{"id":264,"date":"2026-05-19T16:46:25","date_gmt":"2026-05-19T16:46:25","guid":{"rendered":"https:\/\/convly.ai\/vram-requirements-every-major-llm-2026\/"},"modified":"2026-07-03T13:40:38","modified_gmt":"2026-07-03T13:40:38","slug":"vram-requirements-every-major-llm-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/","title":{"rendered":"\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 (VRAM) \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0631\u0627\u0626\u062f \u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u0641\u064a \u0639\u0627\u0645 2026 (\u0648\u0631\u0642\u0629 \u063a\u0634 \u0643\u0645\u0651\u064a\u0629)"},"content":{"rendered":"<p>\u0625\u0646 \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0627\u0644\u0630\u064a \u0646\u062a\u0644\u0642\u0627\u0647 \u0645\u0646 \u0627\u0644\u0648\u0627\u0641\u062f\u064a\u0646 \u0627\u0644\u062c\u062f\u062f \u0641\u064a \u0639\u0627\u0645 2026 \u0644\u064a\u0633 \u201c\u0623\u064a \u0646\u0645\u0648\u0630\u062c \u064a\u062c\u0628 \u0623\u0646 \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u201d - \u0628\u0644 \u201c\u0647\u0644 \u0633\u064a\u0639\u0645\u0644 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u064a\u061f\u201d<\/p>\n<p>\u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0647\u0648 \u0627\u0644\u062d\u0644. \u0644\u0642\u062f \u0627\u062e\u062a\u0628\u0631\u0646\u0627 \u0643\u0644 LLM \u0645\u0641\u062a\u0648\u062d \u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0643\u0644 \u0642\u064a\u0627\u0633 \u0643\u0645\u064a \u0634\u0627\u0626\u0639 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0646 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a RTX 3060 \u0625\u0644\u0649 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a H100\u060c \u0648\u0645\u0627 \u064a\u0644\u064a \u0647\u0648 \u0648\u0631\u0642\u0629 \u0627\u0644\u063a\u0634 \u0627\u0644\u062a\u064a \u062a\u0645\u0646\u064a\u0646\u0627 \u0648\u062c\u0648\u062f\u0647\u0627 \u0639\u0646\u062f\u0645\u0627 \u0628\u062f\u0623\u0646\u0627.<\/p>\n<p>\u062a\u0630\u0643\u064a\u0631 \u0644\u0644\u0645\u062a\u0639\u062c\u0644\u064a\u0646 <strong>VRAM \u0647\u0648 \u0642\u064a\u062f \u0627\u0644\u0631\u0628\u0637<\/strong>. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 + \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV + \u0627\u0644\u0633\u064a\u0627\u0642 \u0644\u0627 \u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 VRAM\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u064a\u0646\u062e\u0641\u0636 \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631. \u0643\u0644 \u0634\u064a\u0621 \u0623\u062f\u0646\u0627\u0647 \u064a\u0641\u062a\u0631\u0636 \u0623\u0646\u0643 \u062a\u0631\u064a\u062f \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064b\u0627 \u062e\u0627\u0644\u0635\u064b\u0627 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u061b \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0625\u0644\u063a\u0627\u0621 \u062a\u062d\u0645\u064a\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629\u060c \u0641\u0627\u0642\u0633\u0645 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0639\u0644\u0649 5-10\u00d7.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VRAM):<\/strong> \u0637\u0631\u0627\u0632\u0627\u062a 7-8 B \u0641\u064a Q5+\u060c 13 B \u0641\u064a Q4. Llama 3 8B\u060c Mistral 7B\u060c Phi-4 Mini.<\/li>\n<li><strong>16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VRAM):<\/strong> 13-14 \u0628 \u0641\u064a Q5+. \u0641\u0626\u0629 \u063a\u064a\u0631 \u0645\u0644\u0627\u0626\u0645\u0629 - \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0640 8B\u060c \u0648\u0644\u0627 \u062a\u0643\u0641\u064a \u0644\u0640 30B.<\/li>\n<li><strong>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VRAM):<\/strong> 30 \u0628 \u0639\u0646\u062f Q5+\u060c \u064870 \u0628 \u0639\u0646\u062f Q3_K_S (\u0636\u064a\u0642). \u0627\u0644\u0628\u0642\u0639\u0629 \u0627\u0644\u062d\u0644\u0648\u0629.<\/li>\n<li><strong>32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 (VRAM)<\/strong> 70 \u0628 \u0641\u064a Q4_K_M \u0628\u0634\u0643\u0644 \u0645\u0631\u064a\u062d\u060c 30 \u0628 \u0641\u064a Q8.<\/li>\n<li><strong>\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 VRAM \u0633\u0639\u0629 48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a:<\/strong> 70 \u0628 \u0641\u064a Q5_K_M\u060c 100 \u0628+ \u0641\u064a Q3\/Q4.<\/li>\n<li><strong>128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0648\u062d\u062f\u0629 (M4 \u0643\u062d\u062f \u0623\u0642\u0635\u0649):<\/strong> 405 B \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u0631\u0627\u0628\u0639\u060c \u0648\u0644\u0643\u0646 \u0623\u0628\u0637\u0623 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0645\u0646 Nvidia.<\/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-6a52e8e515607\" 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-6a52e8e515607\"  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\/vram-requirements-every-major-llm-2026\/#The_quick-reference_table\" >\u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0631\u062c\u0639\u064a \u0627\u0644\u0633\u0631\u064a\u0639<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/#KV_cache_memory_%E2%80%94_the_part_everyone_forgets\" >\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV - \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0630\u064a \u064a\u0646\u0633\u0627\u0647 \u0627\u0644\u062c\u0645\u064a\u0639<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/#GPU_compatibility_matrix\" >\u0645\u0635\u0641\u0648\u0641\u0629 \u062a\u0648\u0627\u0641\u0642 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/#Choosing_the_right_quant_for_your_hardware\" >\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0645\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0623\u062c\u0647\u0632\u062a\u0643<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/#MoE_models_%E2%80%94_the_asterisk\" >\u0646\u0645\u0627\u0630\u062c \u0648\u0632\u0627\u0631\u0629 \u0627\u0644\u062a\u0631\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0645 - \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0646\u062c\u0645\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/#Quick-start_setups_by_budget\" >\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0628\u062f\u0621 \u0627\u0644\u0633\u0631\u064a\u0639 \u062d\u0633\u0628 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-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-8\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_quick-reference_table\"><\/span>\u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0631\u062c\u0639\u064a \u0627\u0644\u0633\u0631\u064a\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0643\u0644 \u0648\u062d\u062f\u0629 LLM \u0645\u0641\u062a\u0648\u062d\u0629 \u0631\u0626\u064a\u0633\u064a\u0629 2026 \u0648\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0647\u0627 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0628\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u062a\u0643\u0645\u064a\u0645 \u0645\u0634\u062a\u0631\u0643\u0629. \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 <strong>\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0637\u0631\u0627\u0632 \u0641\u0642\u0637<\/strong>, \u0641\u064a \u0633\u064a\u0627\u0642 8 K. \u0623\u0636\u0641 1-2 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0644\u0645\u0633\u0627\u062d\u0629 \u0631\u0623\u0633 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV \u0644\u0643\u0644 8 K \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0630\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0628\u0627\u0644\u0641\u0639\u0644.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>FP16<\/th>\n<th>Q8_0<\/th>\n<th>Q5_K_M<\/th>\n<th>Q4_K_M<\/th>\n<th>Q3_K_M<\/th>\n<th>IQ2_XXS<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0641\u0627\u064a-4 \u0645\u064a\u0646\u064a (3.8 \u0628)<\/strong><\/td>\n<td>7.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>4.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>2.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>2.3 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>1.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>1.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062c\u064a\u0645\u0627 2 2 \u0628<\/strong><\/td>\n<td>5.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>2.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>1.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>1.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>1.3 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>1.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0644\u0627\u0645\u0627 3 \u0628\u0633\u0639\u0629 8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/strong><\/td>\n<td>16.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>8.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>5.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>4.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>4.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>2.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u064a\u0633\u062a\u0631\u0627\u0644 7B v0.3<\/strong><\/td>\n<td>14.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>7.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>5.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>4.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>3.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>2.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0643\u0648\u064a\u064a\u0646 2.5 \u0628\u0633\u0639\u0629 7 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629<\/strong><\/td>\n<td>15.2 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>8.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>5.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>4.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>3.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>2.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0641\u0627\u064a-4 (14 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644)<\/strong><\/td>\n<td>28.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>14.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>10.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>8.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>7.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>5.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0643\u0648\u064a\u0646 2.5 \u0628\u0633\u0639\u0629 14 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644<\/strong><\/td>\n<td>29.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>15.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>10.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>9.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>7.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>5.3 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0646\u064a\u0645\u0648 12B<\/strong><\/td>\n<td>24.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>13.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>8.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>7.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>6.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>4.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0643\u0648\u064a\u064a\u0646 2.5 \u0628\u0633\u0639\u0629 32 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629<\/strong><\/td>\n<td>65.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>34.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>23.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>19.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>16.3 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>11.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u064a\u064a-1.5 34 \u0628<\/strong><\/td>\n<td>68.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>36.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>24.3 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>20.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>17.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>12.2 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0644\u0627\u0645\u0627 3 \u0628\u0633\u0639\u0629 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/strong><\/td>\n<td>141.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>74.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>49.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>42.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>34.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>24.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0643\u0648\u064a\u0646 2.5 \u0628\u0633\u0639\u0629 72 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644<\/strong><\/td>\n<td>145.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>77.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>51.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>43.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>35.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>25.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0643\u0648\u0645\u0627\u0646\u062f \u0622\u0631+ \u0628\u0633\u0639\u0629 104 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/strong><\/td>\n<td>208.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>110.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>73.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>62.7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>51.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>36.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0643\u0628\u064a\u0631 2 (123B)<\/strong><\/td>\n<td>247.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>131.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>87.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>74.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>61.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>43.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u064a\u0643\u0633\u062a\u0631\u0627\u0644 8 \u00d7 22 \u0628 (141 \u0628)<\/strong><\/td>\n<td>282.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>150.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>100.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>85.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>69.8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>49.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>DeepSeek V3 (236 B MoE)<\/strong><\/td>\n<td>475.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>252.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>168.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>143.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>117.4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>84.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0644\u0627\u0645\u0627 3.1 \u0628\u0633\u0639\u0629 405 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/strong><\/td>\n<td>810.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>431.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>287.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>244.5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>200.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>143.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0645\u0644\u0627\u062d\u0638\u0629 \u0639\u0645\u0644\u064a\u0629: \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a, <strong>\u06334_\u0643_\u0645 \u0647\u0648 \u0627\u0644\u0631\u0635\u064a\u062f \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647<\/strong> \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u062c\u0648\u062f\u0629. \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0642\u0627\u0628\u0644 FP16 \u0636\u0626\u064a\u0644 (\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062d\u064a\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 &lt; 2%) \u0648\u0627\u0644\u0648\u0641\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0647\u0627\u0626\u0644\u0629 (\u062d\u0648\u0627\u0644\u064a 3.3\u00d73 \u0645\u0631\u0627\u062a \u0623\u0635\u063a\u0631). Q5_K_M \u0628\u062c\u0648\u062f\u0629 \u0623\u0641\u0636\u0644 \u0628\u0634\u0643\u0644 \u0647\u0627\u0645\u0634\u064a \u0645\u0639 \u0630\u0627\u0643\u0631\u0629 \u0623\u0643\u0628\u0631 \u0628\u0646\u062d\u0648 17%. Q3 \u0648 IQ2 \u0637\u0627\u0631\u0626\u0627\u0646 \u0641\u0642\u0637 - \u062a\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638.\n\n\n\n<h2><span class=\"ez-toc-section\" id=\"KV_cache_memory_%E2%80%94_the_part_everyone_forgets\"><\/span>\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV - \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0630\u064a \u064a\u0646\u0633\u0627\u0647 \u0627\u0644\u062c\u0645\u064a\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0623\u0639\u0644\u0627\u0647 \u0647\u064a \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0637\u0631\u0627\u0632 \u0641\u0642\u0637. \u0627\u0644\u0623\u0639\u062f\u0627\u062f <strong>\u0630\u0627\u0643\u0631\u0629 KV \u0627\u0644\u0645\u0624\u0642\u062a\u0629<\/strong> - \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062c\u0627\u0631\u064a\u0629 \u0644\u062c\u0645\u064a\u0639 \u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0645\u062d\u0627\u062f\u062b\u062a\u0643 - \u062a\u0639\u064a\u0634 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a VRAM \u0648\u062a\u0646\u0645\u0648 \u062e\u0637\u064a\u064b\u0627 \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642.<\/p>\n<p>\u062d\u062c\u0645 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062a\u0642\u0631\u064a\u0628\u064a KV\u060c \u0644\u0643\u0644 1 \u0643\u064a\u0644\u0648 \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632 \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0641\u064a FP16:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0641\u0626\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0643\u064a\u0644\u0648 \u0641\u0648\u0644\u062a \u0644\u0643\u0644 1 \u0623\u0644\u0641 \u062a\u0648\u0643\u0646<\/th>\n<th>\u0643\u064a\u0644\u0648 \u0641\u0648\u0644\u062a \u0644\u0643\u0644 \u0633\u064a\u0627\u0642 32 \u0643\u064a\u0644\u0648 \u0641\u0648\u0644\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0637\u0631\u0627\u0632\u0627\u062a 7-8 \u0628<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 32 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 1.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0645\u0627\u0630\u062c 13-14 \u0628<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 50 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 1.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>30-34 \u0628 \u0646\u0645\u0627\u0630\u062c 30-34 \u0628<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 80 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 2.6 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0637\u0631\u0627\u0632\u0627\u062a 70-72 \u0628<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 160 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 5.1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0637\u0631\u0627\u0632\u0627\u062a 100-123 \u0628<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 220 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 7.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>405 B<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 500 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~\u062d\u0648\u0627\u0644\u064a 16.0 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u0642\u0644\u0644 \u062a\u0643\u0645\u064a\u0645 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV (\u062e\u064a\u0627\u0631 \u0641\u064a llama.cpp \u0648 vLLM \u0641\u064a 2026) \u0645\u0646 \u0630\u0644\u0643 \u0628\u0645\u0642\u062f\u0627\u0631 2-4\u00d7 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0628\u062a\u0643\u0644\u0641\u0629 \u062c\u0648\u062f\u0629 \u0635\u063a\u064a\u0631\u0629. \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0639\u0638\u0645 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0622\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a Q8 KV - \u0625\u0646\u0647\u0627 \u0645\u062c\u0627\u0646\u064a\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u062a\u0648\u0641\u0631 \u0630\u0627\u0643\u0631\u0629 VRAM \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062e\u0637\u0637 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u064a\u0627\u0642 32 K \u0623\u0648 \u0623\u0637\u0648\u0644, <strong>\u0623\u0636\u0641 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV \u0625\u0644\u0649 \u062d\u0633\u0627\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0642\u0628\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<\/strong>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"GPU_compatibility_matrix\"><\/span>\u0645\u0635\u0641\u0648\u0641\u0629 \u062a\u0648\u0627\u0641\u0642 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0647\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u062a\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0645\u0631\u064a\u062d \u0645\u0639 \u0643\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0634\u0627\u0626\u0639\u0629\u060c \u0628\u0627\u0644\u0643\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u0627\u060c \u0645\u0639 \u0633\u064a\u0627\u0642 8 \u0643\u064a\u0644\u0648 \u0628\u0627\u064a\u062a\u061f \u201c\u0628\u0634\u0643\u0644 \u0645\u0631\u064a\u062d\u201d \u062a\u0639\u0646\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c + \u0630\u0627\u0643\u0631\u0629 \u062a\u062e\u0632\u064a\u0646 \u0645\u0624\u0642\u062a KV + \u0645\u0633\u0627\u062d\u0629 \u0631\u0623\u0633 \u0627\u0644\u0646\u0638\u0627\u0645 1 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU)<\/th>\n<th>VRAM<\/th>\n<th>\u0623\u0641\u0636\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 (Q4_K_M)<\/th>\n<th>\u0627\u0644\u0623\u0646\u0633\u0628 (Q5_K_M)<\/th>\n<th>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 (\u0623\u064a \u0643\u0645\u064a\u0629)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>RTX 3060 \u0628\u0633\u0639\u0629 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>8 B<\/td>\n<td>8 B<\/td>\n<td>14 \u0628 \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0644\u062b<\/td>\n<\/tr>\n<tr>\n<td>RTX 4060 Ti \u0628\u0633\u0639\u0629 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>13 B<\/td>\n<td>13 B<\/td>\n<td>30 \u0628 \u0641\u064a IQ2<\/td>\n<\/tr>\n<tr>\n<td>RTX 5080 \/ 5070 Ti<\/td>\n<td>16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>13 B<\/td>\n<td>13 B<\/td>\n<td>30 \u0628 \u0641\u064a IQ2<\/td>\n<\/tr>\n<tr>\n<td>RTX 3090\/4090<\/td>\n<td>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>30 \u0628 (\u0642\u0648\u064a\u0646 32 \u0628)<\/td>\n<td>30 B<\/td>\n<td>70 \u0628 \u0641\u064a Q3_K_S<\/td>\n<\/tr>\n<tr>\n<td>RX 7900 XTX<\/td>\n<td>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>30 B<\/td>\n<td>30 B<\/td>\n<td>70 \u0628 \u0641\u064a Q3_K_S<\/td>\n<\/tr>\n<tr>\n<td>RTX 5090<\/td>\n<td>32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>70 B<\/td>\n<td>70 \u0628 (\u0636\u064a\u0642)<\/td>\n<td>70 \u0628 \u0641\u064a Q5_K_M<\/td>\n<\/tr>\n<tr>\n<td>2 \u00d7 RTX 3090\/4090 2 \u00d7 RTX 3090<\/td>\n<td>48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>70 B<\/td>\n<td>70 B<\/td>\n<td>104 \u0628 \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0644\u062b 104 \u0628 \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0644\u062b<\/td>\n<\/tr>\n<tr>\n<td>RTX A6000 \/ 6000 Ada RTX A6000 \/ 6000 Ada<\/td>\n<td>48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>70 B<\/td>\n<td>70 B<\/td>\n<td>104 \u0628 \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0644\u062b 104 \u0628 \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0644\u062b<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0627\u0643 \u0633\u062a\u0648\u062f\u064a\u0648 M4 \u0645\u0627\u0643\u0633 M4 \u0645\u0627\u0643\u0633 64 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>64 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0648\u062d\u062f\u0629<\/td>\n<td>70 B<\/td>\n<td>70 B<\/td>\n<td>123 \u0628 \u0641\u064a Q3<\/td>\n<\/tr>\n<tr>\n<td>H100 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>70 \u0628 (70 \u0628 (FP16-\u064a\u0634)<\/td>\n<td>104 B<\/td>\n<td>123 \u0628 \u0641\u064a \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u0631\u0627\u0628\u0639<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0627\u0643 \u0633\u062a\u0648\u062f\u064a\u0648 M4 M4 \u0645\u0627\u0643\u0633 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0648\u062d\u062f\u0629<\/td>\n<td>104 B<\/td>\n<td>123 B<\/td>\n<td>405 \u0628 \u0641\u064a IQ2 (\u0628\u0637\u064a\u0621)<\/td>\n<\/tr>\n<tr>\n<td>H200 \/ DIGITS<\/td>\n<td>141 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \/ 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0648\u062d\u062f\u0629<\/td>\n<td>123 B<\/td>\n<td>123 B<\/td>\n<td>405 B \u0641\u064a Q3 (\u0628\u0637\u064a\u0621)<\/td>\n<\/tr>\n<tr>\n<td>B200<\/td>\n<td>192 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>123 B<\/td>\n<td>123 B<\/td>\n<td>405 B \u0641\u064a Q4 (\u0636\u064a\u0642)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u0633\u062a\u064a\u0639\u0627\u0628\u0647\u0627:<\/p>\n<p>1. <strong>12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0647\u0648 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0644\u062f\u062e\u0648\u0644.<\/strong> \u0623\u0645\u0627 \u0645\u0627 \u062f\u0648\u0646 \u0630\u0644\u0643\u060c \u0641\u0623\u0646\u062a \u0645\u0642\u064a\u062f \u0628\u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629 \u0644\u0627 \u062a\u0628\u0631\u0631 \u0648\u062c\u0648\u062f \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u062e\u0635\u0635\u0629.<br \/>\n2. <strong>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0647\u064a \u0646\u0642\u0637\u0629 \u0627\u0644\u0627\u0646\u0639\u0637\u0627\u0641.<\/strong> \u0625\u0646\u0647 \u0623\u0631\u062e\u0635 \u0645\u0633\u062a\u0648\u0649 \u062d\u064a\u062b \u064a\u0635\u0628\u062d \u0644\u0627\u0645\u0627 3 70B \u0645\u0645\u0643\u0646\u064b\u0627 (\u0641\u064a \u0627\u0644\u0643\u0648\u0627\u0646\u062a\u0633 \u0627\u0644\u0645\u0647\u062f\u062f \u0628\u0627\u0644\u062e\u0637\u0631).<br \/>\n3. <strong>32 GB 32 \u064a\u0641\u062a\u062d 70B \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/strong> \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 RTX 5090 \u0639\u0644\u0649 4090.<br \/>\n4. <strong>48 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646\u0637\u0642\u0629 \u0645\u0631\u064a\u062d\u0629.<\/strong> \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647\u0627 \u062a\u062a\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0646\u0638\u064a\u0641.<br \/>\n5. <strong>128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0648\u062d\u0651\u062f \u0647\u0648 \u0627\u0644\u0633\u0642\u0641 \u0627\u0644\u0645\u0648\u062d\u0651\u062f \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643.<\/strong> \u0641\u0648\u0642 \u0647\u0630\u0627\u060c \u0623\u0646\u062a \u062a\u0634\u062a\u0631\u064a \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062e\u0627\u062f\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Choosing_the_right_quant_for_your_hardware\"><\/span>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0643\u0645\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0623\u062c\u0647\u0632\u062a\u0643<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0643\u0645\u064a \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u064a\u0633 \u062f\u0627\u0626\u0645\u064b\u0627 \u201c\u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u0645\u0646\u0627\u0633\u0628\u201d. \u0641\u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0647\u0645\u0629\u060c \u0648\u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u0628\u0643\u0645\u064a\u0629 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u0628\u0643\u0645\u064a\u0629 \u0623\u0633\u0648\u0623.<\/p>\n<p>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0642\u0631\u064a\u0628\u064a (\u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062d\u064a\u0631\u0629\u060c \u0627\u0644\u0623\u0642\u0644 \u0623\u0641\u0636\u0644):<\/p>\n<ul>\n<li><strong>FP16 \/ BF16<\/strong> - \u0623\u0635\u0644\u064a. \u062e\u0637 \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0645\u0631\u062c\u0639\u064a \u0644\u0644\u062c\u0648\u062f\u0629.<\/li>\n<li><strong>Q8_0<\/strong> - ~0.3% \u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u062d\u064a\u0631\u0629. \u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0645\u064a\u064a\u0632\u0647\u0627 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a.<\/li>\n<li><strong>Q6_K<\/strong> - \u0632\u064a\u0627\u062f\u0629 \u0642\u062f\u0631\u0647\u0627 0.5% \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u0645\u064a\u064a\u0632\u0647\u0627 \u0639\u0645\u0644\u064a\u0627\u064b.<\/li>\n<li><strong>Q5_K_M<\/strong> - \u0632\u064a\u0627\u062f\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 1.0% \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u0627\u0646\u062e\u0641\u0627\u0636 \u0637\u0641\u064a\u0641 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0648\u0644\u0643\u0646 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629 \u062c\u062f\u064b\u0627.<\/li>\n<li><strong>Q4_K_M<\/strong> - \u0632\u064a\u0627\u062f\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 1.5 \u06482.51 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a 3 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u0645\u0648\u0635\u0649 \u0628\u0647 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n<li><strong>Q4_K_S<\/strong> - \u0632\u064a\u0627\u062f\u0629 ~3%. \u0623\u0633\u0648\u0623 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0646 Q4_K_M \u0644\u062d\u062c\u0645 \u0645\u0645\u0627\u062b\u0644.<\/li>\n<li><strong>Q3_K_M<\/strong> - \u0632\u064a\u0627\u062f\u0629 ~ 5-8%. \u062a\u0623\u062b\u0631 \u0627\u0644\u0646\u0627\u062a\u062c \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d.<\/li>\n<li><strong>Q3_K_S<\/strong> - ~10% \u0632\u064a\u0627\u062f\u0629. \u0627\u0633\u062a\u062e\u062f\u0645 \u0641\u0642\u0637 \u0641\u064a \u062d\u0627\u0644\u0629 \u0639\u062f\u0645 \u0645\u0644\u0627\u0621\u0645\u0629 Q4.<\/li>\n<li><strong>IQ2_XXS<\/strong> - ~15-25% \u0632\u064a\u0627\u062f\u0629 ~ 25%. \u0627\u0644\u0645\u0644\u0627\u0630 \u0627\u0644\u0623\u062e\u064a\u0631.<\/li>\n<\/ul>\n<p>\u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0639\u0627\u0645\u0629: <strong>\u062a\u0641\u0636\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0639\u064a\u0627\u0631 \u0623\u0635\u063a\u0631 \u0639\u0646\u062f Q5_K_M \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0623\u0643\u0628\u0631 \u0639\u0646\u062f Q3_K_S<\/strong> \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629. \u064a\u062a\u0641\u0648\u0642 Qwen 32B \u0639\u0646\u062f Q5 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645 \u0639\u0644\u0649 Llama 3 70B \u0639\u0646\u062f IQ2_XXS \u0641\u064a \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0627\u0644\u0623\u062e\u064a\u0631 \u064a\u0628\u062f\u0648 \u0623\u0643\u062b\u0631 \u0625\u062b\u0627\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u0639\u0644\u0649 \u0627\u0644\u0648\u0631\u0642.<\/p>\n<p>\u0627\u0633\u062a\u062b\u0646\u0627\u0621: <strong>\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644<\/strong> \u062d\u064a\u062b \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0646\u062c\u0648 \u0645\u064a\u0632\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u062b\u0642\u064a\u0644. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0634\u0641\u0631\u0627\u062a \u0639\u0644\u0649 \u0648\u062c\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u062f\u060c \u062d\u062a\u0649 \u0646\u0645\u0648\u0630\u062c Q3_K_S \u0644\u0646\u0645\u0648\u0630\u062c 70B \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c Q5_K_M 30B.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"MoE_models_%E2%80%94_the_asterisk\"><\/span>\u0646\u0645\u0627\u0630\u062c \u0648\u0632\u0627\u0631\u0629 \u0627\u0644\u062a\u0631\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0645 - \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0646\u062c\u0645\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0646\u0645\u0627\u0630\u062c \u062e\u0644\u064a\u0637 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 (MoE) \u0645\u062b\u0644 <strong>\u0645\u064a\u0643\u0633\u062a\u0631\u0627\u0644 8x22B<\/strong> \u0648 <strong>\u062f\u064a\u0628 \u0633\u064a\u0643 V3<\/strong> \u0628\u0647\u0627 \u0639\u062f\u0645 \u062a\u0646\u0627\u0633\u0642 \u064a\u0631\u0628\u0643 \u0627\u0644\u0648\u0627\u0641\u062f\u064a\u0646 \u0627\u0644\u062c\u062f\u062f:<\/p>\n<ul>\n<li><strong>\u0645\u0637\u0644\u0648\u0628 \u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 VRAM<\/strong> = \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a (\u0644\u0623\u0646\u0647 \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u062c\u0645\u064a\u0639 \u0627\u0644\u062e\u0628\u0631\u0627\u0621)<\/li>\n<li><strong>\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629<\/strong> = \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0634\u0637\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632 (\u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631)<\/li>\n<\/ul>\n<p>\u0645\u064a\u0643\u0633\u062a\u0631\u0627\u0644 8x22B \u0647\u0648 141 \u0628 \u0625\u062c\u0645\u0627\u0644\u064a \/ 39 \u0628 \u0646\u0634\u0637. \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a VRAM \u0644\u062a\u0634\u063a\u064a\u0644\u0647\u060c \u0648\u0644\u0643\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0648\u0627\u062d\u062f \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0643\u062b\u064a\u0641 40 \u0628.<\/p>\n<p>DeepSeek V3 is 236 B total \/ 21 B active. It needs 150 GB+ of VRAM, but token speed approaches a 20 B dense model. This is why DeepSeek V3 is &#8220;fast for its size&#8221; \u2014 you pay the VRAM tax but get the compute discount.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646 \u0623\u062c\u0647\u0632\u062a\u0643 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0646\u0645\u0648\u0630\u062c MoE\u060c \u0641\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644. \u0625\u0630\u0627 \u0644\u0645 \u062a\u0633\u062a\u0637\u0639\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u062b\u064a\u0641 \u0641\u064a \u0646\u0641\u0633 \u0641\u0626\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0647\u0648 \u0645\u0627 \u062a\u0631\u064a\u062f\u0647.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Quick-start_setups_by_budget\"><\/span>\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0628\u062f\u0621 \u0627\u0644\u0633\u0631\u064a\u0639 \u062d\u0633\u0628 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0629 \u0645\u062d\u062f\u062f\u0629\u060c \u0625\u0644\u064a\u0643 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0641\u064a \u062e\u0645\u0633 \u0646\u0642\u0627\u0637 \u0644\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0641\u064a \u0639\u0627\u0645 2026:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0645\u064a\u0632\u0627\u0646\u064a\u0629<\/th>\n<th>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU)<\/th>\n<th>\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0627\u0644\u0631\u0645\u0648\u0632\/\u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>$300<\/td>\n<td>RTX 3060 \u0628\u0633\u0639\u0629 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0644\u0627\u0645\u0627 3 8 \u0628 8 \u0628 Q5_K_M<\/td>\n<td>~48<\/td>\n<\/tr>\n<tr>\n<td>$700<\/td>\n<td>RTX 3090 \u0645\u0633\u062a\u0639\u0645\u0644\u0629<\/td>\n<td>\u0643\u0648\u064a\u0646 2.5 2.5 32B Q5_K_M<\/td>\n<td>~28<\/td>\n<\/tr>\n<tr>\n<td>$1,300<\/td>\n<td>\u0645\u0633\u062a\u0639\u0645\u0644 RTX 4090<\/td>\n<td>\u0644\u0627\u0645\u0627 3 70 \u0628 3 70 \u0628 Q3_K_S<\/td>\n<td>~13<\/td>\n<\/tr>\n<tr>\n<td>$1,400<\/td>\n<td>2 \u00d7 RTX 3090 + NVLink 2 \u00d7 RTX 3090 + NVLink \u0645\u0633\u062a\u0639\u0645\u0644<\/td>\n<td>\u0644\u0627\u0645\u0627 3 70 \u0628 70 \u0628 Q4_K_M<\/td>\n<td>~15<\/td>\n<\/tr>\n<tr>\n<td>$2,400<\/td>\n<td>RTX 5090<\/td>\n<td>Llama 3 70B Q5_K_M<\/td>\n<td>~18<\/td>\n<\/tr>\n<tr>\n<td>$5,000<\/td>\n<td>\u0645\u0627\u0643 \u0633\u062a\u0648\u062f\u064a\u0648 M4 M4 \u0645\u0627\u0643\u0633 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0645\u064a\u0633\u062a\u0631\u0627\u0644 \u0643\u0628\u064a\u0631 2 Q4 \u0643\u0628\u064a\u0631 2 Q4<\/td>\n<td>~6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u0638\u0644 \u201c\u0623\u0641\u0636\u0644 \u0641\u0626\u0629 \u0642\u064a\u0645\u0629\u201d \u0641\u064a \u0639\u0627\u0645 2026 \u0647\u064a RTX 3090\/4090 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 - \u0647\u0630\u0647 \u0647\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u064a\u0643\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u0633\u0639\u0631 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0645\u0648\u0627\u062a\u064a\u0629 \u0641\u064a \u0627\u0644\u062d\u0633\u0627\u0628\u060c \u0648\u0633\u064a\u0638\u0644 \u0643\u0644\u0627\u0647\u0645\u0627 \u0642\u0627\u062f\u0631\u064b\u0627 \u062d\u062a\u0649 \u0639\u0627\u0645 2028 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644.<\/p>\n<p>\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0627\u062e\u062a\u064a\u0627\u0631\u0647\u0627\u060c \u0631\u0627\u062c\u0639 <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<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 \u0645\u0642\u062f\u0627\u0631 VRAM \u0627\u0644\u0630\u064a \u0623\u062d\u062a\u0627\u062c\u0647 \u0644\u062a\u0634\u063a\u064a\u0644 Llama 3 70B \u0645\u062d\u0644\u064a\u064b\u0627 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0643\u062d\u062f \u0623\u062f\u0646\u0649 \u0644\u0640 Llama 3 70B \u0639\u0646\u062f Q3_K_S (\u0648\u0647\u064a \u062c\u0648\u062f\u0629 \u062a\u0642\u0631\u064a\u0628\u064a\u0629). 32 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u062a\u062a\u064a\u062d \u0644\u0643 \u062a\u0634\u063a\u064a\u0644 Q4_K_M \u0628\u0634\u0643\u0644 \u0645\u0631\u064a\u062d (\u0627\u0644\u0643\u0645\u064a\u0629 \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u0627). 40+ \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0640 Q5_K_M. \u0645\u0639 24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0648\u0633\u064a\u0627\u0642 8 K\u060c \u0644\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0623\u064a \u0645\u0633\u0627\u062d\u0629 \u0644\u0644\u0631\u0623\u0633\u061b \u064a\u062a\u0637\u0644\u0628 \u062f\u0641\u0639 \u0627\u0644\u0633\u064a\u0627\u0642 \u0625\u0644\u0649 32 K \u0625\u0644\u063a\u0627\u0621 \u062a\u062d\u0645\u064a\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0623\u0648 \u0643\u0645\u064a\u0629 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 Q4_K_M \u0648 Q4_K_S\u061f<\/h3>\n<p>\u0643\u0644\u0627\u0647\u0645\u0627 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u062a\u0643\u0645\u064a\u0645\u0627\u062a 4 \u0628\u062a \u0644\u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u062a\u0633\u062a\u062e\u062f\u0645 Q4_K_M (\u201c\u0645\u062a\u0648\u0633\u0637\u201d) 5 \u0628\u062a \u0644\u0628\u0639\u0636 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u062d\u0631\u062c\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u0628\u0631 \u0642\u0644\u064a\u0644\u0627\u064b \u0648\u0644\u0643\u0646 \u0628\u062c\u0648\u062f\u0629 \u0623\u0641\u0636\u0644 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0646 Q4_K_S (\u201c\u0635\u063a\u064a\u0631\u201d). \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0640 VRAM \u0627\u0644\u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u060c \u064a\u064f\u0641\u0636\u0644 Q4_K_M. \u0644\u0627 \u064a\u0643\u0648\u0646 Q4_K_S \u0645\u0646\u0637\u0642\u064a\u064b\u0627 \u0625\u0644\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u0627\u0648\u0644 \u0636\u063a\u0637 \u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0645\u064a\u0632\u0627\u0646\u064a\u0629 VRAM \u0636\u064a\u0642\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0630\u0627\u0643\u0631\u0629 LLM \u0623\u0643\u0628\u0631 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u064a\u061f<\/h3>\n<p>\u0646\u0639\u0645 - \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0625\u0644\u063a\u0627\u0621 \u062a\u062d\u0645\u064a\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629<\/strong>, \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0628\u0639\u0636 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0646\u0638\u0627\u0645 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u0639\u0642\u0648\u0628\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0634\u062f\u064a\u062f\u0629 (\u0623\u0628\u0637\u0623 \u0628\u0640 5-10 \u0623\u0636\u0639\u0627\u0641)\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u064a\u062d \u0644\u0643 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0644\u0627 \u062a\u0646\u0627\u0633\u0628\u0647\u0627. \u0639\u0645\u0644\u064a \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0631\u0636\u064a\u060c \u0648\u0645\u0624\u0644\u0645 \u0643\u0633\u0627\u0626\u0642 \u064a\u0648\u0645\u064a. \u062a\u062f\u0639\u0645 \u0643\u0644 \u0645\u0646 llama.cpp \u0648 Ollama \u0647\u0630\u0627 \u062e\u0627\u0631\u062c \u0627\u0644\u0635\u0646\u062f\u0648\u0642 \u0639\u0628\u0631 <code>\u0627\u0644\u0637\u0628\u0642\u0627\u062a n_gpu_layers<\/code> \u0627\u0644\u0625\u0639\u062f\u0627\u062f.<\/p>\n<h3>\u0647\u0644 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV \u0645\u0647\u0645\u0629 \u062d\u0642\u064b\u0627 \u0644\u062a\u062e\u0637\u064a\u0637 VRAM\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0640 Llama 3 70B \u0641\u064a \u0633\u064a\u0627\u0642 32 \u0643\u064a\u0644\u0648\u0628\u0627\u064a\u062a\u060c \u062a\u0628\u0644\u063a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV \u0648\u062d\u062f\u0647\u0627 \u062d\u0648\u0627\u0644\u064a 5 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a. \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u0627\u0644\u0641\u0639\u0644 \u0639\u0644\u0649 \u062d\u0627\u0641\u0629 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a VRAM\u060c \u0633\u062a\u062e\u0631\u062c \u0639\u0646 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0644\u062d\u0638\u0629 \u0627\u0644\u062a\u064a \u062a\u0637\u0648\u0644 \u0641\u064a\u0647\u0627 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629. \u062e\u0637\u0650\u0651\u0637 \u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a KV \u0648\u0641\u0643\u0631 \u0641\u064a \u062a\u0643\u0645\u064a\u0645 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a Q8 KV (\u062e\u064a\u0627\u0631 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u062d\u062f\u064a\u062b\u0629) \u0644\u062a\u0642\u0644\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0646\u0635\u0641 \u062a\u0642\u0631\u064a\u0628\u064b\u0627.<\/p>\n<h3>\u0647\u0644 \u0647\u0646\u0627\u0643 \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 Llama 3 405B \u0641\u064a \u0627\u0644\u0645\u0646\u0632\u0644\u061f<\/h3>\n<p>\u0623\u062c\u0644\u060c \u0648\u0644\u0643\u0646\u0643 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 200 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0645\u0633\u0627\u0631\u0627\u062a 2026 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 Mac Studio M4 M4 Ultra 512 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a ($12K\u060c \u0628\u0637\u064a\u0621 \u0641\u064a \u0643\u0644 \u0631\u0645\u0632 \u0648\u0644\u0643\u0646\u0647 \u064a\u0639\u0645\u0644)\u060c \u0623\u0648 8\u00d7 RTX 4090 ($13K\u060c \u0625\u0639\u062f\u0627\u062f \u0645\u0639\u0642\u062f)\u060c \u0623\u0648 Nvidia DIGITS ($3K\u060c \u0645\u0635\u0645\u0645 \u0644\u063a\u0631\u0636 \u0645\u0639\u064a\u0646)\u060c \u0623\u0648 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 + 256 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a DDR5 RAM \u0645\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u0645\u062f\u0649 \u0644\u0644\u062a\u0641\u0631\u064a\u063a \u0627\u0644\u062c\u0632\u0626\u064a ($8K\u060c \u0628\u0637\u064a\u0621). \u0627\u0637\u0644\u0639 \u0639\u0644\u0649 <a href=\"\/ar\/running-llama-3-405b-at-home-real-cost\/\">\u062f\u0644\u064a\u0644 \u0625\u0631\u0634\u0627\u062f\u064a \u062d\u0648\u0644 \u062a\u0634\u063a\u064a\u0644 Llama 3 405B \u0641\u064a \u0627\u0644\u0645\u0646\u0632\u0644<\/a>.<\/p>\n<h3>\u0647\u0644 \u0647\u0646\u0627\u0643 \u0623\u064a \u062a\u0646\u0633\u064a\u0642\u0627\u062a \u062a\u0643\u0645\u064a\u0645 2026 \u064a\u062c\u0628 \u0623\u0646 \u0623\u0639\u0631\u0641\u0647\u0627 \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 GGUF\u061f<\/h3>\n<p>\u0646\u0639\u0645 - \u0646\u0639\u0645 - <strong>AWQ<\/strong> (\u0627\u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u0645\u064a \u0644\u0644\u0648\u0632\u0646 \u0627\u0644\u0645\u062f\u0631\u0643 \u0644\u0644\u062a\u0646\u0634\u064a\u0637) \u0648 <strong>GPTQ<\/strong> \u0643\u0644\u0627\u0647\u0645\u0627 \u0644\u0627 \u064a\u0632\u0627\u0644\u0627\u0646 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u062e\u0627\u0635\u0629\u064b \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 vLLM \u0648 TensorRT-LLM. \u0648\u0647\u0645\u0627 \u0623\u0641\u0636\u0644 \u062c\u0648\u062f\u0629 \u0642\u0644\u064a\u0644\u0627\u064b \u0628\u0646\u0641\u0633 \u0639\u062f\u062f \u0627\u0644\u0628\u062a\u0627\u062a \u0645\u0646 GGUF \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062d\u0627\u0644\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a LLM \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u0645\u0639 llama.cpp\/Ollama\/LM Studio\u060c \u062a\u0638\u0644 GGUF \u0645\u0647\u064a\u0645\u0646\u0629 \u0641\u064a \u0639\u0627\u0645 2026 \u0628\u0633\u0628\u0628 \u0628\u0633\u0627\u0637\u062a\u0647\u0627 \u0648\u062f\u0639\u0645\u0647\u0627 \u0627\u0644\u0648\u0627\u0633\u0639 \u0644\u0644\u0623\u062f\u0648\u0627\u062a.<\/p>\n<h3>\u0647\u0644 \u0633\u064a\u0624\u062b\u0631 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0627\u0644\u0643\u0645\u064a Q4 \u0639\u0644\u0649 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0631\u0645\u064a\u0632\u061f<\/h3>\n<p>\u0623\u0642\u0644 \u0645\u0645\u0627 \u062a\u0639\u062a\u0642\u062f\u060c \u0648\u0644\u0643\u0646 \u0646\u0639\u0645. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u060c \u0641\u0625\u0646 Q4_K_M \u0645\u0637\u0627\u0628\u0642 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0644\u0640 FP16. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0639\u0642\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0639\u0628\u0631 \u0642\u0627\u0639\u062f\u0629 \u0634\u064a\u0641\u0631\u0629\u060c \u064a\u0646\u062a\u062c Q4 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0645\u0646\u0637\u0642\u064b\u0627 \u0623\u0633\u0648\u0623 \u0645\u0646 Q5+. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0642\u0648\u0645 \u0628\u0628\u0631\u0645\u062c\u0629 \u062c\u0627\u062f\u0629 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0644\u064a\u0629\u060c \u0641\u0642\u0645 \u0628\u062a\u0641\u0636\u064a\u0644 Q5_K_M \u0648\u0627\u062e\u062a\u0631 \u0623\u062c\u0647\u0632\u062a\u0643 \u0644\u062f\u0639\u0645\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u062e\u0637\u064a\u0637 VRAM \u0644\u0640 LLMs \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0641\u064a 2026 \u0644\u064a\u0633 \u0645\u0639\u0642\u062f\u064b\u0627\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u0643\u0627\u0641\u0626 \u0627\u0644\u062f\u0642\u0629. \u0627\u062e\u062a\u0631 \u0641\u0626\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0623\u0648\u0644\u064b\u0627 (\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627)\u060c \u062b\u0645 \u0627\u062e\u062a\u0631 \u0623\u0635\u063a\u0631 \u0643\u0645\u064a\u0629 \u062a\u0639\u0637\u064a \u062c\u0648\u062f\u0629 \u0645\u0642\u0628\u0648\u0644\u0629 (Q4_K_M \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0635\u062d\u064a\u062d\u0629)\u060c \u062b\u0645 \u0623\u0636\u0641 \u0630\u0627\u0643\u0631\u0629 \u062a\u062e\u0632\u064a\u0646 \u0645\u0624\u0642\u062a KV \u0644\u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u062b\u0645 \u062d\u062c\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0641\u0642\u064b\u0627 \u0644\u0630\u0644\u0643.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062a\u0630\u0643\u0631 \u062b\u0644\u0627\u062b\u0629 \u0623\u0631\u0642\u0627\u0645 \u0641\u0642\u0637\u060c \u0641\u062a\u0630\u0643\u0631 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645:<\/p>\n<ul>\n<li><strong>12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> \u062a\u0634\u063a\u064a\u0644 \u0637\u0631\u0627\u0632\u0627\u062a 8 B \u0628\u0634\u0643\u0644 \u0646\u0638\u064a\u0641.<\/li>\n<li><strong>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> \u064a\u062f\u064a\u0631 30 \u0628 \u0641\u064a \u0643\u0648\u0627\u062a \u0627\u0644\u062c\u0648\u062f\u0629 \u064870 \u0628 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0631\u064a\u062d.<\/li>\n<li><strong>32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> \u064a\u062f\u064a\u0631 70 \u0628 \u0641\u064a \u0643\u0648\u0627\u062a \u0627\u0644\u062c\u0648\u062f\u0629.<\/li>\n<\/ul>\n<p>\u0643\u0644 \u0634\u064a\u0621 \u064a\u062a\u062c\u0627\u0648\u0632 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u064a\u062f\u062e\u0644 \u0641\u064a \u0646\u0637\u0627\u0642 \u0627\u0644\u062e\u0648\u0627\u062f\u0645\u060c \u0648\u0643\u0644 \u0634\u064a\u0621 \u0623\u0642\u0644 \u0645\u0646 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u064a\u062f\u062e\u0644 \u0641\u064a \u0646\u0637\u0627\u0642 \u0627\u0644\u0647\u0648\u0627\u062a\u0641\/\u0627\u0644\u0645\u0636\u0645\u0646\u0629. \u064a\u062d\u062f\u062b \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0643\u0628\u0631 \u0645\u0646 \u0646\u0634\u0627\u0637 \u0648\u062d\u062f\u0629 LLM \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0639\u0627\u0645 2026 \u0641\u064a \u0646\u0637\u0627\u0642 12-32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u0647\u0648 \u0628\u0627\u0644\u0636\u0628\u0637 \u0646\u0637\u0627\u0642 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643 - \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0648\u0644\u064a\u0633 \u0627\u0644\u0635\u062f\u0641\u0629.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/claude-opus-4-8-vs-claude-sonnet-4-6\/\">Claude Opus 4.8 vs Claude Sonnet 4.6: Specs, Pricing &amp; Which to Choose (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/open-source-llm-leaderboard-hardware-2026\/\">\u0644\u0648\u062d\u0629 \u062a\u0635\u0646\u064a\u0641 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0639\u0627\u0645 2026: \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0631\u0627\u0626\u062f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/claude-5-new-ai-models-june-2026\/\">\u0647\u0644 \u064a\u0648\u062c\u062f \u0646\u0645\u0648\u0630\u062c \u00ab\u0643\u0644\u0627\u0648\u062f 5\u00bb\u061f \u0648\u0643\u0644\u0627\u0648\u062f \u0641\u0627\u0628\u0644 5 \u0648\u0643\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0634\u0647\u0631 \u064a\u0648\u0646\u064a\u0648 \u0662\u0660\u0662\u0666<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/veo-3-vs-kling-3-for-ai-video-2026\/\">\u0641\u064a\u0648 \u0663.\u0661 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644\u064a\u0646\u063a \u0663.\u0660 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666: \u0623\u064a\u0647\u0645\u0627 \u064a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629\u061f<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0648\u0631\u0642\u0629 \u0627\u0644\u063a\u0634 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0643\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0639\u0627\u0645 2026 - \u0641\u064a \u0643\u0644 \u0645\u0633\u062a\u0648\u0649 \u062a\u0643\u0645\u064a\u0645 \u0634\u0627\u0626\u0639 - \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0635\u0641\u0648\u0641\u0629 \u062a\u0648\u0636\u062d \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0633\u0628 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a 12 \u064816 \u064824 \u064832 \u064848 \u064880 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a.<\/p>","protected":false},"author":1,"featured_media":271,"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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