{"id":2205,"date":"2026-08-14T20:17:07","date_gmt":"2026-08-14T20:17:07","guid":{"rendered":"https:\/\/convly.ai\/?p=2205"},"modified":"2026-08-14T20:17:07","modified_gmt":"2026-08-14T20:17:07","slug":"ollama-not-using-gpu-fix","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/","title":{"rendered":"\u0623\u0648\u0644\u0627\u0645\u0627 \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU): \u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0648\u0625\u0635\u0644\u0627\u062d \u062d\u0627\u0644\u0629 \u0627\u0644\u0639\u0648\u062f\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU)"},"content":{"rendered":"<div class=\"convly-tldr\">\n<ul>\n<li>\u062a\u0634\u063a\u064a\u0644 <code>ollama ps<\/code> \u0628\u064a\u0646\u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062d\u0645\u0644\u064b\u0627 \u2014 \u0641\u0625\u0646 \u0639\u0645\u0648\u062f PROCESSOR \u064a\u064f\u062e\u0628\u0631\u0643 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0648\u0644\u0627\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0623\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU).<\/li>\n<li>\u0648\u0623\u0643\u062b\u0631 \u0625\u0635\u0644\u0627\u062d \u0634\u0627\u0626\u0639 \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0647\u0648 \u062a\u062b\u0628\u064a\u062a \u0623\u0648 \u062a\u062d\u062f\u064a\u062b \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0636\u064a\u0641 \u0628\u062d\u064a\u062b <code>nvidia-smi<\/code> \u064a\u0643\u062a\u0634\u0641 \u0627\u0644\u0628\u0637\u0627\u0642\u0629\u060c \u062b\u0645 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u062e\u062f\u0645\u0629 \u0623\u0648\u0644\u0627\u0645\u0627.<\/li>\n<li>\u0625\u0630\u0627 \u0643\u0627\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0643\u0628\u0631 \u0645\u0646 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)\u060c \u0641\u0625\u0646 \u0623\u0648\u0644\u0627\u0645\u0627 \u062a\u0642\u0648\u0645 \u0628\u0646\u0642\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0632\u0627\u0626\u062f\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u2014 \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\u0644\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0646\u0627\u0633\u0628 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0642\u0628\u0644 \u062a\u0646\u0632\u064a\u0644\u0647.<\/li>\n<li>\u0648\u062a\u062a\u0637\u0644\u0628 \u0628\u0637\u0627\u0642\u0627\u062a AMD \u0648\u062d\u0632\u0645\u0629 Docker \u0648\u0646\u0638\u0627\u0645 WSL2 \u062e\u0637\u0648\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0644\u0643\u0644 \u0645\u0646\u0635\u0629\u060c \u0648\u0647\u064a \u0645\u0648\u0636\u062d\u0629 \u0623\u062f\u0646\u0627\u0647.<\/li>\n<\/ul>\n<\/div>\n<p>\u0639\u0646\u062f\u0645\u0627 \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0648\u0644\u0627\u0645\u0627 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0647\u0648 \u063a\u064a\u0627\u0628 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0623\u0648 \u0639\u062f\u0645 \u062a\u0648\u0627\u0641\u0642\u0647. \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0645\u0631 <code>ollama ps<\/code> \u2014 \u0641\u0625\u0630\u0627 \u0623\u0638\u0647\u0631 \u0639\u0645\u0648\u062f PROCESSOR \u0646\u0633\u0628\u0629 100% \u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU)\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0623\u0648\u0644\u0627\u0645\u0627 \u0642\u062f \u0639\u0627\u062f\u062a \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU). \u0648\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629: \u0641\u0623\u0646\u0638\u0645\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 CUDA \u0627\u0644\u0635\u062d\u064a\u062d\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0623\u0646\u0638\u0645\u0629 AMD \u062f\u0639\u0645 ROCm\u060c \u0623\u0645\u0627 \u062d\u0632\u0645\u0629 Docker \u0641\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0645\u0631\u064a\u0631 \u062e\u0627\u0635\u064a\u0629 \u062f\u0639\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU passthrough) \u0628\u0634\u0643\u0644 \u0635\u0631\u064a\u062d.<\/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-6a7fb8c711ce1\" 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-6a7fb8c711ce1\"  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-not-using-gpu-fix\/#Step_1_Confirm_Whether_Ollama_Is_Using_the_GPU\" >\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0648\u0644\u0627\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \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-2\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#Step_2_NVIDIA_%E2%80%94_Drivers_and_CUDA_Runtime\" >\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0644\u0623\u0646\u0638\u0645\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u2014 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 CUDA<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#Step_3_Model_Too_Large_for_VRAM\" >\u0627\u0644\u062e\u0637\u0648\u0629 3: \u0646\u0645\u0648\u0630\u062c \u0643\u0628\u064a\u0631 \u062c\u062f\u064b\u0651\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#Step_4_AMD_GPU_and_ROCm\" >\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0628\u0637\u0627\u0642\u0627\u062a AMD \u0648ROCm<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#Step_5_Docker_%E2%80%94_Missing_GPU_Passthrough\" >\u0627\u0644\u062e\u0637\u0648\u0629 5: \u062d\u0632\u0645\u0629 Docker \u2014 \u063a\u064a\u0627\u0628 \u062a\u0645\u0631\u064a\u0631 \u062f\u0639\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU passthrough)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#Step_6_WSL2_on_Windows\" >\u0627\u0644\u062e\u0637\u0648\u0629 6: \u0646\u0638\u0627\u0645 WSL2 \u0639\u0644\u0649 \u0648\u064a\u0646\u062f\u0648\u0632<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#macOS_%E2%80%94_Metal_Apple_Silicon_and_AMD\" >\u0646\u0638\u0627\u0645 macOS \u2014 \u062a\u0642\u0646\u064a\u0629 Metal (\u0644\u0631\u0642\u0627\u0626\u0642 Apple Silicon \u0648\u0628\u0637\u0627\u0642\u0627\u062a AMD)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#Verifying_the_Fix_and_Expected_Throughput\" >\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0646\u062c\u0627\u062d \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0648\u0642\u0639<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/ollama-not-using-gpu-fix\/#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=\"Step_1_Confirm_Whether_Ollama_Is_Using_the_GPU\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0648\u0644\u0627\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \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>\u0642\u0628\u0644 \u0625\u062c\u0631\u0627\u0621 \u0623\u064a \u062a\u063a\u064a\u064a\u0631\u060c \u062a\u0623\u0643\u064e\u0651\u062f \u0623\u0648\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0623\u0648\u0644\u0627\u0645\u0627. \u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0641\u064a \u0623\u062b\u0646\u0627\u0621 \u062a\u0634\u063a\u064a\u0644\u0647 \u0627\u0641\u062a\u062d \u0646\u0627\u0641\u0630\u0629 \u0637\u0631\u0641\u064a\u0629 \u062b\u0627\u0646\u064a\u0629:<\/p>\n<pre><code>ollama ps<\/code><\/pre>\n<p>\u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/p>\n<pre><code>NAME              ID              SIZE      PROCESSOR    UNTIL\nllama3.2:8b       abc123def456    5.0 GB    100% GPU     4 minutes from now<\/code><\/pre>\n<p>\u0625\u0646 \u0639\u0645\u0648\u062f PROCESSOR \u0647\u0648 \u0627\u0644\u0645\u0624\u0634\u0631 \u0627\u0644\u062d\u0627\u0633\u0645:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0642\u064a\u0645\u0629 PROCESSOR<\/th>\n<th>\u0627\u0644\u062f\u0644\u0627\u0644\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>100% GPU<\/td>\n<td>\u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u2014 \u0648\u0647\u0648 \u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0648\u0627\u0644\u0635\u062d\u064a\u062d<\/td>\n<\/tr>\n<tr>\n<td>XX% GPU \/ YY% CPU<\/td>\n<td>\u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062c\u0632\u0626\u064a\u064b\u0651\u0627 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0646\u0641\u064e\u0651\u0630 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU)<\/td>\n<\/tr>\n<tr>\n<td>100% CPU<\/td>\n<td>\u0639\u0648\u062f\u0629 \u0643\u0627\u0645\u0644\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u2014 \u0623\u064a \u0623\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0645 \u062a\u064f\u0633\u062a\u062e\u062f\u064e\u0645 \u0625\u0637\u0644\u0627\u0642\u064b\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>nvidia-smi<\/code> \u0623\u062b\u0646\u0627\u0621 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (inference). \u0648\u064a\u062c\u0628 \u0623\u0646 \u062a\u0631\u062a\u0641\u0639 \u0642\u064a\u0645\u0629 \u0627\u0644\u0639\u0645\u0648\u062f Memory-Usage \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0651\u0627 \u0623\u062b\u0646\u0627\u0621 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0648\u0625\u0630\u0627 \u0638\u0644\u062a \u062b\u0627\u0628\u062a\u0629 \u062f\u0648\u0646 \u062a\u063a\u064a\u064a\u0631\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u063a\u064a\u0631 \u0646\u0634\u0637\u0629 \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u064f\u0638\u0647\u0631\u0647\u0627 \u0623\u062f\u0648\u0627\u062a \u0623\u062e\u0631\u0649.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_2_NVIDIA_%E2%80%94_Drivers_and_CUDA_Runtime\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0644\u0623\u0646\u0638\u0645\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u2014 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 CUDA<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u064f\u0639\u062f \u063a\u064a\u0627\u0628 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0623\u0648 \u0642\u062f\u0645\u0647 \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0627\u0644\u0630\u064a \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0644\u0639\u0648\u062f\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU). \u0648\u062a\u0636\u0645\u0651\u0646 \u0623\u0648\u0644\u0627\u0645\u0627 \u0645\u0643\u062a\u0628\u0627\u062a CUDA \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627\u060c \u0644\u0643\u0646\u0647\u0627 \u0645\u0627 \u0632\u0627\u0644\u062a \u062a\u062a\u0637\u0644\u0628 \u0648\u062c\u0648\u062f \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0645\u0636\u064a\u0641 \u064a\u062f\u0639\u0645 \u0625\u0635\u062f\u0627\u0631 CUDA 11.3 \u0623\u0648 \u0623\u062d\u062f\u062b.<\/p>\n<h3>\u062a\u062d\u0642\u0642 \u0623\u0648\u0644\u064b\u0627 \u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644<\/h3>\n<pre><code>nvidia-smi<\/code><\/pre>\n<p>\u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0644\u0645 \u064a\u064f\u062b\u0628\u064e\u0651\u062a \u0623\u064a \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644. \u0648\u0625\u0630\u0627 \u062a\u0645 \u062a\u0646\u0641\u064a\u0630\u0647 \u0628\u0646\u062c\u0627\u062d\u060c \u0641\u0644\u0627\u062d\u0638 \u0631\u0642\u0645 \u0625\u0635\u062f\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 (Driver Version) \u0648\u0625\u0635\u062f\u0627\u0631 CUDA (CUDA Version) \u0641\u064a \u0627\u0644\u0639\u0646\u0648\u0627\u0646. \u0648\u064a\u0634\u064a\u0631 \u0625\u0635\u062f\u0627\u0631 CUDA \u0627\u0644\u0645\u0630\u0643\u0648\u0631 \u0647\u0646\u0627\u0643 \u0625\u0644\u0649 \u0623\u0642\u0635\u0649 \u0625\u0635\u062f\u0627\u0631 \u064a\u062f\u0639\u0645\u0647 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u2014 \u0648\u0644\u0627 \u064a\u0639\u0646\u064a \u0630\u0644\u0643 \u0623\u0646 \u062d\u0632\u0645\u0629 \u0623\u062f\u0648\u0627\u062a CUDA \u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u062b\u0628\u062a\u0629 \u0628\u0627\u0644\u0641\u0639\u0644\u060c \u0643\u0645\u0627 \u0623\u0646 \u0623\u0648\u0644\u0627\u0645\u0627 \u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0632\u0645\u0629.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0646\u0635\u0629<\/th>\n<th>\u0623\u062f\u0646\u0649 \u0625\u0635\u062f\u0627\u0631 \u0645\u0637\u0644\u0648\u0628 \u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0644\u064a\u0646\u0643\u0633<\/td>\n<td>525.xx (\u064a\u062f\u0639\u0645 CUDA 12.0)<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u064a\u0646\u062f\u0648\u0632 \u0627\u0644\u0623\u0635\u0644\u064a (Windows native)<\/td>\n<td>527.xx (\u064a\u062f\u0639\u0645 CUDA 12.0)<\/td>\n<\/tr>\n<tr>\n<td>WSL2 (\u0645\u0639 \u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632 \u0643\u0645\u0636\u064a\u0641)<\/td>\n<td>525.xx \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 \u0648\u064a\u0646\u062f\u0648\u0632 \u2014 \u0648\u0644\u0627 \u062a\u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0627\u0644\u062e\u0627\u0635 \u0628\u0644\u064a\u0646\u0643\u0633 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u062b\u0628\u0650\u0651\u062a \u0623\u0648 \u062d\u062f\u0650\u0651\u062b \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644<\/h3>\n<p><strong>\u0623\u0648\u0628\u0648\u0646\u062a\u0648 \/ \u062f\u064a\u0628\u064a\u0627\u0646:<\/strong><\/p>\n<pre><code>sudo apt install nvidia-driver-550\nsudo reboot<\/code><\/pre>\n<p><strong>\u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632:<\/strong> \u0646\u0632\u0650\u0651\u0644 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0646 \u0627\u0644\u0645\u0648\u0642\u0639 nvidia.com\/Download \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0637\u0628\u064a\u0642 GeForce Experience\u060c \u062b\u0645 \u0623\u0639\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644. \u0648\u064a\u062c\u0628 \u0625\u062c\u0631\u0627\u0621 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0643\u0627\u0645\u0644\u0629 \u2014 \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u0642\u0637 \u2014 \u0628\u0639\u062f \u062a\u062b\u0628\u064a\u062a \u0623\u0648 \u062a\u062d\u062f\u064a\u062b \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/p>\n<p>\u0628\u0639\u062f \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u062a\u0623\u0643\u064e\u0651\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0623\u0645\u0631 <code>nvidia-smi<\/code> \u064a\u0639\u0631\u0636 \u0628\u0637\u0627\u0642\u062a\u0643\u060c \u062b\u0645 \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0623\u0648\u0644\u0627\u0645\u0627:<\/p>\n<pre><code># \u0644\u064a\u0646\u0643\u0633 (\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 systemd)\nsudo systemctl restart ollama\n\n# \u0645\u0627\u0643 \u0623\u0648 \u0625\u0633\nlaunchctl kickstart -k gui\/$(id -u)\/com.ollama.ollama\n\n# \u0648\u064a\u0646\u062f\u0648\u0632 \u2014 \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u062a\u0637\u0628\u064a\u0642 \u0623\u0648\u0644\u0627\u0645\u0627 \u0641\u064a \u0634\u0631\u064a\u0637 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0623\u0648 \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/code><\/pre>\n<p>\u0634\u063a\u0650\u0651\u0644 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0623\u0645\u0631 <code>ollama ps<\/code> \u0645\u0631\u0629 \u0623\u062e\u0631\u0649. \u0648\u0625\u0630\u0627 \u0638\u0644 \u0639\u0645\u0648\u062f PROCESSOR \u064a\u064f\u0638\u0647\u0631 \u0646\u0633\u0628\u0629 100% \u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU)\u060c \u0641\u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_3_Model_Too_Large_for_VRAM\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 3: \u0646\u0645\u0648\u0630\u062c \u0643\u0628\u064a\u0631 \u062c\u062f\u064b\u0651\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0648\u0632\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)\u060c \u0641\u0625\u0646 \u0623\u0648\u0644\u0627\u0645\u0627 \u0644\u0627 \u062a\u0631\u0641\u0636 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u2014 \u0628\u0644 \u062a\u0642\u0648\u0645 \u0628\u062a\u0642\u0633\u064a\u0645 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (inference). \u0641\u062a\u064f\u062d\u0645\u064e\u0651\u0644 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0645\u0643\u0646 \u0645\u0646 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0644 (transformer layers) \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0646\u0641\u064e\u0651\u0630 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU). \u0648\u064a\u0638\u0647\u0631 \u0647\u0630\u0627 \u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0643\u0646\u0633\u0628\u0629 \u0645\u0626\u0648\u064a\u0629 \u0645\u0642\u0633\u064e\u0651\u0645\u0629 \u0641\u064a <code>ollama ps<\/code> \u0648\u0647\u0630\u0627 \u0633\u0644\u0648\u0643 \u0645\u0642\u0635\u0648\u062f \u0648\u0644\u064a\u0633 \u0639\u064a\u0628\u064b\u0627 \u0628\u0631\u0645\u062c\u064a\u064b\u0651\u0627.<\/p>\n<p>\u0648\u064a\u062d\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c \u0630\u0648 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (70B parameter model) \u0639\u0646\u062f \u062a\u0643\u0645\u064a\u0645 Q4_K_M \u0639\u0627\u062f\u0629\u064b \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 40 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)\u060c \u0648\u0647\u064a \u0633\u0639\u0629 \u062a\u0641\u0648\u0642 \u0623\u064a \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0648\u0627\u062d\u062f\u0629. \u0648\u0644\u0630\u0644\u0643\u060c \u0642\u0628\u0644 \u062a\u0646\u0632\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0643\u0628\u064a\u0631\u060c \u062a\u062d\u0642\u064e\u0651\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u064a\u0646\u0627\u0633\u0628 \u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u062a\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a>. \u0648\u0644\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0623\u0643\u062b\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0634\u064a\u0648\u0639\u064b\u0627\u060c \u0631\u0627\u062c\u0639 <a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 VRAM \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0631\u0626\u064a\u0633\u064a<\/a>.<\/p>\n<p>\u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u062a\u0643 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)\u060c \u0641\u0644\u062f\u064a\u0643 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li>\u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0643\u0645\u064a\u0645\u064b\u0627 \u0623\u0642\u0644 (\u0645\u062b\u0644 Q2_K \u0623\u0648 Q3_K_S) \u2014 \u0648\u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM) \u0645\u0639 \u062e\u0633\u0627\u0631\u0629 \u0637\u0641\u064a\u0641\u0629 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629.<\/li>\n<li>\u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0646\u0633\u062e\u0629 \u0623\u0635\u063a\u0631 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (\u0645\u062b\u0644 8B \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 70B). \u0648\u062a\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0635\u0641\u062d\u0629 <a href=\"https:\/\/convly.ai\/ar\/best-local-llms-to-run-on-ollama-2026\/\">\u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0640 Ollama<\/a> \u0623\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629.<\/li>\n<li>\u0627\u0642\u0628\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0631\u064a\u063a \u0627\u0644\u062c\u0632\u0626\u064a (partial offload) \u2014 \u0648\u0633\u064a\u0643\u0648\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u064a\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0648\u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU).<\/li>\n<li>\u062d\u062f\u0650\u0651\u062b \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u0648\u062a\u0642\u062f\u0650\u0651\u0645 \u0627\u0644\u062f\u0644\u064a\u0644 <a href=\"https:\/\/convly.ai\/ar\/best-gpus-for-local-llms-2026\/\">\u0623\u0641\u0636\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \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<\/a> \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u064a\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM) \u0648\u0627\u0644\u0633\u0639\u0631.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Step_4_AMD_GPU_and_ROCm\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0628\u0637\u0627\u0642\u0627\u062a AMD \u0648ROCm<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u062f\u0639\u0645 \u0628\u0631\u0646\u0627\u0645\u062c Ollama \u0645\u0639\u0627\u0644\u062c\u0627\u062a AMD \u0639\u0628\u0631 \u0645\u0646\u0635\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 ROCm \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0634\u0631\u0643\u0629 AMD. \u0648\u064a\u062f\u0639\u0645 Ollama \u0631\u0633\u0645\u064a\u064b\u0651\u0627 \u0628\u0637\u0627\u0642\u0627\u062a RDNA 2 (\u0633\u0644\u0633\u0644\u0629 RX 6000) \u0648RDNA 3 (\u0633\u0644\u0633\u0644\u0629 RX 7000) \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 \u0644\u064a\u0646\u0643\u0633 \u0641\u0642\u0637. \u0623\u0645\u0627 \u062f\u0639\u0645 \u0623\u0646\u0638\u0645\u0629 Windows \u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a AMD \u0641\u0647\u0648 \u0645\u062d\u062f\u0648\u062f \u2014 \u064a\u064f\u0631\u062c\u0649 \u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0645\u062b\u0628\u062a \u0645\u0646 Ollama \u0642\u0628\u0644 \u062a\u0648\u0642\u0639 \u0639\u0645\u0644\u0647 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Windows.<\/p>\n<h3>\u062a\u062d\u0642\u0642 \u0645\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 ROCm<\/h3>\n<pre><code>rocm-smi<\/code><\/pre>\n<p>\u0625\u0630\u0627 <code>rocm-smi<\/code> \u0644\u0645 \u064a\u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0645\u0631\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u062d\u0632\u0645\u0629 ROCm \u063a\u064a\u0631 \u0645\u064f\u062b\u0628\u064e\u0651\u062a\u0629. \u064a\u064f\u0631\u062c\u0649 \u0632\u064a\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0642\u0639 amd.com\/en\/developer\/rocm \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0644\u062a\u0648\u0632\u064a\u0639\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u060c \u0625\u0630 \u062a\u062a\u063a\u064a\u0631 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u062d\u0632\u0645 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0628\u064a\u0646 \u0625\u0635\u062f\u0627\u0631\u0627\u062a ROCm \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p>\u0643\u0627\u0646\u062a \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u063a\u0627\u0626\u0628\u0629 \u0639\u0646 \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0623\u0645\u0631 <code>rocm-smi<\/code> \u0628\u0639\u062f \u0627\u0644\u062a\u062b\u0628\u064a\u062a:<\/p>\n<pre><code>sudo usermod -aG render,video $USER\n# \u0633\u062c\u0651\u0644 \u0627\u0644\u062e\u0631\u0648\u062c \u062b\u0645 \u0627\u0644\u062f\u062e\u0648\u0644 \u0645\u062c\u062f\u062f\u064b\u0627 \u0644\u062a\u0641\u0639\u064a\u0644 \u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629<\/code><\/pre>\n<p>\u0644\u062a\u062d\u062f\u064a\u062f \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0639\u064a\u0651\u0646\u0629 \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u0639\u062f\u0629 \u0628\u0637\u0627\u0642\u0627\u062a:<\/p>\n<pre><code>HIP_VISIBLE_DEVICES=0 ollama serve<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"Step_5_Docker_%E2%80%94_Missing_GPU_Passthrough\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 5: \u062d\u0632\u0645\u0629 Docker \u2014 \u063a\u064a\u0627\u0628 \u062a\u0645\u0631\u064a\u0631 \u062f\u0639\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU passthrough)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u064f\u0646\u0641\u064e\u0651\u0630\u0629 \u0639\u0628\u0631 Docker \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0627 \u0644\u0645 \u062a\u064f\u0645\u0631\u064e\u0651\u0631 \u0625\u0644\u064a\u0647\u0627 \u0635\u0631\u0627\u062d\u0629\u064b. \u0648\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Ollama \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u2014 \u0641\u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0636\u064a\u0641 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644\u064d \u062c\u064a\u0650\u0651\u062f\u060c \u0644\u0643\u0646 \u0627\u0644\u062d\u0627\u0648\u064a\u0629 \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0631\u0624\u064a\u062a\u0647\u0627.<\/p>\n<h3>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a NVIDIA \u0641\u064a \u062d\u0627\u0648\u064a\u0627\u062a Docker<\/h3>\n<p>\u062b\u0628\u0650\u0651\u062a \u0623\u062f\u0627\u0629 NVIDIA Container Toolkit \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0636\u064a\u0641:<\/p>\n<pre><code>sudo apt install nvidia-container-toolkit\nsudo nvidia-ctk runtime configure --runtime=docker\nsudo systemctl restart docker<\/code><\/pre>\n<p>\u062b\u0645 \u0645\u0631\u0650\u0651\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0646\u062f \u0628\u062f\u0621 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062d\u0627\u0648\u064a\u0629:<\/p>\n<pre><code>docker run -d --gpus all \n  -v ollama:\/root\/.ollama \n  -p 11434:11434 \n  ollama\/ollama<\/code><\/pre>\n<p>\u0628\u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u064a\u0627\u0631 <code>--gpus all<\/code> (\u0623\u0648 <code>--gpus device=0<\/code> (\u0644\u062a\u062d\u062f\u064a\u062f \u0628\u0637\u0627\u0642\u0629 \u0645\u0639\u064a\u0651\u0646\u0629)\u060c \u0644\u0646 \u062a\u062a\u0645\u0643\u0646 \u0627\u0644\u062d\u0627\u0648\u064a\u0629 \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0636\u064a\u0641.<\/p>\n<h3>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a AMD \u0641\u064a \u062d\u0627\u0648\u064a\u0627\u062a Docker<\/h3>\n<pre><code>docker run -d \n  --device \/dev\/kfd --device \/dev\/dri \n  -v ollama:\/root\/.ollama \n  -p 11434:11434 \n  ollama\/ollama:rocm<\/code><\/pre>\n<p>\u0627\u0644\u0640 <code>:rocm<\/code> \u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 (image tag) \u0645\u0637\u0644\u0648\u0628\u0629. \u0641\u0635\u0648\u0631\u0629 <code>ollama\/ollama<\/code> \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0644\u0627 \u062a\u062a\u0636\u0645\u064e\u0651\u0646 \u062f\u0639\u0645 ROCm\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0633\u062a\u062a\u0631\u0627\u062c\u0639 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0645\u0639\u0627\u0644\u062c\u0627\u062a AMD.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_6_WSL2_on_Windows\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 6: \u0646\u0638\u0627\u0645 WSL2 \u0639\u0644\u0649 \u0648\u064a\u0646\u062f\u0648\u0632<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0646\u0638\u0627\u0645 WSL2 \u0645\u0634\u0627\u0631\u0643\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a NVIDIA \u0645\u0639 \u0646\u0638\u0627\u0645 Windows \u0627\u0644\u0645\u0636\u064a\u0641\u060c \u0644\u0643\u0646 \u0647\u0646\u0627\u0643 \u0642\u0627\u0639\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0644\u0627 \u062a\u0642\u0628\u0644 \u0627\u0644\u062c\u062f\u0644: \u064a\u062c\u0628 \u062a\u062b\u0628\u064a\u062a \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 NVIDIA \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 <strong>\u0648\u064a\u0646\u062f\u0648\u0632<\/strong>Windows\u060c \u0648\u0644\u064a\u0633 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2. \u0641\u062a\u062b\u0628\u064a\u062a \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 Linux \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 NVIDIA \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0639\u0637\u064a\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0645\u0631\u064a\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0627\u0644\u0643\u0627\u0645\u0644.<\/p>\n<ul>\n<li>\u062b\u0628\u0650\u0651\u062a \u0623\u0648 \u062d\u062f\u0650\u0651\u062b \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 NVIDIA \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Windows\u060c \u062b\u0645 \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0638\u0627\u0645.<\/li>\n<li>\u064a\u062a\u0637\u0644\u0628 \u0646\u0638\u0627\u0645 WSL2 \u0646\u0648\u0627\u0629 \u0625\u0635\u062f\u0627\u0631 5.10.43 \u0623\u0648 \u0623\u062d\u062f\u062b. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0630\u0644\u0643 \u0639\u0628\u0631 \u0627\u0644\u0623\u0645\u0631 <code>uname -r<\/code> \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2\u061b \u0648\u062d\u062f\u0650\u0651\u062b \u0627\u0644\u0646\u0648\u0627\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>wsl --update<\/code> \u0641\u064a \u0645\u064f\u062d\u0631\u0650\u0651\u0631 \u0623\u0648\u0627\u0645\u0631 Windows.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u062a\u062b\u0628\u064a\u062a \u062d\u0632\u0645\u0629 \u0623\u062f\u0648\u0627\u062a CUDA \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0630\u0644\u0643 \u2014 \u0648\u0647\u0630\u0627 \u0623\u0645\u0631 \u0645\u0646\u0641\u0635\u0644 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0644\u0627 \u064a\u062a\u0633\u0628\u0628 \u0628\u0623\u064a \u062a\u0639\u0627\u0631\u0636.<\/li>\n<\/ul>\n<p>\u062a\u062d\u0642\u064e\u0651\u0642 \u0645\u0646 \u0638\u0647\u0648\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2:<\/p>\n<pre><code>nvidia-smi<\/code><\/pre>\n<p>\u0625\u0630\u0627 \u0638\u0647\u0631\u062a \u0628\u0637\u0627\u0642\u062a\u0643 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0641\u0633\u064a\u0633\u062a\u062e\u062f\u0645 Ollama \u0647\u0630\u0647 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u062f\u0627\u062e\u0644 WSL2. \u0648\u0625\u0630\u0627 \u0641\u0634\u0644 \u0627\u0644\u0623\u0645\u0631\u060c \u0641\u062d\u062f\u0650\u0651\u062b \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 Windows \u0648\u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0645\u0631. <code>wsl --update<\/code>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"macOS_%E2%80%94_Metal_Apple_Silicon_and_AMD\"><\/span>\u0646\u0638\u0627\u0645 macOS \u2014 \u062a\u0642\u0646\u064a\u0629 Metal (\u0644\u0631\u0642\u0627\u0626\u0642 Apple Silicon \u0648\u0628\u0637\u0627\u0642\u0627\u062a AMD)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0639\u0644\u0649 \u0646\u0638\u0627\u0645 macOS\u060c \u064a\u0633\u062a\u062e\u062f\u0645 Ollama \u062a\u0642\u0646\u064a\u0629 Apple Metal \u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0639\u0628\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u2014 \u0641\u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u062a\u062b\u0628\u064a\u062a \u0628\u0631\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644\u060c \u0648\u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u062a\u0639\u064a\u064a\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0628\u064a\u0626\u064a\u0629. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u062c\u0647\u0627\u0632 Mac \u0645\u0632\u0648\u064e\u0651\u062f\u064b\u0627 \u0628\u0645\u0639\u0627\u0644\u062c Apple Silicon \u0648\u064a\u0639\u0645\u0644 Ollama \u0628\u0628\u0637\u0621\u060c \u0641\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0643 \u0642\u0645\u062a \u0628\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 ARM \u0645\u0646 \u0627\u0644\u0645\u0648\u0642\u0639 ollama.com\u060c \u0648\u0644\u064a\u0633 \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 x86 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0639\u0628\u0631 Rosetta. \u0648\u0628\u0645\u0627 \u0623\u0646 \u0623\u062c\u0647\u0632\u0629 Mac \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0645\u0639\u0627\u0644\u062c\u0627\u062a Apple Silicon \u062a\u0633\u062a\u062e\u062f\u0645 \u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u064e\u0651\u062f\u0629\u060c \u0641\u0625\u0646 \u0643\u0627\u0645\u0644 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RAM) \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u0646\u0638\u0627\u0645 \u062a\u0643\u0648\u0646 \u0645\u062a\u0627\u062d\u0629 \u0623\u064a\u0636\u064b\u0627 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u2014 \u0644\u0630\u0627 \u0627\u062f\u062e\u0644 \u0625\u062c\u0645\u0627\u0644\u064a \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0644\u062f\u064a\u0643 \u0643\u062d\u062f\u064d\u0651 \u0623\u0642\u0635\u0649 \u0644\u0633\u0639\u0629 VRAM \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u064a\u0627\u0631 <a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Verifying_the_Fix_and_Expected_Throughput\"><\/span>\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0646\u062c\u0627\u062d \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0648\u0642\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0639\u062f \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a\u060c \u0634\u063a\u0650\u0651\u0644 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0648\u0631\u0627\u0642\u0628 \u0645\u0624\u0634\u0631\u064a\u0646 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0646\u0641\u0633\u0647:<\/p>\n<pre><code># \u0627\u0644\u0637\u0631\u0641\u064a\u0629 1 \u2014 \u0627\u0628\u062f\u0623 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\nollama run llama3.2:8b \"\u0645\u0627 \u0647\u064a \u0639\u0627\u0635\u0645\u0629 \u0641\u0631\u0646\u0633\u0627\u061f\"\n\n# \u0627\u0644\u0637\u0631\u0641\u064a\u0629 2 \u2014 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\nollama ps\n\n# \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a NVIDIA: \u0631\u0627\u0642\u0628 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0643\u0644 \u062b\u0627\u0646\u064a\u0629\nnvidia-smi dmon -s u<\/code><\/pre>\n<p>\u0623\u062f\u0627\u0621 \u0645\u0631\u062c\u0639\u064a (\u062a\u0642\u0631\u064a\u0628\u064a \u2014 \u0648\u064a\u062e\u062a\u0644\u0641 \u062d\u0633\u0628 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0646\u060c \u0648\u0625\u0635\u062f\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0648\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0646\u0627\u0642\u0644 PCIe):<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/th>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>~\u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>RTX 4090 (\u0662\u0664 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)<\/td>\n<td>Llama 3.1 8B Q4<\/td>\n<td>120\u2013160<\/td>\n<\/tr>\n<tr>\n<td>RTX 3080 (10 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)<\/td>\n<td>Llama 3.1 8B Q4<\/td>\n<td>60\u201380<\/td>\n<\/tr>\n<tr>\n<td>Apple M3 Pro (\u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u064e\u0651\u062f\u0629)<\/td>\n<td>Llama 3.1 8B Q4<\/td>\n<td>40\u201360<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0641\u0642\u0637 (Ryzen 9 7950X)<\/td>\n<td>Llama 3.1 8B Q4<\/td>\n<td>5\u201315<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u062d\u0642\u064a\u0642 \u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u0641\u064a \u062e\u0627\u0646\u0629 \u0627\u0644\u0622\u062d\u0627\u062f \u0644\u0643\u0644 \u062b\u0627\u0646\u064a\u0629 \u0631\u063a\u0645 \u062a\u0648\u0641\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0642\u0648\u064a\u0629 \u0647\u0648 \u0623\u0648\u0636\u062d \u0645\u0624\u0634\u0631 \u0639\u0644\u0649 \u0623\u0646 \u0627\u0644\u062d\u0644 \u0644\u0645 \u064a\u064f\u0637\u0628\u064e\u0651\u0642 \u0628\u0639\u062f.<\/p>\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>\u0644\u0645\u0627\u0630\u0627 \u064a\u064f\u0638\u0647\u0631 \u0627\u0644\u0623\u0645\u0631 <code>ollama ps<\/code> \u062a\u0648\u0632\u064a\u0639\u064b\u0627 \u0628\u064a\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 100% \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u061f<\/h3>\n<p>\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0643\u0628\u0631 \u0645\u0646 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM) \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0644\u062f\u064a\u0643. \u0641\u064a\u0642\u0648\u0645 Ollama \u0628\u062a\u062d\u0645\u064a\u0644 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0646\u0641\u064e\u0651\u0630 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0645\u062a\u0628\u0642\u064a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629. \u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0623\u0633\u0631\u0639 \u0645\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0623\u0628\u0637\u0623 \u0645\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u0644\u0630\u0627 \u064a\u064f\u0648\u0635\u0649 \u0628\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0623\u0635\u063a\u0631 \u0623\u0648 \u0627\u0644\u062a\u062d\u0648\u064f\u0651\u0644 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u062a\u0643\u0645\u064a\u0646 \u0623\u0642\u0644 \u0644\u0646\u0642\u0644 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \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\u0627\u062a.<\/p>\n<h3>\u0643\u0627\u0646 Ollama \u064a\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 \u0642\u0628\u0644 \u062b\u0645 \u062a\u0648\u0642\u064e\u0651\u0641 \u0641\u062c\u0623\u0629 \u2014 \u0645\u0627 \u0627\u0644\u0630\u064a \u062a\u063a\u064a\u064e\u0651\u0631\u061f<\/h3>\n<p>\u0642\u062f \u064a\u0624\u062f\u064a \u062a\u062d\u062f\u064a\u062b \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0623\u0648 \u062a\u062d\u062f\u064a\u062b \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0623\u0648 \u0625\u0635\u062f\u0627\u0631 \u062c\u062f\u064a\u062f \u0645\u0646 Ollama \u0625\u0644\u0649 \u062a\u0639\u0637\u064a\u0644 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0639\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u062a\u062d\u0642\u064e\u0651\u0642 \u0623\u0648\u0644\u064b\u0627 \u0645\u0646 \u0623\u0646 \u0627\u0644\u0623\u0645\u0631 <code>nvidia-smi<\/code> \u0645\u0627 \u0632\u0627\u0644 \u064a\u064f\u0638\u0647\u0631 \u0627\u0644\u0628\u0637\u0627\u0642\u0629\u060c \u062b\u0645 \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u0642\u062f \u062d\u062f\u064e\u0651\u062b\u062a \u0645\u0624\u062e\u0631\u064b\u0627 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 NVIDIA\u060c \u0641\u0642\u062f \u064a\u062a\u0637\u0644\u064e\u0651\u0628 \u0627\u0644\u0623\u0645\u0631 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0645\u062c\u0631\u062f \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u062f\u0645\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0628\u0631\u0646\u0627\u0645\u062c Ollama \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u064a\u0642\u0648\u0645 Ollama \u0628\u062a\u0648\u0632\u064a\u0639 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u0623\u0643\u062b\u0631 \u0645\u0646 \u0648\u062d\u062f\u0629. \u0648\u0644\u062a\u062d\u062f\u064a\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0633\u0645\u062d \u0644\u0640 Ollama \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\u060c \u0639\u064a\u0650\u0651\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 <code>CUDA_VISIBLE_DEVICES<\/code> (\u0644\u0623\u062c\u0647\u0632\u0629 NVIDIA) \u0623\u0648 <code>HIP_VISIBLE_DEVICES<\/code> (AMD) \u0642\u0628\u0644 \u0627\u0644\u0628\u062f\u0621 <code>ollama serve<\/code>.<\/p>\n<h3>\u0647\u0644 \u064a\u0639\u0645\u0644 Ollama \u0645\u0639 \u0628\u0637\u0627\u0642\u0627\u062a GeForce \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u060c \u0623\u0645 \u0623\u0646\u0646\u064a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061f<\/h3>\n<p>\u062a\u064f\u062f\u0639\u0645 \u0628\u0637\u0627\u0642\u0627\u062a GeForce GTX 10xx \u0648\u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u062b \u062f\u0639\u0645\u064b\u0627 \u0643\u0627\u0645\u0644\u0627\u064b \u2014 \u0648\u0644\u0627 \u064a\u0644\u0632\u0645 \u0648\u062c\u0648\u062f \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0623\u0645\u0627 \u0627\u0644\u062d\u062f \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u0647\u0648 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (VRAM): \u0625\u0630 \u064a\u0645\u0643\u0646 \u0644\u0628\u0637\u0627\u0642\u0629 \u0633\u0639\u062a\u0647\u0627 \u0668 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0639\u0627\u064a\u064a\u0631\u0647\u0627 \u0628\u064a\u0646 \u0667 \u0648\u0668 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0628\u0633\u0644\u0627\u0633\u0644 \u0643\u0645\u064a\u0629 \u0645\u0646 \u0646\u0648\u0639 Q4 \u0628\u0633\u0644\u0627\u0633\u0629. \u0648\u064a\u064f\u0648\u0635\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\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\u0644\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u062f\u062f \u064a\u0646\u0627\u0633\u0628 \u0645\u0648\u0627\u0631\u062f \u062c\u0647\u0627\u0632\u0643 \u0642\u0628\u0644 \u062a\u0646\u0632\u064a\u0644\u0647.<\/p>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 Ollama \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0631\u063a\u0645 \u0627\u0645\u062a\u0644\u0627\u0643 \u0628\u0637\u0627\u0642\u062a\u064a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0633\u0639\u0629 VRAM \u0643\u0627\u0641\u064a\u0629\u061f<\/h3>\n<p>\u0642\u062f \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0639\u0645\u0644\u064a\u0629 \u0623\u062e\u0631\u0649 \u062a\u0634\u063a\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (VRAM) \u2014 \u062a\u062d\u0642\u0642 \u0645\u0646 <code>nvidia-smi<\/code> \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0627\u062a \u0623\u062e\u0631\u0649 \u062a\u0633\u062a\u0647\u0644\u0643 \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u0645\u062b\u0644 \u0645\u062a\u0635\u0641\u062d \u0648\u064a\u0628 \u0645\u064f\u0641\u0639\u064e\u0651\u0644 \u0628\u0647 \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0623\u0648 \u0646\u0645\u0648\u0630\u062c \u0622\u062e\u0631 \u0642\u064a\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u0627\u0644\u0641\u0639\u0644. \u0643\u0645\u0627 \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u062f \u062a\u0645 \u062a\u062d\u0645\u064a\u0644\u0647 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GPU driver) \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0639\u0645\u0644. \u0648\u0644\u0625\u064a\u0642\u0627\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u0645\u0644 \u062d\u0627\u0644\u064a\u064b\u0651\u0627\u060c \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u0645\u0631 <code>ollama stop &lt;name&gt;<\/code>\u060c \u062b\u0645 \u062d\u0631\u0650\u0651\u0631 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (VRAM) \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0648\u0623\u0639\u062f \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<h3>\u0623\u064a\u0646 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0644\u062a\u0639\u0631\u064f\u0651\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u0632\u064a\u062f \u062d\u0648\u0644 \u0625\u0639\u062f\u0627\u062f Ollama \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629\u061f<\/h3>\n<p>\u0627\u0644\u0640 <a href=\"https:\/\/convly.ai\/ar\/what-is-ollama-complete-guide-2026\/\">\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0640 Ollama<\/a> \u064a\u063a\u0637\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0628\u0634\u0643\u0644 \u0634\u0627\u0645\u0644. \u0623\u0645\u0627 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u062f\u062f\u060c \u0641\u0631\u0627\u062c\u0639 <a href=\"https:\/\/convly.ai\/ar\/best-local-llms-to-run-on-ollama-2026\/\">\u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0640 Ollama<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Run ollama ps while a model is loaded \u2014 the PROCESSOR column tells you whether Ollama is using GPU or [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2206,"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":[7],"tags":[],"class_list":["post-2205","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-news"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/2205","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=2205"}],"version-history":[{"count":1,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/2205\/revisions"}],"predecessor-version":[{"id":2207,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/2205\/revisions\/2207"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/2206"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=2205"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=2205"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=2205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}