{"id":2485,"date":"2026-08-30T20:13:51","date_gmt":"2026-08-30T20:13:51","guid":{"rendered":"https:\/\/convly.ai\/?p=2485"},"modified":"2026-08-30T20:13:51","modified_gmt":"2026-08-30T20:13:51","slug":"ollama-local-ai","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/ollama-local-ai\/","title":{"rendered":"\u0623\u0648\u0644\u0627\u0645\u0627 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a: \u062f\u0644\u064a\u0644 \u0625\u0639\u062f\u0627\u062f \u0643\u0627\u0645\u0644 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c"},"content":{"rendered":"<div class=\"convly-tldr\"><strong>\u0628\u0627\u062e\u062a\u0635\u0627\u0631<\/strong><\/p>\n<ul>\n<li>\u064a\u062a\u064a\u062d \u0644\u0643 \u0623\u0648\u0644\u0627\u0645\u0627 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 Llama \u0648Mistral \u0648Gemma \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0628\u0631 \u0623\u062f\u0627\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 \u0648\u0627\u062d\u062f\u0629<\/li>\n<li>\u0627\u0644\u062a\u062b\u0628\u064a\u062a \u062e\u0644\u0627\u0644 \u062b\u0648\u0627\u0646\u064d: <code>curl https:\/\/ollama.com\/install.sh | sh<\/code> (\u0644\u0646\u0638\u0627\u0645\u064e\u064a Linux\/macOS) \u0623\u0648 \u062a\u0646\u0632\u064a\u0644 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0638\u0627\u0645 Windows<\/li>\n<li>\u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u0629 \u0645\u0627 \u0628\u064a\u0646 \u0664\u2013\u0668 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM\u061b \u0623\u0645\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0628\u062d\u062c\u0645 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (70B) \u0641\u062a\u062a\u0637\u0644\u0628 \u0646\u062d\u0648 \u0664\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0640 \u0664 \u0628\u062a<\/li>\n<li>\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629: \u0646\u062d\u0648 \u0665\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0634\u0647\u0631\u064a\u064b\u0651\u0627 \u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0648\u0623\u0642\u0644 \u0645\u0646 \u0630\u0644\u0643 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631<\/li>\n<\/ul>\n<\/div>\n<p>Ollama is a command-line tool that packages AI language models into containers you can run on your own hardware. Instead of sending prompts to OpenAI, Anthropic, or Google and paying per token, you download a model once\u2014Llama 3.3 70B, Mistral 7B, Phi-4, or any of <a href=\"https:\/\/convly.ai\/ar\/ollama-models-list-2026\/\">\u0639\u0634\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629<\/a>\u2014\u0648\u064a\u062a\u0645 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (inference) \u0628\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\u064a\u0627\u062a (GPU) \u0623\u0648 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643. \u0648\u0628\u0630\u0644\u0643 \u062a\u062d\u062a\u0641\u0638 \u0628\u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0645\u062d\u0644\u0651\u064a\u064b\u0651\u0627\u060c \u0648\u0644\u0627 \u062a\u062f\u0641\u0639 \u0634\u064a\u0626\u064b\u0627 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u0637\u0644\u0628 \u0628\u0639\u062f \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0639\u062a\u0627\u062f \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0643\u0645\u0627 \u062a\u062d\u062a\u0641\u0638 \u0628\u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0633\u0644\u0648\u0643 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u064a\u0629 \u062a\u0634\u063a\u064a\u0644\u0647.<\/p>\n<p>\u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0629 \u062a\u0643\u0645\u0646 \u0641\u064a \u0627\u0644\u0639\u062a\u0627\u062f: \u0641\u0623\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0643\u0645\u064a\u0629 \u0643\u0627\u0641\u064a\u0629 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u0644\u0627\u062d\u062a\u0648\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0641\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 \u0667 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (7B) \u0639\u0646\u062f \u062a\u0643\u0645\u064a\u0645\u0647 \u0625\u0644\u0649 \u0664 \u0628\u062a \u064a\u062a\u0637\u0644\u0628 \u0646\u062d\u0648 \u0664\u2013\u0665 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 GPU\u060c \u0648\u0647\u064a \u0643\u0645\u064a\u0629 \u062a\u0643\u0641\u064a \u0644\u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0645\u062b\u0644 RTX 4060. \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (70B) \u0641\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0646\u062d\u0648 \u0664\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0640 \u0664 \u0628\u062a\u060c \u0645\u0627 \u064a\u0633\u062a\u0644\u0632\u0645 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0645\u062b\u0644 RTX 6000 Ada \u0623\u0648 \u062a\u0643\u0648\u064a\u0646\u064b\u0627 \u0645\u062a\u0639\u062f\u062f \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (multi-GPU). \u0648\u062a\u0648\u0636\u062d <a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a> \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u062a\u0637\u0644\u0628\u0627\u062a VRAM<\/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-6a94c1c9dbf64\" 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-6a94c1c9dbf64\"  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-local-ai\/#Installing_Ollama\" >\u062a\u062b\u0628\u064a\u062a \u0623\u0648\u0644\u0627\u0645\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/ollama-local-ai\/#Running_Your_First_Model\" >\u062a\u0634\u063a\u064a\u0644 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u0643<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/ollama-local-ai\/#Model_Selection_and_VRAM_Requirements\" >\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 VRAM<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/ollama-local-ai\/#Common_Commands_and_Configuration\" >\u0623\u0648\u0627\u0645\u0631 \u0634\u0627\u0626\u0639\u0629 \u0648\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0647\u064a\u0626\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/ollama-local-ai\/#Hardware_Requirements\" >\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/ollama-local-ai\/#Cost_Comparison_Local_vs_API\" >\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641: \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a \u0645\u0642\u0627\u0628\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/ollama-local-ai\/#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=\"Installing_Ollama\"><\/span>\u062a\u062b\u0628\u064a\u062a \u0623\u0648\u0644\u0627\u0645\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0644\u064a\u0646\u0643\u0633<\/h3>\n<p>\u0634\u063a\u0651\u0644 \u0646\u0635 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u060c \u0627\u0644\u0630\u064a \u064a\u0643\u062a\u0634\u0641 \u062a\u0648\u0632\u064a\u0639\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u062f\u064a\u0643 \u0648\u064a\u064f\u0647\u064a\u0626 \u062e\u062f\u0645\u0629 <code>\u0623\u0648\u0644\u0627\u0645\u0627<\/code> :<\/p>\n<pre>curl -fsSL https:\/\/ollama.com\/install.sh | sh<\/pre>\n<p>\u0648\u0647\u0630\u0627 \u064a\u062b\u0628\u062a \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0631 <code>\/usr\/local\/bin\/ollama<\/code> \u0648\u064a\u064f\u0633\u062c\u0650\u0651\u0644 \u062e\u062f\u0645\u0629 systemd. \u0648\u062a\u0628\u062f\u0623 \u0627\u0644\u062e\u062f\u0645\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0648\u062a\u0635\u0645\u062f \u0623\u0645\u0627\u0645 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644. \u0648\u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627:<\/p>\n<pre>ollama --version<\/pre>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0648\u0631\u0627\u0621 \u0648\u0643\u064a\u0644 \u0645\u0624\u0633\u0633\u064a (corporate proxy) \u0623\u0648 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062b\u0628\u064a\u062a \u064a\u062f\u0648\u064a\u060c \u0641\u0642\u0645 \u0628\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0645\u0646 <a href=\"https:\/\/github.com\/ollama\/ollama\/releases\" rel=\"noopener\" target=\"_blank\">\u0625\u0635\u062f\u0627\u0631\u0627\u062a GitHub<\/a> \u0648\u0648\u0636\u0639\u0647 \u0641\u064a \u0645\u062c\u0644\u062f <code>PATH<\/code>.<\/p>\n<h3>macOS<\/h3>\n<p>\u0646\u0632\u0651\u0644 <code>.dmg<\/code> \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0645\u0646 <a href=\"https:\/\/ollama.com\/download\" rel=\"noopener\" target=\"_blank\">ollama.com\/download<\/a>\u060c \u0627\u0641\u062a\u062d\u0647\u060c \u062b\u0645 \u0627\u0633\u062d\u0628 \u0623\u0648\u0644\u0627\u0645\u0627 \u0625\u0644\u0649 \u0645\u062c\u0644\u062f Applications. \u0648\u062a\u0637\u0628\u0651\u0642 \u062a\u0637\u0628\u064a\u0642 \u0634\u0631\u064a\u0637 \u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u062e\u0627\u062f\u0645 \u0627\u0644\u0645\u062d\u0644\u064a \u0639\u0644\u0649 <code>localhost:11434<\/code>. \u0648\u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646 Terminal:<\/p>\n<pre>ollama --version<\/pre>\n<p>macOS users on Apple Silicon (M1\/M2\/M3\/M4) can run models using unified memory instead of discrete VRAM. A Mac Studio with 192 GB unified memory can serve a Llama 4 Maverick (240 GB at 4-bit) by swapping to disk, though inference speed drops significantly when exceeding physical RAM.<\/p>\n<h3>\u0648\u064a\u0646\u062f\u0648\u0632<\/h3>\n<p>\u0646\u0632\u0651\u0644 <code>OllamaSetup.exe<\/code> \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0645\u0646 <a href=\"https:\/\/ollama.com\/download\" rel=\"noopener\" target=\"_blank\">ollama.com\/download<\/a> \u0648\u0634\u063a\u0651\u0644\u0647. \u0648\u064a\u064f\u0636\u064a\u0641 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0645\u0644\u0641 <code>ollama.exe<\/code> \u0625\u0644\u0649 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0626\u0629 PATH\u060c \u0648\u064a\u0628\u062f\u0623 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629. \u0627\u0641\u062a\u062d PowerShell \u0623\u0648 Command Prompt \u0644\u0644\u062a\u062d\u0642\u0642:<\/p>\n<pre>ollama --version<\/pre>\n<p>\u064a\u062f\u0639\u0645 \u0623\u0648\u0644\u0627\u0645\u0627 \u0646\u0638\u0627\u0645 Windows Subsystem for Linux (WSL2) \u0645\u0639 \u062a\u0645\u0631\u064a\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU passthrough): \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0623\u0648\u0644\u0627\u0645\u0627 \u062f\u0627\u062e\u0644 \u062a\u0648\u0632\u064a\u0639\u0629 WSL2 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0648\u0641\u0642 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0646\u0638\u0627\u0645 Linux\u060c \u0648\u062a\u0623\u0643\u062f \u0645\u0646 \u062a\u062b\u0628\u064a\u062a \u0628\u0631\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 NVIDIA CUDA \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Windows \u0627\u0644\u0645\u0636\u064a\u0641.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Running_Your_First_Model\"><\/span>\u062a\u0634\u063a\u064a\u0644 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u0643<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0646\u0632\u0650\u0651\u0644 \u0648\u0634\u063a\u0650\u0651\u0644 \u0646\u0645\u0648\u0630\u062c Llama 3.1 \u0628\u062d\u062c\u0645 \u0668 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (8B)\u060c \u0648\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u062a\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0648\u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0665 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM:<\/p>\n<pre>ollama run llama3.1:8b<\/pre>\n<p>\u064a\u0642\u0648\u0645 \u0623\u0648\u0644\u0627\u0645\u0627 \u0628\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (\u062d\u0648\u0627\u0644\u064a \u0664,\u0667 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a) \u0625\u0644\u0649 <code>~\/.ollama\/models<\/code> (\u0644\u0646\u0638\u0627\u0645\u064e\u064a Linux\/macOS) \u0623\u0648 <code>%USERPROFILE%.ollamamodels<\/code> (\u0644\u0646\u0638\u0627\u0645 Windows)\u060c \u0648\u064a\u062d\u0645\u0651\u0644\u0647 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u062b\u0645 \u064a\u0636\u0639\u0643 \u0641\u064a \u0645\u0648\u062c\u0647 \u062a\u0641\u0627\u0639\u0644\u064a. \u0627\u0643\u062a\u0628 \u0631\u0633\u0627\u0644\u0629\u060c \u0648\u0627\u0636\u063a\u0637 Enter\u060c \u0641\u064a\u064f\u0648\u0644\u0650\u0651\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0631\u062f\u064b\u0651\u0627 \u0645\u062d\u0644\u064a\u064b\u0651\u0627. \u0627\u0636\u063a\u0637 \u0639\u0644\u0649 <code>Ctrl+D<\/code> \u0623\u0648 \u0627\u0643\u062a\u0628 <code>\/bye<\/code> \u0644\u0644\u062e\u0631\u0648\u062c.<\/p>\n<p>\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646\u0647 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API):<\/p>\n<pre>ollama serve<\/pre>\n<p>\u0648\u0647\u0630\u0627 \u064a\u0628\u062f\u0623 \u062e\u0627\u062f\u0645\u064b\u0627 \u0639\u0644\u0649 <code>http:\/\/localhost:11434<\/code>. \u0648\u0641\u064a \u0646\u0627\u0641\u0630\u0629 \u0637\u0631\u0641\u064a\u0629 \u0623\u062e\u0631\u0649:<\/p>\n<pre>curl http:\/\/localhost:11434\/api\/generate -d '{\n  \"model\": \"llama3.1:8b\",\n  \"prompt\": \"Explain TCP congestion control\",\n  \"stream\": false\n}'<\/pre>\n<p>\u0648\u064a\u0623\u062a\u064a \u0627\u0644\u0631\u062f \u0628\u0635\u064a\u063a\u0629 JSON \u0645\u0639 \u0627\u0644\u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u062d\u0642\u0644 <code>response<\/code> .<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Model_Selection_and_VRAM_Requirements\"><\/span>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 VRAM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u062f\u0639\u0645 \u0623\u0648\u0644\u0627\u0645\u0627 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0648\u0632\u0646 (open-weight models) \u0645\u0646 \u0634\u0631\u0643\u0627\u062a \u0645\u062b\u0644 Meta \u0648Mistral AI \u0648Microsoft \u0648Google \u0648Alibaba \u0648\u063a\u064a\u0631\u0647\u0627. \u0648\u064a\u0639\u0631\u0636 \u0627\u0644\u062c\u062f\u0648\u0644 \u0623\u062f\u0646\u0627\u0647 \u062e\u064a\u0627\u0631\u0627\u062a \u0634\u0627\u0626\u0639\u0629 \u0648\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0647\u0627 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0640 \u0664 \u0628\u062a\u060c \u0645\u0633\u062a\u0646\u062f\u064b\u0627 \u0625\u0644\u0649 <a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0637\u0644\u0628\u0627\u062a VRAM<\/a>:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 (\u0627\u0644\u0628\u0627\u0631\u0627\u0645\u062a\u0631\u0627\u062a)<\/th>\n<th>\u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642<\/th>\n<th>VRAM \u0639\u0646\u062f \u062a\u0643\u0645\u064a\u0645 \u0664 \u0628\u062a<\/th>\n<th>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Llama 3.1 8B<\/td>\n<td>8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u0651\u0645\u0629<\/td>\n<td>128 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td>~5 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0627\u062a\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0645\u0646\u0627\u0633\u0628 \u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Mistral 7B<\/td>\n<td>\u0667 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/td>\n<td>32K<\/td>\n<td>~4.5 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0633\u0631\u064a\u0639\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0643\u0648\u062f \u062c\u064a\u062f<\/td>\n<\/tr>\n<tr>\n<td>Phi-4<\/td>\n<td>14 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629<\/td>\n<td>16 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td>~\u0669 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u060c \u0641\u0639\u0651\u0627\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062d\u062c\u0645<\/td>\n<\/tr>\n<tr>\n<td>Mistral NeMo 12B<\/td>\n<td>12 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629<\/td>\n<td>128 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td>~7.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0633\u064a\u0627\u0642\u064b\u0627 \u0637\u0648\u064a\u0644\u064b\u0627\u060c \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>Qwen3 8B<\/td>\n<td>8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u0651\u0645\u0629<\/td>\n<td>128 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td>~5 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0623\u062f\u0627\u0621 \u0642\u0648\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u062a\u0646\u0627\u0641\u0633\u064a \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627<\/td>\n<\/tr>\n<tr>\n<td>Gemma 3 4B<\/td>\n<td>4 \u0645\u0644\u064a\u0627\u0631<\/td>\n<td>128 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td>~3 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0623\u0635\u063a\u0631 \u0646\u0645\u0648\u0630\u062c \u0639\u0645\u0644\u064a \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 (GPU \u0627\u0644\u0645\u062f\u0645\u062c\u0629)<\/td>\n<\/tr>\n<tr>\n<td>Llama 3.3 70B<\/td>\n<td>70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/td>\n<td>128 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td>~40 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u064a \u062c\u0627\u0647\u0632 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u064a\u064f\u0646\u0627\u0641\u0633 \u0641\u0626\u0629 GPT-4<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek R1 Distill Llama 70B<\/td>\n<td>70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/td>\n<td>128 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td>~40 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0646\u0645\u0648\u0630\u062c \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u064a \u0645\u064f\u0643\u062b\u064e\u0651\u0641\u060c \u064a\u0624\u062f\u064a \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0639\u0644\u0648\u0645 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a (STEM)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0644\u0639\u0631\u0636 \u0642\u0627\u0626\u0645\u0629 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645\u0643:<\/p>\n<pre>ollama list<\/pre>\n<p>\u0644\u062d\u0630\u0641 \u0646\u0645\u0648\u0630\u062c \u0645\u0627 \u0648\u062a\u062d\u0631\u064a\u0631 \u0645\u0633\u0627\u062d\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u0627\u0644\u0635\u0644\u0628:<\/p>\n<pre>ollama rm llama3.1:8b<\/pre>\n<p>\u062a\u062a\u0628\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062a\u0627\u0644\u064a: <code>\u0627\u0644\u0627\u0633\u0645:\u0627\u0644\u062d\u062c\u0645<\/code> \u0623\u0648 <code>\u0627\u0644\u0627\u0633\u0645:\u0627\u0644\u0625\u0635\u062f\u0627\u0631<\/code>. \u0648\u064a\u064f\u0641\u062a\u0631\u0636 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0651\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 <code>:latest<\/code>. \u0631\u0627\u062c\u0639 \u0627\u0644\u0641\u0647\u0631\u0633 \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 <a href=\"https:\/\/convly.ai\/ar\/best-local-llms-to-run-on-ollama-2026\/\">\u0623\u0641\u0636\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 (LLMs) \u0644\u0640 Ollama<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Common_Commands_and_Configuration\"><\/span>\u0623\u0648\u0627\u0645\u0631 \u0634\u0627\u0626\u0639\u0629 \u0648\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0647\u064a\u0626\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u062e\u0635\u0635\u0629:<\/p>\n<pre>ollama run llama3.1:8b --temperature 0.7 --top-p 0.9<\/pre>\n<p>\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0645\u064f\u062d\u0641\u0650\u0651\u0632 (prompt) \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u062f\u0648\u0646 \u0627\u0644\u062f\u062e\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a:<\/p>\n<pre>ollama run llama3.1:8b \"\u0627\u0643\u062a\u0628 \u062f\u0627\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u062a\u062d\u0644\u064a\u0644 \u062a\u0648\u0627\u0631\u064a\u062e ISO 8601\"<\/pre>\n<p>\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062f\u0648\u0646 \u0639\u0631\u0636 \u0645\u064f\u062d\u0641\u0650\u0651\u0632 (\u0645\u0641\u064a\u062f \u0644\u062a\u0633\u062e\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u0628\u0644 \u062e\u062f\u0645\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a):<\/p>\n<pre>ollama pull llama3.1:8b<\/pre>\n<p>\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062d\u0645\u064a\u0644\u0647\u0627 \u062d\u0627\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0630\u0627\u0643\u0631\u0629 VRAM:<\/p>\n<pre>ollama ps<\/pre>\n<p>\u062a\u0639\u064a\u064a\u0646 \u0639\u062f\u062f \u0637\u0628\u0642\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u062a\u0641\u0631\u064a\u063a\u0647\u0627 (\u0645\u0641\u064a\u062f \u0639\u0646\u062f \u0627\u0644\u062a\u0641\u0631\u064a\u063a \u0627\u0644\u062c\u0632\u0626\u064a \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0641\u064a \u062d\u0627\u0644 \u0643\u0627\u0646\u062a \u0630\u0627\u0643\u0631\u0629 VRAM \u0645\u062d\u062f\u0648\u062f\u0629):<\/p>\n<pre>OLLAMA_NUM_GPU=35 ollama run llama3.3:70b<\/pre>\n<p>\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0651\u0627\u060c \u064a\u0642\u0648\u0645 Ollama \u0628\u062a\u0641\u0631\u064a\u063a \u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u0623\u0645\u0627 \u062a\u0642\u0644\u064a\u0644 \u0642\u064a\u0645\u0629 <code>OLLAMA_NUM_GPU<\/code> \u0641\u064a\u0628\u0642\u064a \u0628\u0639\u0636 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU)\u060c \u0645\u0645\u0627 \u064a\u064f\u0636\u062d\u0651\u064a \u0628\u0627\u0644\u0633\u0631\u0639\u0629 \u0645\u0642\u0627\u0628\u0644 \u062e\u0641\u0636 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0630\u0627\u0643\u0631\u0629 VRAM. \u0648\u0642\u062f \u064a\u062d\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c 70B \u0645\u0639 20 \u0637\u0628\u0642\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0625\u0644\u0649 20 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0641\u0642\u0637 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM\u060c \u0644\u0643\u0646 \u0633\u0631\u0639\u062a\u0647 \u0642\u062f \u062a\u0646\u062e\u0641\u0636 \u0628\u0646\u0633\u0628\u0629 3\u20135 \u0623\u0636\u0639\u0627\u0641.<\/p>\n<p>\u0644\u062a\u063a\u064a\u064a\u0631 \u062f\u0644\u064a\u0644 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0639\u064a\u0650\u0651\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 <code>OLLAMA_MODELS<\/code> \u0642\u0628\u0644 \u0627\u0644\u062a\u0634\u063a\u064a\u0644:<\/p>\n<pre>export OLLAMA_MODELS=\/mnt\/nvme\/ollama_models\nollama pull llama3.1:8b<\/pre>\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 Ollama \u0645\u0644\u0641\u0627\u062a \u0645\u064f\u062e\u0637\u064e\u0651\u0637\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 (memory-mapped files)\u060c \u0644\u0630\u0627 \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u064f\u062d\u0645\u064e\u0651\u0644 \u0623\u0633\u0631\u0639 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 NVMe \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 SATA SSD. \u0648\u062a\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u0633\u062a\u063a\u0631\u0642 \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c 8B \u062d\u0648\u0627\u0644\u064a 10\u201315 \u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645\u064d \u062d\u062f\u064a\u062b\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0633\u062a\u063a\u0631\u0642 \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c 70B \u0645\u0646 60 \u0625\u0644\u0649 90 \u062b\u0627\u0646\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Hardware_Requirements\"><\/span>\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0645\u062d\u062f\u0650\u0651\u062f \u0647\u0648 \u0630\u0627\u0643\u0631\u0629 VRAM \u0648\u0644\u064a\u0633 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u0641\u0646\u0645\u0648\u0630\u062c 70B \u0645\u0643\u0645\u064e\u0651\u0646 \u0628\u0640 4 \u0628\u062a \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 40 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0644\u0643\u0646\u0647 \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0643\u0627\u0641\u064d \u0639\u0644\u0649 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0633\u0627\u0628\u0642. \u0648\u064a\u0645\u0643\u0646 \u0644\u0628\u0637\u0627\u0642\u0629 RTX 3090 (24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u062e\u062f\u0645\u0629 \u0646\u0645\u0648\u0630\u062c\u064a\u0646 8B \u0623\u0648 \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f 30B. \u0623\u0645\u0627 \u0628\u0637\u0627\u0642\u0629 RTX 4090 (24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u0641\u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0632\u064a\u0627\u062f\u0629 \u0623\u062f\u0627\u0621 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 30% \u064840% \u0628\u0641\u0636\u0644 \u062a\u062d\u0633\u064f\u0651\u0646 \u0646\u0648\u0649 \u0627\u0644\u062a\u0646\u0633\u0648\u0631 \u0641\u064a \u0645\u0639\u0645\u0627\u0631\u064a\u0629 Ada Lovelace.<\/p>\n<p>\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u0627 \u062d\u0633\u0628 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 (300\u2013500 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a):<\/strong> RTX 4060 Ti \u0628\u0633\u0639\u0629 16 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u062a\u062a\u0639\u0627\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c 8B \u064812B<\/li>\n<li><strong>\u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0634\u0628\u0647 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a (1000\u20131500 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a):<\/strong> RTX 4090 \u0623\u0648 A4000 Ada \u062a\u0639\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c 30B<\/li>\n<li><strong>\u0627\u0644\u0645\u062d\u0637\u0627\u062a \u0627\u0644\u0637\u0631\u0641\u064a\u0629 (Workstation) (4000\u20137000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a):<\/strong> RTX 6000 Ada (48 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u0623\u0648 \u0632\u0648\u062c \u0645\u0646 \u0628\u0637\u0627\u0642\u0627\u062a RTX 4090 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c 70B<\/li>\n<li><strong>\u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (\u0623\u0643\u062b\u0631 \u0645\u0646 10 \u0622\u0644\u0627\u0641 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a):<\/strong> A100 \u0628\u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0623\u0648 H100 \u0628\u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u062f\u0629 \u0646\u0633\u062e \u0645\u0646 \u0646\u0645\u0627\u0630\u062c 70B<\/li>\n<\/ul>\n<p>\u0627\u0637\u0651\u0644\u0639 \u0639\u0644\u0649 <a href=\"https:\/\/convly.ai\/ar\/best-gpus-for-local-llms-2026\/\">\u062f\u0644\u064a\u0644 \u0634\u0631\u0627\u0621 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/a> \u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0641\u0635\u0644\u0629. \u0648\u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0633\u062a\u062e\u062f\u0645\u0648 \u0631\u0642\u0627\u0626\u0642 \u0623\u0628\u0644 Silicon \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u064e\u0651\u062f\u0629: \u0625\u0630 \u064a\u0645\u0643\u0646 \u0644\u0645\u064f\u0639\u0627\u0644\u062c M2 Ultra \u0628\u0633\u0639\u0629 192 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u062a\u062a\u0637\u0644\u0628 \u0639\u0627\u062f\u0629\u064b \u0625\u0639\u062f\u0627\u062f\u0627\u062a NVIDIA \u0628\u062a\u0643\u0644\u0641\u0629 25 \u0623\u0644\u0641 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\u060c \u0631\u063a\u0645 \u0623\u0646 \u0645\u0639\u062f\u0644 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0631\u0645\u0648\u0632 (token throughput) \u064a\u0643\u0648\u0646 \u0623\u0642\u0644 \u0628\u0646\u0633\u0628\u0629 2\u20133 \u0623\u0636\u0639\u0627\u0641 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0628\u0637\u0627\u0642\u0629 A100.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cost_Comparison_Local_vs_API\"><\/span>\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641: \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a \u0645\u0642\u0627\u0628\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0641\u0631\u0636 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (Cloud APIs) \u0631\u0633\u0648\u0645\u064b\u0627 \u0644\u0643\u0644 \u0631\u0645\u0632 (token). <a href=\"https:\/\/convly.ai\/ar\/models\/\">Claude Sonnet 5<\/a> \u062a\u0643\u0644\u0641 2.00 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644 \u064810.00 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c. \u0648\u062a\u0648\u0644\u0650\u0651\u062f \u062c\u0644\u0633\u0629 \u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0631\u0645\u062c\u0629 500 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0634\u0647\u0631\u064a\u064b\u0651\u0627 (250 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644 \u0648250 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c)\u060c \u0648\u0628\u0630\u0644\u0643 \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0633\u0646\u0648\u064a\u0629 3000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a.<\/p>\n<p>\u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c Llama 3.3 70B \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647 \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0628\u062a\u0643\u0644\u0641\u0629 6000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a (RTX 6000 Ada) \u0641\u0644\u0627 \u064a\u062a\u0631\u062a\u064e\u0651\u0628 \u0639\u0644\u064a\u0647 \u0623\u064a \u062a\u0643\u0644\u0641\u0629 \u0647\u0627\u0645\u0634\u064a\u0629 \u0628\u0639\u062f \u0634\u0631\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0648\u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u062a\u0642\u0639 \u0639\u0646\u062f \u0646\u062d\u0648 500 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0634\u0647\u0631\u064a\u064b\u0651\u0627. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0642\u0644 \u0645\u0646 \u0630\u0644\u0643\u060c \u062a\u0643\u0648\u0646 \u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0631\u062e\u0635\u061b \u0648\u0625\u0630\u0627 \u062a\u062c\u0627\u0648\u0632\u0647\u060c \u064a\u0635\u0628\u062d \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062d\u0644\u064a \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u0627\u0633\u062a\u062e\u062f\u0645 <a href=\"https:\/\/convly.ai\/ar\/self-hosting-vs-api-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/a> \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0631\u0629 \u0644\u062d\u0645\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062d\u062f\u062f \u0644\u062f\u064a\u0643.<\/p>\n<p>\u0648\u062a\u0628\u0644\u063a \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u0648\u0642\u062a\u064b\u0627 \u0623\u0642\u0635\u0631. \u0641\u0646\u0645\u0648\u0630\u062c 8B \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 RTX 4060 Ti \u0628\u062a\u0643\u0644\u0641\u0629 500 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u064a\u064f\u063a\u0637\u064a \u062a\u0643\u0644\u0641\u062a\u0647 \u062e\u0644\u0627\u0644 3\u20134 \u0623\u0634\u0647\u0631 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0639\u0646\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u062a\u062f\u0644 (100 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0634\u0647\u0631\u064a\u064b\u0651\u0627). \u0648\u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0647\u064a \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629: \u0644\u0627 \u062a\u063a\u0627\u062f\u0631 \u0623\u0643\u0648\u0627\u062f\u0643 \u0648\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u0643 \u0648\u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0634\u0628\u0643\u062a\u0643 \u0623\u0628\u062f\u064b\u0627.<\/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>\u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0623\u0648\u0644\u0627\u0645\u0627 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0641\u0642\u0637\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0644\u0643\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u0643\u0648\u0646 \u0623\u0628\u0637\u0623 \u0628\u0639\u0634\u0631\u0629 \u0625\u0644\u0649 \u062e\u0645\u0633\u064a\u0646 \u0645\u0631\u0629 \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0641\u0646\u0645\u0648\u0630\u062c 8B \u064a\u0648\u0644\u0650\u0651\u062f 1\u20133 \u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c Ryzen \u0623\u0648 Intel \u062d\u062f\u064a\u062b\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 40\u201380 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 RTX 4090. \u0648\u0644\u0641\u0631\u0636 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0641\u0642\u0637\u060c \u0639\u064a\u0650\u0651\u0646 <code>OLLAMA_NUM_GPU=0<\/code> \u0648\u0647\u0630\u0627 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062f\u0641\u0639\u064a\u0629 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \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\u060c \u0644\u0643\u0646\u0647 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629.<\/p>\n<h3>\u0643\u064a\u0641 \u062a\u0624\u062b\u0631 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 (Quantization) \u0639\u0644\u0649 \u0627\u0644\u062c\u0648\u062f\u0629\u061f<\/h3>\n<p>\u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0628\u0640 4 \u0628\u062a \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0646\u0633\u0628\u0629 75% \u0645\u0639 \u062e\u0633\u0627\u0631\u0629 \u0636\u0626\u064a\u0644\u0629 \u062c\u062f\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629 \u2014 \u0648\u062a\u0638\u0647\u0631 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0646\u062e\u0641\u0627\u0636\u064b\u0627 \u0641\u064a \u0627\u0644\u062f\u0642\u0629 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 1% \u06483% \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 MMLU \u0648HumanEval \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u062a\u0645\u062b\u064a\u0644 FP16. \u0623\u0645\u0627 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0628\u0640 3 \u0628\u062a (Q3) \u0641\u064a\u0642\u0644\u0644 \u0627\u0644\u062d\u062c\u0645 \u0623\u0643\u062b\u0631\u060c \u0644\u0643\u0646\u0647 \u064a\u064f\u0636\u0639\u0641 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0627\u062a\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638. \u0648\u064a\u0633\u062a\u062e\u062f\u0645 Ollama \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0651\u0627 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 Q4_0 \u0627\u0644\u0630\u064a \u064a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0630\u0627\u0643\u0631\u0629 VRAM. \u0648\u064a\u0645\u0643\u0646\u0643 \u0633\u062d\u0628 \u0625\u0635\u062f\u0627\u0631\u0627\u062a 8 \u0628\u062a \u0623\u0648 FP16 \u0639\u0628\u0631 \u062a\u062d\u062f\u064a\u062f \u0639\u0644\u0627\u0645\u0627\u062a \u0645\u062b\u0644 <code>llama3.1:8b-q8_0<\/code>\u060c \u0645\u0645\u0627 \u064a\u0636\u0627\u0639\u0641 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 VRAM.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u062f\u0642\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0648\u0644\u0627\u0645\u0627\u061f<\/h3>\n<p>\u0644\u0627. \u0641\u0640 Ollama \u0647\u0648 \u0628\u064a\u0626\u0629 \u062a\u0634\u063a\u064a\u0644 \u0644\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (inference runtime) \u0648\u0644\u064a\u0633 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0644\u062a\u062f\u0631\u064a\u0628. \u0648\u0644\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (fine-tuning)\u060c \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Hugging Face Transformers \u0623\u0648 Axolotl \u0623\u0648 LLaMA Factory\u060c \u062b\u0645 \u0635\u062f\u0650\u0651\u0631 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0628\u0635\u064a\u063a\u0629 GGUF \u0648\u0627\u0633\u062a\u0648\u0631\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 Ollama \u0639\u0628\u0631 \u0645\u0644\u0641 Modelfile. \u0648\u062b\u0645\u0629 \u062a\u0648\u062b\u064a\u0642 \u0645\u0641\u0635\u064e\u0651\u0644 \u0644\u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 GitHub \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 Ollama \u0636\u0645\u0646 <code>docs\/import.md<\/code>.<\/p>\n<h3>\u0645\u0627 \u0647\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0648\u0644\u0627\u0645\u0627 (Ollama API) \u0648\u0643\u064a\u0641 \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627\u061f<\/h3>\n<p>\u064a\u0642\u062f\u0650\u0651\u0645 Ollama \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a REST \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 OpenAI \u0639\u0644\u0649 <code>localhost:11434<\/code>. \u0648\u0643\u062a\u0644\u0629 <code>\/api\/generate<\/code> \u0648\u064a\u0639\u0627\u0644\u062c \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 (endpoint) \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u0643\u0645\u0627\u0644\u060c \u0628\u064a\u0646\u0645\u0627 <code>\/api\/chat<\/code> \u064a\u062f\u0639\u0645 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0645\u0639 \u0633\u062c\u0644 \u0627\u0644\u0631\u0633\u0627\u0626\u0644. \u0648\u064a\u0645\u0643\u0646\u0643 \u062f\u0645\u062c\u0647 \u0641\u064a \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0644\u062f\u064a\u0643 \u0639\u0628\u0631 \u062a\u063a\u064a\u064a\u0631 \u0639\u0646\u0648\u0627\u0646 URL \u0627\u0644\u0623\u0633\u0627\u0633\u064a: \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 <code>https:\/\/api.openai.com\/v1<\/code>, point your client to <code>http:\/\/localhost:11434<\/code>\u062a\u062a\u0645\u062a\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a \u0645\u062b\u0644 LangChain \u0648LlamaIndex \u0628\u062f\u0639\u0645 \u0623\u0635\u0644\u064a \u0644\u0640 Ollama.<\/p>\n<h3>\u0643\u0645 \u0639\u062f\u062f \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0644\u0623\u0648\u0644\u0627\u0645\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627\u061f<\/h3>\n<p>\u064a\u064f\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f \u0645\u062d\u0645\u0644 \u062d\u0627\u0644\u064a\u064b\u0627 \u0637\u0644\u0628\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0641\u064a \u0643\u0644 \u0645\u0631\u0629. \u0648\u064a\u0639\u062a\u0645\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 (Throughput) \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0639\u062a\u0627\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645: \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u064f\u0648\u0644\u0650\u0651\u062f \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 4090 \u0645\u0627 \u0628\u064a\u0646 \u0666\u0660\u2013\u0668\u0660 \u0631\u0645\u0632\u064b\u0627\/\u062b\u0627\u0646\u064a\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0628\u062d\u062c\u0645 \u0668 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (8B)\u060c \u0648\u0645\u0627 \u0628\u064a\u0646 \u0661\u0665\u2013\u0662\u0665 \u0631\u0645\u0632\u064b\u0627\/\u062b\u0627\u0646\u064a\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0628\u062d\u062c\u0645 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (70B). \u0648\u0644\u062e\u062f\u0645\u0629 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u062a\u0632\u0627\u0645\u0646\u064a\u0646\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0645\u0627 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0623\u0641\u0642\u064a (\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u0629 \u0623\u062c\u0647\u0632\u0629) \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 (batching) \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u0648\u0644\u0627 \u064a\u062d\u062a\u0648\u064a \u0623\u0648\u0644\u0627\u0645\u0627 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 \u0627\u0646\u062a\u0638\u0627\u0631 \u0637\u0644\u0628\u0627\u062a \u0645\u062f\u0645\u062c\u061b \u0644\u0630\u0627 \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0648\u0633\u064a\u0637 \u0639\u0643\u0633\u064a \u0645\u062b\u0644 NGINX \u0623\u0648 \u0645\u0648\u0627\u0632\u0646 \u062d\u0645\u0644.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0639\u062f\u0629 \u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0648\u0642\u062a\u064d \u0648\u0627\u062d\u062f\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u0630\u0627\u0643\u0631\u0629 VRAM \u0643\u0627\u0641\u064a\u0629. \u0641\u062d\u0645\u0644 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u062b\u0627\u0646\u064a\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>ollama run<\/code> \u0641\u064a \u0646\u0627\u0641\u0630\u0629 \u0637\u0631\u0641\u064a\u0629 \u062c\u062f\u064a\u062f\u0629 \u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644. \u0648\u064a\u0634\u0627\u0631\u0643 Ollama \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0648\u064a\u0645\u0643\u0646 \u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 8B (\u0625\u062c\u0645\u0627\u0644\u064a 10 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u0627\u0644\u0639\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 RTX 4090 \u0628\u0633\u0639\u0629 24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a. \u0623\u0645\u0627 \u0627\u0644\u062a\u0628\u062f\u064a\u0644 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a\u0643\u0648\u0646 \u0634\u0628\u0647 \u0641\u0648\u0631\u064a \u0625\u0630\u0627 \u0643\u0627\u0646 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0645\u062d\u0645\u0644\u064a\u0646 \u0645\u0633\u0628\u0642\u064b\u0627\u061b \u0648\u0625\u0644\u0627 \u0641\u062a\u062a\u0648\u0642\u0639 \u0623\u0648\u0642\u0627\u062a \u062a\u062d\u0645\u064a\u0644 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 10 \u064890 \u062b\u0627\u0646\u064a\u0629 \u062d\u0633\u0628 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>","protected":false},"excerpt":{"rendered":"<p>TL;DROllama lets you run AI models like Llama, Mistral, and Gemma locally via a single command-line tool Install in seconds: [\u2026]<\/p>\n","protected":false},"author":1,"featured_media":2486,"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 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