{"id":2235,"date":"2026-08-18T20:04:34","date_gmt":"2026-08-18T20:04:34","guid":{"rendered":"https:\/\/convly.ai\/?p=2235"},"modified":"2026-08-23T03:54:48","modified_gmt":"2026-08-23T03:54:48","slug":"ollama-gpt-oss-guide","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/","title":{"rendered":"Ollama GPT \u0623\u0648\u0633: \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u0646 \u0634\u0631\u0643\u0629 OpenAI"},"content":{"rendered":"<div class=\"convly-tldr\"><strong>\u0628\u0627\u062e\u062a\u0635\u0627\u0631<\/strong><\/p>\n<ul>\n<li><strong>gpt-oss:20b<\/strong> \u064a\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 16 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 (\u0648\u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0645\u0639\u0638\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0623\u0644\u0639\u0627\u0628)\u060c <strong>gpt-oss:120b<\/strong> \u064a\u062a\u0637\u0644\u0628 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 70 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a (\u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u062d\u062f\u0629 \u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0628\u062a\u0648\u0632\u064a\u0639\u0647\u0627 \u0639\u0628\u0631 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629)<\/li>\n<li>\u062b\u0628\u0650\u0651\u062a\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>ollama pull gpt-oss:20b<\/code> \u0623\u0648 <code>ollama pull gpt-oss:120b<\/code>\u060c \u062b\u0645 \u0634\u063a\u0651\u0644\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>ollama run gpt-oss:20b<\/code><\/li>\n<li>\u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0643\u0644\u0627 \u0627\u0644\u0646\u0633\u062e\u062a\u064a\u0646 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 MXFP4 \u0639\u0646\u062f 4,25 \u0628\u062a \u0644\u0643\u0644 \u0645\u0639\u0644\u0645\u0629\u060c \u0648\u062a\u062f\u0639\u0645 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0645\u062a\u062f\u0629 \u062d\u062a\u0649 128 \u0623\u0644\u0641 \u0631\u0645\u0632.<\/li>\n<li>\u0623\u0637\u0644\u0642\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 OpenAI \u0643\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0648\u0632\u0646 \u0628\u0627\u0644\u0634\u0631\u0627\u0643\u0629 \u0645\u0639 Ollama\u060c \u0648\u0647\u064a \u062a\u064f\u0642\u0627\u0631\u0646 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0646\u0645\u0648\u0630\u062c\u064a Llama 3.1 \u0648Qwen 2.5.<\/li>\n<\/ul>\n<\/div>\n<p>\u0623\u0637\u0644\u0642\u062a OpenAI \u0646\u0645\u0648\u0630\u062c gpt-oss \u0643\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0648\u0632\u0646 \u0641\u064a \u0623\u063a\u0633\u0637\u0633 2025\u060c \u0648\u062a\u064f\u0648\u0632\u064e\u0651\u0639 \u062d\u0635\u0631\u064a\u064b\u0651\u0627 \u0639\u0628\u0631 \u0645\u0646\u0635\u0629 Ollama. \u0648\u062a\u062a\u0643\u0648\u0651\u0646 \u0639\u0627\u0626\u0644\u0629 gpt-oss \u0645\u0646 \u0646\u0633\u062e\u062a\u064a\u0646: \u0627\u0644\u0623\u0648\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0628\u0633\u0639\u0629 20 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629 \u064a\u0639\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u060c \u0648\u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0646\u0645\u0648\u0630\u062c \u0628\u0633\u0639\u0629 120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629 \u064a\u0642\u062f\u0651\u0645 \u0623\u062f\u0627\u0621\u064b \u064a\u0642\u062a\u0631\u0628 \u0645\u0646 \u0623\u062d\u062f\u062b \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u062d\u062f\u0629. \u0648\u0643\u0644\u0627 \u0627\u0644\u0646\u0633\u062e\u062a\u064a\u0646 \u062a\u0633\u062a\u062e\u062f\u0645\u0627\u0646 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 MXFP4\u060c \u0627\u0644\u062a\u064a \u062a\u064f\u062e\u0632\u0650\u0651\u0646 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0646\u062f 4,25 \u0628\u062a \u0644\u0643\u0644 \u0645\u0639\u0644\u0645\u0629 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u062a\u0642\u062a\u0631\u0628 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u062f\u0642\u0629.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6abaab89d0acd\" 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-6abaab89d0acd\"  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-gpt-oss-guide\/#What_Are_the_GPT-OSS_Models\" >\u0645\u0627 \u0647\u064a \u0646\u0645\u0627\u0630\u062c GPT-OSS\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/#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-3\" href=\"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/#Installation\" >\u0627\u0644\u062a\u062b\u0628\u064a\u062a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/#Pulling_and_Running_the_Models\" >\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/#Performance_and_Model_Comparison\" >\u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/#MXFP4_Quantisation\" >\u0627\u0644\u062a\u0643\u0645\u064a\u0645 MXFP4<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/#Context_Window_and_Memory_Usage\" >\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/ollama-gpt-oss-guide\/#Frequently_Asked_Questions\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_Are_the_GPT-OSS_Models\"><\/span>\u0645\u0627 \u0647\u064a \u0646\u0645\u0627\u0630\u062c GPT-OSS\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c gpt-oss \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u0648\u0644 \u0645\u0646 OpenAI \u0627\u0644\u0630\u064a \u064a\u064f\u0646\u0634\u0631 \u0643\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0648\u0632\u0646\u060c \u0648\u0630\u0644\u0643 \u0628\u0639\u062f \u0636\u063a\u0648\u0637 \u0635\u0646\u0627\u0639\u064a\u0629 \u0645\u062a\u0632\u0627\u064a\u062f\u0629 \u062a\u062f\u0639\u0648 \u0625\u0644\u0649 \u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0646\u0645\u0648\u0630\u062c\u064a GPT-4 \u0648GPT-4o\u060c \u0641\u0625\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u064f\u0648\u0632\u064e\u0651\u0639 \u0645\u0639 \u0623\u0648\u0632\u0627\u0646\u0647\u0627 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0648\u062a\u0641\u0627\u0635\u064a\u0644 \u0647\u0646\u062f\u0633\u062a\u0647\u0627 \u0648\u062a\u0631\u062e\u064a\u0635\u0647\u0627 \u0627\u0644\u0645\u0631\u0646 \u0627\u0644\u0630\u064a \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u062f\u0648\u0646 \u0642\u064a\u0648\u062f.<\/p>\n<p>Both models support a 128K token context window, handle multi-turn conversations, and perform instruction following comparable to other open models in their parameter class. The 20B variant competes directly with Llama 3.1 8B and Mistral 7B, while the 120B model sits between Llama 3.1 70B and full frontier systems like GPT-4.<\/p>\n<p>\u062a\u0639\u0627\u0648\u0646\u062a OpenAI \u0645\u0639 Ollama \u0644\u062a\u0648\u0644\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0643 \u062a\u0642\u0648\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0648\u062a\u0634\u063a\u064a\u0644 gpt-oss \u0628\u0646\u0641\u0633 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0634\u063a\u0644 \u0628\u0647\u0627 \u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0622\u062e\u0631 \u0645\u0646 <a href=\"https:\/\/convly.ai\/ar\/what-is-ollama-complete-guide-2026\/\">\u0646\u0645\u0627\u0630\u062c Ollama<\/a>\u060c \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062e\u0637\u0648\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0623\u0648 \u062a\u0643\u0645\u064a\u0645 \u0645\u0646\u0641\u0635\u0644\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>\u0648\u064a\u0648\u0636\u062d \u0627\u0644\u062c\u062f\u0648\u0644 \u0623\u062f\u0646\u0627\u0647 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0648\u0627\u0644\u062d\u062f \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0645\u0627\u062f\u064a\u0629 \u0644\u0643\u0644 \u0646\u0633\u062e\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c gpt-oss. \u0648\u062a\u0634\u0645\u0644 \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0647\u0627\u0645\u0634 \u0645\u0639\u0642\u0648\u0644 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0645\u062e\u0627\u0632\u0646 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c.<\/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>\u062d\u062c\u0645 \u0627\u0644\u0642\u0631\u0635<\/th>\n<th>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/th>\n<th>\u0627\u0644\u062d\u062f \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/th>\n<th>\u0623\u062c\u0647\u0632\u0629 \u0645\u062b\u0627\u0644<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>gpt-oss:20b<\/td>\n<td>20 \u0645\u0644\u064a\u0627\u0631<\/td>\n<td>14 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>RTX 4090\u060c RTX 3090\u060c A5000<\/td>\n<\/tr>\n<tr>\n<td>gpt-oss:120b<\/td>\n<td>120 \u0645\u0644\u064a\u0627\u0631<\/td>\n<td>65 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>70 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>A100 80GB\u060c H100\u060c RTX 4090 \u0645\u0632\u062f\u0648\u062c\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u0648 \u0627\u0644\u064020 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629 \u0628\u0637\u0627\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0627\u0644\u0635\u0627\u062f\u0631\u0629 \u0645\u0646\u0630 \u0639\u0627\u0645 2020 \u0628\u0633\u0644\u0627\u0633\u0629. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u0628\u0637\u0627\u0642\u0629 RTX 3090 \u0623\u0648 RTX 4090 \u0628\u0633\u0639\u0629 24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c gpt-oss:20b \u0645\u0639 \u0645\u0633\u0627\u062d\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0635\u0644 \u0625\u0644\u0649 16 \u0623\u0644\u0641 \u0631\u0645\u0632. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 16 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a (\u0645\u062b\u0644 \u0628\u0637\u0627\u0642\u062a\u064a RTX 4080 \u0623\u0648 RTX 3080 Ti)\u060c \u0641\u0644\u0627 \u064a\u0632\u0627\u0644 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0644\u0643\u0646 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u062a\u0635\u0631 \u0637\u0648\u0644 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0644\u0649 8 \u0622\u0644\u0627\u0641 \u0631\u0645\u0632 \u0644\u062a\u0641\u0627\u062f\u064a \u0627\u0645\u062a\u0644\u0627\u0621 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/p>\n<p>\u0623\u0645\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u0648 \u0627\u0644\u0640120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629 \u0641\u064a\u062a\u0637\u0644\u0628 \u0623\u062c\u0647\u0632\u0629 \u0645\u0631\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u062a\u0643\u0648\u064a\u0646\u064b\u0627 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u064b\u0651\u0627 \u0645\u062a\u0639\u062f\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a. \u0648\u062a\u062a\u0639\u0627\u0645\u0644 \u0628\u0637\u0627\u0642\u0629 A100 \u0628\u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0633\u0644\u0627\u0633\u0629. \u0648\u064a\u0645\u0643\u0646 \u0644\u0628\u0637\u0627\u0642\u062a\u064a RTX 4090 \u0641\u064a \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0634\u062e\u0635\u064a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u064a\u0646\u0647\u0645\u0627\u060c \u0631\u063a\u0645 \u0627\u0646\u062e\u0641\u0627\u0636 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u062d\u062f\u0629. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a> \u0644\u062a\u0642\u062f\u064a\u0631 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0644\u0645\u062e\u062a\u0644\u0641 \u0623\u0637\u0648\u0627\u0644 \u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642.<\/p>\n<h3>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0629 (RAM)<\/h3>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u0630\u0627\u0643\u0631\u0629 VRAM \u063a\u064a\u0631 \u0643\u0627\u0641\u064a\u0629\u060c \u0641\u0625\u0646 Ollama \u0633\u062a\u064f\u062d\u0645\u0651\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0629 (RAM) \u0648\u062a\u0634\u063a\u0651\u0644\u0647\u0627 \u0639\u0628\u0631 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU). \u0648\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c gpt-oss:20b \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0627 \u0644\u0627 \u064a\u0642\u0644 \u0639\u0646 32 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0629. \u0623\u0645\u0627 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c gpt-oss:120b \u0639\u0628\u0631 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0641\u0647\u0648 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a \u2014 \u0625\u0630 \u062a\u062a\u0648\u0642\u0639 \u062a\u0623\u062e\u064a\u0631\u064b\u0627 \u064a\u0628\u0644\u063a \u0639\u062f\u0629 \u062b\u0648\u0627\u0646\u064d \u0644\u0643\u0644 \u0631\u0645\u0632 \u062d\u062a\u0649 \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0646\u0648\u0649. \u0631\u0627\u062c\u0639 \u0627\u0644\u0642\u0633\u0645 <a href=\"https:\/\/convly.ai\/ar\/best-gpus-for-local-llms-2026\/\">\u062f\u0644\u064a\u0644 \u0623\u0641\u0636\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \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<\/a> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u0646\u064a \u0623\u0648 \u062a\u064f\u062d\u062f\u0651\u062b \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u062c\u0647\u0627\u0632\u0643 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Installation\"><\/span>\u0627\u0644\u062a\u062b\u0628\u064a\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u0648\u0644\u0627\u064b\u060c \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a Ollama \u0625\u0630\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0642\u062f \u0641\u0639\u0644\u062a \u0630\u0644\u0643 \u0645\u0646 \u0642\u0628\u0644. \u0648\u062a\u062e\u062a\u0644\u0641 \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644:<\/p>\n<h3>macOS<\/h3>\n<p>\u0646\u0632\u0651\u0644 \u062a\u0637\u0628\u064a\u0642 Ollama \u0644\u0623\u0646\u0638\u0645\u0629 \u0645\u0627\u0643 \u0623\u0648 \u0625\u0633 \u0645\u0646 <code>ollama.com<\/code> \u0648\u0627\u0633\u062d\u0628\u0647 \u0625\u0644\u0649 \u0645\u062c\u0644\u062f <code>\/Applications<\/code>\u060c \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0628\u0625\u0639\u062f\u0627\u062f \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (CLI). \u0623\u0648 \u064a\u0645\u0643\u0646\u0643 \u062a\u062b\u0628\u064a\u062a\u0647 \u0639\u0628\u0631 Homebrew: <code>Ollama<\/code> \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\u0636\u0639 \u0645\u0644\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0641\u064a<\/p>\n<pre><code>brew install ollama<\/code><\/pre>\n<h3>\u0644\u064a\u0646\u0643\u0633<\/h3>\n<p>\u0648\u064a\u064f\u0646\u0634\u0626 \u062e\u062f\u0645\u0629 systemd \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627: <code>\/usr\/local\/bin\/ollama<\/code> \u0644\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u064a\u062f\u0648\u064a \u0623\u0648 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u062d\u0633\u0628 \u062a\u0648\u0632\u064a\u0639\u0629 \u0627\u0644\u0646\u0638\u0627\u0645\u060c \u0631\u0627\u062c\u0639<\/p>\n<pre><code>curl -fsSL https:\/\/ollama.com\/install.sh | sh<\/code><\/pre>\n<p>\u0648\u0634\u063a\u0651\u0644\u0647. \u0648\u064a\u0636\u064a\u0641 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u062b\u0628\u064a\u062a\u064a \u0623\u0648\u0644\u0627\u0645\u0627 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0625\u0644\u0649 \u0645\u062a\u063a\u064a\u0631 PATH \u0648\u064a\u0628\u062f\u0623 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629. \u0648\u0628\u0639\u062f \u0627\u0644\u062a\u062b\u0628\u064a\u062a\u060c \u0627\u0641\u062a\u062d PowerShell \u0623\u0648 \u0645\u0648\u062c\u0647 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062a\u062b\u0628\u064a\u062a: <a href=\"https:\/\/convly.ai\/ar\/how-to-install-ollama-2026\/\">\u062f\u0644\u064a\u0644 \u062a\u062b\u0628\u064a\u062a Ollama<\/a>.<\/p>\n<h3>\u0648\u064a\u0646\u062f\u0648\u0632<\/h3>\n<p>\u0642\u0645 \u0628\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 \u0648\u064a\u0646\u062f\u0648\u0632 \u0645\u0646 <code>ollama.com<\/code> \u0628\u0639\u062f \u062a\u062b\u0628\u064a\u062a Ollama\u060c \u0646\u0632\u0651\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f\u0647. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0633\u062e\u0629 \u0630\u0627\u062a \u0627\u0644\u064020 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629:<\/p>\n<pre><code>ollama --version<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"Pulling_and_Running_the_Models\"><\/span>\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0633\u062e\u0629 \u0630\u0627\u062a \u0627\u0644\u0640120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629:<\/p>\n<pre><code>ollama pull gpt-oss:20b<\/code><\/pre>\n<p>\u064a\u0642\u0648\u0645 \u0627\u0644\u062a\u0646\u0632\u064a\u0644 \u0628\u062a\u0646\u0632\u064a\u0644 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0627\u0644\u0645\u062c\u0644\u062f<\/p>\n<pre><code>ollama pull gpt-oss:120b<\/code><\/pre>\n<p>\u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0645\u0627\u0643 \u0623\u0648 \u0625\u0633 \u0648\u0623\u0646\u0638\u0645\u0629 \u0644\u064a\u0646\u0643\u0633\u060c \u0623\u0648 \u0625\u0644\u0649 <code>~\/.ollama\/models<\/code> \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0648\u064a\u0646\u062f\u0648\u0632. \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u0626\u0646\u0627\u0641 \u0627\u0644\u062a\u0646\u0632\u064a\u0644 \u0628\u0639\u062f \u0645\u0642\u0627\u0637\u0639\u062a\u0647 \u062f\u0648\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u062d\u0631\u0632. <code>%USERPROFILE%.ollamamodels<\/code> \u0648\u0628\u0639\u062f \u0627\u0644\u062a\u0646\u0632\u064a\u0644\u060c \u0627\u0628\u062f\u0623 \u062c\u0644\u0633\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631:<\/p>\n<p>\u0623\u0648 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627:<\/p>\n<pre><code>ollama run gpt-oss:20b<\/code><\/pre>\n<p>ollama run gpt-oss:120b<\/p>\n<pre><code>ollama run gpt-oss:120b<\/code><\/pre>\n<p>\u064a\u0624\u062f\u064a \u0647\u0630\u0627 \u0625\u0644\u0649 \u0641\u062a\u062d \u0648\u0627\u062c\u0647\u0629 \u062f\u0631\u062f\u0634\u0629. \u0627\u0643\u062a\u0628 \u0645\u064f\u0648\u062c\u0650\u0651\u0647\u0643 (prompt)\u060c \u062b\u0645 \u0627\u0636\u063a\u0637 \u0639\u0644\u0649 \u0645\u0641\u062a\u0627\u062d Enter \u0644\u0639\u0631\u0636 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u062a\u062f\u0641\u0642\u064a. \u0627\u0643\u062a\u0628 <code>\/bye<\/code> \u0644\u0644\u062e\u0631\u0648\u062c.<\/p>\n<h3>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/h3>\n<p>\u064a\u064f\u0634\u063a\u0650\u0651\u0644 Ollama \u062e\u0627\u062f\u0645 HTTP \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0627\u0644\u0639\u0646\u0648\u0627\u0646 <code>http:\/\/localhost:11434<\/code>. \u0648\u064a\u0645\u0643\u0646\u0643 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0639\u0628\u0631 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 curl \u0623\u0648 \u0644\u063a\u0629 Python \u0623\u0648 \u0623\u064a \u0639\u0645\u064a\u0644 HTTP \u0622\u062e\u0631:<\/p>\n<pre><code>curl http:\/\/localhost:11434\/api\/generate -d '{\n  \"model\": \"gpt-oss:20b\",\n  \"prompt\": \"\u0627\u0634\u0631\u062d \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 MXFP4 \u0641\u064a \u062c\u0645\u0644\u0629 \u0648\u0627\u062d\u062f\u0629.\"\n}'<\/code><\/pre>\n<p>\u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u064e\u0651\u0645\u0629\u060c \u064a\u064f\u0648\u0635\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (SDK) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Ollama \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u0644\u063a\u062a\u064a Python \u0623\u0648 JavaScript. \u0648\u062a\u062a\u0648\u0641\u0631 \u0643\u0644\u0627 \u0627\u0644\u062d\u0632\u0645\u062a\u064a\u0646 \u0639\u0628\u0631 \u0628\u0631\u0627\u0645\u062c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0632\u0645 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 (<code>pip install ollama<\/code>, <code>npm install ollama<\/code>)\u060c \u0648\u062a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0645\u064f\u062d\u062f\u064e\u0651\u062f\u0629 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 (typed interfaces) \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a (embeddings)\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Performance_and_Model_Comparison\"><\/span>\u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u064a\u064f\u0648\u0644\u0650\u0651\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u064a \u0627\u0644\u064020 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0645\u0627 \u0628\u064a\u0646 15 \u064830 \u0631\u0645\u0632\u064b\u0627 (token) \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a RTX 4090\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0645\u064f\u0648\u062c\u0650\u0651\u0647. \u0623\u0645\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u064a \u0627\u0644\u0640120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u064a\u064f\u0648\u0644\u0650\u0651\u062f \u0645\u0627 \u0628\u064a\u0646 8 \u064815 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a A100 \u0628\u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a. \u0648\u062a\u0641\u062a\u0631\u0636 \u0647\u0627\u062a\u0627\u0646 \u0627\u0644\u0642\u064a\u0645\u062a\u0627\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u062f\u0648\u0646 \u062a\u0637\u0628\u064a\u0642 \u0623\u064a\u0629 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0627\u0633\u062a\u0628\u0627\u0642\u064a (speculative decoding).<\/p>\n<p>\u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u064a\u0624\u062f\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c gpt-oss:20b \u0623\u062f\u0627\u0621\u064b \u0645\u0645\u0627\u062b\u0644\u064b\u0627 \u0644\u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c\u064a Llama 3.1 8B \u0648Mistral 7B \u0641\u064a \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0645\u062b\u0644 MMLU \u0648GSM8K. \u0643\u0645\u0627 \u0623\u0646\u0647 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u064a\u0647\u0645\u0627 \u0641\u064a \u0627\u062a\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062f\u0648\u0631\u0627\u062a (multi-turn instruction following)\u060c \u0648\u064a\u0631\u062c\u0639 \u0630\u0644\u0643 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u062c\u062d \u0625\u0644\u0649 \u0636\u0628\u0637\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u062a\u0639\u0632\u064a\u0632\u064a \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 (RLHF) \u0645\u0646 \u0634\u0631\u0643\u0629 OpenAI. \u0623\u0645\u0627 \u0627\u0644\u0646\u0633\u062e\u0629 \u0630\u0627\u062a \u0627\u0644\u0640120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u062a\u0642\u062a\u0631\u0628 \u062c\u0648\u062f\u062a\u0647\u0627 \u0645\u0646 \u062c\u0648\u062f\u0629 \u0646\u0645\u0648\u0630\u062c GPT-3.5 Turbo\u060c \u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0642\u0648\u0649 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u062a\u062d\u062a \u0639\u062a\u0628\u0629 200 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u062d\u062a\u0649 \u0634\u0647\u0631 \u0623\u063a\u0633\u0637\u0633 2026.<\/p>\n<p>\u0648\u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)\u060c \u064a\u0635\u0628\u062d \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c gpt-oss \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0623\u0643\u062b\u0631 \u062c\u062f\u0648\u0649 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0646\u062f \u062a\u062c\u0627\u0648\u0632 \u062d\u062c\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u064a\u0628\u0644\u063a \u0646\u062d\u0648 \u0645\u0644\u064a\u0648\u0646\u064a \u0631\u0645\u0632 \u0634\u0647\u0631\u064a\u064b\u0651\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u064a \u0627\u0644\u064020 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0623\u0648 500 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0634\u0647\u0631\u064a\u064b\u0651\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u064a \u0627\u0644\u0640120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0648\u0630\u0644\u0643 \u0628\u0641\u0631\u0636 \u0623\u0646\u0643 \u062a\u0645\u062a\u0644\u0643 \u0628\u0627\u0644\u0641\u0639\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/convly.ai\/ar\/self-hosting-vs-api-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/a> \u0644\u062d\u0633\u0627\u0628 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 (break-even point) \u0628\u062f\u0642\u0629\u064d \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"MXFP4_Quantisation\"><\/span>\u0627\u0644\u062a\u0643\u0645\u064a\u0645 MXFP4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u064a\u0623\u062a\u064a \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 gpt-oss \u0645\u0632\u0648\u062f\u064a\u0646 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 MXFP4. \u0648\u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0647\u064a \u062a\u0646\u0633\u064a\u0642 \u0639\u0627\u0626\u0645 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0635\u063a\u0631 (microscaling floating-point format) \u064a\u0645\u062b\u0644 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u0645\u0639\u062f\u0644 4.25 \u0628\u062a \u0644\u0643\u0644 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u064a \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u064016 \u0628\u062a \u0641\u064a \u062f\u0642\u0629 \u0627\u0644\u0646\u0635\u0641 (half-precision) \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0645\u062b\u0644 GPTQ \u0623\u0648 AWQ\u060c \u062a\u062d\u0627\u0641\u0638 \u062a\u0642\u0646\u064a\u0629 MXFP4 \u0639\u0644\u0649 \u0645\u062f\u0649 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0623\u0648\u0633\u0639\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0639\u0627\u062f\u0629\u064b \u0628\u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0627\u0644\u0645\u0643\u062b\u0641.<\/p>\n<p>\u0648\u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u060c \u064a\u062a\u0635\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0643\u0645\u064e\u0651\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 MXFP4 \u0628\u0634\u0643\u0644\u064d \u0634\u0628\u0647 \u0645\u0637\u0627\u0628\u0642 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u062f\u0642\u0629 (full-precision) \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0647\u0627\u0645. \u0648\u064a\u062a\u0645 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0644\u064a\u0633 \u0628\u0639\u062f \u0627\u0646\u062a\u0647\u0627\u0626\u0647 (post-hoc)\u060c \u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u062e\u0641\u0636\u0629. \u0648\u0628\u0630\u0644\u0643\u060c \u062a\u0642\u0644 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM) \u0628\u0646\u0633\u0628\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 75% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0646\u0633\u064a\u0642 FP16\u060c \u0645\u0627 \u064a\u062c\u0639\u0644 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u064a \u0627\u0644\u0640120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0645\u0645\u0643\u0646\u064b\u0627 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Context_Window_and_Memory_Usage\"><\/span>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u064a\u062f\u0639\u0645 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 gpt-oss \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0635\u0644 \u0625\u0644\u0649 128 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u0647\u064a \u062a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 100 \u0623\u0644\u0641 \u0643\u0644\u0645\u0629 \u0645\u0646 \u0627\u0644\u0646\u0635 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u062a\u062a\u0637\u0644\u0628 \u0630\u0627\u0643\u0631\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u0648\u0632\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0641\u0642\u0637.<\/p>\n<p>\u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0648\u0630\u062c gpt-oss:20b\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0628\u0644\u063a 128 \u0623\u0644\u0641 \u0631\u0645\u0632 \u064a\u0636\u064a\u0641 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 8 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a. \u0648\u0628\u0630\u0627\u0643\u0631\u062a\u0643 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 VRAM\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0628\u0633\u0644\u0627\u0633\u0629. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u062a\u0643 16 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u0641\u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u062a\u0635\u0631 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0644\u0649 32\u201348 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0644\u062a\u062c\u0646\u0628 \u0646\u0641\u0627\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0648\u0644\u064a\u062f.<\/p>\n<p>\u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0648\u0630\u062c gpt-oss:120b\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0628\u0644\u063a 128 \u0623\u0644\u0641 \u0631\u0645\u0632 \u064a\u0636\u064a\u0641 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 20 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a. \u0648\u064a\u0645\u0643\u0646 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0630\u0644\u0643\u060c \u0644\u0643\u0646 \u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0648\u062d\u062f\u062a\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u062a\u064a\u0646 \u0628\u0633\u0639\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 70 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u064a\u062a\u0637\u0644\u0628 \u062a\u062d\u062f\u064a\u062f \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0646\u062f 64 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0643\u062d\u062f\u064d \u0623\u0642\u0635\u0649. \u064a\u064f\u0631\u062c\u0649 \u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 <a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 VRAM \u062d\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/a> \u0644\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0645\u0646\u062d\u0646\u064a\u0627\u062a \u062a\u0648\u0633\u0639 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629.<\/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\u0646\u064a \u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 gpt-oss \u064a\u062f\u0648\u064a\u064b\u0651\u0627 (fine-tune)\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u0623\u0635\u062f\u0631\u062a \u0634\u0631\u0643\u0629 OpenAI \u0646\u0645\u0648\u0630\u062c\u064a gpt-oss \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 \u0645\u0631\u0646\u0629 \u062a\u0633\u0645\u062d \u0628\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u064a\u062f\u0648\u064a \u0644\u0623\u064a \u063a\u0631\u0636\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0637\u0631 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u064a\u062f\u0648\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 Axolotl \u0623\u0648 Hugging Face TRL. \u0643\u0645\u0627 \u0623\u0646 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0628\u0646\u064a\u0629 \u0646\u0645\u0648\u0630\u062c Llama\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0639\u0645\u0644 \u0645\u0639\u0638\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0640 Llama \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0623\u064a \u062a\u0639\u062f\u064a\u0644.<\/p>\n<h3>\u0643\u064a\u0641 \u064a\u0642\u0627\u0631\u0646 \u0646\u0645\u0648\u0630\u062c gpt-oss:120b \u0645\u0639 \u0646\u0645\u0648\u0630\u062c Llama 3.1 70B\u061f<\/h3>\n<p>\u064a\u062a\u0641\u0648\u0642 \u0646\u0645\u0648\u0630\u062c gpt-oss:120b \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c Llama 3.1 70B \u0641\u064a \u0627\u062a\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062f\u0648\u0631\u0627\u062a\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0628\u0631 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0628\u0627\u062f\u0644\u0627\u062a. \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c Llama 3.1 70B \u0641\u064a\u062a\u0641\u0648\u0642 \u0642\u0644\u064a\u0644\u064b\u0627 \u0641\u064a \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062e\u0627\u0644\u0635\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062b\u0644 MATH \u0648DROP. \u0648\u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u0624\u062f\u064a\u0627\u0646 \u0623\u062f\u0627\u0621\u064b \u0645\u062a\u0633\u0627\u0648\u064a\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629. \u0648\u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u0648 \u0627\u0644\u0640120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0625\u0644\u0649 \u0630\u0627\u0643\u0631\u0629 VRAM \u0623\u0643\u0628\u0631 (70 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0642\u0627\u0628\u0644 40 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a)\u060c \u0644\u0643\u0646\u0647 \u064a\u0642\u062f\u0651\u0645 \u062a\u062d\u0633\u064f\u0651\u0646\u064b\u0627 \u0645\u0644\u062d\u0648\u0638\u064b\u0627 \u0641\u064a \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0639\u0644\u0649 \u0646\u0645\u0637 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a (assistant-style interactions).<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c gpt-oss:120b \u0639\u0644\u0649 \u0639\u062f\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u064a\u0642\u0648\u0645 Ollama \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0651\u0627 \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0628\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0625\u0630\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0633\u0639\u0629 \u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0643\u0627\u0641\u064a\u0629. \u0648\u064a\u0645\u0643\u0646 \u0644\u0648\u062d\u062f\u062a\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a RTX 4090 (\u0625\u062c\u0645\u0627\u0644\u064a \u0633\u0639\u0629 VRAM = 48 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c gpt-oss:120b\u060c \u0631\u063a\u0645 \u0623\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u0646\u062e\u0641\u0636 \u0628\u0646\u0633\u0628\u0629 20\u201330% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u062d\u062f\u0629 \u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0628\u0633\u0628\u0628 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u064a\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629. \u0623\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062b\u0644\u0627\u062b \u0648\u062d\u062f\u0627\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 \u0641\u064a\u064f\u062d\u0642\u0650\u0651\u0642 \u0639\u0648\u0627\u0626\u062f \u0645\u062a\u0646\u0627\u0642\u0635\u0629\u061b \u0641\u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0643\u0627\u0641\u064a\u0629 \u0644\u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639 A100 \u0623\u0648 H100 \u0633\u064a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0639\u0645\u0644 \u0646\u0645\u0648\u0630\u062c gpt-oss \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0628\u0639\u062f \u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <code>ollama pull<\/code>. \u0648\u064a\u0642\u0648\u0645 Ollama \u0628\u062a\u062e\u0632\u064a\u0646 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0648\u064a\u062a\u0645 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643. \u0623\u0645\u0627 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629 \u0641\u064a\u062d\u062f\u062b \u0641\u0642\u0637 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0623\u0648\u0644\u064a \u0623\u0648 \u0639\u0646\u062f \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0648\u062c\u0648\u062f \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0644\u0644\u0646\u0645\u0648\u0630\u062c. \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u0639\u0637\u064a\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0639\u0628\u0631 \u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 <code>OLLAMA_SKIP_UPGRADE=1<\/code> \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0631\u062e\u0635\u0629 \u0627\u0644\u0645\u0637\u0628\u064e\u0651\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0648\u0644\u062f\u0647\u0627 \u0646\u0645\u0648\u0630\u062c gpt-oss\u061f<\/h3>\n<p>\u0644\u0627 \u062a\u062f\u0651\u0639\u064a \u0631\u062e\u0635\u0629 gpt-oss \u0627\u0644\u0635\u0627\u062f\u0631\u0629 \u0639\u0646 \u0634\u0631\u0643\u0629 OpenAI \u0623\u064a \u0645\u0644\u0643\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0648\u0644\u062f\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0641\u0623\u0646\u062a \u062a\u0645\u0644\u0643 \u0643\u0627\u0645\u0644 \u062d\u0642\u0648\u0642 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u064f\u0646\u062a\u062c\u0647\u0627\u060c \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0623\u064a \u063a\u0631\u0636\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629. \u0648\u0647\u0630\u0627 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0634\u0631\u0648\u0637 \u062e\u062f\u0645\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0634\u0631\u0643\u0629 OpenAI\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0642\u064a\u0651\u062f \u0628\u0639\u0636 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0648\u064a\u0646\u0628\u063a\u064a \u062f\u0627\u0626\u0645\u064b\u0627 \u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0646\u0635 \u0627\u0644\u0631\u062e\u0635\u0629 \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0631\u0641\u0642 \u0645\u0639 \u0645\u0644\u0641 \u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u062d\u062f\u062b \u0627\u0644\u0634\u0631\u0648\u0637.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c gpt-oss \u0644\u0623\u063a\u0631\u0627\u0636 \u062a\u062c\u0627\u0631\u064a\u0629\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u062a\u0633\u0645\u062d \u0627\u0644\u0631\u062e\u0635\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0623\u063a\u0631\u0627\u0636 \u062a\u062c\u0627\u0631\u064a\u0629 \u062f\u0648\u0646 \u0642\u064a\u0648\u062f\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062f\u0645\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0645\u0646\u062a\u062c\u0627\u062a \u062e\u0627\u0635\u0629\u060c \u0623\u0648 \u062a\u0642\u062f\u064a\u0645\u0647 \u0643\u062e\u062f\u0645\u0629\u060c \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u062a\u0648\u0644\u064a\u062f \u0645\u062d\u062a\u0648\u0649 \u0644\u0644\u0628\u064a\u0639. \u0648\u0644\u0627 \u064a\u064f\u0634\u062a\u0631\u0637 \u0645\u0646\u0643 \u0641\u062a\u062d \u0645\u0635\u062f\u0631 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0645\u0634\u062a\u0642\u0629 \u0623\u0648 \u0627\u0644\u0625\u0641\u0635\u0627\u062d \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0643 \u0644\u0646\u0645\u0648\u0630\u062c gpt-oss \u0641\u064a \u0645\u0646\u062a\u062c\u0643\u060c \u0631\u063a\u0645 \u0623\u0646 \u0627\u0644\u0625\u0633\u0646\u0627\u062f (attribution) \u064a\u064f\u0634\u062c\u064e\u0651\u0639 \u0639\u0644\u064a\u0647.<\/p>","protected":false},"excerpt":{"rendered":"<p>TL;DRgpt-oss:20b runs in ~16GB memory (fits most gaming GPUs), gpt-oss:120b needs ~70GB (single 80GB GPU or split across consumer cards)Install with ollama pull gpt-oss:20b or ollama pull gpt-oss:120b, then run with ollama run gpt-oss:20bBoth variants use MXFP4 quantisation at 4.25 bits per parameter and support 128K context windowsReleased by OpenAI as open-weight models in partnership with Ollama, comparable to Llama 3.1 and Qwen 2.5 in quality OpenAI released gpt-oss as open-weight models in August 2025, distributed exclusively through Ollama.<\/p>","protected":false},"author":1,"featured_media":2236,"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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