{"id":381,"date":"2026-05-19T18:16:09","date_gmt":"2026-05-19T18:16:09","guid":{"rendered":"https:\/\/convly.ai\/open-source-llm-leaderboard-hardware-2026\/"},"modified":"2026-08-31T18:59:00","modified_gmt":"2026-08-31T18:59:00","slug":"open-source-llm-leaderboard-hardware-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/","title":{"rendered":"\u0644\u0648\u062d\u0629 \u062a\u0635\u0646\u064a\u0641 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0639\u0627\u0645 2026: \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0631\u0627\u0626\u062f"},"content":{"rendered":"<p>\u0645\u0634\u0647\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a \u0639\u0627\u0645 2026 \u0647\u0648 \u0627\u0644\u0623\u0642\u0648\u0649 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642. \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621\u064d \u064a\u0639\u0627\u062f\u0644 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c GPT-4 \u0623\u0648 \u062d\u062a\u0649 \u062a\u0641\u0648\u064f\u0651\u0642\u0647 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629\u060c \u0643\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u062c\u0645\u064a\u0639 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0625\u0630\u0627 \u062a\u0648\u0627\u0641\u0631\u062a \u0644\u062f\u064a\u0643 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629. \u0648\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0645\u0637\u0631\u0648\u062d \u0647\u0648: \u0623\u064a\u064f\u0651 \u0646\u0645\u0648\u0630\u062c\u064d \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f \u0648\u0645\u0627 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644\u0647\u061f<\/p>\n<p>\u0647\u0630\u0647 \u0647\u064a \u0644\u0648\u062d\u0629 \u062a\u0635\u0646\u064a\u0641 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0630\u0627\u062a \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0644\u0639\u0627\u0645 2026\u060c \u0645\u0642\u062a\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0637\u0644\u0628\u0647\u0627 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0633\u062a\u062e\u0644\u0635\u0629<\/h3>\n<ul>\n<li><strong>\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0646 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645:<\/strong> Llama 3.1 \u0628\u0633\u0639\u0629 405 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (\u064a\u062a\u0637\u0644\u0628 \u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u062a\u0628\u0644\u063a 200 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u0623\u0643\u062b\u0631).<\/li>\n<li><strong>\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u064070 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629:<\/strong> Qwen 2.5 \u0628\u0633\u0639\u0629 72 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u2013 \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u0627\u062a\u060c \u0648\u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 Llama 3 \u0628\u0633\u0639\u0629 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u064a \u0645\u0639\u0638\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0639\u0627\u0645 2026.<\/li>\n<li><strong>\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u064030 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629:<\/strong> Qwen 2.5 \u0628\u0633\u0639\u0629 32 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u2014 \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0633\u0639\u0629 24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 Q5.<\/li>\n<li><strong>\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u06407 \u0625\u0644\u0649 14 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629:<\/strong> Phi-4 \u0628\u0633\u0639\u0629 14 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u2014 \u064a\u062a\u0645\u062a\u0651\u0639 \u0628\u0642\u062f\u0631\u0627\u062a \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062d\u062c\u0645\u0647.<\/li>\n<li><strong>\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0646\u0648\u0639 MoE (\u064a\u0633\u062a\u0647\u0644\u0643 \u0630\u0627\u0643\u0631\u0629 \u0643\u0628\u064a\u0631\u0629 \u0644\u0643\u0646\u0647 \u0633\u0631\u064a\u0639 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0645\u0648\u0632):<\/strong> DeepSeek V3 (236 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \/ 21 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0646\u0634\u0637\u0629).<\/li>\n<\/ul>\n<\/div>\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-6aca278c1bd83\" 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-6aca278c1bd83\"  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\/open-source-llm-leaderboard-hardware-2026\/#The_2026_leaderboard\" >\u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0639\u0627\u0645 2026<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#Hardware_needed_per_model_Q4_K_M_8_K_context\" >\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c (Q4_K_M\u060c \u0633\u064a\u0627\u0642 8 K)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#What_to_actually_run_by_use_case\" >\u0645\u0627 \u064a\u062c\u0628 \u062a\u0634\u063a\u064a\u0644\u0647 \u0641\u0639\u0644\u064a\u0627\u064b\u060c \u062d\u0633\u0628 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#Quantization_tradeoffs\" >\u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#Pros_and_cons_open_vs_closed_in_2026\" >\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0639\u064a\u0648\u0628 (\u0645\u0641\u062a\u0648\u062d \u0645\u0642\u0627\u0628\u0644 \u0645\u063a\u0644\u0642 \u0641\u064a 2026)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#The_software_lever_your_inference_engine_changes_the_answer\" >\u0627\u0644\u0631\u0627\u0641\u0639\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629: \u0645\u062d\u0631\u0643 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u064a\u063a\u064a\u0631 \u0627\u0644\u0625\u062c\u0627\u0628\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#Verify_these_figures_at_the_source\" >\u062a\u062d\u0642\u0642 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0641\u064a \u0627\u0644\u0645\u0635\u062f\u0631<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_2026_leaderboard\"><\/span>\u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0644\u0639\u0627\u0645 2026<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u0631\u0643\u0628\u0629 (MMLU + HumanEval + MATH + IFEval)\u060c \u0648\u0645\u062a\u0648\u0633\u0637\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0639\u0647\u0627:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u062a\u0631\u062a\u064a\u0628<\/th>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0639\u062f\u062f \u0627\u0644\u0645\u064f\u0639\u064e\u0644\u064e\u0651\u0645\u0627\u062a<\/th>\n<th>\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0628\u0629<\/th>\n<th>\u0623\u064f\u0637\u0644\u0650\u0642\u064e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td><strong>Llama 3.1 \u0628\u0633\u0639\u0629 405 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/strong><\/td>\n<td>405 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0643\u062b\u064a\u0641\u0629 (Dense)<\/td>\n<td class=\"convly-vs-winner\">87.4<\/td>\n<td>\u064a\u0648\u0644\u064a\u0648 2024<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>DeepSeek V3<\/td>\n<td>236 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0645\u0646 \u0646\u0648\u0639 MoE (21 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0646\u0634\u0637\u0629)<\/td>\n<td>86.8<\/td>\n<td>\u062f\u064a\u0633\u0645\u0628\u0631 2024<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>Mistral Large 2<\/td>\n<td>123 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0643\u062b\u064a\u0641\u0629 (Dense)<\/td>\n<td>84.2<\/td>\n<td>\u064a\u0648\u0644\u064a\u0648 2024<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>Qwen 2.5 72B Instruct<\/td>\n<td>72 B \u0643\u062b\u064a\u0641<\/td>\n<td>83.7<\/td>\n<td>\u0633\u0628\u062a\u0645\u0628\u0631 2024<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>Llama 3 70B Instruct<\/td>\n<td>70 B \u0643\u062b\u064a\u0641<\/td>\n<td>82.5<\/td>\n<td>\u0623\u0628\u0631\u064a\u0644 2024<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>Command R+ 104B<\/td>\n<td>104 B \u0643\u062b\u064a\u0641<\/td>\n<td>81.3<\/td>\n<td>\u0623\u0628\u0631\u064a\u0644 2024<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>Mixtral 8x22B<\/td>\n<td>141 B MoE (39 B \u0646\u0634\u0637\u0629)<\/td>\n<td>80.1<\/td>\n<td>\u0623\u0628\u0631\u064a\u0644 2024<\/td>\n<\/tr>\n<tr>\n<td>8<\/td>\n<td>Qwen 2.5 32B Instruct<\/td>\n<td>32 B \u0643\u062b\u064a\u0641<\/td>\n<td>79.4<\/td>\n<td>\u0633\u0628\u062a\u0645\u0628\u0631 2024<\/td>\n<\/tr>\n<tr>\n<td>9<\/td>\n<td>Phi-4 (14 B)<\/td>\n<td>14 B \u0643\u062b\u064a\u0641<\/td>\n<td>77.8<\/td>\n<td>\u062f\u064a\u0633\u0645\u0628\u0631 2024<\/td>\n<\/tr>\n<tr>\n<td>10<\/td>\n<td>Llama 3 \u0628\u0633\u0639\u0629 8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u2013 \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u0627\u062a<\/td>\n<td>8 B \u0643\u062b\u064a\u0641<\/td>\n<td>69.2<\/td>\n<td>\u0623\u0628\u0631\u064a\u0644 2024<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u064f\u062d\u062f\u0651\u062b \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0643\u0644 \u0631\u0628\u0639 \u0633\u0646\u0629 \u0645\u0639 \u0638\u0647\u0648\u0631 \u0646\u0645\u0627\u0630\u062c \u062c\u062f\u064a\u062f\u0629. \u0627\u0644\u062a\u0631\u062a\u064a\u0628\u0627\u062a \u0623\u0639\u0644\u0627\u0647 \u062a\u0639\u0643\u0633 \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0646\u064a \u0645\u0646 2026.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Hardware_needed_per_model_Q4_K_M_8_K_context\"><\/span>\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c (Q4_K_M\u060c \u0633\u064a\u0627\u0642 8 K)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629<\/th>\n<th>\u0623\u0631\u062e\u0635 \u0623\u062c\u0647\u0632\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646<\/th>\n<th>\u0627\u0644\u0631\u0645\u0648\u0632\/\u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u062c\u0647\u0627\u0632<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Llama 3 \u0628\u0633\u0639\u0629 8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/td>\n<td>4.9 GB<\/td>\n<td>RTX 3060 12 GB (280 \u062f\u0648\u0644\u0627\u0631)<\/td>\n<td>48 \u0645\u0639\u0627\u0644\u062c\u0629\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Phi-4 14B<\/td>\n<td>8.5 GB<\/td>\n<td>RTX 3060 12 GB (280 \u062f\u0648\u0644\u0627\u0631)<\/td>\n<td>32 \u062a\u0631\u062c\u0645\u0629\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Qwen 2.5 14B<\/td>\n<td>9.0 GB<\/td>\n<td>RTX 4060 Ti 16 GB (430 \u062f\u0648\u0644\u0627\u0631)<\/td>\n<td>55 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Qwen 2.5 32B<\/td>\n<td>19.8 GB<\/td>\n<td>RTX 4090 (24 GB \u0645\u0633\u062a\u062e\u062f\u0645\u060c 1300 \u062f\u0648\u0644\u0627\u0631)<\/td>\n<td>40 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Llama 3 \u0628\u0633\u0639\u0629 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/td>\n<td>42.5 GB<\/td>\n<td>RTX 5090 (32 GB \u0639\u0646\u062f Q4_K_S) \u0623\u0648 2\u00d7 3090<\/td>\n<td>16-22 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Qwen 2.5 72B<\/td>\n<td>43.8 GB<\/td>\n<td>RTX 5090 (32 GB \u0639\u0646\u062f Q4_K_S) \u0623\u0648 2\u00d7 3090<\/td>\n<td>15-21 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Command R+ 104B<\/td>\n<td>62.7 GB<\/td>\n<td>2\u00d7 RTX 4090 (2600 \u062f\u0648\u0644\u0627\u0631) \u0623\u0648 M4 Max 128 GB<\/td>\n<td>9-12 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Mistral Large 2 123B<\/td>\n<td>74.5 GB<\/td>\n<td>M4 Max 128 GB (4999 \u062f\u0648\u0644\u0627\u0631) \u0623\u0648 DIGITS<\/td>\n<td>6-8 \u0631\u0645\u0648\u0632\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Mixtral 8x22B<\/td>\n<td>85.1 GB<\/td>\n<td>M4 Max 128 GB \u0623\u0648 DIGITS<\/td>\n<td>11-14 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629 (\u0641\u0627\u0626\u062f\u0629 MoE)<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek V3 236B<\/td>\n<td>143.6 GB<\/td>\n<td>DIGITS (3000 \u062f\u0648\u0644\u0627\u0631) \u0623\u0648 M4 Ultra 256 GB<\/td>\n<td>8-11 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629 (\u0641\u0627\u0626\u062f\u0629 MoE)<\/td>\n<\/tr>\n<tr>\n<td>Llama 3.1 \u0628\u0633\u0639\u0629 405 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/td>\n<td>244.5 GB<\/td>\n<td>M4 Ultra 512 GB (12000 \u062f\u0648\u0644\u0627\u0631) \u0623\u0648 8\u00d7 4090<\/td>\n<td>2-4 \u0631\u0645\u0648\u0632\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u062a\u0637\u0644\u0628\u0627\u062a VRAM \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0641\u064a \u0643\u0644 \u0645\u0633\u062a\u0648\u0649 \u062a\u0643\u0645\u064a\u0629\u060c \u0627\u0646\u0638\u0631 <a href=\"\/ar\/vram-requirements-every-major-llm-2026\/\">\u0648\u0631\u0642\u0629 VRAM \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_to_actually_run_by_use_case\"><\/span>\u0645\u0627 \u064a\u062c\u0628 \u062a\u0634\u063a\u064a\u0644\u0647 \u0641\u0639\u0644\u064a\u0627\u064b\u060c \u062d\u0633\u0628 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \/ \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0623\u062c\u0648\u0628\u0629:<\/strong> Llama 3 8B \u062c\u064a\u062f \u0641\u0639\u0644\u0627\u064b \u0641\u064a 2026. \u064a\u0646\u0627\u0633\u0628 \u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0640 12+ GB. \u062c\u0631\u0651\u0628 Phi-4 14B \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0641\u0636\u0644 \u0628\u062a\u0643\u0644\u0641\u0629 \u0630\u0627\u0643\u0631\u0629 \u0647\u0627\u0645\u0634\u064a\u0629.<\/p>\n<p><strong>\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0631\u0645\u062c\u0629:<\/strong> Qwen 2.5 32B Instruct \u0623\u0648 DeepSeek V3 \u0647\u0645\u0627 \u0627\u0644\u0623\u0641\u0636\u0644. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 24 GB VRAM \u0641\u0642\u0637\u060c \u0627\u0633\u062a\u062e\u062f\u0645 Qwen 32B \u0639\u0646\u062f Q5\u061b \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u0628\u0631\u060c \u0641\u0625\u0646 DeepSeek V3 \u064a\u062a\u0641\u0648\u0642.<\/p>\n<p><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 (\u0627\u0644\u0633\u064a\u0627\u0642 32K+):<\/strong> Qwen 2.5 72B \u064a\u062a\u0645\u062a\u0639 \u0628\u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621 \u0644\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u064a 2026.<\/p>\n<p><strong>\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \/ \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a:<\/strong> Qwen 2.5 72B \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u2014 \u062a\u062f\u0631\u064a\u0628 Alibaba \u0639\u0644\u0649 \u0627\u0644\u0635\u064a\u0646\u064a\u0629\/\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u064a\u0639\u0637\u064a\u0647\u0627 \u0623\u0641\u0636\u0644\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629.<\/p>\n<p><strong>\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a + \u0627\u0644\u062a\u0641\u0643\u064a\u0631:<\/strong> Phi-4 (14B) \u064a\u062d\u0642\u0642 \u0646\u062a\u0627\u0626\u062c \u0642\u0648\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062a\u0641\u0643\u064a\u0631. \u0644\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062d\u062f\u0648\u062f\u064a\u060c Llama 3.1 405B.<\/p>\n<p><strong>\u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \/ \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u062f\u0631\u0627\u0645\u064a:<\/strong> Mistral Large 2 \u0644\u0647 \u0623\u0641\u0636\u0644 \u00ab\u0635\u0648\u062a\u00bb \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u062a\u0635\u0646\u0641\u0647 \u0642\u0644\u064a\u0644\u0627\u064b \u0623\u0633\u0641\u0644 Qwen 72B.<\/p>\n<p><strong>\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639:<\/strong> DeepSeek V3 (MoE) \u0647\u0648 \u0627\u0644\u0641\u0627\u0626\u0632 \u0641\u064a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u2014 \u062c\u0648\u062f\u0629 \u062d\u062f\u0648\u062f\u064a\u0629 \u0645\u0639 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0644\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0646\u0634\u0637\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Quantization_tradeoffs\"><\/span>\u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0643\u0645\u064a\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0623\u0639\u0644\u0627\u0647 \u062a\u0641\u062a\u0631\u0636 \u062a\u0643\u0645\u064a\u0645 Q4_K_M\u060c \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062c\u0648\u062f\u0629 \u0641\u064a 2026. \u0627\u0644\u0645\u0631\u062c\u0639:<\/p>\n<ul>\n<li><strong>FP16 (\u0628\u062f\u0648\u0646 \u062a\u0643\u0645\u064a\u0645):<\/strong> ~2\u00d7 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c ~1-2% \u062c\u0648\u062f\u0629 \u0623\u0641\u0636\u0644. \u0646\u0627\u062f\u0631\u0627\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0623\u0645\u0631 \u064a\u0633\u062a\u062d\u0642 \u0627\u0644\u0639\u0646\u0627\u0621.<\/li>\n<li><strong>Q8_0:<\/strong> ~1.6\u00d7 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0645\u064a\u064a\u0632\u0647 \u0639\u0646 FP16.<\/li>\n<li><strong>Q5_K_M:<\/strong> ~1.17\u00d7 \u0630\u0627\u0643\u0631\u0629 Q4_K_M\u060c \u062c\u0648\u062f\u0629 \u0623\u0641\u0636\u0644 \u0628\u0640 0.5-1%. \u064a\u0633\u062a\u062d\u0642 \u0627\u0644\u0623\u0645\u0631 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0645\u0633\u0627\u062d\u0629 \u0625\u0636\u0627\u0641\u064a\u0629.<\/li>\n<li><strong>Q4_K_M:<\/strong> <strong>\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647.<\/strong> \u0623\u0641\u0636\u0644 \u062a\u0648\u0627\u0632\u0646.<\/li>\n<li><strong>Q3_K_M:<\/strong> ~0.82\u00d7 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0640 4-7%. \u0627\u0646\u062d\u062f\u0627\u0631\u0627\u062a \u0648\u0627\u0636\u062d\u0629.<\/li>\n<li><strong>IQ2_XXS:<\/strong> ~0.59\u00d7 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0640 15-25%. \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0637\u0627\u0631\u0626\u0629 \u0641\u0642\u0637.<\/li>\n<\/ul>\n<p>\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0644\u062a\u0643\u0645\u064a\u0645 \u0645\u0648\u062c\u0648\u062f \u0641\u064a <a href=\"\/ar\/vram-requirements-every-major-llm-2026\/\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a VRAM \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0629 \u0643\u0628\u064a\u0631 \u0631\u0626\u064a\u0633\u064a<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Pros_and_cons_open_vs_closed_in_2026\"><\/span>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0639\u064a\u0648\u0628 (\u0645\u0641\u062a\u0648\u062d \u0645\u0642\u0627\u0628\u0644 \u0645\u063a\u0644\u0642 \u0641\u064a 2026)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a 2026 \u2014 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629<\/h4>\n<ul>\n<li>\u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u062a\u0637\u0627\u0628\u0642 \u0623\u062f\u0627\u0621 \u0641\u0626\u0629 GPT-4<\/li>\n<li>\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 + \u0628\u062f\u0648\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 API<\/li>\n<li>\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \/ \u0642\u0627\u0628\u0644\u0629 \u0644\u0636\u0628\u0637 \u062f\u0642\u064a\u0642<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0643\u062b\u064a\u0641\u0629\u060c MoE) \u0644\u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0642\u064a\u0648\u062f<\/h4>\n<ul>\n<li>\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u062a\u062a\u0631\u0627\u0643\u0645 \u2014 $3K-12K \u0644\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0639\u0644\u0649 \u0645\u062d\u0644\u064a\u0627\u064b<\/li>\n<li>\u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u063a\u0644\u0642\u0629 (GPT-5\u060c Claude Opus 4.7) \u062a\u062a\u0635\u062f\u0631 \u0641\u064a \u0627\u0644\u062a\u0641\u0643\u064a\u0631<\/li>\n<li>\u0627\u0644\u0643\u0645\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0623\u0628\u0637\u0623 \u0645\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/li>\n<li>\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0635\u064a\u0627\u0646\u0629 (\u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u063a\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645)<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_software_lever_your_inference_engine_changes_the_answer\"><\/span>\u0627\u0644\u0631\u0627\u0641\u0639\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629: \u0645\u062d\u0631\u0643 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u064a\u063a\u064a\u0631 \u0627\u0644\u0625\u062c\u0627\u0628\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0641\u062a\u0631\u0636 \u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0623\u0639\u0644\u0627\u0647 \u0623\u0646\u0643 \u062a\u0646\u0627\u0633\u0628 \u0646\u0645\u0648\u0630\u062c\u0627\u064b \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a VRAM \u0648\u062a\u0634\u063a\u0644\u0647. \u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0641\u0625\u0646 <strong>\u0645\u062d\u0631\u0643 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644<\/strong> \u0627\u0644\u0630\u064a \u062a\u062e\u062a\u0627\u0631\u0647 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0623\u0631\u062c\u062d \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0628\u0645\u0642\u062f\u0627\u0631 \u064a\u0635\u0644 \u0625\u0644\u0649 \u062d\u062c\u0645 \u0643\u0627\u0645\u0644 \u0639\u0644\u0649 <em>\u0646\u0641\u0633<\/em> \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u0648\u0623\u0633\u0644\u0648\u0628 \u0648\u0627\u062d\u062f \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0645\u062d \u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 GPU \u062a\u0642\u0648\u0644 \u0627\u0644\u062c\u062f\u0648\u0644 \u0623\u0646\u0647\u0627 \u0635\u063a\u064a\u0631\u0629 \u062c\u062f\u0627\u064b. \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u062f\u0648\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u0642\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0647\u0648 \u0646\u0635\u0641 \u0642\u0631\u0627\u0631.<\/p>\n<p>\u0645\u0639\u0633\u0643\u0631\u0627\u0646 \u0645\u0647\u0645\u0627\u0646 \u0644\u0645\u0636\u064a\u0641\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629. <strong>vLLM<\/strong> (\u0648\u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629 \u0645\u062b\u0644 SGLang) \u0645\u0628\u0646\u064a\u0629 \u0644\u0644\u062a\u0632\u0627\u0645\u0646: \u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u062f\u0641\u0639 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u062a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 GPU \u0645\u0634\u0628\u0639\u0629\u060c \u0644\u0630\u0627 \u064a\u0645\u0643\u0646 \u0644\u0628\u0637\u0627\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u062a\u062e\u062f\u0645 \u0639\u062f\u0629 \u0637\u0644\u0628\u0627\u062a \u0645\u062a\u0632\u0627\u0645\u0646\u0629 \u062a\u0642\u062f\u064a\u0645 \u0639\u062f\u0629 \u0623\u0636\u0639\u0627\u0641 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0646 \u0625\u0639\u062f\u0627\u062f \u0628\u0633\u064a\u0637. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u0646\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u064b\u060c \u0623\u0648 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0627\u062e\u0644\u064a\u0629\u060c \u0623\u0648 \u0623\u064a \u0634\u064a\u0621 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0641\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u0623\u0646 \u062a\u0643\u0648\u0646 \u0641\u064a\u0647. <strong>llama.cpp<\/strong> (\u0648\u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u064a\u0647\u0627 Ollama \u0648 LM Studio) \u064a\u062d\u0633\u0646 \u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062d\u062f \u0648\u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u0642\u0635\u0648\u0649: \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0627 \u064a\u0642\u0631\u0628 \u0645\u0646 \u0643\u0644 \u0634\u064a\u0621\u060c \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 GGUF quants\u060c \u0648 \u2014 \u0628\u0634\u0643\u0644 \u062d\u0627\u0633\u0645 \u2014 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0646\u0633\u0643\u0628 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645. \u0639\u0644\u0649 Apple Silicon\u060c \u064a\u0645\u0644\u0623 MLX runtime \u0646\u0641\u0633 \u062f\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0627\u062d\u062f \u0648\u064a\u0636\u063a\u0637 \u0639\u0644\u0649 \u0623\u0642\u0635\u0649 \u062d\u062f \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629.<\/p>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u0633\u0643\u0627\u0628 \u0647\u064a \u0645\u0627 \u064a\u062c\u0639\u0644 \u0623\u0643\u0628\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0627\u062d\u0629. \u062a\u062d\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0644\u064a\u0637 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0645\u062b\u0644 DeepSeek V3 \u0625\u062c\u0645\u0627\u0644\u064a \u0639\u062f\u062f \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0636\u062e\u0645 \u0644\u0643\u0646 \u062a\u0641\u0639\u0644 \u0641\u0642\u0637 \u0634\u0631\u064a\u062d\u0629 \u0635\u063a\u064a\u0631\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632. llama.cpp <strong>expert-offload<\/strong> \u0627\u0644\u0639\u0644\u0645 (<code>--n-cpu-moe<\/code>) \u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0634\u0637\u0629 \u062f\u0627\u0626\u0645\u0627\u064b \u0639\u0644\u0649 GPU \u0648\u064a\u062f\u0641\u0639 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0646\u0627\u062f\u0631\u0629 \u0627\u0644\u0644\u0645\u0633 \u0625\u0644\u0649 RAM. \u0627\u0644\u0646\u062a\u064a\u062c\u0629: \u0628\u0637\u0627\u0642\u0629 24 GB \u0645\u0642\u062a\u0631\u0646\u0629 \u0628\u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u064a\u0645\u0643\u0646 <em>\u062a\u0634\u063a\u064a\u0644<\/em> \u0646\u0645\u0648\u0630\u062c MoE \u062d\u062f\u0648\u062f\u064a \u062a\u0642\u0648\u0644 \u062c\u062f\u0648\u0644 VRAM \u0623\u0646\u0647 \u0644\u0627 \u064a\u0648\u062c\u062f \u0639\u0645\u0644 \u062a\u0634\u063a\u064a\u0644 \u0644\u0647.<\/p>\n<p>\u0627\u0644\u062a\u062d\u0641\u0638 \u0627\u0644\u0635\u0631\u064a\u062d \u0647\u0648 \u0627\u0644\u0633\u0631\u0639\u0629. \u0627\u0644\u062a\u0646\u0633\u064a\u0628 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0645\u0639 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0646\u0629. \u0627\u0639\u062a\u0645\u0627\u062f\u0627\u064b \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0645 \u0648\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u062a\u0648\u0642\u0639 \u0623\u064a \u0645\u0643\u0627\u0646 \u0645\u0646 \u0623\u0631\u0642\u0627\u0645 \u0645\u0641\u0631\u062f\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0642\u0648\u064a\u0629 \u0625\u0644\u0649 \u0645\u0646\u062a\u0635\u0641 \u0627\u0644\u0645\u0631\u0627\u0647\u0642\u064a\u0646 \u2014 \u0628\u0634\u0643\u0644 \u0631\u0627\u0633\u062e \u0641\u064a \u0645\u0646\u0637\u0642\u0629 \u00ab\u064a\u0639\u0645\u0644 \u062a\u0642\u0646\u064a\u0627\u064b\u00bb\u060c \u0644\u064a\u0633 \u0645\u0646\u0637\u0642\u0629 \u00ab\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u00bb. \u0627\u0644\u0631\u0627\u0641\u0639\u0629 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647 \u0628\u0637\u0631\u064a\u0642\u0629 \u0623\u062e\u0631\u0649\u060c \u0648\u0644\u064a\u0633\u062a \u062a\u0631\u0642\u064a\u0629 \u0645\u062c\u0627\u0646\u064a\u0629.<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0628\u0646\u0627\u0621 \u0644\u0639\u062f\u0629 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u061f<\/strong> \u0627\u062e\u062a\u0631 vLLM \u0623\u0648 SGLang \u0648\u062d\u062c\u0645 VRAM \u0644\u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0643\u0627\u0645\u0644.<\/li>\n<li><strong>\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062d\u062f\u060c \u064a\u0631\u064a\u062f \u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062a\u0648\u0627\u0636\u0639\u0629\u061f<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 llama.cpp \u0645\u0639 MoE offload \u0648\u0627\u0633\u0643\u0628 \u0645\u064a\u0632\u0627\u0646\u064a\u062a\u0643 \u0641\u064a RAM \u0648\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0644\u064a\u0633 \u0641\u0642\u0637 GPU.<\/li>\n<li><strong>\u0639\u0644\u0649 \u0645\u0627\u0643\u061f<\/strong> \u062a\u0641\u0636\u064a\u0644 MLX \u0623\u0648 Ollama\u061b \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0628\u0627\u0644\u0641\u0639\u0644 \u062a\u0641\u0639\u0644 \u0645\u0639\u0638\u0645 \u0648\u0638\u064a\u0641\u0629 \u00ab\u0627\u0644\u0625\u0632\u0627\u062d\u0629\u00bb \u0644\u0643.<\/li>\n<\/ul>\n<div class=\"convly-sources\">\n<h2><span class=\"ez-toc-section\" id=\"Verify_these_figures_at_the_source\"><\/span>\u062a\u062d\u0642\u0642 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0641\u064a \u0627\u0644\u0645\u0635\u062f\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u062f\u0648\u0646 \u0625\u0634\u0639\u0627\u0631. \u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0644\u0645\u0648\u0631\u0650\u0651\u062f\u064a\u0646 \u0644\u0645\u0627 \u0648\u0631\u062f \u0623\u0639\u0644\u0627\u0647:<\/p>\n<ul>\n<li><a href=\"https:\/\/huggingface.co\/spaces\/open-llm-leaderboard\/open_llm_leaderboard\" rel=\"noopener\" target=\"_blank\">\u0642\u0627\u0626\u0645\u0629 Hugging Face \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/perf_infer_gpu_one\" rel=\"noopener\" target=\"_blank\">Hugging Face: \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0648\u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/a><\/li>\n<\/ul>\n<\/div>\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<p><!--geo-faq--><\/p>\n<h3>\u0647\u0644 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0647\u0646\u0627\u0643 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062a\u0627\u062d\u0629 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u062a\u062a\u0648\u0641\u0631 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0639\u0627\u0645 2026\u060c \u0648\u0639\u062f\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u063a\u0644\u0642\u0629 \u0645\u0646\u0627\u0641\u0633\u0629 \u0644\u0647\u0627. \u0648\u062a\u0636\u0645 \u0623\u0628\u0631\u0632 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u064f\u0642\u062f\u064e\u0651\u0645\u0629 \u0645\u0646 Hugging Face \u0643\u0644\u0627\u064b \u0645\u0646: Llama 3.1 405B (\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0628\u0629 87.4\u060c \u0648\u062d\u062c\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0646\u062d\u0648 244.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u0648Qwen 2.5 72B Instruct\u060c \u0648Qwen 2.5 32B (19.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u0648Phi-4 14B (77.8)\u060c \u0648DeepSeek V3 MoE (\u0625\u062c\u0645\u0627\u0644\u064a 236 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u064821 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0646\u0634\u0637\u0629)\u060c \u0648\u0643\u0644\u064f\u0651\u0647\u0627 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0646\u062f \u062a\u0648\u0641\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/p>\n<h3>\u0647\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0641\u0639\u0644\u0627\u064b \u0645\u0646\u0627\u0641\u0633\u0627\u064b \u0644\u0640 GPT-4 \u0641\u064a 2026\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0646\u0639\u0645. Llama 3.1 405B \u0648 DeepSeek V3 \u064a\u062a\u0641\u0648\u0642\u0627\u0646 \u0639\u0644\u0649 GPT-4 (\u0627\u0644\u0642\u062f\u064a\u0645) \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0639\u0627\u0645\u0629 \u0648\u064a\u0637\u0627\u0628\u0642\u0627\u0646 GPT-4.5 \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646\u0647\u0627. \u064a\u062a\u062e\u0644\u0641\u0627\u0646 \u0639\u0646 GPT-5 \/ Claude Opus 4.7 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0623\u0635\u0639\u0628. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0627\u0644\u0641\u062c\u0648\u0629 \u0625\u0644\u0649 \u00ab\u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u063a\u0644\u0642\u0629\u00bb \u064a\u062a\u0645 \u0642\u064a\u0627\u0633\u0647\u0627 \u0627\u0644\u0622\u0646 \u0628\u0646\u0642\u0627\u0637 \u0645\u0626\u0648\u064a\u0629 \u0645\u0646 \u0631\u0642\u0645 \u0648\u0627\u062d\u062f.<\/p>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u064a\u062a\u0645 \u062a\u0635\u0646\u064a\u0641 DeepSeek V3 \u0628\u062f\u0631\u062c\u0629 \u0639\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0643\u0648\u0646\u0647 MoE\u061f<\/h3>\n<p>\u0646\u0645\u0627\u0630\u062c MoE (Mixture of Experts) \u062a\u0641\u0639\u0651\u0644 \u0641\u0642\u0637 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0644\u0643\u0644 \u0631\u0645\u0632. DeepSeek V3 \u0625\u062c\u0645\u0627\u0644\u064a 236B \u0644\u0643\u0646 ~21B \u0646\u0634\u0637 \u0641\u0642\u0637 \u0644\u0643\u0644 \u0631\u0645\u0632. \u0644\u0630\u0627 \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0646\u0645\u0648\u0630\u062c \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 \u0628\u0633\u0631\u0639\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0646\u0645\u0648\u0630\u062c \u0623\u0635\u063a\u0631 \u0628\u0643\u062b\u064a\u0631 \u2014 \u0639\u0646\u062f\u0645\u0627 \u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0625\u0646\u0647\u0627 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0639\u0645\u0644\u064a\u0629 \u00ab\u062c\u0648\u062f\u0629 \u062d\u062f\u0648\u062f\u064a\u0629 \u0628\u0633\u0631\u0639\u0629 \u0623\u062c\u0647\u0632\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u00bb \u0641\u064a 2026.<\/p>\n<h3>\u0647\u0644 \u064a\u062c\u0628 \u0623\u0646 \u0623\u0636\u0628\u0637 \u0623\u062d\u062f \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0645 \u0623\u0633\u062a\u062e\u062f\u0645\u0647 \u0643\u0645\u0627 \u0647\u0648\u061f<\/h3>\n<p>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0643\u0645\u0627 \u0647\u0648 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0627\u0645\u0629. \u0627\u0636\u0628\u0637 \u0641\u0642\u0637 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0636\u064a\u0642\u0629 \u0648\u0645\u062a\u0643\u0631\u0631\u0629 (\u0645\u062b\u0644\u0627\u064b \u0623\u0633\u0644\u0648\u0628 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0645\u062c\u0627\u0644\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629) \u0648\u0627\u0644\u062f\u064a\u0643 \u0645\u0627 \u0644\u0627 \u064a\u0642\u0644 \u0639\u0646 500-1000 \u0645\u062b\u0627\u0644 \u062a\u062f\u0631\u064a\u0628\u064a \u0639\u0627\u0644\u064a \u0627\u0644\u062c\u0648\u062f\u0629. \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c 70B \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u062c\u0627\u062f\u0629.<\/p>\n<h3>\u0645\u0627\u0630\u0627 \u0639\u0646 Llama 4 \/ \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u061f<\/h3>\n<p>\u0623\u0643\u062f\u062a Meta \u0639\u0644\u0649 Llama 4 \u0644\u0644\u0625\u0635\u062f\u0627\u0631 \u0641\u064a \u0645\u0646\u062a\u0635\u0641 2026 \u0645\u0639 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0628\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629. \u062a\u0648\u0642\u0639 405B+ \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0648\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0623\u0635\u063a\u0631 \u0627\u0644\u0645\u062d\u0633\u0646\u0629. \u0633\u0646\u062d\u062f\u0651\u062b \u0647\u0630\u0627 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0639\u0646\u062f\u0645\u0627 \u062a\u0635\u0644 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0641\u0639\u0644\u064a\u0629.<\/p>\n<h3>\u0623\u064a \u0646\u0645\u0648\u0630\u062c \u064a\u062c\u0628 \u0623\u0646 \u0623\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 Mac Studio M4 Max 128 GB\u061f<\/h3>\n<p>\u0627\u0644\u0623\u0646\u0633\u0628: Qwen 2.5 72B \u0639\u0646\u062f Q5_K_M (51 GB) \u2014 \u064a\u0639\u0645\u0644 \u0628\u0640 ~9 t\/s\u060c \u064a\u062a\u0631\u0643 \u0645\u0633\u0627\u062d\u0629 \u0643\u0628\u064a\u0631\u0629 \u0644\u0644\u0633\u064a\u0627\u0642. \u0644\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0639\u0644\u064a\u0627\u060c Mistral Large 2 123B \u0639\u0646\u062f Q4 \u064a\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0645\u0631\u064a\u062d. \u0644\u0633\u0631\u0639\u0629 MoE\u060c Mixtral 8x22B \u0645\u0645\u062a\u0627\u0632.<\/p>\n<h3>\u0647\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 (\u0623\u0642\u0644 \u0645\u0646 7B) \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u0639\u0646\u0627\u0621\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629. Phi-4 Mini 3.8B \u0648 Gemma 2 2B \u0648 SmolLM 1.7B \u062c\u0645\u064a\u0639\u0647\u0627 \u062a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 \u0639\u0644\u0649 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629. \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0641\u0647\u064a \u0636\u0639\u064a\u0641\u0629 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0646\u0645\u0627\u0630\u062c 8B+\u060c \u0644\u0643\u0646 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0636\u064a\u0642\u0629 (\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0646\u0638\u0645 \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629) \u0641\u0647\u064a \u0643\u0627\u0641\u064a\u0629.<\/p>\n<h3>\u0647\u0644 GPU \u0648\u0627\u062d\u062f \u0643\u0628\u064a\u0631 \u0623\u0645 GPU \u0623\u0635\u063a\u0631 \u0623\u0641\u0636\u0644 \u0644\u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u061f<\/h3>\n<p>\u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0628\u062d\u062a\u060c \u0628\u0637\u0627\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0628\u0640 VRAM \u0643\u0627\u0641\u064a\u0629 \u0644\u0639\u0642\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0628\u0633\u0637 \u0648\u062a\u062a\u062c\u0646\u0628 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u062a\u0643\u0648\u0646 \u0628\u0637\u0627\u0642\u062a\u0627\u0646 \u0645\u0646\u0637\u0642\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 VRAM \u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0623\u064a GPU \u0648\u0627\u062d\u062f \u0645\u064a\u0633\u0648\u0631 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u2014 \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0625\u0642\u0631\u0627\u0646 \u0628\u0637\u0627\u0642\u062a\u064a\u0646 24 GB \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0645\u0648\u0630\u062c \u0644\u0646 \u064a\u0646\u0627\u0633\u0628 \u0648\u0627\u062d\u062f\u0627\u064b. \u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629: GPU \u062b\u0627\u0646\u064a \u064a\u0636\u064a\u0641 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0648\u0639\u0646\u0642 \u0627\u0644\u0627\u062e\u062a\u0646\u0627\u0642 PCIe \u0628\u064a\u0646 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0648\u062a\u0643\u0648\u064a\u0646 \u0623\u0643\u062b\u0631 \u0635\u0639\u0648\u0628\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u0637\u0627\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0646\u0627\u0633\u0628 \u0646\u0645\u0648\u0630\u062c\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641 \u0628\u0643\u0645 \u0623\u0646\u062a \u0631\u0627\u0636\u064d \u0639\u0646\u0647\u060c \u0627\u0634\u062a\u0631\u064a \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629.<\/p>\n<h3>How much does electricity cost to run a local LLM 24\/7?<\/h3>\n<p>\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0639\u0627\u0637\u0644 \u0648\u0627\u0644\u062e\u0641\u064a\u0641 \u0645\u062a\u0648\u0627\u0636\u0639\u060c \u0644\u0643\u0646 GPU \u0639\u0627\u0644\u064a \u0627\u0644\u062c\u0648\u062f\u0629 \u062a\u062d\u062a \u062d\u0645\u0644 \u0645\u0633\u062a\u062f\u0627\u0645 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u062d\u0628 \u0628\u0636\u0639 \u0645\u0626\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u0627\u0637\u060c \u0648\u0647\u0630\u0627 \u064a\u0636\u064a\u0641 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0622\u0644\u0629 \u062f\u0627\u0626\u0645\u0627\u064b \u0642\u064a\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644. \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0647\u064a \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0646\u0627\u0626\u0645\u0627\u064b \u0623\u0648 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u063a\u064a\u0631 \u0645\u062d\u0645\u0644 \u0639\u0646\u062f \u0627\u0644\u062e\u0645\u0648\u0644\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0641\u0642\u0637 \u062a\u062d\u062a \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u2014 \u062a\u062d\u0645\u0644 \u0645\u0639\u0638\u0645 \u0648\u0642\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a \u062a\u062d\u0645\u064a\u0644 \u0648\u062a\u0641\u0631\u064a\u063a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0646\u062f \u0627\u0644\u0637\u0644\u0628. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u062e\u0635\u064a \u0627\u0644\u0639\u0631\u0636\u064a\u060c \u062a\u0643\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0637\u0641\u064a\u0641\u0629\u061b \u0644\u0646\u0645\u0648\u0630\u062c \u064a\u062e\u062f\u0645 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0627\u062d\u0633\u0628 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0641\u064a \u0625\u062c\u0645\u0627\u0644\u064a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0633\u0639\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0633\u062a\u062d\u0642 \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u062d\u0642\u064b\u0651\u0627\u060c \u0645\u0639 \u0627\u0646\u062e\u0641\u0627\u0636 \u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641\u0629 (Hosted APIs) \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u062d\u062f\u061f<\/h3>\n<p>\u064a\u0639\u062a\u0645\u062f \u0630\u0644\u0643 \u0639\u0644\u0649 \u0633\u0628\u0628 \u0627\u062e\u062a\u064a\u0627\u0631\u0643 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u062f\u0641\u0643 \u0627\u0644\u0648\u062d\u064a\u062f \u0647\u0648 \u0623\u062f\u0646\u0649 \u062a\u0643\u0644\u0641\u0629 \u0645\u0645\u0643\u0646\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0641\u0625\u0646 \u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0646\u0641\u0633\u0647\u0627 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0645\u0646\u0627\u0641\u0633\u062a\u0647\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0648\u0644\u0627 \u062a\u062a\u0637\u0644\u0628 \u0623\u064a \u0639\u062a\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642. \u0623\u0645\u0627 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0641\u0647\u064a \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0646 \u062a\u0628\u0642\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u062f\u0648\u0646 \u0645\u063a\u0627\u062f\u0631\u062a\u0647 \u0623\u0628\u062f\u064b\u0627\u060c \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u0636\u0645\u0627\u0646 \u062a\u0648\u0627\u0641\u0631 \u062f\u0627\u0626\u0645 \u062f\u0648\u0646 \u0642\u064a\u0648\u062f \u0639\u0644\u0649 \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0648 \u0641\u0648\u062a\u0631\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u062a\u0642\u0648\u0645 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u062f\u0641\u0639\u0627\u062a \u0636\u062e\u0645\u0629 \u062d\u064a\u062b \u064a\u064f\u062e\u0641\u0650\u0651\u0641 \u0627\u0645\u062a\u0644\u0627\u0643 \u0627\u0644\u0639\u062a\u0627\u062f \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644. \u0648\u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0639\u0627\u062f\u064a\u064a\u0646\u060c \u062a\u0638\u0644 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a\u060c \u0623\u0645\u0627 \u0641\u064a \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0623\u0648 \u0627\u0644\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0623\u0648 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u062c\u062f\u064b\u0651\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u062a\u064f\u062d\u0642\u0650\u0651\u0642 \u0639\u0627\u0626\u062f\u064b\u0627 \u0645\u062c\u0632\u064a\u064b\u0627.<\/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>\u0641\u064a 2026 \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 <strong>\u0642\u062f\u0631\u0629 \u0641\u0626\u0629 GPT-4 \u0645\u062d\u0644\u064a\u0627\u064b<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0627\u0644\u0633\u0624\u0627\u0644 \u0647\u0648: \u0645\u0627 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0641\u0639\u0644\u0627\u064b\u060c \u0648\u0623\u064a \u0645\u0633\u062a\u0648\u0649 \u0623\u062c\u0647\u0632\u0629 \u064a\u0637\u0627\u0628\u0642 \u0630\u0644\u0643\u061f<\/p>\n<ul>\n<li><strong>\u0641\u0626\u0629 8B<\/strong> \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a \u2192 \u0623\u064a \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u062d\u062f\u064a\u062b \u0628\u0647 12+ GB VRAM<\/li>\n<li><strong>\u0641\u0626\u0629 30B<\/strong> \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u062c\u0627\u062f\u0629 \u2192 RTX 4090 \/ 3090 24 GB<\/li>\n<li><strong>\u0641\u0626\u0629 70B<\/strong> \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u062c\u0648\u062f\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u2192 RTX 5090 32 GB \u0623\u0648 M4 Max<\/li>\n<li><strong>\u0641\u0626\u0629 100B+<\/strong> \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u2192 M4 Max 128 GB \/ Nvidia DIGITS \/ \u0628\u0646\u0627\u0621 \u0645\u062a\u0639\u062f\u062f GPU<\/li>\n<li><strong>\u0641\u0626\u0629 405B<\/strong> \u0644\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0639\u0644\u0649 \u2192 M4 Ultra 512 GB \u0623\u0648 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a<\/li>\n<\/ul>\n<p>\u0627\u0633\u062a\u0642\u0631\u062a \u0627\u0644\u0633\u0648\u0642 \u0623\u062e\u064a\u0631\u0627\u064b \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0628\u0634\u0643\u0644 \u062d\u0642\u064a\u0642\u064a \u0645\u0639 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u2014 \u062d\u062a\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u063a\u0644\u0642\u0629. \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0633\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u062d\u0644\u064a \u064a\u0639\u062a\u0645\u062f \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0639\u0644\u0649 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0631\u064a\u0627\u0636\u064a\u0627\u062a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u062a\u0646\u0627\u0633\u0628 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u062f\u064a\u0643.<\/p>\n<p>\u0644\u0644\u062c\u0627\u0646\u0628 GPU \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0631\u0627\u062c\u0639 <a href=\"\/ar\/best-gpus-for-local-llms-2026\/\">\u062f\u0644\u064a\u0644 \u0623\u0641\u0636\u0644 GPUs \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629<\/a>. \u0648\u0644\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u060c \u064a\u063a\u0637\u064a <a href=\"\/ar\/best-laptops-for-machine-learning-2026\/\">\u0623\u0641\u0636\u0644 \u0623\u062c\u0647\u0632\u0629 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a 2026<\/a> \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629.<\/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\/deepseek-v4-pro-vs-llama-4-maverick\/\">DeepSeek V4-Pro \u0645\u0642\u0627\u0628\u0644 Llama 4 Maverick: \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a\u060c \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631\u060c \u0648\u0623\u064a\u0651\u0647\u0645\u0627 \u062a\u062e\u062a\u0627\u0631 (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 (VRAM) \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0631\u0627\u0626\u062f \u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u0641\u064a \u0639\u0627\u0645 2026 (\u0648\u0631\u0642\u0629 \u063a\u0634 \u0643\u0645\u0651\u064a\u0629)<\/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 Llama 3 \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 2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/claude-5-new-ai-models-june-2026\/\">\u0647\u0644 \u064a\u0648\u062c\u062f \u0646\u0645\u0648\u0630\u062c \u00abClaude 5\u00bb\u061f \u0648Claude Fable 5 \u0648\u0643\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0634\u0647\u0631 \u064a\u0648\u0646\u064a\u0648 2026<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0623\u0641\u0636\u0644 \u0628\u0631\u0645\u062c\u064a\u0627\u062a LLM \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a \u0639\u0627\u0645 2026 \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0627\u0644\u0642\u062f\u0631\u0629 + \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0644\u062a\u0634\u063a\u064a\u0644 \u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u062d\u0644\u064a\u064b\u0627. Llama 3 405B\u060c Qwen 2.5 72B\u060c DeepSeek V3\u060c Mistral Large 2.<\/p>","protected":false},"author":1,"featured_media":1996,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[247],"tags":[319,268,320,318,89,317],"class_list":["post-381","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-benchmarks","tag-deepseek-v3","tag-llama-3","tag-llm-leaderboard-2026","tag-mistral-large-2","tag-open-source-llm","tag-qwen-2-5"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/381","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=381"}],"version-history":[{"count":5,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/381\/revisions"}],"predecessor-version":[{"id":2503,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/381\/revisions\/2503"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/1996"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=381"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=381"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=381"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}