{"id":1102,"date":"2026-06-15T18:14:18","date_gmt":"2026-06-15T18:14:18","guid":{"rendered":"https:\/\/convly.ai\/best-mini-pc-for-local-ai-2026\/"},"modified":"2026-10-27T04:05:14","modified_gmt":"2026-10-27T04:05:14","slug":"best-mini-pc-for-local-ai-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-2026\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a \u0641\u064a 2026: \u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u062a\u0631\u064a"},"content":{"rendered":"<p>\u0642\u0628\u0644 \u0639\u0627\u0645\u064a\u0646\u060c \u0643\u0627\u0646 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0641\u0639\u0627\u0644 \u0641\u064a \u0627\u0644\u0645\u0646\u0632\u0644 \u064a\u062a\u0637\u0644\u0628 \u062c\u0647\u0627\u0632\u064b\u0627 \u0636\u062e\u0645\u064b\u0627 \u0645\u0632\u0648\u062f\u064b\u0627 \u0628\u0648\u062d\u062f\u062a\u064a\u0646 \u0623\u0648 \u062b\u0644\u0627\u062b \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0648\u0645\u0635\u062f\u0631 \u0637\u0627\u0642\u0629 \u0628\u0642\u0648\u0629 1,000 \u0648\u0627\u0637\u060c \u0648\u0645\u0631\u0648\u062d\u0629 \u062a\u0635\u062f\u0631 \u0636\u062c\u064a\u062c\u064b\u0627 \u064a\u0634\u0628\u0647 \u0635\u0648\u062a \u0645\u062c\u0641\u0641 \u0627\u0644\u0634\u0639\u0631. \u0641\u064a \u0639\u0627\u0645 2026\u060c \u0633\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0625\u0646\u062c\u0627\u0632 \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0646\u0641\u0633\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062c\u0647\u0627\u0632 \u0635\u063a\u064a\u0631 \u0627\u0644\u062d\u062c\u0645 \u064a\u062a\u0633\u0639 \u0641\u064a \u0631\u0627\u062d\u0629 \u064a\u062f\u0643 \u0648\u064a\u0633\u062a\u0647\u0644\u0643 \u0637\u0627\u0642\u0629 \u0642\u0644\u064a\u0644\u0629 \u0645\u062b\u0644 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644. \u0644\u0643\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u062a\u0643\u0645\u0646 \u0641\u064a \u0623\u0646 \u0633\u0648\u0642 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u0635\u063a\u0631\u0629 \u0642\u062f \u0627\u0646\u0642\u0633\u0645\u062a \u0625\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u062a\u0628\u062f\u0648 \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0641\u064a \u0627\u0644\u0634\u0643\u0644\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641 \u062a\u0645\u0627\u0645\u064b\u0627 \u0628\u0645\u062c\u0631\u062f \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u064a\u0647\u0627.<\/p>\n<p>\u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u064a\u0648\u0636\u062d \u0627\u0644\u0635\u0648\u0631\u0629. \u0646\u0642\u0627\u0631\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0623\u0631\u0628\u0639 \u0645\u0646 \u0622\u0644\u0627\u062a \u0627\u0644\u0634\u0643\u0644 \u0627\u0644\u0635\u063a\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0647\u0645 \u0641\u0639\u0644\u0627\u064b \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a \u0627\u0644\u0622\u0646 \u2014 Mac mini \u0645\u0646 Apple\u060c DGX Spark \u0645\u0646 NVIDIA\u060c \u0635\u0646\u0627\u062f\u064a\u0642 Ryzen AI Max+ (\"Strix Halo\") \u0645\u0646 AMD\u060c \u0648\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0640 NPU \u0645\u0646 Intel \u2014 \u0645\u0639 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627\u060c \u0623\u0633\u0639\u0627\u0631 \u062d\u0627\u0644\u064a\u0629\u060c \u0648\u0623\u0631\u0642\u0627\u0645 \u0631\u0645\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629. \u0628\u062d\u0644\u0648\u0644 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0633\u062a\u0639\u0631\u0641 \u0623\u064a \u0648\u0627\u062d\u062f\u0629 \u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062a\u0634\u063a\u064a\u0644\u0647\u0627\u060c \u0648\u0623\u064a \u0623\u0633\u0637\u0631 \u0648\u0631\u0642\u0629 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0647\u064a \u062a\u0633\u0648\u064a\u0642 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/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>\u062a\u062d\u062f\u062f \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u0627 \u064a\u0645\u0643\u0646 \u062a\u062e\u0632\u064a\u0646\u0647\u061b \u0628\u064a\u0646\u0645\u0627 \u064a\u062d\u062f\u062f \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0633\u0631\u0639\u0629 \u062a\u0634\u063a\u064a\u0644\u0647\u0627.<\/strong> \u0643\u0644\u0627 \u0627\u0644\u0631\u0642\u0645\u064a\u0646 \u0645\u0647\u0645\u0627\u0646\u060c \u0644\u0643\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0623\u062d\u062f\u0647\u0645\u0627 \u0641\u0642\u0637.<\/li>\n<li><strong>Mac mini \u0645\u0639 M5 Pro (\u0645\u0646 $1,699 \u0645\u0639 24GB\u060c \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0648\u064a\u0646 \u0625\u0644\u0649 48GB \u0623\u0648 64GB) \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0643\u0644 \u0634\u064a\u0621<\/strong> \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0627\u0633: \u0647\u0627\u062f\u0626\u060c \u0645\u0636\u063a\u0648\u0637\u060c \u0648\u0628\u0640 48GB \u0623\u0648 \u0623\u0643\u062b\u0631 \u0645\u0631\u064a\u062d \u062d\u062a\u0649 \u0646\u0645\u0627\u0630\u062c ~32B-parameter. \u0627\u0633\u062a\u0628\u062f\u0644\u062a Apple M4 \u0648 M4 Pro Mac mini \u0628\u0646\u0645\u0627\u0630\u062c M6 \u0648 M5 Pro \u0641\u064a 22 \u0633\u0628\u062a\u0645\u0628\u0631 2026.<\/li>\n<li><strong>\u062a\u0628\u0644\u063a \u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u0629 \u0646\u0638\u0627\u0645 DGX Spark \u0645\u0646 NVIDIA ($3,999 \u0639\u0646\u062f \u0627\u0644\u0625\u0637\u0644\u0627\u0642\u060c \u0648$4,699 \u0628\u0639\u062f \u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u064a \u0637\u0631\u0623\u062a \u0641\u064a \u0641\u0628\u0631\u0627\u064a\u0631 2026) 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> \u0648\u064a\u0624\u062b\u0631 \u0630\u0644\u0643 \u0633\u0644\u0628\u064b\u0627 \u0639\u0644\u0649 \u0633\u0631\u0639\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629\u060c \u0644\u0643\u0646 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0627\u0644\u0628\u0627\u0644\u063a 273 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629 \u064a\u062d\u062f \u0645\u0646 \u0645\u0639\u062f\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0639\u0646\u062f \u062d\u0648\u0627\u0644\u064a 38 \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629 \u0641\u064a \u0637\u0631\u0627\u0632 120B \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629.<\/li>\n<li><strong>\u062a\u0636\u0627\u0647\u064a \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u0635\u063a\u0631\u0629 AMD Strix Halo (\u0627\u0628\u062a\u062f\u0627\u0621\u064b \u0645\u0646 ~$1,500) \u0633\u0631\u0639\u0629 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u062d\u0627\u0644\u064a \u0645\u0646 \u0623\u062c\u0647\u0632\u0629 Spark\u060c \u0648\u0630\u0644\u0643 \u0628\u062c\u0632\u0621 \u0628\u0633\u064a\u0637 \u0645\u0646 \u0627\u0644\u0633\u0639\u0631<\/strong> \u0628\u0641\u0636\u0644 \u0646\u0641\u0633 \u062e\u062f\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0639\u0627\u0646\u064a \u0645\u0646 \u062a\u0623\u062e\u064a\u0631 \u0643\u0628\u064a\u0631 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a.<\/li>\n<li><strong>\u062d\u0648\u0627\u0633\u064a\u0628 Intel \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u062a\u0641\u0631\u064a\u063a NPU\u060c \u0648\u0644\u064a\u0633 \u0644\u0639\u0645\u0644 \u0641\u0626\u0629 70B<\/strong> \u2014 \u0645\u0641\u064a\u062f\u0629 \u0648\u0628\u0623\u0633\u0639\u0627\u0631 \u0645\u0646\u062e\u0641\u0636\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0641\u0626\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li><strong>\u0644\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0623\u064a \u062d\u0627\u0633\u0648\u0628 \u0635\u063a\u064a\u0631 \u0623\u0646 \u064a\u0646\u0627\u0641\u0633 \u062c\u0647\u0627\u0632 \u0633\u0637\u062d \u0645\u0643\u062a\u0628 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062e\u0627\u0645.<\/strong> \u062a\u0634\u062a\u0631\u064a \u0647\u0630\u0647 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0646 \u0623\u062c\u0644 \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0635\u0645\u062a \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u2014 \u0648\u0644\u064a\u0633 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0642\u0635\u0648\u0649.<\/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-6ae772833e9e8\" 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-6ae772833e9e8\"  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\/best-mini-pc-for-local-ai-2026\/#Unified_memory_vs_VRAM_the_one_concept_that_explains_everything\" >\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0645\u0642\u0627\u0628\u0644 VRAM: \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0648\u0627\u062d\u062f \u0627\u0644\u0630\u064a \u064a\u0634\u0631\u062d \u0643\u0644 \u0634\u064a\u0621<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-2026\/#Apple_Mac_mini_M6_M5_Pro_the_default_pick\" >Apple Mac mini (M6 \/ M5 Pro): \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-2026\/#NVIDIA_DGX_Spark_128GB_and_a_CUDA_stack_at_a_price\" >NVIDIA DGX Spark: 128GB \u0648\u0645\u0643\u062f\u0633 CUDA\u060c \u0628\u0633\u0639\u0631 \u0645\u0639\u0642\u0648\u0644<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-2026\/#AMD_Ryzen_AI_Max_395_Strix_Halo_the_value_play\" >AMD Ryzen AI Max+ 395 (Strix Halo): \u062e\u064a\u0627\u0631 \u0627\u0644\u0642\u064a\u0645\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-2026\/#Intel_mini_PCs_small_models_and_NPU_offload\" >\u062d\u0648\u0627\u0633\u064a\u0628 Intel \u0627\u0644\u0635\u063a\u064a\u0631\u0629: \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u062a\u0641\u0631\u064a\u063a NPU<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-2026\/#The_comparison_table\" >\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-2026\/#Recommendations_by_use_case\" >\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u062d\u0633\u0628 \u062d\u0627\u0644\u0629 \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-8\" href=\"https:\/\/convly.ai\/ar\/best-mini-pc-for-local-ai-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\/best-mini-pc-for-local-ai-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Unified_memory_vs_VRAM_the_one_concept_that_explains_everything\"><\/span>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0645\u0642\u0627\u0628\u0644 VRAM: \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0648\u0627\u062d\u062f \u0627\u0644\u0630\u064a \u064a\u0634\u0631\u062d \u0643\u0644 \u0634\u064a\u0621<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0643\u0644 \u062a\u0648\u0635\u064a\u0629 \u0623\u062f\u0646\u0627\u0647 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u060c \u0644\u0630\u0627 \u0641\u0625\u0646\u0647 \u064a\u0633\u062a\u062d\u0642 \u062b\u0644\u0627\u062b\u064a\u0646 \u062b\u0627\u0646\u064a\u0629.<\/p>\n<p>\u0648\u062d\u062f\u0629 GPU \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0644\u062f\u064a\u0647\u0627 VRAM \u0645\u062e\u0635\u0635 \u062e\u0627\u0635 \u0628\u0647\u0627. RTX 4090 \u0644\u062f\u064a\u0647\u0627 24GB\u061b \u0625\u0630\u0627 \u0644\u0645 \u064a\u0646\u0627\u0633\u0628 \u0646\u0645\u0648\u0630\u062c\u0643 \u0648\u0633\u064a\u0627\u0642\u0647 \u0641\u064a 24GB\u060c \u0641\u0644\u0646 \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0628\u0637\u0627\u0642\u0629\u060c \u0641\u062a\u0631\u0629. VRAM \u0633\u0631\u064a\u0639\u0629 \u2014 VRAM \u0627\u0644\u0640 4090 \u062d\u0648\u0627\u0644\u064a 1,008 GB\/s \u2014 \u0644\u0643\u0646 \u0644\u0627 \u062a\u0648\u062c\u062f \u0623\u0628\u062f\u0627\u064b \u0643\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0646\u0647\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n<p><strong>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629<\/strong> \u064a\u0639\u0643\u0633 \u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0629. M-series \u0645\u0646 Apple\u060c GB10 \u0645\u0646 NVIDIA\u060c \u0648 Strix Halo \u0645\u0646 AMD \u062c\u0645\u064a\u0639\u0647\u0627 \u062a\u0634\u062a\u0631\u0643 \u0641\u064a \u062a\u062c\u0645\u0639 \u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u062d\u062f \u0628\u064a\u0646 CPU \u0648 GPU\u060c \u0644\u0630\u0644\u0643 \u062c\u0647\u0627\u0632 128GB \u064a\u0645\u0643\u0646\u0647 \u062a\u062e\u0635\u064a\u0635 96GB+ \u0644\u0646\u0645\u0648\u0630\u062c. \u0647\u0630\u0627 \u0647\u0648 \u0643\u064a\u0641 \u0635\u0646\u062f\u0648\u0642 \u0628\u062d\u062c\u0645 \u0627\u0644\u0646\u062e\u0644\u0629 \u064a\u0634\u063a\u0644 \u0646\u0645\u0648\u0630\u062c 120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0644\u0646 \u064a\u062a\u0633\u0639 \u0639\u0644\u0649 \u0623\u064a GPU \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643 \u0627\u0644\u0641\u0631\u062f\u064a. \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0630\u064a \u062a\u062f\u0641\u0639\u0647 \u0647\u0648 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a: LPDDR5x \u0627\u0644\u0645\u0648\u062d\u062f \u064a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 \u062a\u0642\u0631\u064a\u0628\u0627\u064b 150\u2013310 GB\/s \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u062c\u0632\u0621 \u0635\u063a\u064a\u0631 \u0645\u0646 VRAM \u0627\u0644\u0645\u0646\u0641\u0635\u0644. \u0648\u0628\u0633\u0628\u0628 \u0623\u0646 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0645\u0648\u0632 \u0645\u062d\u062f\u0648\u062f \u0628\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u0633\u0642\u0641 \u064a\u062d\u062f\u062f \u0631\u0645\u0648\u0632\u0643 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u2014 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062a\u064a \u064a\u062f\u0639\u064a\u0647\u0627 \u0627\u0644\u0634\u0631\u064a\u062d\u0629. \u0627\u062d\u062a\u0641\u0638 \u0628\u0647\u0630\u064a\u0646 \u0627\u0644\u0631\u0642\u0645\u064a\u0646 (\u0627\u0644\u0633\u0639\u0629 \u0648\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a) \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0648\u0643\u0644 \u0648\u0631\u0642\u0629 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0623\u062f\u0646\u0627\u0647 \u062a\u0635\u0628\u062d \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u0631\u0627\u0621\u0629. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0645\u0646 \u062c\u0627\u0646\u0628 GPU\u060c \u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u0645\u0642\u0627\u0644\u062a\u0646\u0627 \u0627\u0644\u0645\u0635\u0627\u062d\u0628\u0629 \u062d\u0648\u0644 <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\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0645\u062d\u0644\u064a \u0641\u064a \u0639\u0627\u0645 2026<\/a>.<\/p>\n<p>\u0645\u0644\u0627\u062d\u0638\u0629 \u0648\u0627\u062d\u062f\u0629 \u062d\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u064a \u0646\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647 \u0623\u062f\u0646\u0627\u0647: gpt-oss-120B \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u062e\u0644\u064a\u0637 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0628\u062d\u0648\u0627\u0644\u064a 117B \u0645\u0639\u0627\u0645\u0644 \u0643\u0644\u064a \u0644\u0643\u0646 \u0641\u0642\u0637 ~5.1B \u0646\u0634\u0637 \u0644\u0643\u0644 \u0631\u0645\u0632. \u0647\u0630\u0627 \u062a\u0635\u0645\u064a\u0645 MoE \u0647\u0648 \u0628\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0623\u0646 \u0646\u0633\u062e\u0629 \u0645\u0643\u0645\u0645\u0629 \u062a\u0646\u0627\u0633\u0628 \u2014 \u0648\u062a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u2014 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0630\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0631\u063a\u0645 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0627\u0644\u0645\u062a\u0648\u0627\u0636\u0639.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Apple_Mac_mini_M6_M5_Pro_the_default_pick\"><\/span>Apple Mac mini (M6 \/ M5 Pro): \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Mac mini \u064a\u0628\u0642\u0649 \u0623\u0633\u0647\u0644 \u062a\u0648\u0635\u064a\u0629 \u0644\u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0646\u0627\u0633. \u0627\u0633\u062a\u0628\u062f\u0644\u062a Apple \u0646\u0645\u0627\u0630\u062c M4 \u0648 M4 Pro \u0628\u062c\u064a\u0644 \u062c\u062f\u064a\u062f \u0639\u064f\u0631\u0636 \u0644\u0644\u0628\u064a\u0639 \u0641\u064a 22 \u0633\u0628\u062a\u0645\u0628\u0631 2026: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u0622\u0646 \u064a\u0633\u062a\u062e\u062f\u0645 \u0634\u0631\u064a\u062d\u0629 M6 \u0648\u064a\u0628\u062f\u0623 \u0645\u0646 $899 (16GB \u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629\u060c 256GB SSD)\u060c \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0648\u064a\u0646 \u0625\u0644\u0649 24GB \u0623\u0648 32GB.<\/p>\n<p>M6 \u0644\u0647 GPU \u0628\u0640 12 \u0646\u0648\u0649 \u0648\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629 153 GB\/s (170 GB\/s \u0641\u064a \u0627\u0644\u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0628\u0640 24GB \u0648 32GB) \u2014 \u062c\u064a\u062f \u0644\u0646\u0645\u0627\u0630\u062c \u0641\u0626\u0629 8B. \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a \u0627\u0644\u062c\u0627\u062f \u062a\u0631\u064a\u062f <strong>M5 Pro<\/strong>\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0631\u062a\u0641\u0639 \u0625\u0644\u0649 GPU \u0628\u0640 16 \u0623\u0648 20 \u0646\u0648\u0649 \u0648\u060c \u0627\u0644\u0623\u0647\u0645 \u0645\u0646 \u0630\u0644\u0643\u060c <strong>307 GB\/s \u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u062a\u0631\u062f\u062f\u064a<\/strong> \u2014 \u062a\u0642\u0631\u064a\u0628\u0627\u064b \u0636\u0639\u0641 M6. \u064a\u0628\u062f\u0623 \u0645\u0646 $1,699 \u0645\u0639 24GB\u061b \u0645\u0639 \u062a\u0643\u0648\u064a\u0646\u0647 \u0628\u0640 48GB \u0623\u0648 64GB\u060c \u064a\u062d\u0645\u0644 \u0646\u0645\u0648\u0630\u062c 32B \u062a\u0645 \u0636\u063a\u0637\u0647 \u0625\u0644\u0649 Q4 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 (Qwen 2.5 32B \u0639\u0646\u062f Q4_K_M \u0647\u0648 \u0645\u0644\u0641 \u0628\u062d\u062c\u0645 19.8GB). \u062a\u0633\u0631\u062f Apple \u062a\u0643\u0648\u064a\u0646 18-core CPU\u060c 20-core GPU\u060c 64GB\u060c 1TB \u0628\u0640 $3,199. \u0641\u064a codebase \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0641\u064a llama.cpp <a href=\"https:\/\/github.com\/ggml-org\/llama.cpp\/discussions\/4167\" rel=\"noopener\" target=\"_blank\">\u0644\u0648\u062d\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a Apple Silicon<\/a>\u060c \u064a\u0646\u0634\u0626 M5 Pro \u062d\u0648\u0627\u0644\u064a 66\u201368 tok\/s \u0639\u0644\u0649 Llama 2 7B \u0639\u0646\u062f Q4_0.<\/p>\n<p>\u062a\u0646\u0628\u064a\u0647 \u064a\u0633\u062a\u062d\u0642 \u0645\u0639\u0631\u0641\u062a\u0647 \u0642\u0628\u0644 \u0627\u0644\u0634\u0631\u0627\u0621: 64GB \u0647\u0648 \u0627\u0644\u0633\u0642\u0641. \u0647\u0630\u0627 \u0643\u0627\u0641\u064d \u0644\u062d\u0645\u0644 \u0646\u0645\u0648\u0630\u062c 70B \u0639\u0646\u062f Q4 (Llama 3 70B \u0639\u0646\u062f Q4_K_M \u0647\u0648 \u0645\u0644\u0641 \u0628\u062d\u062c\u0645 42.5GB) \u0645\u0639 \u0645\u0633\u0627\u062d\u0629 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0645\u062a\u0648\u0627\u0636\u0639\u0629 \u0641\u062d\u0633\u0628 \u0644\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0645\u0648\u0632 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c 70B \u0643\u062b\u064a\u0641 \u0628\u0637\u064a\u0621 \u0639\u0646\u062f 307 GB\/s. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062d\u062a\u0627\u062c \u062a\u062d\u062f\u064a\u062f\u0627\u064b \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0628\u0640 128GB \u0623\u062f\u0646\u0627\u0647 \u0647\u064a \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0648\u0627\u0642\u0639\u064a.<\/p>\n<p>What sells the Mac mini isn&#8217;t peak speed \u2014 it&#8217;s the whole package. Apple lists its idle noise at 5 dBA and rates it at 155W maximum continuous power, and it is small and quiet enough to leave running as an always-on inference server on a shelf. Software support via Ollama, LM Studio, and Apple&#8217;s MLX framework is excellent. If you&#8217;re new to local models, our <a href=\"\/ar\/what-is-ollama-complete-guide-2026\/\">\u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u0634\u0627\u0645\u0644 \u0639\u0646 Ollama<\/a> \u064a\u0648\u0636\u062d \u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0628\u0627\u0644\u0636\u0628\u0637.<\/p>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a<\/h4>\n<ul>\n<li>\u0647\u0627\u062f\u0626\u0629 \u062c\u062f\u0627\u064b (Apple \u062a\u062d\u062f\u062f 5 dBA \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0633\u0643\u0648\u0646)\u061b \u062a\u0642\u064a\u064a\u0645 \u0642\u0648\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u0623\u0642\u0635\u0649 155W<\/li>\n<li>\u0623\u0641\u0636\u0644 \u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0644\u0644\u0628\u0631\u0627\u0645\u062c (MLX \u0648Ollama \u0648LM Studio)<\/li>\n<li>\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u062a\u0631\u062f\u062f\u064a M5 Pro \u0628\u0640 307 GB\/s \u0642\u0648\u064a \u0644\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0633\u0639\u0631<\/li>\n<li>\u0642\u064a\u0645\u0629 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0639 \u0648\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 \u0645\u0645\u062a\u0627\u0632\u0629<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0645\u0633\u0627\u0648\u0626<\/h4>\n<ul>\n<li>\u064a\u062a\u0648\u0642\u0641 \u0639\u0646\u062f 64GB \u2014 \u0646\u0645\u0648\u0630\u062c 70B \u0639\u0646\u062f Q4 \u064a\u0646\u0627\u0633\u0628 \u0641\u0642\u0637 \u0645\u0639 \u0645\u0633\u0627\u062d\u0629 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0642\u0644\u064a\u0644\u0629\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c 100B+ \u0627\u0644\u062a\u064a \u062a\u0634\u063a\u0644\u0647\u0627 \u0635\u0646\u0627\u062f\u064a\u0642 128GB \u062e\u0627\u0631\u062c \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u064a\u062f<\/li>\n<li>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0645\u0644\u062d\u0648\u0645\u0629\u061b \u0634\u0631\u0627\u0621 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0645\u0642\u062f\u0645\u0627\u064b<\/li>\n<li>\u0644\u0627 \u062a\u0648\u062c\u062f \u0645\u0633\u0627\u0631 NVIDIA CUDA\u060c \u0648\u0647\u0648 \u0645\u0647\u0645 \u0644\u0628\u0639\u0636 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\/\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"NVIDIA_DGX_Spark_128GB_and_a_CUDA_stack_at_a_price\"><\/span>NVIDIA DGX Spark: 128GB \u0648\u0645\u0643\u062f\u0633 CUDA\u060c \u0628\u0633\u0639\u0631 \u0645\u0639\u0642\u0648\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>DGX Spark (\u0643\u0634\u0641\u062a \u0639\u0646 \u0646\u0641\u0633\u0647\u0627 \u0628\u0627\u0633\u0645 \u00abProject DIGITS\u00bb \u0641\u064a CES 2025\u060c \u0648\u0623\u0639\u064a\u062f\u062a \u062a\u0633\u0645\u064a\u062a\u0647\u0627 DGX Spark \u0641\u064a GTC \u0641\u064a \u0645\u0627\u0631\u0633 2025\u060c \u0648\u062a\u0645 \u0627\u0644\u0634\u062d\u0646 \u0641\u064a 15 \u0623\u0643\u062a\u0648\u0628\u0631 2025) \u0647\u064a \u0645\u062d\u0627\u0648\u0644\u0629 NVIDIA \u0644\u0648\u0636\u0639 \u00ab\u0641\u0627\u0626\u0642 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 AI \u0634\u062e\u0635\u064a\u00bb \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0643. \u064a\u0632\u0627\u0648\u062c \u0631\u0642\u0627\u0642\u0629 GB10 Grace Blackwell \u2014 \u0648\u062d\u062f\u0629 CPU Arm \u0628\u0640 20 \u0646\u0648\u0649 (10\u00d7 Cortex-X925 + 10\u00d7 Cortex-A725) \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 GPU Blackwell \u2014 \u0645\u0639 <strong>128GB \u0645\u0646 LPDDR5x \u0627\u0644\u0645\u0648\u062d\u062f \u0627\u0644\u0645\u062a\u0645\u0627\u0633\u0643<\/strong>\u060c \u0648SSD \u0630\u0627\u062a\u064a \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0628\u0633\u0639\u0629 4TB\u060c \u0648NIC ConnectX-7 \u0628\u0640 200 Gbps \u0644\u0644\u0631\u0628\u0637 \u0628\u064a\u0646 \u0648\u062d\u062f\u062a\u064a\u0646. \u062a\u0635\u0646\u0641\u0647 NVIDIA \u0628\u0640 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 1 petaflop \u0645\u0646 \u0623\u062f\u0627\u0621 FP4 AI\u060c \u0648\u0628\u062d\u0633\u0628 NVIDIA \u064a\u0645\u0643\u0646\u0647 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u062a\u0635\u0644 \u0625\u0644\u0649 ~200B \u0645\u0639\u0627\u0645\u0644\u060c \u0623\u0648 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u062d\u062a\u0649 ~70B. \u064a\u062a\u0645 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0637\u0627\u0642\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u062d\u0648\u0644 240W.<\/p>\n<p>\u0647\u0646\u0627 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0635\u0627\u062f\u0642. Spark \u0647\u0648 \u0648\u062d\u0634 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a: \u0639\u0644\u0649 gpt-oss-120B \u064a\u0636\u063a\u0637 \u062d\u0648\u0627\u0644\u064a <strong>1,723 tok\/s \u0645\u0646 prefill<\/strong> \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u060c \u0641\u064a \u0641\u0626\u0629 \u062b\u0644\u0627\u062b \u0648\u062d\u062f\u0627\u062a RTX-3090 \u0645\u062c\u062a\u0645\u0639\u0629. \u0644\u0643\u0646 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0632 <em>\u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/em> \u064a\u0646\u062e\u0641\u0636 \u0625\u0644\u0649 \u0645\u062c\u0631\u062f <strong>~38.6 tok\/s<\/strong> \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629\u060c \u0644\u0623\u0646 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0641\u064a GB10 \u0647\u0648 \u0641\u0642\u0637 <strong>273 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629<\/strong> \u2014 \u0623\u0642\u0644 \u0642\u0644\u064a\u0644\u0627\u064b \u0645\u0646 M5 Pro \u0627\u0644\u062c\u062f\u064a\u062f Mac mini \u0628\u0640 307 GB\/s\u060c \u0648\u0642\u064a\u062f \u0627\u0644\u0631\u0628\u0637 \u0623\u062b\u0646\u0627\u0621 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0641\u0643 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0628\u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0643\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 (vLLM, SGLang, TensorRT-LLM \u0645\u0646 NVIDIA) \u0645\u0646 \u0627\u0644\u0645\u0641\u062a\u0631\u0636 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u062f \u062f\u0641\u0639\u062a \u0625\u0646\u0634\u0627\u0621 gpt-oss-120B \u0644\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u062d\u062a\u0649 50\u201360 tok\/s \u0645\u0639 \u0627\u0644\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0635\u062d\u064a\u062d\u060c \u0644\u0643\u0646 \u0633\u0642\u0641 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0627\u0644\u0630\u064a \u064a\u0628\u0642\u064a\u0647\u0627 \u0628\u0639\u064a\u062f\u0627\u064b \u0639\u0646 rig \u0645\u062a\u0639\u062f\u062f GPU \u0647\u0648 \u0641\u064a\u0632\u064a\u0627\u0626\u064a\u060c \u0648\u0644\u064a\u0633 \u0628\u0631\u0646\u0627\u0645\u062c.<\/p>\n<p>\u062b\u0645 \u0647\u0646\u0627\u0643 \u0627\u0644\u0633\u0639\u0631. \u062a\u0645 \u0625\u0637\u0644\u0627\u0642 Spark \u0628\u0640 $3,999 \u0648\u0627\u0631\u062a\u0641\u0639 \u0625\u0644\u0649 <strong>$4,699<\/strong> \u0641\u064a \u0641\u0628\u0631\u0627\u064a\u0631 2026 \u0648\u0633\u0637 \u0642\u064a\u0648\u062f \u0625\u0645\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u2014 \u0642\u0641\u0632\u0629 18% \u0646\u0633\u0628\u062a\u0647\u0627 NVIDIA \u0625\u0644\u0649 \u0642\u064a\u0648\u062f \u0625\u0645\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629. \u0647\u0630\u0627 \u062a\u0642\u0631\u064a\u0628\u0627\u064b $37 \u0644\u0643\u0644 GB \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u2014 \u0648\u0644\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0628\u062d\u062a\u0629 \u0644\u0644\u0625\u0646\u0634\u0627\u0621\u060c \u062b\u0644\u0627\u062b\u064a\u0629 \u0645\u0646 RTX 3090s \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0645\u0646 \u0627\u0644\u0645\u0641\u062a\u0631\u0636 \u0623\u0646 \u062a\u0643\u0644\u0641 \u0623\u0642\u0644 \u0648\u062a\u0639\u0645\u0644 \u0639\u062f\u0629 \u0645\u0631\u0627\u062a \u0623\u0633\u0631\u0639. \u064a\u0643\u062a\u0633\u0628 Spark \u0642\u064a\u0645\u062a\u0647 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062d\u062a\u0627\u062c \u062a\u062d\u062f\u064a\u062f\u0627\u064b \u0625\u0644\u0649 \u0645\u0643\u062f\u0633 CUDA\/NVIDIA \u0627\u0644\u0628\u0631\u0627\u0645\u062c\u060c NVFP4\u060c \u0623\u0648 \u0645\u0633\u0627\u062d\u0629 \u0631\u0623\u0633 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 200B-parameter \u0641\u064a \u0635\u0646\u062f\u0648\u0642 240W. \u0646\u062d\u0646 \u0646\u062a\u0639\u0645\u0642 \u0623\u0643\u062b\u0631 \u0641\u064a <a href=\"\/ar\/nvidia-digits-personal-ai-computer-review\/\">\u0645\u0631\u0627\u062c\u0639\u0629 DGX Spark \/ Project DIGITS<\/a> \u0648\u0627\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 <a href=\"\/ar\/nvidia-digits-vs-mac-studio-for-local-ai\/\">\u0645\u0642\u0627\u0631\u0646\u0629 DGX Spark \u0645\u0642\u0627\u0628\u0644 Mac Studio<\/a> .<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AMD_Ryzen_AI_Max_395_Strix_Halo_the_value_play\"><\/span>AMD Ryzen AI Max+ 395 (Strix Halo): \u062e\u064a\u0627\u0631 \u0627\u0644\u0642\u064a\u0645\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Strix Halo \u0645\u0646 AMD \u0647\u0648 \u0645\u0641\u0627\u062c\u0623\u0629 \u0647\u0630\u0627 \u0627\u0644\u062c\u064a\u0644. \u0627\u0644\u0631\u0627\u0626\u062f <strong>Ryzen AI Max+ 395<\/strong> \u064a\u062d\u0632\u0645 16 \u0646\u0648\u0649 Zen 5\u060c \u0648GPU RDNA 3.5 \u0628\u0640 40 \u0648\u062d\u062f\u0629 \u062d\u0633\u0627\u0628 (Radeon 8060S)\u060c \u0648NPU XDNA 2 \u0628\u0640 50-TOPS. \u0625\u0630\u0627 \u062a\u0645 \u062f\u0645\u062c\u0647 \u0645\u0639 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 <strong>128GB \u0645\u0646 LPDDR5X<\/strong>\u060c \u064a\u0645\u0643\u0646 \u062a\u0633\u0644\u064a\u0645 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 96GB \u0625\u0644\u0649 GPU\u060c \u0641\u0625\u0646\u0647 \u064a\u0641\u0639\u0644 \u0646\u0641\u0633 \u062e\u062f\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0643\u0640 Spark \u2014 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c 120B \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0648\u062d\u062f\u0629 GPU \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647 \u2014 \u0628\u062c\u0632\u0621 \u0635\u063a\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/p>\n<p>\u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0629 \u0647\u064a \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a. \u064a\u062a\u0648\u0642\u0641 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0641\u064a Strix Halo \u062d\u0648\u0644 256 GB\/s\u060c \u0648\u0639\u0644\u0649 gpt-oss-120B \u0641\u0625\u0646\u0647 \u064a\u062f\u064a\u0631 \u0641\u0642\u0637 <strong>~340 tok\/s \u0645\u0646 prefill<\/strong> \u0645\u0642\u0627\u0628\u0644 1,723 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Spark. \u0644\u0643\u0646 \u0625\u0644\u064a\u0643 \u0627\u0644\u0644\u062d\u0638\u0629 \u0627\u0644\u062d\u0627\u0633\u0645\u0629: \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0631\u0645\u0632 \u0647\u0648 <strong>~34 \u0637\u0627\u0628\u0639\/\u062b<\/strong>\u060c \u0636\u0645\u0646 \u0634\u0639\u0631\u0629 \u0645\u0646 Spark \u0628\u0640 38. \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0637\u0631\u0627\u0632 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u062d\u064a\u062b \u062a\u0646\u0634\u0626 \u0623\u0643\u062b\u0631 \u0645\u0645\u0627 \u062a\u0633\u062a\u0647\u0644\u0643\u060c \u0627\u0644\u0641\u062c\u0648\u0629 \u0635\u063a\u064a\u0631\u0629. \u0646\u0645\u0627\u0630\u062c 70B \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u0642\u0635\u0629 \u0645\u062e\u062a\u0644\u0641\u0629: \u0639\u0646\u062f Q4 \u0643\u0644 \u0631\u0645\u0632 \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0642\u0631\u0623 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 ~42.5GB \u0639\u0628\u0631 \u0630\u0644\u0643 \u0627\u0644\u062d\u0627\u0641\u0644\u0629 ~256 GB\/s\u060c \u0644\u0630\u0644\u0643 \u062a\u0648\u0642\u0639 tok\/s \u0628\u0623\u0631\u0642\u0627\u0645 \u0645\u0641\u0631\u062f\u0629.<\/p>\n<p>\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062c\u0630\u0627\u0628\u0627\u064b \u0647\u0648 \u0627\u0644\u0633\u0639\u0631 \u0648\u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a. \u0627\u0631\u062a\u0641\u0639\u062a \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062f\u062e\u0648\u0644 \u0645\u0639 \u0646\u0642\u0635 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0641\u064a 2026: \u062a\u064f\u0628\u0627\u0639 \u0625\u0635\u062f\u0627\u0631\u0627\u062a 64GB \u0645\u0646 GMKtec EVO-X2 \u0645\u0646 \u062d\u0648\u0627\u0644\u064a 1,500 \u062f\u0648\u0644\u0627\u0631\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u0645\u0644 EVO-X2 \u0633\u0639\u0629 128GB \u0627\u0644\u0622\u0646 \u0628\u0633\u0639\u0631 \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 2,200 \u062f\u0648\u0644\u0627\u0631. \u064a\u0628\u062f\u0623 Desktop \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u0625\u0635\u0644\u0627\u062d \u0645\u0646 Framework \u0628\u062d\u0648\u0627\u0644\u064a 1,639 \u062f\u0648\u0644\u0627\u0631 (\u0628\u062f\u0648\u0646 \u0645\u0643\u0648\u0646\u0627\u062a\u060c Ryzen AI Max+ 395\u060c 64GB) \u0642\u0628\u0644 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0648 Corsair AI Workstation 300 \u0627\u0646\u0637\u0644\u0642 \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 2,000 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0646\u0647 \u062a\u062c\u0627\u0648\u0632 \u0630\u0644\u0643 \u0628\u0643\u062b\u064a\u0631 \u062e\u0644\u0627\u0644 \u0627\u0644\u0646\u0642\u0635. \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0647\u0648 \u0627\u0644\u0625\u0634\u0643\u0627\u0644\u064a\u0629 \u2014 ROCm \u0648 llama.cpp \u064a\u0639\u0645\u0644\u0627\u0646 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f\u060c \u0644\u0643\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0623\u0642\u0633\u0649 \u0645\u0646 Apple \u0623\u0648 NVIDIA\u060c \u0648\u0645\u064a\u0632\u0627\u062a Windows AI \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 NPU \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<\/p>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a<\/h4>\n<ul>\n<li>\u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 128GB \u0645\u062a\u0627\u062d\u0629 \u2014 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0623\u0631\u062e\u0635 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c 70B+<\/li>\n<li>\u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0627\u0628\u0642 \u062a\u0642\u0631\u064a\u0628\u0627\u064b DGX Spark \u0628\u062c\u0632\u0621 \u0635\u063a\u064a\u0631 \u0645\u0646 \u0627\u0644\u0633\u0639\u0631<\/li>\n<li>\u0645\u0646\u0635\u0629 x86 \u0645\u0641\u062a\u0648\u062d\u0629\u061b \u062a\u0634\u063a\u064a\u0644 Windows \u0623\u0648 Linux\u060c \u062a\u0648\u0627\u0641\u0642\u064a\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0633\u0639\u0629<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0645\u0633\u0627\u0648\u0626<\/h4>\n<ul>\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0648\u062c\u0647\u0627\u062a \u0636\u0639\u064a\u0641\u0629 \u2014 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644\/RAG \u062a\u0628\u062f\u0648 \u0628\u0637\u064a\u0626\u0629<\/li>\n<li>\u0623\u062f\u0648\u0627\u062a ROCm \u0623\u0642\u0644 \u0635\u0642\u0644\u0627\u064b \u0645\u0646 CUDA \u0623\u0648 MLX<\/li>\n<li>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u0644\u062d\u0648\u0645\u0629\u061b \u0623\u0633\u0639\u0627\u0631 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0641\u064a 2026 \u0623\u0636\u062e\u0645\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0641\u064a \u0627\u0644\u0634\u0627\u0631\u0639<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"Intel_mini_PCs_small_models_and_NPU_offload\"><\/span>\u062d\u0648\u0627\u0633\u064a\u0628 Intel \u0627\u0644\u0635\u063a\u064a\u0631\u0629: \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u062a\u0641\u0631\u064a\u063a NPU<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u063a\u0644 \u0631\u0642\u0627\u0642\u0627\u062a Arrow Lake-H \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0645\u0646 Intel \u0645\u0633\u062a\u0648\u0649 \u0645\u062e\u062a\u0644\u0641\u0627\u064b\u060c \u0648\u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0639\u062f\u0645 \u0627\u0644\u0634\u0631\u0627\u0621 \u0627\u0644\u062e\u0627\u0637\u0626 \u0647\u0646\u0627. \u062a\u062c\u0645\u0639 \u0631\u0642\u0627\u0642\u0627\u062a \u0645\u062b\u0644 Core Ultra 9 285H \u0627\u0644\u062d\u0627\u0644\u064a\u0629 iGPU Arc \u0645\u0639 NPU \u0628\u0642\u0648\u0629 13-TOPS\u060c \u0644\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 99 TOPS \u0645\u0646 \u062d\u0633\u0627\u0628 \u0645\u0646\u0635\u0629 AI \u0639\u0646\u062f \u0639\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u061b \u062a\u062c\u0644\u0628 \u0645\u062c\u0645\u0648\u0639\u0629 IPEX-LLM \u0645\u0646 Intel Ollama \u0648 llama.cpp \u0625\u0644\u0649 iGPU \u0648 NPU \u0627\u0644\u062e\u0627\u0635 \u0628\u0647. \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0643\u0628\u0631 \u0641\u064a 2026 \u0647\u064a Panther Lake (Core Ultra Series 3)\u060c \u0627\u0644\u062a\u064a \u0627\u0646\u0637\u0644\u0642\u062a \u0641\u064a CES 2026\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639 NPU \u0628\u0642\u0648\u0629 50-TOPS \u0645\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0623\u0642\u0648\u0649 \u0628\u0643\u062b\u064a\u0631 \u0644\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 ~180 \u0645\u0646\u0635\u0629 TOPS \u2014 \u0644\u0643\u0646\u0647\u0627 \u062a\u0628\u0642\u0649 \u0645\u0646\u0635\u0629 \u0641\u0626\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\/\u0627\u0644\u062c\u0648\u0627\u0644\u060c \u0648\u0644\u064a\u0633\u062a \u0622\u0644\u0629 \u0646\u0645\u0648\u0630\u062c \u0643\u0628\u064a\u0631 \u0633\u0637\u062d \u0645\u0643\u062a\u0628.<\/p>\n<p>\u0644\u0643\u0646 \u0644\u0627 \u0634\u064a\u0621 \u0645\u0646 \u0647\u0630\u0647 \u0647\u064a \u0622\u0644\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0643\u0628\u064a\u0631 \u0630\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629. \u0645\u0639 DDR5 \u0627\u0644\u0642\u064a\u0627\u0633\u064a (\u0639\u0627\u062f\u0629 ~120 GB\/\u062b \u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0642\u0646\u0627\u0629) \u0648\u0639\u062f\u0645 \u062a\u062e\u0635\u064a\u0635 96GB \u0625\u0644\u0649 GPU\u060c \u0635\u0646\u062f\u0648\u0642 Intel \u0635\u063a\u064a\u0631 \u0647\u0648 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0644\u0646\u0645\u0627\u0630\u062c 3B\u20138B\u060c \u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632\u060c \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0643\u062a\u0627\u0628\u064a\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0627\u0644\u0645\u0633\u0631\u0639\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 NPU \u2014 \u0648\u0644\u064a\u0633 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c 70B. \u0625\u0630\u0627 \u0643\u0627\u0646 \u062d\u0645\u0644\u0643 \u0647\u0648 \u00ab\u0646\u0645\u0648\u0630\u062c 8B \u0645\u0643\u0645\u0645 \u0648\u0628\u0639\u0636 \u0645\u064a\u0632\u0627\u062a Windows AI\u00bb\u060c \u0635\u0646\u062f\u0648\u0642 Intel \u0631\u062e\u064a\u0635 \u0648\u0645\u0648\u0641\u0631 \u0644\u0644\u0637\u0627\u0642\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646 \u00ab\u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0646\u0627\u0633\u0628\u0647\u00bb\u060c \u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0622\u0644\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0623\u0639\u0644\u0627\u0647. \u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0629 \u0628\u064a\u0646 NPU \u0648 GPU \u0647\u0646\u0627 \u0647\u064a \u0645\u0648\u0636\u0648\u0639\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u062a\u0646\u0627\u0648\u0644\u0647 \u0641\u064a <a href=\"\/ar\/npu-vs-gpu-for-ai-2026\/\">NPU \u0645\u0642\u0627\u0628\u0644 GPU \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u062a\u0641\u0635\u064a\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_comparison_table\"><\/span>\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0623\u062f\u0646\u0627\u0647 \u0647\u064a \u0644\u0640 gpt-oss-120B (\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0645\u0632 \/ \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0648\u062c\u0647) \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0628\u0623\u0633\u0644\u0648\u0628 llama.cpp \u062d\u064a\u062b \u064a\u0646\u0627\u0633\u0628 \u0643\u0644\u0627\u0647\u0645\u0627\u061b \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062a\u064f\u0639\u0637\u0649 \u0628\u062e\u0644\u0627\u0641 \u0630\u0644\u0643. \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0627\u0644\u062f\u0648\u0644\u0627\u0631 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a \u2014 \u0623\u0633\u0639\u0627\u0631 \u0642\u0627\u0626\u0645\u0629 Apple \u0627\u0644\u062d\u0627\u0644\u064a\u0629\u060c \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0634\u0627\u0631\u0639 \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u0646\u062a\u0635\u0641 2026 \u2014 \u0648\u062a\u062a\u062d\u0631\u0643 \u0645\u0639 \u0646\u0642\u0635 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0622\u0644\u0629<\/th>\n<th>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629<\/th>\n<th>\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a (Bandwidth)<\/th>\n<th>\u0633\u0642\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0648\u0627\u0642\u0639\u064a<\/th>\n<th>\u0627\u0644\u0625\u0646\u0634\u0627\u0621 \/ \u0627\u0644\u0645\u0644\u0621 \u0627\u0644\u0645\u0633\u0628\u0642 (120B)<\/th>\n<th>\u0627\u0644\u0637\u0627\u0642\u0629<\/th>\n<th>\u0627\u0644\u0633\u0639\u0631 (2026)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Mac mini M6 (\u0623\u0633\u0627\u0633\u064a)<\/td>\n<td>16\u201332GB<\/td>\n<td>153\u2013170 GB\/s<\/td>\n<td>~8\u201314B (Q4)<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062a\u0627\u062d<\/td>\n<td>\u062d\u062a\u0649 155W (\u0645\u0635\u0646\u0641)<\/td>\n<td>$899+<\/td>\n<\/tr>\n<tr>\n<td>Mac mini M5 Pro<\/td>\n<td>24\u201364GB<\/td>\n<td>307 GB\/s<\/td>\n<td>~32B (Q4)\u061b 70B \u0639\u0646\u062f Q4 \u0641\u0642\u0637 \u0645\u0639 64GB\u060c \u0636\u064a\u0642<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062a\u0627\u062d<\/td>\n<td>\u062d\u062a\u0649 155W (\u0645\u0635\u0646\u0641)<\/td>\n<td>$1,699+ ($3,199 \u0645\u0639 64GB)<\/td>\n<\/tr>\n<tr>\n<td>AMD Strix Halo (Ryzen AI Max+ 395)<\/td>\n<td>\u062d\u062a\u0649 128GB<\/td>\n<td>~256 GB\/\u062b<\/td>\n<td>~120B (Q4 MoE)<\/td>\n<td>34 \/ 340 \u0637\u0627\u0628\u0639\/\u062b<\/td>\n<td>80\u2013120W<\/td>\n<td>$1,500\u20133,000+<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA DGX Spark<\/td>\n<td>128GB<\/td>\n<td>273 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<td>~200B (\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644)<\/td>\n<td>39 \/ 1,723 \u0637\u0627\u0628\u0639\/\u062b<\/td>\n<td>~240W \u0623\u0642\u0635\u0649<\/td>\n<td>$3,999\u20134,699<\/td>\n<\/tr>\n<tr>\n<td>Intel Arrow Lake-H \u0635\u0646\u062f\u0648\u0642 \u0635\u063a\u064a\u0631<\/td>\n<td>DDR5 (\u0628\u062f\u0648\u0646 \u062a\u062c\u0645\u0639 GPU \u0643\u0628\u064a\u0631)<\/td>\n<td>~120 GB\/\u062b<\/td>\n<td>~8B (Q4)<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062a\u0627\u062d<\/td>\n<td>~65W<\/td>\n<td>$600\u20131,200<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><em>\u0627\u0633\u062a\u0628\u062f\u0644\u062a Apple M4 \u0648 M4 Pro Mac mini \u0628\u0646\u0645\u0627\u0630\u062c M6 \u0648 M5 Pro \u0641\u064a 22 \u0633\u0628\u062a\u0645\u0628\u0631 2026\u061b \u0623\u0631\u0642\u0627\u0645 Mac mini \u0623\u0639\u0644\u0627\u0647 \u062a\u0623\u062a\u064a \u0645\u0646 \u0648\u0631\u0642\u0629 \u0645\u0648\u0627\u0635\u0641\u0627\u062a Apple \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0642\u0627\u0626\u0645\u0629.<\/em><\/p>\n<p>For reference, a Mac Studio M3 Ultra runs about 819 GB\/s of bandwidth (and decodes the same 120B model around 70 tok\/s), while a triple-3090 rig hits ~124 tok\/s decode \u2014 both well outside mini-PC territory, and a reminder of what you trade away for the small footprint. If you&#8217;re weighing a larger Apple box, the current Mac Studio (on sale since September 2026) comes with M5 Max (up to 128GB, up to 614 GB\/s) or M5 Ultra (up to 512GB, 1.2 TB\/s); our <a href=\"\/ar\/nvidia-digits-vs-mac-studio-for-local-ai\/\">\u0645\u0642\u0627\u0631\u0646\u0629 DGX Spark \u0645\u0642\u0627\u0628\u0644 Mac Studio<\/a> \u062a\u063a\u0637\u064a \u062a\u0644\u0643 \u062e\u0637\u0648\u0629 \u0644\u0644\u0623\u0639\u0644\u0649.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Recommendations_by_use_case\"><\/span>\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u062d\u0633\u0628 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0627\u0633 \/ \u0645\u0633\u0627\u0639\u062f \u0635\u0627\u0645\u062a \u062f\u0627\u0626\u0645\u0627\u064b:<\/strong> Mac mini M5 Pro \u0628\u0640 48GB \u0623\u0648 64GB. \u0623\u0641\u0636\u0644 \u062a\u0648\u0627\u0632\u0646 \u0644\u0644\u0642\u062f\u0631\u0629\u060c \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629\u060c \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0635\u063a\u064a\u0631\u060c \u0648\u0645\u0643\u062f\u0633 \u0628\u0631\u0627\u0645\u062c \u0646\u0627\u0636\u062c. \u0627\u0646\u0632\u0644 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c M6 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062d\u062a\u0627\u062c \u0641\u0642\u0637 \u0644\u0646\u0645\u0627\u0630\u062c 8B.<\/p>\n<p><strong>\u0623\u0642\u0635\u0649 \u062d\u062c\u0645 \u0646\u0645\u0648\u0630\u062c \u0628\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629:<\/strong> \u0635\u0646\u062f\u0648\u0642 AMD Strix Halo (GMKtec EVO-X2\u060c Framework Desktop\u060c \u0623\u0648 Corsair AI Workstation 300). 128GB \u064a\u062a\u064a\u062d \u0644\u0643 \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0627\u0630\u062c 70B\u2013120B \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0640 Mac mini \u0644\u0645\u0633\u0647\u0627\u060c \u0628\u0633\u0631\u0639\u0627\u062a \u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0627\u0628\u0642 \u062a\u0642\u0631\u064a\u0628\u0627\u064b Spark \u0627\u0644\u0623\u063a\u0644\u0649 \u0628\u0643\u062b\u064a\u0631 \u2014 \u0648\u062d\u062a\u0649 \u0645\u0639 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0636\u062e\u0645\u0629 \u0628\u0633\u0628\u0628 \u0627\u0644\u0646\u0642\u0635\u060c \u0641\u0647\u064a \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 Spark.<\/p>\n<p><strong>\u062a\u0637\u0648\u064a\u0631 CUDA \/ \u0633\u064a\u0631 \u0639\u0645\u0644 NVIDIA \/ \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0648\u062c\u0647\u0627\u062a \u062b\u0642\u064a\u0644\u0629:<\/strong> DGX Spark. \u0623\u0646\u062a \u062a\u062f\u0641\u0639 \u0642\u0633\u0637\u0627\u064b \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629 NVIDIA\u060c NVFP4\u060c \u062a\u062c\u0645\u064a\u0639 ConnectX\u060c \u0648\u0645\u0644\u0621 \u0645\u0633\u0628\u0642 \u0628\u0623\u0641\u0636\u0644 \u0641\u0626\u0629 \u2014 \u0645\u0628\u0631\u0631 \u0641\u0642\u0637 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0647\u0645 \u0644\u0643 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635.<\/p>\n<p><strong>\u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0648\u0645\u0647\u0627\u0645 NPU:<\/strong> \u0635\u0646\u062f\u0648\u0642 \u0635\u063a\u064a\u0631 Intel Arrow Lake \u0623\u0648 Panther Lake. \u0631\u062e\u064a\u0635\u060c \u0641\u0639\u0627\u0644\u060c \u0648\u0630\u0648 \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0639\u0645\u0644 \u0641\u0626\u0629 8B \u0648\u0645\u064a\u0632\u0627\u062a Windows AI.<\/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>\u0645\u0627 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0635\u0646\u062f\u0648\u0642 \u0635\u063a\u064a\u0631 \u0644\u062a\u0634\u063a\u064a\u0644 LLMs \u0645\u062d\u0644\u064a\u0629 \u0641\u064a 2026\u061f<\/h3>\n<p>For most users it&#8217;s the Mac mini M5 Pro with 48GB or 64GB \u2014 quiet, low-power, and capable up to ~32B models. If you need to run 70B+ models, an AMD Strix Halo box with 128GB is the value choice, and the NVIDIA DGX Spark is the premium CUDA option.<\/p>\n<h3>\u0643\u0645 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0623\u062d\u062a\u0627\u062c \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0628\u0640 70B \u0645\u0639\u0627\u0645\u0644\u061f<\/h3>\n<p>\u0646\u0645\u0648\u0630\u062c 70B \u062a\u0645 \u0636\u063a\u0637\u0647 \u0625\u0644\u0649 Q4 \u064a\u062d\u062a\u0627\u062c \u062a\u0642\u0631\u064a\u0628\u0627\u064b 40\u201348GB \u0641\u0642\u0637 \u0644\u0644\u0623\u0648\u0632\u0627\u0646\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0633\u0627\u062d\u0629 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0644\u0644\u0633\u064a\u0627\u0642. \u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u062a\u0631\u064a\u062f \u062c\u0647\u0627\u0632 Mac mini \u0628\u0640 64GB \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644\u060c \u0648128GB \u0644\u062a\u0634\u063a\u064a\u0644\u0647 \u0628\u0627\u0631\u062a\u064a\u0627\u062d \u0645\u0639 \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u0643\u0628\u064a\u0631\u0629. Mac mini M5 Pro \u0628\u0640 64GB \u064a\u0645\u0643\u0646\u0647 \u062d\u0645\u0644 \u0646\u0645\u0648\u0630\u062c 70B \u0639\u0646\u062f Q4 \u0645\u0639 \u0645\u0633\u0627\u062d\u0629 \u0642\u0644\u064a\u0644\u0629 \u062c\u062f\u0627\u064b \u0644\u0644\u0633\u064a\u0627\u0642\u061b \u0644\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0631\u064a\u062d \u0645\u0639 70B\u060c \u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0628\u0640 128GB \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644.<\/p>\n<h3>\u0644\u0645\u0627\u0630\u0627 NVIDIA DGX Spark \u0628\u0637\u064a\u0621 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0645\u0648\u0632 \u0631\u063a\u0645 \u062a\u0643\u0644\u0641\u062a\u0647 \u0623\u0643\u062b\u0631 \u0645\u0646 4000 \u062f\u0648\u0644\u0627\u0631\u061f<\/h3>\n<p>\u0644\u0623\u0646 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0645\u0648\u0632 \u0645\u062d\u062f\u0648\u062f \u0628\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0640 273 GB\/s \u0644\u0644\u0640 Spark \u0645\u062a\u0648\u0627\u0636\u0639 \u2014 \u0623\u0642\u0644 \u0642\u0644\u064a\u0644\u0627\u064b \u0645\u0646 M5 Pro \u0627\u0644\u062c\u062f\u064a\u062f Mac mini \u0628\u0640 307 GB\/s. \u0642\u0648\u062a\u0647\u0627 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0648\u062c\u0647 (\u062d\u0648\u0627\u0644\u064a 1,723 tok\/s \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c 120B) \u0648 128GB \u0645\u0646 \u0627\u0644\u0633\u0639\u0629\u060c \u0648\u0644\u064a\u0633 \u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u062d\u062a\u0629\u060c \u062d\u064a\u062b \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u062a\u0636\u0639\u0647\u0627 \u062d\u0648\u0627\u0644\u064a 38 tok\/s (\u0627\u0644\u0645\u0643\u062f\u0627\u062a \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 ~50\u201360).<\/p>\n<h3>\u0647\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u062c\u064a\u062f\u0629 \u0645\u062b\u0644 VRAM \u0641\u064a \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u061f<\/h3>\n<p>\u0625\u0646\u0647\u0627 \u0645\u0642\u0627\u064a\u0636\u0629. \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u062a\u0645\u0646\u062d\u0643 \u0633\u0639\u0629 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 (\u062a\u0635\u0644 \u0625\u0644\u0649 128GB) \u0644\u0630\u0627 \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0644\u0646 \u062a\u0646\u0627\u0633\u0628 \u0623\u064a \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0633\u062a\u0647\u0644\u0643 \u0648\u0627\u062d\u062f\u060c \u0644\u0643\u0646 \u0628\u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u062a\u0631\u062f\u062f\u064a \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 VRAM. \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u0644\u0646 \u062a\u0646\u0627\u0633\u0628 \u0628\u0637\u0631\u064a\u0642\u0629 \u0623\u062e\u0631\u0649\u060c \u0625\u0646\u0647\u0627 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0639\u0645\u0644\u064a\u061b \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646\u0641\u0635\u0644\u0629 \u0623\u0633\u0631\u0639.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0640 Mac mini \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c 70B\u061f<\/h3>\n<p>\u0628\u0635\u0639\u0648\u0628\u0629 \u0641\u062d\u0633\u0628. \u0625\u0646 \u0623\u0639\u0644\u0649 \u062a\u0643\u0648\u064a\u0646 Mac mini M5 Pro \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 64GB\u060c \u0643\u0627\u0641\u064d \u0644\u062d\u0645\u0644 \u0646\u0645\u0648\u0630\u062c 70B \u0639\u0646\u062f Q4 (Llama 3 70B \u0639\u0646\u062f Q4_K_M \u0647\u0648 \u0645\u0644\u0641 \u0628\u062d\u062c\u0645 42.5GB) \u0645\u0639 \u0645\u0633\u0627\u062d\u0629 \u0642\u0644\u064a\u0644\u0629 \u062c\u062f\u0627\u064b \u0644\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0625\u0646\u0634\u0627\u0621 \u0628\u0637\u064a\u0621 \u0639\u0646\u062f 307 GB\/s. \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u064a\u0635\u0644 \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 32B \u0639\u0646\u062f Q4. \u0644\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0646\u062a\u0638\u0645 \u0645\u0639 70B\u060c \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u062c\u0647\u0627\u0632 \u0628\u0640 128GB \u0645\u062b\u0644 \u0635\u0646\u062f\u0648\u0642 Strix Halo \u0623\u0648 Mac Studio \u0623\u0648 DGX Spark.<\/p>\n<h3>\u0647\u0644 \u0623\u062c\u0647\u0632\u0629 AMD Strix Halo mini PC \u062c\u064a\u062f\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0645 \u0623\u0646 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u062e\u0634\u0646 \u062c\u062f\u0627\u064b\u061f<\/h3>\n<p>\u0625\u0646\u0647\u0627 \u0642\u0627\u062f\u0631\u0629 \u0641\u0639\u0644\u0627\u064b \u2014 128GB \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0633\u0631\u0639\u0627\u062a \u0625\u0646\u0634\u0627\u0621 \u0642\u0631\u064a\u0628\u0629 \u0645\u0646 DGX Spark \u0628\u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0633\u0639\u0631. \u0627\u0644\u062a\u062d\u0641\u0638 \u0647\u0648 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c: ROCm \u0648 llama.cpp \u064a\u0639\u0645\u0644\u0627\u0646 \u0644\u0643\u0646\u0647\u0645\u0627 \u0623\u0642\u0644 \u0631\u0642\u0629 \u0645\u0646 MLX \u0645\u0646 Apple \u0623\u0648 CUDA \u0645\u0646 NVIDIA\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0648\u062c\u0647\u0627\u062a \u0636\u0639\u064a\u0641\u0629. \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0631\u062a\u0627\u062d\u0627\u064b \u0644\u0628\u0639\u0636 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a\u060c \u0627\u0644\u0642\u064a\u0645\u0629 \u0645\u0645\u062a\u0627\u0632\u0629.<\/p>\n<h3>\u0643\u0645 \u0645\u0646 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u064a\u062c\u0628 \u0623\u0646 \u0623\u062a\u0648\u0642\u0639\u0647\u0627 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u061f<\/h3>\n<p>Mac mini \u0647\u0648 \u0627\u0644\u0623\u0647\u062f\u0623: Apple \u062a\u062d\u062f\u062f 5 dBA \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0633\u0643\u0648\u0646 \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0627\u0644\u0623\u0642\u0635\u0649 155W. \u0635\u0646\u0627\u062f\u064a\u0642 Strix Halo \u062a\u0633\u062a\u0647\u0644\u0643 80\u2013120W \u0645\u0639 \u0645\u0631\u0627\u0648\u062d \u0645\u0633\u0645\u0648\u0639\u0629 \u0644\u0643\u0646 \u0645\u062a\u0648\u0627\u0636\u0639\u0629. \u064a\u0623\u062a\u064a DGX Spark \u0645\u0639 \u0645\u062d\u0648\u0644 \u0637\u0627\u0642\u0629 240W. \u062c\u0645\u064a\u0639\u0647\u0627 \u0623\u0647\u062f\u0623 \u0648\u0623\u0642\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u0627\u064b \u0644\u0644\u0637\u0627\u0642\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0633\u0637\u062d \u0645\u0643\u062a\u0628 \u0645\u062a\u0639\u062f\u062f GPU\u060c \u0627\u0644\u0630\u064a \u0642\u062f \u064a\u0633\u062a\u062c\u0631 300\u2013450W \u0623\u0648 \u0623\u0643\u062b\u0631.<\/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>\u0639\u0635\u0631 mini-PC \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a \u062d\u0642\u064a\u0642\u064a\u060c \u0644\u0643\u0646 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u064a\u0628\u0627\u0644\u063a \u0641\u064a\u0647 \u0628\u0637\u0631\u064a\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u062d\u062f\u062f\u0629: \u0647\u0630\u0647 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u062a\u0641\u0648\u0632 \u0641\u064a \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0635\u0645\u062a \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u2014 \u0648\u0644\u064a\u0633 \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u062e\u0627\u0645. \u0644\u0627 \u064a\u0648\u062c\u062f \u0635\u0646\u062f\u0648\u0642 \u0647\u0646\u0627 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0633\u0637\u062d \u0645\u0643\u062a\u0628 \u0645\u062a\u0639\u062f\u062f \u0628\u0637\u0627\u0642\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0648\u0644\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0634\u062a\u0631\u064a \u0648\u0627\u062d\u062f\u0627\u064b \u0645\u062a\u0648\u0642\u0639\u0627\u064b \u0630\u0644\u0643.<\/p>\n<p>\u0627\u062e\u062a\u0631 \u062d\u0633\u0628 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\u062a\u062d\u062f\u064a\u062f\u0627\u064b \u0625\u0644\u0649 \u0645\u0643\u062f\u0633 NVIDIA \u0648\u0627\u0644\u0639\u0636\u0644\u0627\u062a \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0648\u062c\u0647. \u0648\u0625\u0630\u0627 \u062a\u0648\u0642\u0641\u062a \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0639\u0646\u062f \u0646\u0645\u0627\u0630\u062c 8B\u060c \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0635\u063a\u064a\u0631 Intel \u0633\u064a\u0641\u064a \u0628\u0627\u0644\u063a\u0631\u0636 \u0645\u0642\u0627\u0628\u0644 \u0623\u0642\u0644. \u0637\u0627\u0628\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0642\u0631\u0623 \u0633\u0637\u0631 \u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a\u060c \u0648\u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0628\u064a\u062a\u0627\u0641\u0644\u0648\u0628 \u0639\u0644\u0649 \u0627\u0644\u0635\u0646\u062f\u0648\u0642.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u062a\u0631\u064a \u0627\u0644\u062e\u0627\u0644\u064a \u0645\u0646 \u0627\u0644\u0645\u0628\u0627\u0644\u063a\u0629 \u0644\u0623\u062c\u0647\u0632\u0629 \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0635\u063a\u064a\u0631 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0641\u064a \u0639\u0627\u0645 2026 \u2014 \u062c\u0647\u0627\u0632 Mac mini \u0645\u0646 Apple\u060c \u0648DGX Spark \u0645\u0646 NVIDIA\u060c \u0648\u0623\u062c\u0647\u0632\u0629 Strix Halo \u0645\u0646 AMD\u060c \u0648\u0645\u0646\u062a\u062c\u0627\u062a Intel \u2014 \u0645\u0639 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0623\u0633\u0639\u0627\u0631 \u0648\u0623\u0631\u0642\u0627\u0645 \u00ab\u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u00bb \u0645\u0624\u0643\u062f\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u062e\u062a\u064a\u0627\u0631\u0627\u062a \u062d\u0633\u0628 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>","protected":false},"author":1,"featured_media":1934,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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