{"id":59,"date":"2026-05-18T12:37:28","date_gmt":"2026-05-18T12:37:28","guid":{"rendered":"https:\/\/convly.ai\/run-llama3-locally-laptop\/"},"modified":"2026-06-10T05:06:06","modified_gmt":"2026-06-10T05:06:06","slug":"run-llama3-locally-laptop","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Llama \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0641\u064a \u0639\u0627\u0645 2026 (\u062f\u0644\u064a\u0644 \u0625\u0639\u062f\u0627\u062f \u0643\u0627\u0645\u0644)"},"content":{"rendered":"<p>\u0643\u0627\u0646 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0644\u0627\u0628\u062a\u0648\u0628 \u062e\u0627\u0635 \u0628\u0643 \u0645\u0634\u0631\u0648\u0639 \u0628\u062d\u062b \u0633\u0627\u0628\u0642\u064b\u0627. \u0623\u0645\u0627 \u0641\u064a \u0639\u0627\u0645 2026\u060c \u0641\u0647\u0648 \u0625\u0639\u062f\u0627\u062f\u064c \u064a\u0633\u062a\u063a\u0631\u0642 15 \u062f\u0642\u064a\u0642\u0629 \u0641\u0642\u0637. \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0645\u0633\u0627\u0639\u062f \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u0639\u0651\u0627\u0644 \u062a\u0645\u0627\u0645\u064b\u0627 \u064a\u0639\u0645\u0644 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u2014 \u062f\u0648\u0646 \u0627\u0634\u062a\u0631\u0627\u0643\u060c \u0648\u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0628\u0644\u0627 \u0625\u0631\u0633\u0627\u0644 \u0623\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c \u062d\u0627\u0633\u0648\u0628\u0643 \u0623\u0628\u062f\u064b\u0627.<\/p>\n<p>\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627: \u0645\u0627 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627\u060c \u0648\u0623\u064a \u0623\u062f\u0627\u0629 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627\u060c \u0648\u0623\u064a \u0646\u0645\u0648\u0630\u062c \u064a\u062c\u0628 \u0623\u0646 \u062a\u062d\u0645\u0644\u0647\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644\u0647.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>\u0623\u0633\u0647\u0644 \u0637\u0631\u064a\u0642:<\/strong> \u062a\u062b\u0628\u064a\u062a Ollama \u0623\u0648 LM Studio \u2014 \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u064f\u0641\u0639\u0650\u0651\u0644\u0643 \u0641\u064a \u062f\u0642\u0627\u0626\u0642 \u0645\u0639\u062f\u0648\u062f\u0629.<\/li>\n<li><strong>\u0627\u0644\u0623\u062c\u0647\u0632\u0629:<\/strong> 16 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RAM) \u0647\u064a \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0627\u0644\u0645\u0631\u064a\u062d\u061b \u0628\u064a\u0646\u0645\u0627 \u062a\u0639\u062f \u0623\u062c\u0647\u0632\u0629 Mac \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f\u0629 \u0628\u0634\u0631\u064a\u062d\u0629 Apple Silicon \u0623\u0648 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646\u0641\u0635\u0644\u0629 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644.<\/li>\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong> \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 7\u20138 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (7\u20138B) \u0647\u064a \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u2014 \u0641\u0647\u064a \u0641\u0639\u064e\u0651\u0627\u0644\u0629 \u0648\u0633\u0631\u064a\u0639\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/strong> \u064a\u0642\u0644\u0650\u0651\u0644 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0623\u062c\u0647\u0632\u062a\u0643\u061b \u0648\u062a\u064f\u0639\u062a\u0628\u0631 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u064f\u0643\u0645\u064e\u0651\u0646\u0629 \u0628\u0645\u0633\u062a\u0648\u0649 \u00abQ4\u00bb \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0642\u064a\u0627\u0633\u064a.<\/li>\n<li><strong>\u0644\u0645\u0627\u0630\u0627 \u062a\u0641\u0639\u0644 \u0630\u0644\u0643\u061f<\/strong> \u0644\u0623\u0646\u0647 \u0645\u062c\u0627\u0646\u064a \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0648\u0622\u0645\u0646\u064c \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u060c \u0648\u064a\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a52c6cf2487c\" 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-6a52c6cf2487c\"  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\/run-llama3-locally-laptop\/#Why_run_an_LLM_locally\" >\u0644\u0645\u0627\u0630\u0627 \u062a\u0634\u063a\u0650\u0651\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Step_1_Check_your_hardware\" >\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u062a\u062d\u0642\u064e\u0651\u0642 \u0645\u0646 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0623\u062c\u0647\u0632\u062a\u0643<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Step_2_Choose_your_tool\" >\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0627\u062e\u062a\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Step_3_Install_and_run_your_first_model\" >\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629: \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644 \u0648\u062a\u0634\u063a\u064a\u0644\u0647<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Step_4_Pick_the_right_model_and_size\" >\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629: \u0627\u062e\u062a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0648\u062d\u062c\u0645\u0647<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Step_5_Understand_quantization\" >\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062e\u0627\u0645\u0633\u0629: \u0641\u0647\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 (Quantization)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Going_further\" >\u0627\u0644\u0645\u0636\u064a \u0642\u062f\u0645\u064b\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Why_its_slow_%E2%80%94_and_how_to_fix_it\" >\u0644\u0645\u0627\u0630\u0627 \u064a\u0639\u0645\u0644 \u0628\u0628\u0637\u0621 \u2014 \u0648\u0643\u064a\u0641 \u062a\u064f\u0635\u0644\u062d \u0630\u0644\u0643<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/run-llama3-locally-laptop\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Why_run_an_LLM_locally\"><\/span>\u0644\u0645\u0627\u0630\u0627 \u062a\u0634\u063a\u0650\u0651\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u064f\u0639\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u064a \u0645\u0631\u064a\u062d\u064b\u0627\u060c \u0641\u0644\u0645\u0627\u0630\u0627 \u062a\u0634\u063a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0646\u0641\u0633\u0643\u061f \u0625\u0644\u064a\u0643 \u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0628\u0627\u0628 \u062d\u0642\u064a\u0642\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/strong> \u0644\u0627 \u062a\u062e\u0631\u062c \u0623\u064a \u0645\u062f\u062e\u0644\u0627\u062a \u062a\u0643\u062a\u0628\u0647\u0627 \u0645\u0646 \u062c\u0647\u0627\u0632\u0643. \u0648\u0647\u0630\u0627 \u064a\u0634\u0643\u0650\u0651\u0644 \u0645\u064a\u0632\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0633\u0627\u0633 \u0623\u0648 \u0627\u0644\u0633\u0631\u064a \u0623\u0648 \u0627\u0644\u0634\u062e\u0635\u064a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/strong> \u0625\u0646\u0647 \u0645\u062c\u0627\u0646\u064a \u062a\u0645\u0627\u0645\u064b\u0627. \u0641\u0644\u0627 \u064a\u0648\u062c\u062f \u0627\u0634\u062a\u0631\u0627\u0643\u060c \u0648\u0644\u0627 \u0641\u0648\u062a\u0631\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u062a\u0648\u0643\u064a\u0646\u0627\u062a\u060c \u0648\u0644\u0627 \u062d\u062f\u0648\u062f \u0642\u0635\u0648\u0649 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u2014 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0628\u0642\u062f\u0631 \u0645\u0627 \u062a\u0634\u0627\u0621.<\/li>\n<li><strong>\u0627\u0644\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0627\u0644\u062a\u0648\u0627\u0641\u0631 \u0627\u0644\u062f\u0627\u0626\u0645.<\/strong> \u064a\u0639\u0645\u0644 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0637\u064a\u0631\u0627\u0646\u060c \u062d\u062a\u0649 \u0628\u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0642\u064a\u064a\u062f \u0633\u0631\u0639\u062a\u0647 \u0623\u0648 \u0625\u064a\u0642\u0627\u0641 \u062e\u062f\u0645\u062a\u0647.<\/li>\n<\/ul>\n<p>\u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629: \u0641\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0644\u0627\u0628\u062a\u0648\u0628 \u064a\u0643\u0648\u0646 \u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u0648\u0623\u0642\u0644 \u0642\u062f\u0631\u0629\u064b \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0633\u062d\u0627\u0628\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u2014 \u0645\u062b\u0644 \u0627\u0644\u0643\u062a\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u062a\u0644\u062e\u064a\u0635\u060c \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0627\u0644\u0639\u0635\u0641 \u0627\u0644\u0630\u0647\u0646\u064a\u060c \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_1_Check_your_hardware\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u062a\u062d\u0642\u064e\u0651\u0642 \u0645\u0646 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0623\u062c\u0647\u0632\u062a\u0643<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0648\u0625\u0644\u064a\u0643 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0627\u0644\u0635\u0627\u062f\u0642\u0629:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u062c\u0647\u0627\u0632 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643<\/th>\n<th>\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>8 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RAM)<\/td>\n<td>\u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629 \u0641\u0642\u0637 (1\u20133 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629). \u0648\u0647\u064a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0643\u0646\u0647\u0627 \u0645\u062d\u062f\u0648\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>16 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RAM)<\/td>\n<td>\u0646\u0645\u0627\u0630\u062c \u0628\u062d\u062c\u0645 7\u20138 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (7\u20138B) \u0628\u0633\u0644\u0627\u0633\u0629 \u2014 \u0648\u0647\u064a \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0645\u062b\u0644\u0649.<\/td>\n<\/tr>\n<tr>\n<td>32 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RAM)<\/td>\n<td>\u062d\u062a\u0649 \u0646\u0645\u0627\u0630\u062c \u0628\u062d\u062c\u0645 ~13\u201314 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (13\u201314B) \u0628\u0633\u0631\u0639\u0629 \u062c\u064a\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0634\u0631\u064a\u062d\u0629 Apple Silicon (\u0633\u0644\u0633\u0644\u0629 M)<\/td>\n<td>\u0645\u0645\u062a\u0627\u0632\u0629 \u2014 \u0641\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u064e\u0651\u062f\u0629 \u0645\u062b\u0627\u0644\u064a\u0629\u061b \u0648\u062a\u0624\u062f\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627 \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u062a\u0627\u0632\u064b\u0627.<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a NVIDIA \u0645\u0646\u0641\u0635\u0644\u0629<\/td>\n<td>\u0623\u0633\u0631\u0639 \u062e\u064a\u0627\u0631\u061b \u062d\u064a\u062b \u062a\u064f\u062d\u062f\u0650\u0651\u062f \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM) \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0644\u0639\u0627\u0645\u0644\u0627\u0646 \u0627\u0644\u0644\u0630\u0627\u0646 \u064a\u0647\u0645\u0627\u0646: <strong>\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/strong> (\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 RAM\u060c \u0623\u0648 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 VRAM \u0639\u0644\u0649 GPU) \u062a\u064f\u062d\u062f\u0650\u0651\u062f \u0623\u0642\u0635\u0649 \u062d\u062c\u0645 \u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0645\u0643\u0646 \u062a\u062d\u0645\u064a\u0644\u0647\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u062d\u062f\u0650\u0651\u062f <strong>\u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0623\u0648 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0623\u0628\u0644 Silicon<\/strong> \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644. \u0648\u062a\u064f\u0639\u064e\u062f\u064f\u0651 \u062d\u0627\u0633\u0648\u0628 \u0645\u062d\u0645\u0648\u0644 \u062d\u062f\u064a\u062b \u0645\u0632\u0648\u064e\u0651\u062f \u0628\u064016 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0646\u0642\u0637\u0629 \u0628\u062f\u0627\u064a\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u062a\u0645\u0627\u0645\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_2_Choose_your_tool\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0627\u062e\u062a\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0627 \u062a\u062a\u0641\u0627\u0639\u0644 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062e\u0627\u0645 \u2014 \u0628\u0644 \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0627\u0629\u064b \u062a\u0642\u0648\u0645 \u0628\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0625\u062f\u0627\u0631\u062a\u0647 \u0648\u062a\u0634\u063a\u064a\u0644\u0647. \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0641\u064a \u0639\u0627\u0645 2026 \u0647\u064a:<\/p>\n<ul>\n<li><strong>Ollama<\/strong> \u2014 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627. \u0623\u062f\u0627\u0629 \u0633\u0637\u0631 \u0623\u0648\u0627\u0645\u0631 \u0646\u0638\u064a\u0641\u0629 (\u0645\u0639 \u062a\u0637\u0628\u064a\u0642 \u0628\u0633\u064a\u0637) \u062a\u0646\u0632\u0650\u0651\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0634\u063a\u0650\u0651\u0644\u0647\u0627 \u0628\u0623\u0645\u0631\u064d \u0648\u0627\u062d\u062f\u064d \u0641\u0642\u0637\u060c \u0648\u062a\u0648\u0641\u0650\u0651\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u062d\u0644\u064a\u0629 (API) \u062a\u0633\u0645\u062d \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0628\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0647\u0627. \u0648\u0647\u0648 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0639\u0627\u0645.<\/li>\n<li><strong>LM Studio<\/strong> \u2014 \u062a\u0637\u0628\u064a\u0642 \u0631\u0633\u0648\u0645\u064a \u0645\u064f\u062d\u0633\u064e\u0651\u0646. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0639\u0631\u0627\u0636 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0646\u0632\u064a\u0644\u0647\u0627 \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0645\u062f\u0645\u062c\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631. \u0648\u0647\u0648 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u062a\u062c\u0631\u0628\u0629 \u0645\u0631\u0626\u064a\u0629.<\/li>\n<li><strong>Jan<\/strong> \u2014 \u062a\u0637\u0628\u064a\u0642 \u0633\u0637\u062d \u0645\u0643\u062a\u0628 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u064a\u0631\u0643\u0650\u0651\u0632 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0648\u064a\u064f\u0639\u064e\u062f\u064f\u0651 \u0628\u062f\u064a\u0644\u064b\u0627 \u0646\u0638\u064a\u0641\u064b\u0627 \u0644\u0640 LM Studio.<\/li>\n<li><strong>llama.cpp<\/strong> \u2014 \u0645\u062d\u0631\u0643 \u0639\u0627\u0644\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u062a\u064f\u0628\u0646\u0649 \u0639\u0644\u064a\u0647 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a. \u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0623\u0642\u0635\u0649 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629.<\/li>\n<\/ul>\n<p>\u0644\u0644\u0645\u0639\u0638\u0645: <strong>Ollama<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0631\u062a\u0627\u062d\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631\u060c \u0641\u0627\u062e\u062a\u0631 <strong>LM Studio<\/strong> \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0650\u0651\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0628\u0627\u0644\u0646\u0642\u0631 \u0641\u0642\u0637\u060c \u0641\u0627\u062e\u062a\u0631<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_3_Install_and_run_your_first_model\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629: \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644 \u0648\u062a\u0634\u063a\u064a\u0644\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0639\u062f\u0627\u062f Ollama \u0628\u0633\u064a\u0637\u064c \u062d\u0642\u064b\u0651\u0627 \u0628\u0647\u0630\u0627 \u0627\u0644\u0634\u0643\u0644:<\/p>\n<ol>\n<li>\u0646\u0632\u0650\u0651\u0644 Ollama \u0648\u062b\u0628\u0650\u0651\u062a\u0647 \u0645\u0646 \u0645\u0648\u0642\u0639\u0647 \u0627\u0644\u0631\u0633\u0645\u064a.<\/li>\n<li>\u0627\u0641\u062a\u062d \u0648\u0627\u062c\u0647\u0629 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (Terminal).<\/li>\n<li>\u0646\u0641\u0650\u0651\u0630 \u0623\u0645\u0631\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627:<\/li>\n<\/ol>\n<pre><code>ollama run llama3.1\n<\/code><\/pre>\n<p>\u064a\u0642\u0648\u0645 \u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631 \u0628\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0646\u062f \u0623\u0648\u0644 \u062a\u0634\u063a\u064a\u0644 \u0644\u0647 (\u0648\u0647\u0648 \u0645\u0627 \u064a\u062a\u0637\u0644\u064e\u0651\u0628 \u0628\u0636\u0639\u0629 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u062b\u0645 \u064a\u0646\u0642\u0644\u0643 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0625\u0644\u0649 \u0645\u062d\u0631\u0650\u0651\u0643 \u0627\u0644\u062f\u0631\u062f\u0634\u0629. \u0648\u0628\u0647\u0630\u0627 \u062a\u0643\u0648\u0646 \u0642\u062f \u0623\u0637\u0644\u0642\u062a \u0645\u0633\u0627\u0639\u062f\u064b\u0627 \u0630\u0643\u064a\u064b\u0651\u0627 \u062e\u0627\u0635\u064b\u0651\u0627 \u0628\u0643 \u064a\u0639\u0645\u0644 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0648\u0628\u0634\u0643\u0644 \u062e\u0627\u0635. \u0648\u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0633\u064a\u0628\u062f\u0623 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0641\u0648\u0631\u064b\u0627.<\/p>\n<p>\u0623\u0645\u0627 \u0641\u064a \u062d\u0627\u0644\u0629 LM Studio\u060c \u0641\u0625\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0641\u0626\u0629 \u0647\u064a: \u0627\u0641\u062a\u062d \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u060c \u0648\u0627\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0627\u0646\u0642\u0631 \u0644\u062a\u0646\u0632\u064a\u0644\u0647\u060c \u062b\u0645 \u0627\u0646\u0642\u0631 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0644\u0628\u062f\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u2014 \u0648\u0643\u0644 \u0630\u0644\u0643 \u064a\u062a\u0645 \u062d\u0635\u0631\u064a\u064b\u0651\u0627 \u0639\u0628\u0631 \u0627\u0644\u0648\u0627\u062c\u0647\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_4_Pick_the_right_model_and_size\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629: \u0627\u062e\u062a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0648\u062d\u062c\u0645\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u0627\u0643 \u0639\u0646\u0635\u0631\u0627\u0646 \u064a\u062c\u0628 \u062a\u062d\u062f\u064a\u062f\u0647\u0645\u0627: \u0639\u0627\u0626\u0644\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062d\u062c\u0645\u0647.<\/p>\n<p><strong>\u0639\u0627\u0626\u0644\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong> \u2014 \u062a\u0634\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0642\u0648\u064a\u0629 \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\u0645\u062d\u0644\u064a\u0629 \u0633\u0644\u0633\u0644\u0629 <strong>Llama<\/strong> \u0645\u0646 \u0634\u0631\u0643\u0629 Meta\u060c \u0648\u0633\u0644\u0633\u0644\u0629 <strong>Qwen<\/strong>\u0645\u0646 \u0634\u0631\u0643\u0629 \u0639\u0644\u064a \u0628\u0627\u0628\u0627\u060c \u0648\u0633\u0644\u0633\u0644\u0629 <strong>Gemma<\/strong>\u0645\u0646 \u0634\u0631\u0643\u0629 Google\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0634\u0631\u0643\u0629 Mistral\u060c \u0648\u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0635\u063a\u0631 \u0645\u0646 \u0634\u0631\u0643\u0629 DeepSeek. \u0648\u0643\u0644\u0647\u0627 \u062e\u064a\u0627\u0631\u0627\u062a \u062c\u064a\u062f\u0629\u061b \u062c\u0631\u0650\u0651\u0628 \u0627\u062b\u0646\u064a\u0646 \u0623\u0648 \u062b\u0644\u0627\u062b\u0629 \u0645\u0646\u0647\u0627 \u0648\u0627\u062e\u062a\u0631 \u0645\u0627 \u064a\u0646\u0627\u0633\u0628\u0643 \u0623\u0643\u062b\u0631.<\/p>\n<p><strong>\u0627\u0644\u062d\u062c\u0645<\/strong> \u2014 \u062a\u0623\u062a\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a (Parameters) \u0627\u0644\u0645\u0634\u0627\u0631 \u0625\u0644\u064a\u0647 \u0639\u0627\u062f\u0629\u064b \u0643\u0627\u0644\u062a\u0627\u0644\u064a: 3B\u060c 8B\u060c 14B (\u062d\u064a\u062b \u062a\u0639\u0646\u064a B \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644):<\/p>\n<ul>\n<li><strong>1\u20133 \u0645\u0644\u064a\u0627\u0631<\/strong> \u2014 \u0633\u0631\u064a\u0639\u0629 \u062c\u062f\u064b\u0651\u0627\u060c \u0648\u062e\u0641\u064a\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0633\u064a\u0637\u0629. \u0648\u0647\u064a \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f\u0629 \u0628\u06408 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n<li><strong>7\u20138 \u0645\u0644\u064a\u0627\u0631\u0627\u062a<\/strong> \u2014 \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0645\u062b\u0644\u0649 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062d\u0648\u0627\u0633\u064a\u0628 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u0641\u0647\u064a \u0641\u0639\u064e\u0651\u0627\u0644\u0629 \u062d\u0642\u064b\u0651\u0627 \u0641\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u0648\u062a\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u062a\u062d\u062a\u0648\u064a 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n<li><strong>13\u201314 \u0645\u0644\u064a\u0627\u0631 \u0641\u0623\u0643\u062b\u0631<\/strong> \u2014 \u0623\u0643\u062b\u0631 \u0630\u0643\u0627\u0621\u064b \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u064e\u0651\u0628 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u0648 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0642\u0648\u064a\u0629.<\/li>\n<\/ul>\n<p>\u0627\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0627\u0645\u0644. \u0641\u0647\u0648 \u064a\u0648\u0641\u0650\u0651\u0631 \u0623\u0641\u0636\u0644 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0645\u0639\u0638\u0645 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062d\u0648\u0627\u0633\u064a\u0628 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_5_Understand_quantization\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062e\u0627\u0645\u0633\u0629: \u0641\u0647\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 (Quantization)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u062a\u0644\u0627\u062d\u0638 \u0641\u064a \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0625\u0634\u0627\u0631\u0627\u062a \u0645\u062b\u0644 <code>Q4_K_M<\/code> \u0623\u0648 <code>Q8<\/code>. \u0648\u0647\u0630\u0647 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u062a\u062f\u0644\u064f\u0651 \u0639\u0644\u0649 <strong>\u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/strong> \u2014 \u0648\u0647\u064a \u062a\u0642\u0646\u064a\u0629 \u0636\u063a\u0637 \u062a\u0642\u0644\u0650\u0651\u0644 \u062f\u0642\u0629 \u0627\u0644\u0623\u0639\u062f\u0627\u062f \u062f\u0627\u062e\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u0633\u062a\u0647\u0644\u0643 \u0630\u0627\u0643\u0631\u0629 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631\u060c \u0645\u0639 \u0641\u0642\u062f\u0627\u0646 \u0637\u0641\u064a\u0641 \u062c\u062f\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629.<\/p>\n<ul>\n<li><strong>Q8<\/strong> \u2014 \u0623\u0639\u0644\u0649 \u062c\u0648\u062f\u0629\u060c \u0648\u0623\u0643\u0628\u0631 \u062d\u062c\u0645.<\/li>\n<li><strong>Q4<\/strong> \u2014 \u064a\u0633\u062a\u0647\u0644\u0643 \u0646\u062d\u0648 \u0646\u0635\u0641 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u0647\u0644\u0643\u0647\u0627 Q8\u060c \u0645\u0639 \u062c\u0648\u062f\u0629 \u0642\u0631\u064a\u0628\u0629 \u062c\u062f\u064b\u0651\u0627 \u0645\u0646\u0647. <strong>\u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629.<\/strong><\/li>\n<li><strong>Q2\/Q3<\/strong> \u2014 \u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u060c \u0644\u0643\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u062a\u062a\u0631\u0627\u062c\u0639 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638\u061b \u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0641\u0642\u0637 \u0625\u0630\u0627 \u0641\u0631\u0636\u062a \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0630\u0644\u0643.<\/li>\n<\/ul>\n<p>\u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629: \u0627\u062e\u062a\u0631 \u0625\u0635\u062f\u0627\u0631 <strong>Q4<\/strong> \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u0630\u064a \u064a\u0646\u0627\u0633\u0628 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\u0641\u064a \u0627\u0644\u0639\u0645\u0644\u060c \u064a\u0645\u0643\u0646\u0643 \u0641\u0639\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631:<\/p>\n<ul>\n<li><strong>\u0627\u062a\u0635\u0644 \u0628\u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0641\u0636\u0644<\/strong> \u2014 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 Open WebUI \u062a\u0648\u0641\u0650\u0651\u0631 \u0646\u0627\u0641\u0630\u0629 \u062a\u0634\u0628\u0647 \u0648\u0627\u062c\u0647\u0629 ChatGPT \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643.<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 (API)<\/strong> \u2014 \u064a\u0648\u0641\u0651\u0631 \u0623\u064f\u0648\u0644\u0627\u0645\u0627 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 (API) \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643\u060c \u0644\u0630\u0627 \u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u0634\u0627\u0621 \u0646\u0635\u0648\u0635 \u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0645\u0627 \u0644\u0648 \u0643\u0627\u0646 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0633\u062d\u0627\u0628\u064a\u064b\u0651\u0627.<\/li>\n<li><strong>\u062c\u0631\u0651\u0628 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639<\/strong> \u2014 \u0648\u062c\u0651\u0647 <a href=\"\/ar\/rag-retrieval-augmented-generation-explained\/\">\u0625\u0639\u062f\u0627\u062f \u0646\u0638\u0627\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639-\u0627\u0644\u062a\u0648\u0633\u064a\u0639-\u0627\u0644\u062a\u0648\u0644\u064a\u062f (RAG)<\/a> \u0646\u062d\u0648 \u0648\u062b\u0627\u0626\u0642\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0633\u0627\u0639\u062f \u062e\u0627\u0635\u064d\u0651 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0640\u00ab\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0639 \u0645\u0644\u0641\u0627\u062a\u0643\u00bb \u062f\u0648\u0646 \u0623\u064a \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/li>\n<\/ul>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Why_its_slow_%E2%80%94_and_how_to_fix_it\"><\/span>\u0644\u0645\u0627\u0630\u0627 \u064a\u0639\u0645\u0644 \u0628\u0628\u0637\u0621 \u2014 \u0648\u0643\u064a\u0641 \u062a\u064f\u0635\u0644\u062d \u0630\u0644\u0643<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u0643\u062b\u0631 \u0627\u0644\u0634\u0643\u0627\u0648\u0649 \u0627\u0646\u062a\u0634\u0627\u0631\u064b\u0627 \u0628\u0639\u062f \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0623\u0648\u0644 \u0644\u064a\u0633\u062a \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u0639\u0645\u0644 \u0625\u0637\u0644\u0627\u0642\u064b\u0627\u060c \u0628\u0644 \u0623\u0646\u0647 \u064a\u0639\u0645\u0644 \u0628\u0628\u0637\u0621 \u0634\u062f\u064a\u062f. \u0648\u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629\u060c \u064a\u0639\u0648\u062f \u0627\u0644\u0628\u0637\u0621 \u0641\u064a \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u063a\u0627\u0644\u0628\u064b\u0627 \u0625\u0644\u0649 \u0639\u062f\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU) \u0641\u0639\u0644\u064a\u064b\u0651\u0627. \u0648\u0623\u0633\u0631\u0639 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0630\u0644\u0643 \u0647\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0627\u060c \u062b\u0645 \u0641\u064a \u0646\u0627\u0641\u0630\u0629 \u0637\u0631\u0641\u064a\u0629 \u0623\u062e\u0631\u0649 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0645\u0631 <strong>ollama ps<\/strong>. \u0648\u064a\u0638\u0647\u0631 \u0627\u0644\u0645\u062e\u0631\u062c \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u062a\u064a \u064a\u064f\u0648\u0632\u064e\u0651\u0639 \u0628\u0647\u0627 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u064a\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU): \u0641\u0625\u0630\u0627 \u0623\u0638\u0647\u0631 \u0661\u0660\u0660\u066a GPU \u0641\u0623\u0646\u062a \u0641\u064a \u0623\u0645\u0627\u0646\u061b \u0623\u0645\u0627 \u0625\u0630\u0627 \u0623\u0638\u0647\u0631 \u0661\u0660\u0660\u066a CPU \u0623\u0648 \u062a\u0648\u0632\u064a\u0639\u064b\u0627 \u0628\u064a\u0646 CPU\/GPU\u060c \u0641\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<p>\u0648\u0647\u0646\u0627\u0643 \u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0628\u0627\u0628 \u0634\u0627\u0626\u0639\u0629 \u0644\u0647\u0630\u0627\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u062a\u0643\u0631\u0627\u0631 \u062d\u062f\u0648\u062b\u0647\u0627:<\/p>\n<ul>\n<li><strong>\u0644\u0645 \u064a\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU) \u0623\u0635\u0644\u064b\u0627.<\/strong> \u0641\u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0648\u064a\u0646\u062f\u0648\u0632 \u0648\u0644\u064a\u0646\u0643\u0633 \u0627\u0644\u0645\u0632\u0648\u0651\u062f\u0629 \u0628\u0628\u0637\u0627\u0642\u0627\u062a \u0625\u0646\u0641\u064a\u062f\u064a\u0627 (NVIDIA)\u060c \u064a\u0639\u0646\u064a \u0647\u0630\u0627 \u0639\u0627\u062f\u0629\u064b \u0623\u0646 \u0628\u0631\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u062a\u0645 \u062a\u062b\u0628\u064a\u062a\u0647\u0627 <em>\u0628\u0639\u062f<\/em> \u0628\u0639\u062f \u062a\u062b\u0628\u064a\u062a \u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 (runtime)\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0645 \u062a\u064f\u0641\u0639\u0651\u0644 \u062f\u0639\u0645 \u062a\u0642\u0646\u064a\u0629 \u0643\u0648\u062f\u0627 (CUDA) \u2014 \u0641\u0628\u0631\u0646\u0627\u0645\u062c \u0623\u064f\u0648\u0644\u0627\u0645\u0627 \u064a\u0628\u062d\u062b \u0639\u0646 \u0648\u062c\u0648\u062f \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0648\u0642\u062a \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0648\u0644\u064a\u0633 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644. \u0644\u0630\u0627 \u062a\u0623\u0643\u0651\u062f \u0623\u0648\u0644\u064b\u0627 \u0645\u0646 \u0623\u0646 \u0627\u0644\u0623\u0645\u0631 <strong>nvidia-smi<\/strong> \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u062b\u0645 \u0623\u0639\u062f \u062a\u062b\u0628\u064a\u062a \u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u062d\u064a\u062b \u062a\u0643\u062a\u0634\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a. \u0648\u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u062a\u062d\u0644\u0651 \u0627\u0644\u063a\u0627\u0644\u0628\u064a\u0629 \u0627\u0644\u0639\u0638\u0645\u0649 \u0645\u0646 \u0634\u0643\u0627\u0648\u0649 \u00ab\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0633\u062a\u062e\u062f\u0645 \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\u064a\u0627\u062a\u00bb.<\/li>\n<li><strong>\u0627\u0644\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\u064a\u0627\u062a (VRAM).<\/strong> \u0641\u0639\u0646\u062f\u0645\u0627 \u0644\u0627 \u064a\u062a\u0633\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0630\u0627\u0643\u0631\u0629 VRAM\u060c \u0641\u0625\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0632\u0627\u0626\u062f\u0629 \u062a\u0639\u0648\u062f \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0648\u0628\u0635\u0645\u062a \u0625\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0629 (RAM) \u0648\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU)\u060c \u0648\u062a\u0624\u062f\u064a \u0647\u0630\u0647 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\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 \u0625\u0644\u0649 \u0625\u0628\u0637\u0627\u0621 \u0627\u0644\u0623\u062f\u0627\u0621 \u0643\u0644\u064a\u064b\u0651\u0627. \u0648\u0627\u0644\u062d\u0644 \u0647\u0648 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0623\u0635\u063a\u0631 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0631\u062c\u0629 \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u0643\u0645\u0651\u0646\u0629 (quantization) (\u0623\u064a \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0628\u0643\u0645\u0651\u0646\u0629 \u0623\u0634\u062f)\u060c \u0644\u064a\u062a\u0633\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u062f\u0627\u062e\u0644 \u0630\u0627\u0643\u0631\u0629 VRAM.<\/li>\n<li><strong>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 (context window) \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0651\u0627.<\/strong> \u0641\u0632\u064a\u0627\u062f\u0629 \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u062a\u0633\u062a\u0647\u0644\u0643 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0644\u0623\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u0644\u0645\u0641\u0627\u062a\u064a\u062d \u0648\u0627\u0644\u0642\u064a\u0645 (KV cache) \u062a\u0632\u062f\u0627\u062f \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642. \u0648\u0625\u0630\u0627 \u0632\u0627\u062f\u062a \u0643\u062b\u064a\u0631\u064b\u0627\u060c \u0641\u0625\u0646 \u0628\u0639\u0636 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u062a\u0639\u0648\u062f \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629. \u0644\u0630\u0627 \u0625\u0646 \u0644\u0645 \u062a\u0643\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0637\u0627\u0644\u0628\u0629 \u0637\u0648\u064a\u0644\u0629 \u062c\u062f\u064b\u0651\u0627\u060c \u0641\u0642\u0644\u0651\u0644 \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 (\u0668 \u0643\u064a\u0644\u0648\u0628\u0627\u064a\u062a \u0643\u0627\u0641\u064a\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0647\u0627\u0645)\u060c \u0648\u0633\u064a\u062a\u0633\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u0631\u0627\u062d\u0629 \u0623\u0643\u0628\u0631.<\/li>\n<\/ul>\n<p>\u0648\u0647\u0646\u0627\u0643 \u0645\u0634\u0643\u0644\u062a\u0627\u0646 \u0645\u062d\u062f\u062f\u062a\u0627\u0646 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u0623\u0648\u0644\u064b\u0627\u060c <strong>\u0633\u064a\u0627\u0633\u0629 \u0637\u0627\u0642\u0629 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629<\/strong>: \u0641\u0645\u0639\u0638\u0645 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0639\u0627\u0645\u0644\u0629 \u0628\u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632 \u062a\u064f\u0642\u0644\u0651\u0644 \u0623\u062f\u0627\u0621 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0628\u0634\u0643\u0644 \u062d\u0627\u062f \u0639\u0646\u062f \u0641\u0635\u0644 \u0627\u0644\u0634\u0627\u062d\u0646\u060c \u0648\u0642\u062f \u064a\u0624\u062f\u064a \u0641\u0635\u0644 \u0627\u0644\u0634\u0627\u062d\u0646 \u0625\u0644\u0649 \u062e\u0641\u0636 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0646\u0633\u0628\u0629 \u0665\u0660\u066a \u0623\u0648 \u0623\u0643\u062b\u0631. \u0648\u0647\u0630\u0647 \u0633\u0644\u0648\u0643 \u0645\u0628\u0631\u0645\u062c \u0641\u064a \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062b\u0627\u0628\u062a (firmware)\u060c \u0648\u0644\u064a\u0633 \u0639\u0637\u0644\u064b\u0627 \u2014 \u0644\u0630\u0627 \u0627\u0628\u0642\u0650 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0645\u0648\u0635\u0644\u064b\u0627 \u0628\u0627\u0644\u0634\u0627\u062d\u0646 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062c\u0627\u062f. \u062b\u0627\u0646\u064a\u064b\u0627\u060c <strong>\u0627\u0644\u062d\u062f \u0645\u0646 \u0627\u0644\u062a\u0631\u062f\u062f \u0628\u0633\u0628\u0628 \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 (thermal throttling)<\/strong>: \u0641\u0628\u0639\u062f \u0646\u062d\u0648 \u0661\u0660\u2013\u0662\u0660 \u062f\u0642\u064a\u0642\u0629 \u0645\u0646 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u062a\u0633\u062e\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0631\u0642\u064a\u0642\u0629 \u0648\u062a\u062e\u0641\u0636 \u062a\u0631\u062f\u062f \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627. \u0648\u0644\u062a\u0623\u062e\u064a\u0631 \u0628\u062f\u0621 \u0647\u0630\u0627 \u0627\u0644\u062a\u0628\u0627\u0637\u0624\u060c \u064a\u0645\u0643\u0646\u0643 \u0631\u0641\u0639 \u0627\u0644\u062c\u0647\u0627\u0632 \u0628\u0628\u0636\u0639\u0629 \u0633\u0646\u062a\u064a\u0645\u062a\u0631\u0627\u062a \u0639\u0644\u0649 \u062d\u0627\u0645\u0644 \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u062f\u0641\u0642 \u0627\u0644\u0647\u0648\u0627\u0621\u060c \u0648\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0645\u0643\u0645\u0651\u0646 \u0628\u062f\u0631\u062c\u0629 \u062e\u0641\u064a\u0641\u0629 \u0623\u0643\u062b\u0631 (lighter quantization) \u064a\u0639\u0645\u0644 \u0639\u0646\u062f \u062d\u0631\u0627\u0631\u0629 \u0623\u0642\u0644. \u0648\u0647\u0630\u0627 \u0644\u0627 \u064a\u062c\u0639\u0644 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629\u060c \u0644\u0643\u0646\u0647 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u062a\u0648\u0644\u064a\u062f \u0628\u0636\u0639\u0629 \u0631\u0645\u0648\u0632 (tokens) \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0648\u0628\u064a\u0646 \u0645\u0633\u0627\u0639\u062f \u0641\u0639\u0651\u0627\u0644 \u062d\u0642\u064b\u0651\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u0627\u0645\u0627 (Llama) \u0639\u0644\u0649 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u0639\u0627\u062f\u064a\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u0641\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0661\u0666 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RAM) \u064a\u0633\u062a\u0637\u064a\u0639 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0628\u062d\u062c\u0645 \u0667\u2013\u0668 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 (7\u20138B) \u0628\u0633\u0644\u0627\u0633\u0629\u060c \u0648\u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0641\u0639\u0651\u0627\u0644\u0629 \u062d\u0642\u064b\u0651\u0627. \u0628\u0644 \u0648\u064a\u0645\u0643\u0646 \u0644\u0623\u062c\u0647\u0632\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0641\u0642\u0637 \u0623\u0646 \u062a\u0634\u063a\u0651\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0661\u2013\u0663 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 (1\u20133B). \u0623\u0645\u0627 \u0623\u062c\u0647\u0632\u0629 \u0645\u0627\u0643 \u0627\u0644\u0645\u0632\u0648\u0651\u062f\u0629 \u0628\u0634\u0631\u064a\u062d\u0629 \u0623\u0628\u0644 \u0633\u064a\u0644\u064a\u0643\u0648\u0646 \u0623\u0648 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u0632\u0648\u0651\u062f\u0629 \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629 (GPU) \u0641\u062a\u062a\u0645\u064a\u0651\u0632 \u0628\u0623\u062f\u0627\u0621 \u0645\u0645\u062a\u0627\u0632 \u062c\u062f\u064b\u0651\u0627 \u0641\u064a \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629.<\/p>\n<h3>\u0647\u0644 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 (LLM) \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0645\u062c\u0627\u0646\u064a\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u0641\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644 \u0645\u062c\u0627\u0646\u064b\u0627\u060c \u0648\u0644\u0627 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\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0628\u064a\u0626\u0629 \u0644\u062a\u0643\u062a\u0634\u0641 \u062f\u0639\u0645 \u0643\u0648\u062f\u0627)\u060c \u0623\u0648 \u0623\u0646 \u0627\u0644\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 \u0630\u0627\u0643\u0631\u0629 VRAM (\u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0623\u0635\u063a\u0631 \u0623\u0648 \u0643\u0645\u0651\u0646\u0629 \u0623\u0634\u062f)\u060c \u0623\u0648 \u0623\u0646 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0651\u0627 \u0644\u062f\u0631\u062c\u0629 \u062a\u062f\u0641\u0639 \u0628\u0639\u0636 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0644\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 (\u0642\u0644\u0651\u0644 \u0637\u0648\u0644\u0647\u0627).<\/p>\n<h3>\u0647\u0644 \u064a\u062c\u0628 \u0623\u0646 \u0623\u0628\u0642\u064a \u062c\u0647\u0627\u0632\u064a \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0645\u0648\u0635\u0644\u064b\u0627 \u0628\u0627\u0644\u0634\u0627\u062d\u0646 \u0623\u062b\u0646\u0627\u0621 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0648\u0630\u0644\u0643 \u0644\u0623\u064a \u0645\u0647\u0645\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u0637\u0631\u062d \u0633\u0624\u0627\u0644 \u0633\u0631\u064a\u0639. \u0641\u0645\u0639\u0638\u0645 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0639\u0627\u0645\u0644\u0629 \u0628\u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632 \u062a\u062d\u062f\u0651 \u0645\u0646 \u0623\u062f\u0627\u0621 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0628\u0634\u062f\u0629 \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0639\u0645\u0631 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u062e\u0641\u0636 \u0645\u0639\u062f\u0644 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0648\u0644\u064e\u0651\u062f\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 (tokens-per-second) \u0628\u0646\u0633\u0628\u0629 \u062a\u0642\u0627\u0631\u0628 \u0627\u0644\u0646\u0635\u0641. \u0648\u0647\u0630\u0627 \u0627\u0644\u062a\u0628\u0627\u0637\u0624 \u0646\u0627\u062a\u062c \u0639\u0646 \u0633\u064a\u0627\u0633\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0628\u0631\u0645\u062c\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062b\u0627\u0628\u062a (firmware)\u060c \u0648\u0644\u064a\u0633 \u0639\u0637\u0644\u064b\u0627. \u0623\u0645\u0627 \u062a\u0648\u0635\u064a\u0644 \u0627\u0644\u0634\u0627\u062d\u0646 \u0641\u064a\u0639\u064a\u062f \u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u062a\u0631\u062f\u062f \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a\u060c \u0643\u0645\u0627 \u0623\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0627\u0645\u0644 \u062a\u0628\u0631\u064a\u062f \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u062f\u0641\u0642 \u0627\u0644\u0647\u0648\u0627\u0621 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u062c\u0646\u0651\u0628 \u0627\u0644\u062d\u062f \u0645\u0646 \u0627\u0644\u062a\u0631\u062f\u062f \u0628\u0633\u0628\u0628 \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0627\u0644\u0630\u064a \u064a\u062d\u062f\u062b \u0628\u0639\u062f \u062c\u0644\u0633\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0637\u0648\u064a\u0644\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u062a\u0645\u0627\u0645\u064b\u0627 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u0641\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0645\u0637\u0644\u0648\u0628 \u0641\u0642\u0637 \u0644\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644 \u0645\u0631\u0629. \u0648\u0628\u0645\u062c\u0631\u062f \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u0627\u0644\u0635\u0644\u0628\u060c \u064a\u0639\u0645\u0644 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u2014 \u0648\u064a\u0645\u0643\u0646\u0643 \u0641\u0635\u0644 \u0627\u0644\u062c\u0647\u0627\u0632 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0646 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0645\u0627 \u0632\u0627\u0644 \u064a\u0631\u062f\u0651 \u0639\u0644\u064a\u0643. \u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629: \u0641\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u0643 \u0644\u0627 \u062a\u063a\u0627\u062f\u0631 \u062c\u0647\u0627\u0632\u0643 \u0623\u0628\u062f\u064b\u0627\u060c \u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0639\u0642\u0648\u0644\u064b\u0627 \u0644\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u0645\u0633\u0648\u062f\u0627\u062a\u060c \u0623\u0648 \u0623\u064a \u0645\u062d\u062a\u0648\u0649 \u0644\u0627 \u062a\u0631\u063a\u0628 \u0641\u064a \u0625\u0631\u0633\u0627\u0644\u0647 \u0625\u0644\u0649 \u062e\u062f\u0645\u0629 \u0633\u062d\u0627\u0628\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u0645 \u064a\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0623\u0645\u0631\u064b\u0627 \u0635\u0639\u0628\u064b\u0627. \u0641\u0642\u0637 \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a <strong>Ollama<\/strong> \u0623\u0648 <strong>LM Studio<\/strong>\u060c \u0648\u0646\u0632\u0651\u0644 <strong>\u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0628\u062d\u062c\u0645 \u0668 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 (8B)<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 <strong>Q4<\/strong> \u0627\u0644\u0643\u0645\u0651\u0646\u0629 (quantization)\u060c \u0648\u0641\u064a \u063a\u0636\u0648\u0646 \u0661\u0665 \u062f\u0642\u064a\u0642\u0629 \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0645\u0633\u0627\u0639\u062f \u0641\u0639\u0651\u0627\u0644 \u0645\u062c\u0627\u0646\u064a \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u062e\u0627\u0635\u064c\u0651 \u0628\u0643\u060c \u0648\u064a\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/p>\n<p>\u0641\u0647\u0648 \u0644\u0646 \u064a\u062d\u0644\u0651 \u0645\u062d\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0633\u062d\u0627\u0628\u064a \u0627\u0644\u0631\u0627\u0626\u062f \u0641\u064a \u0623\u0635\u0639\u0628 \u0627\u0644\u0645\u0647\u0627\u0645 \u2014 \u0644\u0643\u0646\u0647 \u0641\u0639\u0651\u0627\u0644 \u062d\u0642\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0643\u062a\u0627\u0628\u0629\u060c \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629. \u0648\u0628\u0645\u062c\u0631\u062f \u062a\u0634\u063a\u064a\u0644\u0647\u060c \u064a\u0643\u0648\u0646 \u0645\u0644\u0643\u0643 \u0628\u0627\u0644\u0643\u0627\u0645\u0644: \u0644\u0627 \u0627\u0634\u062a\u0631\u0627\u0643\u060c \u0648\u0644\u0627 \u0642\u064a\u0648\u062f\u060c \u0648\u0644\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u063a\u0627\u062f\u0631 \u062c\u0647\u0627\u0632\u0643 \u0623\u0628\u062f\u064b\u0627.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/90-day-ai-engineer-path\/\">\u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0645\u0647\u0646\u062f\u0633 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0644\u0645\u062f\u0629 \u0669\u0660 \u064a\u0648\u0645\u064b\u0627<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/local-llm-ollama-setup\/\">\u0625\u0639\u062f\u0627\u062f \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u062d\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0648\u0644\u0627\u064e\u0645\u0627 (Ollama)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/build-personal-ai-assistant-python\/\">\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f \u0634\u062e\u0635\u064a \u0630\u0643\u064a \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062e\u0644\u0627\u0644 \u0663\u0660 \u062f\u0642\u064a\u0642\u0629 (\u062f\u0648\u0631\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/\">\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u0627\u0645\u0627 \u0663 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c Snapdragon 8 Gen 4 (\u062f\u0644\u064a\u0644 \u062a\u0641\u0635\u064a\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629\u060c \u0662\u0660\u0662\u0666)<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u062d\u0627\u0633\u0648\u0628\u0643 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 - \u0645\u062c\u0627\u0646\u0627\u064b \u0648\u062e\u0627\u0635\u0627\u064b \u0648\u063a\u064a\u0631 \u0645\u062a\u0635\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u064a\u063a\u0637\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 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