{"id":258,"date":"2026-05-19T16:46:19","date_gmt":"2026-05-19T16:46:19","guid":{"rendered":"https:\/\/convly.ai\/apple-m4-max-vs-rtx-5090-ai-workloads\/"},"modified":"2026-07-03T13:39:48","modified_gmt":"2026-07-03T13:39:48","slug":"apple-m4-max-vs-rtx-5090-ai-workloads","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/","title":{"rendered":"\u0645\u0639\u0627\u0644\u062c \u0622\u0628\u0644 \u0625\u06454 \u0645\u0627\u0643\u0633 \u0645\u0642\u0627\u0628\u0644 \u0628\u0637\u0627\u0642\u0629 \u0646\u0641\u064a\u062f\u064a\u0627 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 RTX 5090 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u064e\u0651\u062f\u0629 \u0623\u0645 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u063a\u0627\u0634\u0645\u0629\u061f"},"content":{"rendered":"<p>\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 <strong>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 \/ \u0645\u0627\u0643 \u0633\u062a\u0648\u062f\u064a\u0648 M4 \u0645\u0627\u0643\u0633<\/strong> \u0648 <strong>\u0645\u062d\u0637\u0629 \u0639\u0645\u0644 RTX 5090<\/strong> \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026 \u0644\u064a\u0633\u062a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0648\u062d\u062f\u062a\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a. \u0628\u0644 \u0647\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0641\u0644\u0633\u0641\u062a\u064a\u0646 \u0643\u0627\u0645\u0644\u062a\u064a\u0646 \u0644\u0644\u062d\u0648\u0633\u0628\u0629 - <strong>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0635\u0627\u0645\u062a\u0629<\/strong> \u0645\u0642\u0627\u0628\u0644 <strong>\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u0648\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u063a\u0627\u0634\u0645\u0629<\/strong> - \u0648\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0635\u062d\u064a\u062d \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0646\u0648\u064a \u062a\u0634\u063a\u064a\u0644\u0647\u0627.<\/p>\n<p>\u0644\u0642\u062f \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0643\u0644\u0627 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0646 \u064a\u0648\u0645\u064a\u0627\u064b \u0644\u0645\u062f\u0629 \u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u0647\u0631 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0639\u0628\u0627\u0621 \u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0625\u0644\u064a\u0643 \u0645\u0627 \u064a\u0647\u0645 \u0641\u0639\u0644\u0627\u064b \u0639\u0646\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646\u0647\u0645\u0627 \u0641\u064a \u0639\u0627\u0645 2026.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li>\u0627\u0644\u0640 <strong>RTX 5090<\/strong> \u0623\u0633\u0631\u0639 \u0628\u0645\u0639\u062f\u0644 2.5 \u0636\u0639\u0641\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0644\u0644\u0637\u0631\u0632 \u0627\u0644\u062a\u064a \u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0628\u0633\u0639\u0629 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a.<\/li>\n<li>\u0627\u0644\u0640 <strong>\u0625\u06454 \u0645\u0627\u0643\u0633 \u0628\u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0628\u0640 4 \u0623\u0636\u0639\u0627\u0641 \u0645\u0627 \u064a\u0645\u0643\u0646 \u0644\u0640 5090 - \u0628\u0633\u0631\u0639\u0629 \u0623\u0642\u0644 \u0644\u0643\u0644 \u0631\u0645\u0632.<\/li>\n<li>\u0644\u0640 <strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648<\/strong>, \u0641\u0625\u0646 5090 \u064a\u0641\u0648\u0632 \u0628\u0634\u0643\u0644 \u062d\u0627\u0633\u0645 (CUDA + \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a).<\/li>\n<li>\u0644\u0640 <strong>\u0627\u0644\u0628\u062d\u062b \/ \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0633\u064a\u0627\u0642 \u0637\u0648\u064a\u0644 \u0627\u0644\u0623\u062c\u0644 \/ \u0646\u0645\u0627\u0630\u062c 100B+<\/strong>, \u0641\u0625\u0646 M4 \u0645\u0627\u0643\u0633 M4 \u0645\u0627\u0643\u0633 \u062a\u0641\u0648\u0632.<\/li>\n<li>\u0644\u0640 <strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644<\/strong>, \u060c \u0644\u0627 \u062a\u0648\u062c\u062f \u0645\u0646\u0627\u0641\u0633\u0629 - M4 Max \u0641\u064a \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644.<\/li>\n<li>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0646\u0638\u0627\u0645: \u062d\u0648\u0627\u0644\u064a 1600 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a 2,600 (\u0645\u062d\u0637\u0629 \u0639\u0645\u0644 5090) \u0645\u0642\u0627\u0628\u0644 \u062d\u0648\u0627\u0644\u064a 1 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a 5,000 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a (M4 \u0645\u0627\u0643\u0633 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a MacBook).<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a52d639430d0\" 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-6a52d639430d0\"  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\/apple-m4-max-vs-rtx-5090-ai-workloads\/#What_youre_actually_comparing\" >\u0645\u0627 \u062a\u0642\u0627\u0631\u0646\u0647 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#The_architecture_difference_in_one_paragraph\" >\u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629\u060c \u0641\u064a \u0641\u0642\u0631\u0629 \u0648\u0627\u062d\u062f\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#LLM_inference_%E2%80%94_the_model-size_question\" >\u0627\u0633\u062a\u062f\u0644\u0627\u0644 LLM - \u0627\u0644\u0633\u0624\u0627\u0644 \u0639\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#Image_and_video_generation\" >\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#Fine-tuning_and_training\" >\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u062f\u0631\u064a\u0628\u0647\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#Software_ecosystem_in_2026\" >\u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0644\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0641\u064a \u0639\u0627\u0645 2026<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#Total_cost_of_ownership\" >\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0644\u0643\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#Use-case_verdicts\" >\u0623\u062d\u0643\u0627\u0645 \u0642\u0636\u0627\u064a\u0627 \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-9\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#The_hybrid_pro_setup\" >\u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0627\u0644\u0647\u062c\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#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-11\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#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-12\" href=\"https:\/\/convly.ai\/ar\/apple-m4-max-vs-rtx-5090-ai-workloads\/#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=\"What_youre_actually_comparing\"><\/span>\u0645\u0627 \u062a\u0642\u0627\u0631\u0646\u0647 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0646 RTX 5090 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0644\u0630\u0627 \u0641\u0625\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u062d\u0637\u0629 \u0627\u0644\u0639\u0645\u0644 \u062a\u062a\u0636\u0645\u0646 \u0628\u0642\u064a\u0629 \u0627\u0644\u0646\u0638\u0627\u0645. \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u0646\u0647\u0627\u064a\u0629 \u0639\u0627\u0645 2026:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a<\/th>\n<th>\u0645\u062d\u0637\u0629 \u0639\u0645\u0644 RTX 5090<\/th>\n<th>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633 16\u2033<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629<\/td>\n<td>RTX 5090 + \u0631\u0627\u064a\u0632\u0646 9 9950X RTX 5090 + \u0631\u0627\u064a\u0632\u0646 9 9950X<\/td>\n<td>Apple M4 Max (\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0631\u0643\u0632\u064a\u0629 \u0630\u0627\u062a 16 \u0646\u0648\u0627\u0629 \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0630\u0627\u062a 40 \u0646\u0648\u0627\u0629)<\/td>\n<\/tr>\n<tr>\n<td>\u201cVRAM\u201d \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/td>\n<td class=\"convly-vs-winner\">32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a GDDR7 (1,792 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629)<\/td>\n<td>128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0648\u062d\u062f\u0629 (546 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629)<\/td>\n<\/tr>\n<tr>\n<td>\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 (RAM)<\/td>\n<td>64 \u062c\u064a\u062c\u0627 \u0628\u0627\u064a\u062a ddr5-6400<\/td>\n<td>(\u0645\u0648\u062d\u062f - \u0627\u0646\u0638\u0631 \u0623\u0639\u0644\u0627\u0647)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u062e\u0632\u064a\u0646<\/td>\n<td>2 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a NVMe Gen 5<\/td>\n<td>2 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a SSD<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u062c\u0645\u0627\u0644\u064a \u0633\u062d\u0628 \u0627\u0644\u0637\u0627\u0642\u0629 (\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a)<\/td>\n<td>~750 W<\/td>\n<td class=\"convly-vs-winner\">~85 W<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u062a\u062d\u062a \u0627\u0644\u062d\u0645\u0644<\/td>\n<td>42 \u062f\u064a\u0633\u064a\u0628\u0644<\/td>\n<td class=\"convly-vs-winner\">28 \u062f\u064a\u0633\u064a\u0628\u0644 28 \u062f\u064a\u0633\u064a\u0628\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644<\/td>\n<td>\u0644\u0627 \u064a\u0648\u062c\u062f<\/td>\n<td class=\"convly-vs-winner\">\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644\u060c \u0628\u0637\u0627\u0631\u064a\u0629 \u062a\u062f\u0648\u0645 \u0637\u0648\u0627\u0644 \u0627\u0644\u064a\u0648\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 (\u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0646\u064a 2026)<\/td>\n<td class=\"convly-vs-winner\">~$2\u060c600 (5090 + 9950X \u0628\u0646\u0627\u0621)<\/td>\n<td>~$4,999 (MBP 16\u2033 M4 M4 \u0628\u062d\u062f \u0623\u0642\u0635\u0649 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0627\u0645\u0644 \u0627\u0644\u0634\u0643\u0644 \u0627\u0644\u0628\u062f\u064a\u0644<\/td>\n<td>\u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0646\u0641\u0633\u0647\u0627 \u0641\u064a \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628<\/td>\n<td>Mac Studio M4 M4 Max 128 GB \u0628\u0633\u0639\u0631 $3,499<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0647\u0630\u0647 \u0645\u0642\u0627\u0631\u0646\u0629 \u063a\u064a\u0631 \u0639\u0627\u062f\u0644\u0629 \u0625\u0630\u0627 \u0623\u062e\u0630\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u062d\u0631\u0641\u064a - \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 RTX 5090 \u0641\u064a \u0628\u0631\u062c \u0645\u0643\u062a\u0628\u064a \u0628\u0634\u0627\u0634\u0629 32 \u0628\u0648\u0635\u0629 \u0628\u062f\u0642\u0629 4K\u060c \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 M4 Max \u0641\u064a \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u064a\u0632\u0646 4 \u0623\u0631\u0637\u0627\u0644 \u0639\u0644\u0649 \u0628\u0637\u0627\u0631\u064a\u0629 \u0645\u0642\u0647\u0649. \u0643\u0644\u0627\u0647\u0645\u0627 \u0634\u0643\u0644\u0627\u0646 \u0635\u0627\u0644\u062d\u0627\u0646\u061b \u0633\u0646\u062a\u0646\u0627\u0648\u0644 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_architecture_difference_in_one_paragraph\"><\/span>\u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629\u060c \u0641\u064a \u0641\u0642\u0631\u0629 \u0648\u0627\u062d\u062f\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u062d\u062a\u0648\u064a RTX 5090 \u0639\u0644\u0649 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 GDDR7 \u0630\u0627\u062a \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0627\u0644\u0639\u0627\u0644\u064a \u0645\u062a\u0635\u0644\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0633\u0631\u0639\u0629 1792 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629. \u062a\u062d\u062a\u0648\u064a \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0639\u0644\u0649 \u0630\u0627\u0643\u0631\u0629 DDR5 \u0645\u0646\u0641\u0635\u0644\u0629 \u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0628\u0633\u0631\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u064a\u0645\u0631 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u064a\u0646\u0647\u0645\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 PCIe 5.0 \u0628\u0633\u0631\u0639\u0629 64 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 - \u0633\u0631\u064a\u0639 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0627\u0645\u060c \u0648\u0628\u0637\u064a\u0621 \u0628\u0634\u0643\u0644 \u0645\u0624\u0644\u0645 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<p>\u064a\u062d\u062a\u0648\u064a M4 \u0645\u0627\u0643\u0633 \u0639\u0644\u0649 <strong>\u0648\u0627\u062d\u062f<\/strong> \u0645\u062c\u0645\u0648\u0639\u0629 \u0630\u0627\u0643\u0631\u0629 - \u062a\u0635\u0644 \u0625\u0644\u0649 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a - \u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0644\u0643\u0644 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0633\u0631\u0639\u0629 546 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629. \u0643\u0644 \u0634\u064a\u0621 \u064a\u0639\u0645\u0644 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0646\u0641\u0633\u0647\u0627. \u0644\u0627 \u064a\u0648\u062c\u062f \u0639\u0646\u0642 \u0632\u062c\u0627\u062c\u0629 PCIe \u0644\u0623\u0646\u0647 \u0644\u0627 \u062a\u0648\u062c\u062f \u0630\u0627\u0643\u0631\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a.<\/p>\n<p>\u064a\u0641\u0648\u0632 5090 \u0639\u0644\u0649 <strong>\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0643\u0644 \u0631\u0642\u0627\u0642\u0629<\/strong> (\u0623\u0633\u0631\u0639 3 \u0645\u0631\u0627\u062a \u0645\u0646 M4 Max). \u062a\u0641\u0648\u0632 M4 \u0645\u0627\u0643\u0633 \u0639\u0644\u0649 <strong>\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0639\u0646\u0648\u0646\u0629<\/strong> (\u0623\u0643\u0628\u0631 4 \u0645\u0631\u0627\u062a). \u0643\u0644 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u062a\u0642\u0631\u064a\u0628\u0627\u064b \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u062a\u0646\u0628\u062b\u0642 \u0645\u0646 \u0647\u0630\u064a\u0646 \u0627\u0644\u0631\u0642\u0645\u064a\u0646.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"LLM_inference_%E2%80%94_the_model-size_question\"><\/span>\u0627\u0633\u062a\u062f\u0644\u0627\u0644 LLM - \u0627\u0644\u0633\u0624\u0627\u0644 \u0639\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0628\u0646\u0641\u0633 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0639\u0644\u0649 \u0643\u0644\u0627 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0646. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628 \u0643\u0644 \u0645\u0646\u0635\u0629. \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u062f\u0641\u0642\u060c \u0633\u064a\u0627\u0642 8 \u0643.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>RTX 5090 (t\/s)<\/th>\n<th>M4 \u0645\u0627\u0643\u0633 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u0631\/\u062b)<\/th>\n<th>\u0627\u0644\u0641\u0627\u0626\u0632<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0644\u0627\u0645\u0627 3 8 \u0628 8 \u0628 Q5_K_M<\/td>\n<td>165<\/td>\n<td>78<\/td>\n<td>5090 (2.1\u00d7)<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0627\u0645\u0627 3 8 \u0628 8 \u0628 FP16<\/td>\n<td>92<\/td>\n<td>52<\/td>\n<td>5090 (1.8\u00d7)<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0648\u064a\u0646 2.5 2.5 32B Q5_K_M<\/td>\n<td>52<\/td>\n<td>26<\/td>\n<td>5090 (2.0\u00d7)<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0627\u0645\u0627 3 70 \u0628 70 \u0628 Q4_K_M<\/td>\n<td>22<\/td>\n<td>9.4<\/td>\n<td>5090 (2.3\u00d7)<\/td>\n<\/tr>\n<tr>\n<td>Llama 3 70B Q5_K_M<\/td>\n<td>18<\/td>\n<td>8.3<\/td>\n<td>5090 (2.2\u00d7)<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u0627\u0645\u0627 3 70 \u0628 70 \u0628 \u0633 8_0<\/td>\n<td>OOM \u0639\u0646\u062f 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>5.8<\/td>\n<td>M4 \u0645\u0627\u0643\u0633 (\u0648\u0627\u062d\u062f \u0641\u0642\u0637)<\/td>\n<\/tr>\n<tr>\n<td>Mistral Large 2 123B Q4<\/td>\n<td>OOM \u0639\u0646\u062f 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>4.7<\/td>\n<td>M4 \u0645\u0627\u0643\u0633 (\u0648\u0627\u062d\u062f \u0641\u0642\u0637)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0623\u0645\u0631 R+104B 104B Q4<\/td>\n<td>OOM \u0639\u0646\u062f 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>5.5<\/td>\n<td>M4 \u0645\u0627\u0643\u0633 (\u0648\u0627\u062d\u062f \u0641\u0642\u0637)<\/td>\n<\/tr>\n<tr>\n<td>Llama 3 405B Q4<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062a\u0627\u062d (\u0645\u0633\u062a\u062d\u064a\u0644)<\/td>\n<td>2.1<\/td>\n<td>M4 \u0645\u0627\u0643\u0633 (\u0648\u0627\u062d\u062f \u0641\u0642\u0637)<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek V3 (236B MoE) Q3<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062a\u0627\u062d (\u0645\u0633\u062a\u062d\u064a\u0644)<\/td>\n<td>6.1<\/td>\n<td>M4 \u0645\u0627\u0643\u0633 (\u0648\u0627\u062d\u062f \u0641\u0642\u0637)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0642\u0631\u0623 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629:<\/p>\n<ul>\n<li><strong>\u0623\u0642\u0644 \u0645\u0646 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a:<\/strong> 5090 \u0623\u0633\u0631\u0639 \u0628\u0640 2\u00d7 \u0623\u0633\u0631\u0639\u060c \u0628\u0644\u0627 \u0627\u0633\u062a\u062b\u0646\u0627\u0621\u0627\u062a.<\/li>\n<li><strong>\u0628\u064a\u0646 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0648128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a:<\/strong> M4 Max \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0628\u0627\u0644\u0637\u0631\u0627\u0632 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/li>\n<li><strong>Above 128 GB (Llama 3 405B at Q5, DeepSeek V3 at Q4):<\/strong> \u0644\u0627 \u064a\u062a\u0637\u0627\u0628\u0642 \u0623\u064a \u0645\u0646 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0646 \u0627\u0644\u0623\u062d\u0627\u062f\u064a\u064a\u0646 \u0628\u0634\u0643\u0644 \u0646\u0638\u064a\u0641\u060c \u0648\u0644\u0643\u0646 M4 Max \u064a\u0642\u062a\u0631\u0628 \u0623\u0643\u062b\u0631 \u0645\u0639 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u062b\u0642\u064a\u0644.<\/li>\n<\/ul>\n<p>\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0642\u0631\u0627\u0631 \u062a\u0643\u062a\u0628 \u0646\u0641\u0633\u0647\u0627 \u0628\u0646\u0641\u0633\u0647\u0627: <strong>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0648\u062f\u064a\u0644\u0627\u062a\u0643 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u062a\u062a\u0633\u0639 \u0644\u0640 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0627\u062d\u0635\u0644 \u0639\u0644\u0649 5090. \u0648\u0625\u0630\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0643\u0630\u0644\u0643\u060c \u0641\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 M4 Max.<\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Image_and_video_generation\"><\/span>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u0643\u0648\u0646 \u0641\u064a\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u0623\u0643\u0628\u0631\u060c \u0644\u0635\u0627\u0644\u062d 5090.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0648\u0638\u064a\u0641\u064a<\/th>\n<th>RTX 5090<\/th>\n<th>\u0625\u06454 \u0645\u0627\u0643\u0633 \u0628\u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/th>\n<th>\u0394<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>SDXL \u0628\u062f\u0642\u0629 1024\u00d71024 (\u062a\u0643\u0631\u0627\u0631\/\u062b\u0627\u0646\u064a\u0629)<\/td>\n<td>25.4<\/td>\n<td>6.3<\/td>\n<td>4.0\u00d7<\/td>\n<\/tr>\n<tr>\n<td>SD 3.5 \u0643\u0628\u064a\u0631 1024\u00d71024 1024 (it\/s)<\/td>\n<td>14.8<\/td>\n<td>3.1<\/td>\n<td>4.8\u00d7<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0644\u0648\u0643\u0633.1 \u062f\u064a\u0641 1024 \u00d7 1024 \u00d7 1024 (it\/s)<\/td>\n<td>3.4<\/td>\n<td>0.6<\/td>\n<td>5.7\u00d7<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0644\u0648\u0643\u0633.1 \u0634\u0646\u064a\u0644 (\u0642\/\u0635\u0648\u0631\u0629)<\/td>\n<td>1.1 s<\/td>\n<td>5.4 s<\/td>\n<td>4.9\u00d7<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u064a\u062f\u064a\u0648 \u0647\u0648\u0646\u064a\u0648\u0627\u0646 5 \u0642 720p 720p<\/td>\n<td>78 s<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062f\u0639\u0648\u0645<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062a\u0627\u062d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0633\u0628\u0628\u0627\u0646 \u0644\u0644\u0641\u062c\u0648\u0629:<\/p>\n<p>1. <strong>CUDA + cuDNN + TensorRT<\/strong> \u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u0628\u0634\u0643\u0644 \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631. \u0625\u0646 MLX \u0648Core ML \u0639\u0644\u0649 Apple Silicon \u064a\u0644\u062d\u0642\u0627\u0646 \u0628\u0627\u0644\u0631\u0643\u0628 \u0648\u0644\u0643\u0646\u0647\u0645\u0627 \u0644\u0627 \u064a\u0632\u0627\u0644\u0627\u0646 \u064a\u062a\u062e\u0644\u0641\u0627\u0646 \u0628\u0645\u0642\u062f\u0627\u0631 2-4 \u0623\u0636\u0639\u0627\u0641 \u0641\u064a \u0645\u0639\u0638\u0645 \u0623\u0639\u0628\u0627\u0621 \u0639\u0645\u0644 \u062c\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0639\u0627\u0645 2026.<br \/>\n2. <strong>\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a GDDR7<\/strong> \u0645\u0647\u0645 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 - \u062e\u0637\u0648\u0627\u062a \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0645\u0642\u064a\u062f\u0629 \u0628\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a - \u06485090 \u0644\u062f\u064a\u0647\u0627 3 \u0623\u0636\u0639\u0627\u0641 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u0645\u0644\u0643 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u062a\u0646\u062a\u0647\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0647\u0646\u0627. \u062a\u0641\u0648\u0632 5090\u060c \u0648\u0647\u0630\u0627 \u0644\u064a\u0633 \u0642\u0631\u064a\u0628\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Fine-tuning_and_training\"><\/span>\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u062f\u0631\u064a\u0628\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0636\u0628\u0637 \u0623\u0639\u0628\u0627\u0621 \u0639\u0645\u0644 LoRA \u0627\u0644\u062f\u0642\u064a\u0642:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0648\u0638\u064a\u0641\u064a<\/th>\n<th>RTX 5090<\/th>\n<th>\u0625\u06454 \u0645\u0627\u0643\u0633 \u0628\u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/th>\n<th>\u0394<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Llama 3 8B LoRA\u060c 1 \u062d\u0642\u0628\u0629 \u0632\u0645\u0646\u064a\u0629 \u0639\u0644\u0649 5 \u0622\u0644\u0627\u0641 \u0639\u064a\u0646\u0629<\/td>\n<td>1 \u0633\u0627\u0639\u0629 \u064812 \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>2 \u0633\u0627\u0639\u0629 \u064847 \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>2.3\u00d7<\/td>\n<\/tr>\n<tr>\n<td>SDXL LoRA\u060c 5 \u0622\u0644\u0627\u0641 \u0635\u0648\u0631\u0629\u060c 10 \u062d\u0642\u0628 \u0632\u0645\u0646\u064a\u0629<\/td>\n<td>2 \u0633\u0627\u0639\u0629 \u064838 \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>8 \u0633\u0627\u0639\u0627\u062a \u064812 \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>3.1\u00d7<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0644\u0648\u0643\u0633.1 \u062f\u064a\u0641 \u0644\u0648\u0631\u0627\u060c 1 \u0623\u0644\u0641 \u0635\u0648\u0631\u0629\u060c 20 \u062d\u0642\u0628\u0629 \u0632\u0645\u0646\u064a\u0629<\/td>\n<td>3 \u0633\u0627\u0639\u0627\u062a \u064814 \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>12 \u0633\u0627\u0639\u0629 \u064830 \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>3.9\u00d7<\/td>\n<\/tr>\n<tr>\n<td>Llama 3 70B LoRA\u060c \u062d\u0642\u0628\u0629 \u0632\u0645\u0646\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0639\u0644\u0649 2 \u0623\u0644\u0641 \u0639\u064a\u0646\u0629<\/td>\n<td>OOM \u0639\u0646\u062f 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>14 \u0633\u0627\u0639\u0629 \u064822 \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>\u0645\u0627\u0643 \u0641\u0642\u0637<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u062a\u0641\u0648\u0642 5090 \u0641\u064a \u0627\u0644\u0633\u0631\u0639\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0648\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628\u0647\u0627. \u062a\u0641\u0648\u0632 M4 Max \u0639\u0644\u0649 \u0627\u0644\u0642\u062f\u0631\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0648\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0640 5090 \u0645\u0644\u0627\u0621\u0645\u062a\u0647\u0627. \u0646\u0641\u0633 \u0646\u0645\u0637 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/p>\n<p>\u0647\u0646\u0627\u0643 \u0645\u064a\u0632\u0629 \u0648\u0627\u062d\u062f\u0629 \u0644\u0627 \u064a\u064f\u0633\u062a\u0647\u0627\u0646 \u0628\u0647\u0627 \u0641\u064a \u062c\u0647\u0627\u0632 Mac \u0644\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642: <strong>\u064a\u0645\u0643\u0646\u0643 \u062a\u0631\u0643\u0647\u0627 \u062a\u0639\u0645\u0644 \u0637\u0648\u0627\u0644 \u0627\u0644\u0644\u064a\u0644 \u062f\u0648\u0646 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0641\u064a \u0627\u0644\u062d\u0631\u0627\u0631\u0629\u060c \u0623\u0648 \u0627\u0644\u0636\u0648\u0636\u0627\u0621\u060c \u0623\u0648 \u0641\u0648\u0627\u062a\u064a\u0631 \u0627\u0644\u0637\u0627\u0642\u0629<\/strong>. \u064a\u0643\u0648\u0646 \u062c\u0647\u0627\u0632 MacBook Pro M4 Max \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0647\u0627\u062f\u0626\u064b\u0627 \u0648\u062f\u0627\u0641\u0626\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0643\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u0627\u0644 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0627\u062f\u064a. \u0648\u0639\u0644\u0649 \u0627\u0644\u0646\u0642\u064a\u0636 \u0645\u0646 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0645\u062d\u0637\u0629 \u0627\u0644\u0639\u0645\u0644 5090 \u0635\u0627\u062e\u0628\u0629 \u0648\u062a\u0637\u0644\u0642 \u062d\u0631\u0627\u0631\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633 \u0641\u064a \u0627\u0644\u063a\u0631\u0641\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Software_ecosystem_in_2026\"><\/span>\u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0644\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0641\u064a \u0639\u0627\u0645 2026<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0627 \u0623\u0642\u0631\u0628 \u0645\u0645\u0627 \u064a\u0648\u062d\u064a \u0628\u0647 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0648\u0644\u0643\u0646 \u0644\u0627 \u062a\u0632\u0627\u0644 Nvidia \u0641\u064a \u0627\u0644\u0645\u0642\u062f\u0645\u0629.<\/p>\n<p><strong>\u0646\u0638\u0627\u0645 CUDA \u0627\u0644\u0628\u064a\u0626\u064a (5090):<\/strong><\/p>\n<ul>\n<li>PyTorch - \u0645\u0646 \u0627\u0644\u062f\u0631\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u0643\u0644 \u0637\u0631\u0627\u0632.<\/li>\n<li>TensorRT-LLM - \u0623\u0633\u0631\u0639 \u0645\u062d\u0631\u0643 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u060c CUDA \u0641\u0642\u0637.<\/li>\n<li>vLLM - \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 CUDA \u0623\u0648\u0644\u0627\u064b.<\/li>\n<li>\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0631 \/ ComfyUI\/ ComfyUI\/ Auto1111 - \u062c\u0645\u064a\u0639\u0647\u0627 \u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 CUDA.<\/li>\n<li>\u0643\u0648\u062f \u0628\u062d\u062b\u064a \u0645\u062a\u0637\u0648\u0631 \u0645\u0646 \u0623\u0648\u0631\u0627\u0642 \u0628\u062d\u062b\u064a\u0629 \u062c\u062f\u064a\u062f\u0629 - \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 CUDA \u0623\u0648\u0644\u0627\u064b\u060c \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 CUDA \u0641\u0642\u0637 \u0639\u0646\u062f \u0627\u0644\u0625\u0635\u062f\u0627\u0631.<\/li>\n<\/ul>\n<p><strong>\u0646\u0638\u0627\u0645 Apple Silicon Ecosystem (M4 Max):<\/strong><\/p>\n<ul>\n<li><strong>MLX<\/strong> - \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Apple \u0627\u0644\u0623\u0635\u0644\u064a\u060c \u0633\u0631\u064a\u0639\u060c \u064a\u062f\u0639\u0645 \u0645\u0639\u0638\u0645 \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u0627\u0644\u0646\u0636\u062c \u0641\u064a \u0639\u0627\u0645 2026 \u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u062a\u0647 \u0628\u0645\u0627 \u0643\u0627\u0646 \u0639\u0644\u064a\u0647 PyTorch \u0641\u064a \u0639\u0627\u0645 2022.<\/li>\n<li><strong>PyTorch \u0645\u0639 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 MPS<\/strong> - \u064a\u0639\u0645\u0644 \u0645\u0639 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0648\u062f\u064a\u0644\u0627\u062a \u0648\u0644\u0643\u0646 \u0623\u0628\u0637\u0623 \u0628\u062d\u0648\u0627\u0644\u064a 20-401 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a 3 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0645\u0643\u0627\u0641\u0626 CUDA.<\/li>\n<li><strong>\u0644\u0627\u0645\u0627.cpp \u0645\u0639\u062f\u0646<\/strong> - \u0627\u0633\u062a\u062f\u0644\u0627\u0644 LLM \u0645\u062a\u064a\u0646.<\/li>\n<li><strong>CoreML<\/strong> - \u0645\u0633\u0627\u0631 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629.<\/li>\n<li><strong>\u0643\u0648\u062f \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0627\u0644\u0645\u062a\u0637\u0648\u0631<\/strong> - \u0644\u0627 \u064a\u0639\u0645\u0644 \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0628\u062f\u0648\u0646 \u0646\u0642\u0644. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0623\u0645\u0631 \u0645\u0646 1-4 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0644\u0645\u0646\u0627\u0641\u0630 \u0627\u0644\u0645\u062c\u062a\u0645\u0639.<\/li>\n<\/ul>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0648\u0638\u064a\u0641\u062a\u0643 <strong>\u0627\u0644\u0645\u0628\u0646\u0649<\/strong> \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0626\u0645\u0629\u060c \u064a\u0639\u0645\u0644 \u0643\u0644\u0627 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0646 \u0627\u0644\u0628\u064a\u0626\u064a\u064a\u0646. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0648\u0638\u064a\u0641\u062a\u0643 <strong>\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u0634\u0641\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0641\u0648\u0631<\/strong>, \u060c \u0641\u0625\u0646 5090 \u0623\u0642\u0644 \u0627\u062d\u062a\u0643\u0627\u0643\u0627\u064b \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Total_cost_of_ownership\"><\/span>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0645\u0644\u0643\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0646\u0627\u0621 \u0639\u0645\u0644\u064a 5090 (\u0645\u062d\u0637\u0629 \u0639\u0645\u0644):<\/p>\n<ul>\n<li>RTX 5090: $1,999 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \/ $2,400 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0641\u064a \u0627\u0644\u0634\u0627\u0631\u0639<\/li>\n<li>Ryzen 9 9950X: $549<\/li>\n<li>\u0627\u0644\u0644\u0648\u062d\u0629 \u0627\u0644\u0623\u0645 B650\/X870: $250<\/li>\n<li>64 \u062c\u064a\u062c\u0627 \u0628\u0627\u064a\u062a ddr5-6400: $220<\/li>\n<li>2 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a NVMe Gen 5: $250<\/li>\n<li>1200 \u0648\u0627\u0637 ATX 3.1 PSU: $250<\/li>\n<li>\u0627\u0644\u0639\u0644\u0628\u0629 + \u0627\u0644\u0645\u0628\u0631\u062f + \u0627\u0644\u0645\u0631\u0627\u0648\u062d: $200<\/li>\n<li><strong>\u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a<\/strong>: ~$4,118 (MSRP) \/ ~$4,519 (\u0627\u0644\u0634\u0627\u0631\u0639)<\/li>\n<\/ul>\n<p>A Mac Studio M4 Max 128 GB:<\/p>\n<ul>\n<li>Mac Studio M4 M4 Max 128 GB \/ 2 TB: $3,899<\/li>\n<li><strong>\u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a<\/strong>: $3,899<\/li>\n<\/ul>\n<p>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633 M4 \u0645\u0627\u0643\u0633 16\u2033 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \/ 2 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a: $4,999<\/p>\n<p>\u0625\u0646 \u062c\u0647\u0627\u0632 Mac Studio \u0623\u0631\u062e\u0635 \u0628\u0640 $619 \u0645\u0646 \u062c\u0647\u0627\u0632 Mac Studio \u0627\u0644\u0645\u0643\u0627\u0641\u0626 5090 \u0627\u0644\u0645\u0643\u062a\u0628\u064a. \u062c\u0647\u0627\u0632 MacBook Pro \u0623\u063a\u0644\u0649 \u0628\u0640 $480. \u0639\u0627\u0645\u0644 \u0627\u0644\u0634\u0643\u0644 \u0645\u0647\u0645: \u062c\u0647\u0627\u0632 Mac Studio \u0647\u0648 \u0623\u0646\u0638\u0641 \u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0628\u0627\u0634\u0631\u0629.<\/p>\n<p>\u0648\u0644\u0643\u0646 \u0647\u0646\u0627\u0643 \u062a\u0643\u0627\u0644\u064a\u0641 \u062e\u0641\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0641\u0627\u062a\u0648\u0631\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 (5090):<\/strong> \u062a\u0634\u063a\u064a\u0644 4 \u0633\u0627\u0639\u0627\u062a\/\u0627\u0644\u064a\u0648\u0645 \u0645\u0646 \u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0645\u0639\u062f\u0644 750 \u0648\u0627\u0637 = ~ $24T\/\u0634\u0647\u0631 \u0628\u0633\u0639\u0631 $0.13T0\/\u0643\u064a\u0644\u0648\u0648\u0627\u062a \u0633\u0627\u0639\u0629. \u0639\u0644\u0649 \u0645\u062f\u0649 3 \u0633\u0646\u0648\u0627\u062a\u060c \u0623\u064a \u062d\u0648\u0627\u0644\u064a $860.<\/li>\n<li><strong>\u0641\u0627\u062a\u0648\u0631\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 (\u0645\u0627\u0643):<\/strong> \u062a\u0634\u063a\u064a\u0644 \u0645\u0643\u0627\u0641\u0626 \u0639\u0646\u062f 85 \u0648\u0627\u062a = ~ $3\/\u0634\u0647\u0631. \u062b\u0644\u0627\u062b \u0633\u0646\u0648\u0627\u062a: ~$108.<\/li>\n<li><strong>\u0641\u0631\u0642 \u0641\u0627\u062a\u0648\u0631\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 3 \u0633\u0646\u0648\u0627\u062a: ~$750.<\/strong><\/li>\n<\/ul>\n<p>\u0628\u0639\u062f \u0627\u0644\u062a\u0639\u062f\u064a\u0644: \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 \u062c\u0647\u0627\u0632 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u064a 5090 \u0646\u0641\u0633 \u062a\u0643\u0644\u0641\u0629 \u062c\u0647\u0627\u0632 Mac Studio M4 Max 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u062f\u0649 \u0627\u0644\u062d\u064a\u0627\u0629. \u0644\u0627 \u064a\u0632\u0627\u0644 \u062c\u0647\u0627\u0632 MacBook Pro \u064a\u0632\u064a\u062f \u0628\u062d\u0648\u0627\u0644\u064a $1,000 \u062f\u0648\u0644\u0627\u0631 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0644\u0646\u0641\u0633 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u062c\u0647\u0627\u0632 Mac \u0641\u064a \u0634\u0643\u0644 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 - \u0647\u0630\u0647 \u0647\u064a \u062a\u0643\u0644\u0641\u0629 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Use-case_verdicts\"><\/span>\u0623\u062d\u0643\u0627\u0645 \u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0634\u062a\u0631\u0650 \u0628\u0637\u0627\u0642\u0629 RTX 5090 \u0625\u0630\u0627<\/h4>\n<ul>\n<li>\u062a\u062a\u0644\u0627\u0621\u0645 \u0646\u0645\u0627\u0630\u062c\u0643 \u0645\u0639 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (\u0645\u0639\u0638\u0645 \u0639\u0645\u0644\u064a\u0627\u062a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a Llama 3 70B Q5)<\/li>\n<li>\u0647\u0644 \u062a\u0642\u0648\u0645 \u0628\u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 \u0623\u0648 \u0641\u064a\u062f\u064a\u0648 \u062c\u0627\u062f<\/li>\n<li>\u062a\u0642\u0648\u0645 \u0628\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0642\u0644 \u0645\u0646 13 \u0628 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631<\/li>\n<li>\u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0643\u0648\u062f \u0628\u062d\u062b\u064a \u0645\u062a\u0637\u0648\u0631 \u064a\u0646\u0632\u0641 \u0645\u0646 CUDA \u0623\u0648\u0644\u0627\u064b<\/li>\n<li>\u0623\u0646\u062a \u062a\u0631\u064a\u062f \u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0645\u0643\u062a\u0628\u064a\u0629\u060c \u0648\u0644\u064a\u0633 \u062d\u0627\u0633\u0648\u0628\u0627\u064b \u0645\u062d\u0645\u0648\u0644\u0627\u064b<\/li>\n<li>\u0623\u0646\u062a \u062d\u0633\u0627\u0633 \u0644\u0644\u0633\u0639\u0631 (\u062a\u0643\u0644\u0641\u0629 \u062f\u062e\u0648\u0644 \u0623\u0642\u0644 \u0645\u0646 M4 Max 128 GB)<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0644\u0627 \u064a\u0643\u0648\u0646 5090 \u0635\u062d\u064a\u062d\u0627\u064b \u0625\u0630\u0627<\/h4>\n<ul>\n<li>\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 100 \u0637\u0631\u0627\u0632 B+ \u0645\u062d\u0644\u064a\u0627\u064b<\/li>\n<li>\u0623\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644 - \u0644\u0627 \u064a\u0648\u062c\u062f \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u0628\u0645\u0648\u062f\u064a\u0644 5090 \u0645\u0646\u0627\u0633\u0628 \u0644\u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/li>\n<li>\u062a\u0643\u0631\u0647 \u0636\u062c\u064a\u062c \u0627\u0644\u0645\u0631\u0648\u062d\u0629 (\u0648\u0645\u0643\u062a\u0628\u0643 \u0647\u0648 \u063a\u0631\u0641\u0629 \u0646\u0648\u0645\u0643)<\/li>\n<li>\u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0623\u0643\u062b\u0631 \u0645\u0646 575 \u0648\u0627\u0637 \u0645\u0646 \u0633\u062d\u0628 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0634\u062a\u0631 M4 Max 128 GB 128 \u0625\u0630\u0627<\/h4>\n<ul>\n<li>\u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0645\u0648\u062f\u064a\u0644\u0627\u062a 70 B+ \u0628\u0634\u0643\u0644 \u0631\u0648\u062a\u064a\u0646\u064a (\u0644\u0627\u0645\u0627 3 70B \u0641\u064a Q8\u060c 100 B+ \u0641\u064a \u0623\u064a \u0643\u0645\u064a\u0629)<\/li>\n<li>\u062a\u0642\u0648\u0645 \u0628\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0645\u0647\u0627\u0645 \u0630\u0627\u062a \u0633\u064a\u0627\u0642 \u0637\u0648\u064a\u0644 (\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0630\u0627\u0643\u0631\u0629 \u062a\u062e\u0632\u064a\u0646 \u0645\u0624\u0642\u062a\u0629 \u0636\u062e\u0645\u0629 \u0645\u0646 KV \u0641\u064a \u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629)<\/li>\n<li>\u0623\u0646\u062a \u062a\u0633\u0627\u0641\u0631 \u0648\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0646\u0642\u0644<\/li>\n<li>\u0623\u0646\u062a \u062a\u0643\u0631\u0647 \u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0645\u0631\u0648\u062d\u0629 \u0648\u062a\u0631\u064a\u062f \u0646\u0638\u0627\u0645\u064b\u0627 \u064a\u0647\u0645\u0633<\/li>\n<li>\u0623\u0646\u062a \u0645\u0646 \u0633\u0643\u0627\u0646 \u0645\u0627\u0643 \u0627\u0644\u0623\u0635\u0644\u064a\u064a\u0646 \u0648\u0633\u0648\u0641 \u062a\u0633\u062a\u0627\u0621 \u0645\u0646 \u0625\u0639\u0627\u062f\u0629 \u062a\u0639\u0644\u0645 \u0644\u064a\u0646\u0643\u0633\/\u0648\u064a\u0646\u062f\u0648\u0632<\/li>\n<li>\u0639\u0628\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u064a\u0648\u0645\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0647\u0648 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 LLM\u060c \u0648\u0644\u064a\u0633 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0623\u0648 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0644\u0627 \u064a\u0643\u0648\u0646 M4 \u0645\u0627\u0643\u0633 \u0635\u062d\u064a\u062d\u0627\u064b \u0625\u0630\u0627<\/h4>\n<ul>\n<li>\u0645\u0648\u062f\u064a\u0644\u0627\u062a\u0643 \u062a\u062a\u0633\u0639 \u0644\u0640 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0648\u062a\u0631\u064a\u062f \u0623\u0642\u0635\u0649 \u0633\u0631\u0639\u0629<\/li>\n<li>\u062a\u0642\u0648\u0645 \u0628\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\/\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0643\u062b\u0627\u0641\u0629<\/li>\n<li>\u0623\u0646\u062a \u062a\u062f\u064a\u0631 \u0623\u0628\u062d\u0627\u062b\u064b\u0627 \u0645\u062a\u0637\u0648\u0631\u0629 \u062a\u0634\u062d\u0646 CUDA \u0641\u0642\u0637<\/li>\n<li>\u062a\u0631\u063a\u0628 \u0641\u064a \u062a\u0631\u0642\u064a\u0629 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\/\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (RAM\/GPU) \u0644\u0627\u062d\u0642\u064b\u0627 (\u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0630\u0644\u0643 - \u064a\u062a\u0645 \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0648\u062d\u062f\u0629 \u0639\u0646\u062f \u0627\u0644\u0634\u0631\u0627\u0621)<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_hybrid_pro_setup\"><\/span>\u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0627\u0644\u0647\u062c\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0628\u0646\u0627\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a\u0646 \u0646\u0639\u0631\u0641\u0647\u0645 \u0641\u064a \u0639\u0627\u0645 2026 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 <strong>\u0643\u0644\u0627\u0647\u0645\u0627<\/strong>:: \u062d\u0627\u0633\u0648\u0628 \u0645\u0643\u062a\u0628\u064a 5090 \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062c\u0627\u062f\u0629 (\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631) \u0648 MacBook Pro M4 Max \u0644\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0646\u0642\u0644 + \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0636\u062e\u0645\u0629 \u0645\u0646 \u062d\u064a\u0646 \u0644\u0622\u062e\u0631. \u062a\u0628\u0644\u063a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u062d\u0648\u0627\u0644\u064a $8,000-9,000\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u063a\u0637\u064a \u0643\u0644 \u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u0623\u0645\u062b\u0644.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0634\u062a\u0631\u064a \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637 \u0648\u0643\u0627\u0646 \u0639\u0628\u0621 \u0639\u0645\u0644\u0643 \u0627\u0644\u064a\u0648\u0645\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 <strong>\u062f\u0631\u062f\u0634\u0629 LLM \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629 \u0625\u0644\u0649 \u0645\u062a\u0648\u0633\u0637\u0629 + \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\/\u0627\u0644\u0641\u064a\u062f\u064a\u0648<\/strong>, \u0627\u062d\u0635\u0644 \u0639\u0644\u0649 5090.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u0628\u0621 \u0639\u0645\u0644\u0643 \u0627\u0644\u064a\u0648\u0645\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a <strong>\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0645\u0644\u0627\u0642\u0629 + \u0627\u0644\u0628\u062d\u062b + \u0627\u0644\u0639\u0645\u0644 \u0645\u0646 \u0623\u064a \u0645\u0643\u0627\u0646<\/strong>, \u0627\u062d\u0635\u0644 \u0639\u0644\u0649 M4 \u0645\u0627\u0643\u0633 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0643\u0644 \u0634\u064a\u0621 \u0622\u062e\u0631\u060c \u0627\u0646\u0638\u0631 \u0625\u0644\u0649 <a href=\"\/ar\/best-gpus-for-local-llms-2026\/\">\u0623\u0641\u0636\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627<\/a> \u062f\u0644\u064a\u0644 \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0623\u062f\u0627\u0629 \u0623\u0643\u062b\u0631 \u062a\u0631\u0643\u064a\u0632\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 M4 Max \u0623\u0628\u0637\u0623 \u0628\u0627\u0644\u0641\u0639\u0644 \u0645\u0646 RTX 5090 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u060c \u0646\u0639\u0645 - \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0623\u0628\u0637\u0623 \u0628\u0645\u0642\u062f\u0627\u0631 2-4 \u0623\u0636\u0639\u0627\u0641 \u062d\u0633\u0628 \u0627\u0644\u0637\u0631\u0627\u0632 \u0648\u0639\u0628\u0621 \u0627\u0644\u0639\u0645\u0644. \u064a\u0641\u0648\u0632 M4 \u0645\u0627\u0643\u0633 \u0639\u0644\u0649 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 (128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0642\u0627\u0628\u0644 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u0648\u0644\u064a\u0633 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0645. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628 \u0643\u0644\u0627 \u0627\u0644\u0637\u0631\u0627\u0632\u064a\u0646\u060c \u0641\u0625\u0646 5090 \u0623\u0633\u0631\u0639. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628 M4 Max \u0641\u0642\u0637\u060c \u064a\u0641\u0648\u0632 M4 Max \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0627.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u062c\u0647\u0627\u0632 M4 Max \u062a\u0634\u063a\u064a\u0644 Llama 3 405B\u061f<\/h3>\n<p>\u064a\u0645\u0643\u0646 \u0644\u062c\u0647\u0627\u0632 M4 Max \u0628\u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u062a\u0634\u063a\u064a\u0644 Llama 3 405B \u0639\u0644\u0649 IQ2_XXS \u0623\u0648 Q2_K 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\u0627\u0644\u0631\u0624\u064a\u0629. \u062d\u064a\u062b \u064a\u062a\u062e\u0644\u0641 \u0639\u0646 PyTorch \u0641\u064a <strong>\u0647\u064a\u0627\u0643\u0644 \u0628\u062d\u062b\u064a\u0629 \u062c\u062f\u064a\u062f\u0629 \u062a\u0645\u0627\u0645\u064b\u0627<\/strong> - \u0648\u0631\u0642\u0629 \u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647\u0627 \u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u0627\u0644\u0645\u0627\u0636\u064a \u0642\u062f \u0644\u0627 \u062a\u062f\u0639\u0645 MLX \u0644\u0645\u062f\u0629 2-4 \u0623\u0633\u0627\u0628\u064a\u0639\u060c \u062d\u064a\u062b \u062a\u0639\u0645\u0644 CUDA \u0639\u0627\u062f\u0629\u064b \u0641\u064a \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0623\u0648\u0644.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0636\u0628\u0637\u0647\u0627 \u0639\u0644\u0649 Apple Silicon \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>\u0646\u0639\u0645 \u064a\u062f\u0639\u0645 \u062a\u0643\u0627\u0645\u0644 MLX-LM \u0648 MLX \u0645\u0646 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\u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0622\u0646 - M4 \u0645\u0627\u0643\u0633 \u0645\u0639\u0631\u0648\u0641 \u0648\u0645\u062a\u0648\u0641\u0631 \u0639\u0644\u0649 \u0627\u0644\u0641\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a M5 \u0644\u064a\u0633\u062a \u062b\u0648\u0631\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0646 RTX 5090 \u0648Apple M4 Max 128 GB \u0644\u0627 \u064a\u062a\u0646\u0627\u0641\u0633\u0627\u0646 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0645\u0634\u062a\u0631\u064a. \u0641\u0642\u062f \u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647\u0645\u0627 \u0644\u0637\u0631\u0641\u064a\u0646 \u0645\u062a\u0639\u0627\u0643\u0633\u064a\u0646 \u0645\u0646 \u0637\u064a\u0641 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/p>\n<ul>\n<li><strong>5090<\/strong>:: \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0639\u0644\u0649 \u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a.<\/li>\n<li><strong>M4 \u0645\u0627\u0643\u0633<\/strong>:: \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u0639\u0646\u0648\u0646\u0629 \u0645\u0639 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0642\u0628\u0648\u0644\u0629.<\/li>\n<\/ul>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u062a\u0648\u0636\u064a\u062d \u0623\u064a \u062c\u0627\u0646\u0628 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u062e\u0637 \u064a\u0642\u0639 \u0639\u0644\u064a\u0647 \u0639\u0645\u0644\u0643 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0641\u0627\u0644\u0642\u0631\u0627\u0631 \u0648\u0627\u0636\u062d. \u0625\u0630\u0627 \u0644\u0645 \u062a\u0633\u062a\u0637\u0639\u060c \u0641\u0623\u0646\u062a \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u062c\u062d \u062a\u0631\u064a\u062f 5090 - \u0641\u0647\u0648 \u0627\u0644\u0645\u0628\u062a\u062f\u0626 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627 \u0648\u0627\u0644\u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629\u060c \u0645\u0639 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0645\u0641\u0627\u062c\u0622\u062a \u0645\u062d\u0631\u062c\u0629 \u0644\u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 80% \u0627\u0644\u062a\u064a \u062a\u062a\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0645\u0631\u064a\u062d \u0645\u0639 \u0630\u0627\u0643\u0631\u062a\u0647.<\/p>\n<p>\u064a\u0635\u0628\u062d M4 Max \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0635\u062d\u064a\u062d \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0648\u0642\u0641 \u201c\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0645\u0644\u0627\u0642\u0629 \u0645\u062d\u0644\u064a\u064b\u0627\u201d \u0639\u0646 \u0643\u0648\u0646\u0647 \u0647\u0648\u0627\u064a\u0629 \u0648\u064a\u0635\u0628\u062d \u0633\u064a\u0631 \u0639\u0645\u0644 \u064a\u0648\u0645\u064a - \u0648\u0639\u0646\u062f \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0637\u0629 \u062a\u0643\u0648\u0646 \u0628\u0646\u064a\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647 \u0647\u064a \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0630\u0627\u062a \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643.<\/p>\n<p>\u0643\u0644\u0627\u0647\u0645\u0627 \u062c\u064a\u062f \u0641\u064a \u0639\u0627\u0645 2026. \u0644\u0646 \u064a\u0634\u0639\u0631 \u0623\u064a \u0645\u0646\u0647\u0645\u0627 \u0628\u0627\u0644\u0628\u0637\u0621 \u0623\u0648 \u0627\u0644\u062a\u0642\u0627\u062f\u0645 \u0641\u064a \u0639\u0627\u0645 2027. \u0625\u0646 \u062e\u0637\u0631 \u0627\u0644\u0634\u0631\u0627\u0621 \u0627\u0644\u062e\u0627\u0637\u0626 \u062d\u0642\u064a\u0642\u064a \u0648\u0644\u0643\u0646\u0647 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0639\u0648\u064a\u0636\u060c \u0641\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u062a\u0645\u062a\u0639\u0627\u0646 \u0628\u0623\u0633\u0648\u0627\u0642 \u0642\u0648\u064a\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0639\u060c \u0643\u0645\u0627 \u0623\u0646 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u062a\u062f \u0644\u0633\u0646\u062a\u064a\u0646 \u062a\u062c\u0639\u0644 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0649 \u0643\u0644\u0627 \u0627\u0644\u062c\u0627\u0646\u0628\u064a\u0646.<\/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\/qwen3-30b-a3b-vs-qwen3-32b\/\">Qwen3 30B-A3B vs Qwen3 32B: Specs, Pricing &amp; Which to Choose (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/rx-7900-xtx-vs-rtx-4090-for-ai\/\">AMD RX 7900 XTX \u0645\u0642\u0627\u0628\u0644 RTX 4090 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: \u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0645\u0646\u0635\u0629 ROCm \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/rtx-5080-vs-rtx-4080-super-for-ai\/\">RTX 5080 \u0645\u0642\u0627\u0628\u0644 RTX 4080 Super \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: \u0647\u0644 \u0627\u0644\u0641\u0627\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u062c\u064a\u0644\u064a\u0646 \u0643\u0628\u064a\u0631 \u0623\u0645 \u0623\u0646 \u0627\u0644\u062a\u0631\u0642\u064a\u0629 \u0637\u0641\u064a\u0641\u0629\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/rtx-5070-ti-vs-rtx-4070-ti-super-for-ai\/\">RTX 5070 Ti \u0645\u0642\u0627\u0628\u0644 RTX 4070 Ti Super \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: \u0645\u0648\u0627\u062c\u0647\u0629 \u0641\u064a \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/rtx-4090-vs-rtx-3090-for-ai\/\">RTX 4090 \u0645\u0642\u0627\u0628\u0644 RTX 3090 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: \u0647\u0644 \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u062a\u0631\u0642\u064a\u0629 \u062d\u0642\u064b\u0651\u0627\u061f<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>The RTX 5090 is faster per token. The M4 Max holds models five times bigger. We tested both at every AI workload that actually matters in 2026 \u2014 here&#8217;s which one to buy.<\/p>","protected":false},"author":1,"featured_media":265,"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":[246],"tags":[255,252,254,250,253,251],"class_list":["post-258","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-comparisons","tag-ai-workstation-2026","tag-apple-silicon-ai","tag-cuda","tag-m4-max","tag-mlx","tag-rtx-5090"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/258","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=258"}],"version-history":[{"count":2,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/258\/revisions"}],"predecessor-version":[{"id":1412,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/258\/revisions\/1412"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/265"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=258"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=258"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=258"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}