627. \u0623\u0645\u0627 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641 \u0641\u064a\u0643\u0645\u0646 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. <code>llama.cpp<\/code> \u0645\u0627\u0630\u0627 \u0639\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 \u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb \u0648\u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0645\u0628\u0627\u0634\u0631\u0629\u064b\u061f<\/p>\n<h3>\u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb \u0647\u0648 \u0627\u0644\u0645\u062d\u0631\u0643\u061b \u0623\u0645\u0627 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0641\u0647\u0648 \u063a\u0644\u0627\u0641\u064c \u0633\u0647\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0648\u0644\u0647. \u0648\u064a\u0645\u0646\u062d\u0643 \u062a\u0634\u063a\u064a\u0644 \u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0623\u0633\u0631\u0639 \u0623\u062f\u0627\u0621\u064d \u0645\u0645\u0643\u0646\u064d \u0644\u062a\u062f\u0641\u0642 \u0648\u0627\u062d\u062f \u0641\u0642\u0637\u060c \u0648\u0623\u0639\u0644\u0649 \u062f\u0631\u062c\u0629 \u062a\u062d\u0643\u0651\u0645\u060c \u0644\u0643\u0646 \u0630\u0644\u0643 \u064a\u0623\u062a\u064a \u0639\u0644\u0649 \u062d\u0633\u0627\u0628 \u0627\u0644\u0627\u0636\u0637\u0631\u0627\u0631 \u0625\u0644\u0649 \u062a\u0646\u0641\u064a\u0630 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0636\u0628\u0637 \u0627\u0644\u0645\u064f\u0639\u0637\u064a\u0627\u062a \u0628\u0646\u0641\u0633\u0643. \u0623\u0645\u0627 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0641\u064a\u0636\u062d\u0651\u064a \u0628\u0642\u062f\u0631\u064d \u0636\u0626\u064a\u0644\u064d \u0645\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0645\u0642\u0627\u0628\u0644 \u0631\u0627\u062d\u0629\u064d \u0647\u0627\u0626\u0644\u0629.<\/h3>\n<p>\u0623\u064a\u064c\u0651 \u0645\u0646\u0647\u0627 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u061f<\/p>\n<h3>\u0645\u0646 \u0627\u0644\u0648\u0627\u0636\u062d \u0623\u0646 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u0642\u0635\u0648\u062f \u0628\u0639\u0628\u0627\u0631\u0629 \u00ab\u0644\u0644\u0625\u0646\u062a\u0627\u062c\u00bb \u062e\u062f\u0645\u0629 \u0639\u062f\u062f\u064d \u0643\u0628\u064a\u0631\u064d \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u064a\u0646 \u0639\u0628\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs). \u0623\u0645\u0627 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0641\u0647\u0648 \u0645\u0646\u0627\u0633\u0628 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0623\u0648 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628 \u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062d\u062f. \u0648\u064a\u0645\u0643\u0646 \u062a\u062c\u0647\u064a\u0632 \u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0639\u062f \u0628\u0630\u0644 \u062c\u0647\u062f\u064d \u0643\u0628\u064a\u0631. \u0623\u0645\u0627 \u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0641\u0647\u0648 \u0623\u062f\u0627\u0629 \u0633\u0637\u062d \u0645\u0643\u062a\u0628 \u0648\u0644\u0627 \u064a\u064f\u0642\u0635\u062f \u0628\u0647\u0627 \u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u062f\u0645.<\/h3>\n<p>\u062a\u0648\u0642\u0641 \u0639\u0646 \u0627\u0639\u062a\u0628\u0627\u0631 \u0647\u0630\u0647 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0623\u0631\u0628\u0639\u0629 \u0645\u0646\u062a\u062c\u0627\u062a\u064d \u0645\u0646\u0627\u0641\u0633\u0629\u060c \u0648\u0627\u0628\u062f\u0623 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u0623\u062f\u0648\u0627\u0631\u064b\u0627 \u0645\u062e\u062a\u0644\u0641\u0629. \u0641\u0640\u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb \u0647\u0648 \u0646\u0642\u0637\u0629 \u0627\u0644\u062f\u062e\u0648\u0644\u060c \u0648\u00ab\u0625\u0644 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648\u00bb \u0647\u0648 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629\u060c \u0648\u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0647\u0648 \u0627\u0644\u062e\u0627\u062f\u0645\u060c \u0648\u00ab\u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a\u00bb \u0647\u0648 \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0643\u0627\u0645\u0646 \u0648\u0631\u0627\u0621 \u0643\u0644 \u0634\u064a\u0621. \u0648\u0644\u0623\u063a\u0644\u0628 \u0627\u0644\u0642\u0631\u0651\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u0631\u0624\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644\u060c \u0641\u0625\u0646 \u0627\u0644\u062c\u0648\u0627\u0628 \u0647\u0648: \u0627\u0628\u062f\u0623 \u0627\u0644\u064a\u0648\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u00ab\u0623\u0648\u0644\u0627\u0645\u0627\u00bb\u060c \u0648\u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u00ab\u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645\u00bb \u0641\u064a \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0630\u064a \u062a\u0635\u0628\u062d \u0641\u064a\u0647 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646 \u2014 \u0648\u0644\u064a\u0633 \u0627\u0644\u0641\u0636\u0648\u0644 \u2014 \u0647\u064a \u0627\u0644\u0642\u064a\u062f \u0627\u0644\u0630\u064a \u064a\u0641\u0631\u0636 \u0639\u0644\u064a\u0643 \u0627\u0644\u062a\u063a\u064a\u064a\u0631.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 AMD\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u0641\u0638\u0627\u062a. \u0641\u0640 LM Studio \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0644 \u0644\u0628\u0637\u0627\u0642\u0627\u062a AMD \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0628\u0641\u0636\u0644 \u062e\u0644\u0641\u064a\u062a\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 Vulkan\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0623\u064a\u0636\u064b\u0627 \u062a\u0633\u0631\u064a\u0639\u064b\u0627 \u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0645\u0646 Intel. \u0623\u0645\u0627 llama.cpp \u0641\u064a\u062f\u0639\u0645 AMD \u0639\u0628\u0631 \u0643\u0644\u064d\u0651 \u0645\u0646 ROCm \u0648Vulkan\u060c \u0634\u0631\u064a\u0637\u0629 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0633\u062a\u0639\u062f\u064b\u0627 \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0643\u0648\u062f \u0628\u0646\u0641\u0633\u0643. \u0648\u064a\u0633\u062a\u062e\u062f\u0645 Ollama ROCm \u2014 \u0648\u0647\u0648 \u062f\u0639\u0645 \u0645\u0648\u062b\u0648\u0642 \u0628\u0647 \u0639\u0644\u0649 Linux\u060c \u0644\u0643\u0646\u0647 \u0645\u062d\u062f\u0648\u062f \u0639\u0644\u0649 Windows\u060c \u062d\u064a\u062b \u064a\u063a\u0637\u064a \u0641\u0642\u0637 \u0628\u0637\u0627\u0642\u0627\u062a Radeon RX\/PRO \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u2014 \u0645\u0639 \u0648\u062c\u0648\u062f \u062f\u0639\u0645 \u062a\u062c\u0631\u064a\u0628\u064a \u0644\u0640 Vulkan \u0643\u062d\u0644 \u0627\u062d\u062a\u064a\u0627\u0637\u064a. \u0623\u0645\u0627 \u062f\u0639\u0645 vLLM \u0644\u0640 AMD \u0641\u064a\u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u0645\u0639\u062c\u0651\u0644\u0627\u062a \u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 Instinct\u061b \u0648\u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0627\u062a Radeon \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u060c \u0644\u0643\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0639\u0645 \u062b\u0627\u0646\u0648\u064a \u0648\u064a\u0635\u0639\u0628 \u0625\u0639\u062f\u0627\u062f\u0647.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 vLLM \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Windows\u061f<\/h3>\n<p>\u0644\u0627\u060c \u0644\u064a\u0633 \u0628\u0634\u0643\u0644 \u0623\u0635\u0644\u064a. \u0641\u0640 vLLM \u0644\u0645 \u064a\u0635\u062f\u0631 \u0623\u0628\u062f\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0631\u0633\u0645\u064a\u064b\u0627 \u0644\u0646\u0638\u0627\u0645 Windows\u060c \u0648\u0644\u0627 \u062a\u0648\u062c\u062f \u062e\u0637\u0629 \u0639\u0627\u0645\u0629 \u0644\u0625\u0635\u062f\u0627\u0631\u0647 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644. \u0648\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0647\u064a: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 WSL2 \u0645\u0639 \u062a\u0645\u0631\u064a\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 NVIDIA\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0648\u0627\u062c\u0647\u0629 WSL2 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Docker Model Runner)\u060c \u0623\u0648 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0646\u0633\u062e\u0629 \u063a\u064a\u0631 \u0631\u0633\u0645\u064a\u0629 \u0645\u0646 \u0645\u0634\u0631\u0648\u0639 \u0645\u062c\u062a\u0645\u0639\u064a. \u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u062a\u062c\u0631\u0628\u0629 \u0623\u0635\u0644\u064a\u0629 \u0639\u0644\u0649 Windows\u060c \u0641\u0627\u062e\u062a\u0631 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0630\u0644\u0643 Ollama \u0623\u0648 LM Studio \u0623\u0648 llama.cpp.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0646\u0645\u0627\u0630\u062c GGUF \u0648safetensors\u061f<\/h3>\n<p>GGUF \u0647\u0648 \u062a\u0646\u0633\u064a\u0642 \u0645\u0644\u0641 \u0648\u0627\u062d\u062f \u0645\u0643\u0645\u0651\u0646 (quantized) \u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0623\u062f\u0648\u0627\u062a llama.cpp \u0648Ollama \u0648LM Studio \u2014 \u0648\u064a\u0636\u0645 \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u0645\u064f\u0641\u0643\u0651\u0643 \u0627\u0644\u0646\u0635\u0648\u0635 (tokenizer) \u0648\u0627\u0644\u062a\u0643\u0648\u064a\u0646 (config) \u0645\u0639\u064b\u0627\u060c \u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0633\u0631\u0639\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 (edge devices). \u0623\u0645\u0627 safetensors \u0641\u0647\u0648 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0630\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646\u0635\u0629 Hugging Face \u0648\u0627\u0644\u0630\u064a \u064a\u062a\u0648\u0642\u0639\u0647 vLLM \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0627\u060c \u0648\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0648\u0632\u0627\u0646 \u0643\u0627\u0645\u0644\u0629 \u0623\u0648 \u0645\u0643\u0645\u0651\u0646\u0629 \u062e\u0641\u064a\u0641\u064b\u0627 \u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u062f\u0645. \u0648\u064a\u0645\u0643\u0646 \u0644\u0640 vLLM \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0628\u0635\u064a\u063a\u0629 GGUF\u060c \u0644\u0643\u0646 \u0648\u062b\u0627\u0626\u0642\u0647 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u062a\u0635\u0641 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0628\u0623\u0646\u0647\u0627 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u063a\u064a\u0631 \u0645\u064f\u062d\u0633\u0651\u0646\u0629 \u062c\u064a\u062f\u064b\u0627\u061b \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 llama.cpp\u060c \u0641\u0647\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 GGUF \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0623\u0635\u0644\u064a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Stop thinking of these as four competing products and start thinking of them as four jobs. Ollama is the on-ramp, LM Studio is the GUI, vLLM is the server, and llama.cpp is the engine underneath. For most people reading this, the answer is: start with Ollama today, and reach for vLLM the day concurrency \u2014 not curiosity \u2014 becomes your constraint.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/qwen3-32b-vs-gemma-3-27b\/\">Qwen3 32B vs Gemma 3 27B: Specs, Pricing &amp; Which to Choose (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ollama-vs-jan-2026\/\">Ollama \u0645\u0642\u0627\u0628\u0644 Jan: \u0623\u064a \u062a\u0637\u0628\u064a\u0642 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0644\u064a \u064a\u062a\u0641\u0648\u0642 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/lm-studio-complete-guide-2026\/\">\u0625\u0645 \u0625\u0644 \u0633\u062a\u0648\u062f\u064a\u0648: \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/claude-5-new-ai-models-june-2026\/\">\u0647\u0644 \u064a\u0648\u062c\u062f \u0646\u0645\u0648\u0630\u062c \u00ab\u0643\u0644\u0627\u0648\u062f 5\u00bb\u061f \u0648\u0643\u0644\u0627\u0648\u062f \u0641\u0627\u0628\u0644 5 \u0648\u0643\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0634\u0647\u0631 \u064a\u0648\u0646\u064a\u0648 \u0662\u0660\u0662\u0666<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/llm-hallucinations-complete-guide\/\">\u0647\u0644\u0648\u0633\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0639\u0627\u0645 2026: \u0623\u0633\u0628\u0627\u0628 \u062d\u062f\u0648\u062b\u0647\u0627 \u0648\u0643\u064a\u0641\u064a\u0629 \u0645\u0646\u0639\u0647\u0627<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/prompt-engineering-techniques\/\">\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064f\u062f\u062e\u0644\u0627\u062a (Prompt Engineering) \u0641\u064a \u0639\u0627\u0645 2026: \u0661\u0662 \u062a\u0642\u0646\u064a\u0629 \u0641\u0639\u0651\u0627\u0644\u0629 \u0628\u0627\u0644\u0641\u0639\u0644<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/what-is-ollama-complete-guide-2026\/\">\u0645\u0627 \u0647\u0648 \u0623\u064f\u0648\u0644\u0627\u0645\u0627\u061f \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0639\u0627\u0645 2026<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0623\u0631\u0628\u0639 \u0623\u062f\u0648\u0627\u062a\u060c \u0623\u0631\u0628\u0639 \u0645\u0647\u0627\u0645. Ollama \u0648 LM Studio \u0647\u0645\u0627 \u0637\u0628\u0642\u0627\u062a \u0644\u0644\u062a\u062c\u0631\u0628\u0629\u060c \u0648 llama.cpp \u0647\u0648 \u0627\u0644\u0645\u062d\u0631\u0643\u060c \u0648 vLLM \u0647\u0648 \u062e\u0627\u062f\u0645 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0625\u0644\u064a\u0643 \u0628\u0627\u0644\u0636\u0628\u0637 \u0623\u064a \u0645\u0646\u0647\u0627 \u062a\u062e\u062a\u0627\u0631 \u2014 \u0648\u0645\u062a\u0649.<\/p>","protected":false},"author":1,"featured_media":797,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[3],"tags":[647,260,256,645,648,646],"class_list":["post-791","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-llms","tag-llama-cpp-vs-ollama","tag-lm-studio","tag-local-llm","tag-ollama-vs-lm-studio","tag-vllm","tag-vllm-vs-ollama"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/791","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=791"}],"version-history":[{"count":5,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/791\/revisions"}],"predecessor-version":[{"id":1431,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/791\/revisions\/1431"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/797"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=791"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=791"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=791"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}