{"id":1217,"date":"2026-06-21T19:15:40","date_gmt":"2026-06-21T19:15:40","guid":{"rendered":"https:\/\/convly.ai\/?p=1217"},"modified":"2026-06-21T19:15:40","modified_gmt":"2026-06-21T19:15:40","slug":"nemotron-3-nano-omni-explained-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/","title":{"rendered":"\u0634\u0631\u062d \u0646\u0645\u0648\u0630\u062c NVIDIA Nemotron 3 Nano Omni: \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0648\u0627\u062d\u062f \u064a\u0631\u0649 \u0648\u064a\u0633\u0645\u0639 \u0648\u064a\u0642\u0631\u0623 (\u0662\u0660\u0662\u0666)"},"content":{"rendered":"<p>\u0623\u0637\u0644\u0642\u062a \u0634\u0631\u0643\u0629 NVIDIA \u0644\u0644\u062a\u0648 <strong>Nemotron 3 Nano Omni<\/strong>\u060c \u0648\u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a \u0628\u0633\u064a\u0637\u064c \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0639\u062a\u0627\u062f: \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0648\u0627\u062d\u062f \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 <em>\u0627\u0644\u0631\u0624\u064a\u0629\u060c \u0648\u0627\u0644\u0633\u0645\u0627\u0639\u060c \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u0627\u0644\u0642\u0631\u0627\u0621\u0629<\/em> \u2014 \u062b\u0645 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0639\u0628\u0631 \u0643\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637. \u0641\u0644\u0627 \u064a\u0648\u062c\u062f \u0646\u0645\u0648\u0630\u062c \u0631\u0624\u064a\u0629 \u0645\u0646\u0641\u0635\u0644\u060c \u0648\u0644\u0627 \u0648\u0638\u064a\u0641\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0644\u062a\u062d\u0648\u064a\u0644 \u0645\u0646 \u0627\u0644\u0635\u0648\u062a \u0625\u0644\u0649 \u0646\u0635\u060c \u0648\u0644\u0627 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u0645\u0648\u0635\u0648\u0644\u0629 \u0645\u0639\u064b\u0627. \u0628\u0644 \u062a\u064f\u062f\u062e\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a\u064a\u0627\u062a \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u062c\u0645\u064a\u0639\u0647\u0627 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u062a\u062e\u0631\u062c \u0625\u062c\u0627\u0628\u0627\u062a \u0645\u0646\u0638\u0645\u0629.<\/p>\n<p>\u0645\u0627 \u064a\u062c\u0639\u0644 \u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631 \u0645\u062b\u064a\u0631\u064b\u0627 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0648\u0636\u0639 \u062a\u0633\u0645\u064a\u0629 \u00ab\u0623\u0648\u0645\u0646\u064a\u00bb (\u0634\u0627\u0645\u0644) \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u2014 \u0641\u0628\u0627\u0644\u0641\u0639\u0644 \u062a\u0637\u0644\u0642 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0627\u062a \u062d\u0627\u0644\u064a\u064b\u0651\u0627 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637. \u0628\u0644 \u0645\u0627 \u064a\u0645\u064a\u0632\u0647 \u0647\u0648 \u0623\u0646 \u0646\u0645\u0648\u0630\u062c Nemotron 3 Nano Omni \u064a\u062d\u0642\u0650\u0651\u0642 \u0630\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0663 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0646\u0634\u0637\u0629 \u0641\u0642\u0637<\/strong> \u0645\u0646 \u0623\u0635\u0644 \u0646\u062d\u0648 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629\u060c \u062a\u062d\u062a \u0631\u062e\u0635\u0629 \u062a\u062c\u0627\u0631\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u0639\u0644\u064b\u0627\u060c \u0645\u0639 \u062a\u0648\u0641\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face. \u0648\u0628\u0639\u0628\u0627\u0631\u0629 \u0623\u062e\u0631\u0649: \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0644\u0643\u0646 \u0628\u062d\u062c\u0645 \u0648\u0631\u062e\u0635\u0629 \u064a\u0645\u0643\u0646 \u0644\u0645\u0637\u0648\u0650\u0651\u0631 \u0641\u0631\u062f\u064a \u0623\u0648 \u0634\u0631\u0643\u0629 \u0635\u063a\u064a\u0631\u0629 \u0623\u0646 \u062a\u064f\u0646\u0641\u0650\u0651\u0630\u0647\u0627 \u0648\u062a\u0628\u0646\u064a \u0639\u0644\u064a\u0647\u0627 \u0641\u0639\u0644\u064a\u064b\u0651\u0627.<\/p>\n<p>\u064a\u0648\u0636\u0650\u0651\u062d \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0643\u064a\u0641 \u064a\u062d\u0627\u0641\u0638 \u0647\u064a\u0643\u0644\u0647 \u0639\u0644\u0649 \u0643\u0641\u0627\u0621\u062a\u0647 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u0648\u0623\u062f\u0627\u0621\u0647 \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0647\u0645 \u0645\u0646 \u0630\u0644\u0643 \u2014 \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0630\u064a \u064a\u0647\u0645 \u0642\u0631\u0651\u0627\u0621\u0646\u0627 \u0623\u0643\u062b\u0631 \u0645\u0627 \u064a\u0647\u0645: \u0645\u0627 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644\u0647.<\/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\u0635\u0645\u064a\u0645 \u0663\u0660B-A3B<\/strong> \u2014 \u0623\u064a \u0646\u062d\u0648 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629\u060c \u0644\u0643\u0646 \u0644\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0639\u0644\u064e\u0651\u0645\u0627\u062a \u0627\u0644\u0646\u0634\u0637\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632 ~\u0663 \u0645\u0644\u064a\u0627\u0631\u0627\u062a\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u063a\u064a\u0644\u0647 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0645\u0627 \u064a\u0648\u062d\u064a \u0628\u0647 \u062d\u062c\u0645\u0647 \u0627\u0644\u0638\u0627\u0647\u0631\u064a.<\/li>\n<li><strong>\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u062d\u0642\u064b\u0651\u0627<\/strong> \u2014 \u062a\u064f\u062f\u062e\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a\u064a\u0627\u062a (\u062d\u062a\u0649 \u0633\u0627\u0639\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627) \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 (\u062d\u062a\u0649 \u062f\u0642\u064a\u0642\u062a\u064a\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627)\u060c \u0648\u062a\u062e\u0631\u062c \u0627\u0644\u0646\u0635\u0648\u0635 \u0641\u0642\u0637.<\/li>\n<li><strong>\u0646\u0645\u0648\u0630\u062c \u0647\u062c\u064a\u0646 \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 Mamba \u0648Transformer \u0645\u0639 \u0622\u0644\u064a\u0629 \u062e\u0644\u0637 \u0627\u0644\u062e\u0628\u0631\u0627\u062a (MoE)<\/strong> \u2014 \u062d\u064a\u062b \u062a\u062a\u0639\u0627\u0645\u0644 \u0637\u0628\u0642\u0627\u062a Mamba \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u064f\u0639\u0646\u0649 \u0637\u0628\u0642\u0627\u062a Transformer \u0648\u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u062a (MoE) \u0628\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c.<\/li>\n<li><strong>\u0633\u064a\u0627\u0642 \u0628\u0637\u0648\u0644 \u0662\u0665\u0666 \u0623\u0644\u0641 \u0631\u0645\u0632<\/strong>\u060c \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0648\u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0635\u064a\u063a\u0629 JSON \u0648\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (chain-of-thought)\u060c \u0628\u0644 \u0648\u062d\u062a\u0649 \u0627\u0644\u0637\u0648\u0627\u0628\u0639 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0644\u0645\u0629.<\/li>\n<li><strong>\u0645\u0641\u062a\u0648\u062d \u0648\u062a\u062c\u0627\u0631\u064a<\/strong> \u2014 \u0628\u0645\u0648\u062c\u0628 \u0627\u062a\u0641\u0627\u0642\u064a\u0629 NVIDIA \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u061b \u0648\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 Hugging Face\u060c \u0648\u064a\u0645\u0643\u0646 \u062a\u062c\u0631\u0628\u062a\u0647\u0627 \u0645\u062c\u0627\u0646\u064b\u0627 \u0639\u0628\u0631 OpenRouter.<\/li>\n<li><strong>\u0644\u064a\u0633 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u0648\u062c\u064e\u0651\u0647\u064b\u0627 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629<\/strong> \u2014 \u0625\u0630 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0639\u0645\u0644\u064a\u064b\u0651\u0627 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 5090 \u0628\u0633\u0639\u0629 \u0663\u0662 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u0628\u0627\u0644\u062a\u0643\u0645\u064a\u0629 \u0664 \u0628\u062a) \u0623\u0648 \u0628\u0637\u0627\u0642\u0629 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629\/\u0645\u0631\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0639\u0629 \u0664\u0668\u2013\u0668\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a.<\/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-6a388e4141cbe\" 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-6a388e4141cbe\"  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\/nemotron-3-nano-omni-explained-2026\/#What_is_Nemotron_3_Nano_Omni\" >\u0645\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c Nemotron 3 Nano Omni\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#The_architecture_why_its_so_efficient\" >\u0627\u0644\u0647\u064a\u0643\u0644: \u0644\u0645\u0627\u0630\u0627 \u0647\u0648 \u0641\u0639\u0651\u0627\u0644\u064c \u062c\u062f\u064b\u0651\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#What_it_can_actually_do\" >\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u0637\u064a\u0639 \u0641\u0639\u0644\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#Benchmarks_how_good_is_it_really\" >\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629: \u0645\u0627 \u0645\u062f\u0649 \u062c\u0648\u062f\u062a\u0647 \u062d\u0642\u064b\u0651\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#Can_you_run_it_locally_VRAM_and_hardware\" >\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#How_to_run_it_%E2%80%94_and_where_to_get_it\" >\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644\u0647 \u2014 \u0648\u0645\u0646 \u0623\u064a\u0646 \u062a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#License_and_commercial_use\" >\u0627\u0644\u0631\u062e\u0635\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#Who_should_use_it_%E2%80%94_and_who_shouldnt\" >\u0645\u0646 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0647 \u2014 \u0648\u0645\u0646 \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0644\u0647 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-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-10\" href=\"https:\/\/convly.ai\/ar\/nemotron-3-nano-omni-explained-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_Nemotron_3_Nano_Omni\"><\/span>\u0645\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c Nemotron 3 Nano Omni\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Nemotron 3 Nano Omni \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0646 \u0634\u0631\u0643\u0629 NVIDIA\u060c \u0648\u0647\u0648 \u0627\u0644\u0639\u0636\u0648 \u00ab\u0627\u0644\u0634\u0627\u0645\u0644\u00bb (Omni) \u0636\u0645\u0646 \u0639\u0627\u0626\u0644\u0629 \u0646\u0645\u0627\u0630\u062c Nemotron 3 Nano. \u0648\u064a\u0639\u0643\u0633 \u0627\u0644\u0627\u0633\u0645 \u062b\u0644\u0627\u062b \u0633\u0645\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629 \u062a\u0645\u064a\u0650\u0651\u0632\u0647. <em>Nemotron 3<\/em> \u0647\u064a \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u0646 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u062b\u0627\u0644\u062b \u0627\u0644\u062a\u064a \u0623\u0637\u0644\u0642\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 NVIDIA. <em>Nano<\/em> \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0641\u0626\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u2014 \u0635\u063a\u064a\u0631\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0627\u060c \u0648\u0644\u064a\u0633\u062a \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0636\u062e\u0645\u064b\u0627 \u0645\u062e\u0635\u0635\u064b\u0627 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u0642\u0637. <em>\u0623\u0648\u0645\u0646\u064a<\/em> \u0647\u064a \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629: \u0641\u0647\u064a \u062a\u0641\u0647\u0645 \u0623\u0631\u0628\u0639\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0635\u0644\u064a \u2014 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u2014 \u062f\u0627\u062e\u0644 \u062d\u0644\u0642\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629 \u0645\u0648\u062d\u064e\u0651\u062f\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0631\u0628\u0637 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u0639\u064b\u0627.<\/p>\n<p>\u0648\u062a\u0644\u0643 \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0647\u064a \u0627\u0644\u062d\u0643\u0627\u064a\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u0641\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0639\u062a\u0627\u062f\u0629 \u0644\u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u00ab\u0645\u0634\u0627\u0647\u062f\u0629 \u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646 \u0623\u0633\u0626\u0644\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0647\u00bb \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 (Pipeline): \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c\u064c \u0648\u0627\u062d\u062f\u064c \u0628\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u062a \u0625\u0644\u0649 \u0646\u0635\u060c \u0648\u0646\u0645\u0648\u0630\u062c\u064c \u0622\u062e\u0631 \u0628\u062a\u0633\u0645\u064a\u0629 \u0627\u0644\u0625\u0637\u0627\u0631\u0627\u062a (Captioning)\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u062b\u0627\u0644\u062b \u0628\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0646\u0635\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0642\u0648\u0645 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0628\u062f\u0645\u062c \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0645\u0639\u064b\u0627. \u0648\u0643\u0644 \u0627\u0646\u062a\u0642\u0627\u0644 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u064a\u0636\u064a\u0641 \u0632\u0645\u0646 \u0627\u0646\u062a\u0638\u0627\u0631 (Latency) \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u0636\u0627\u0641\u064a\u0629 \u0648\u0645\u0648\u0642\u0639\u064b\u0627 \u0642\u062f \u062a\u064f\u0641\u0642\u062f \u0641\u064a\u0647 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u0623\u0645\u0627 \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 \u0623\u0648\u0645\u0646\u064a \u0641\u064a\u062f\u0645\u0650\u0651\u0631 \u0647\u0630\u0627 \u0627\u0644\u062e\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628\u064a \u0643\u0644\u0647 \u0648\u064a\u062d\u0648\u0650\u0651\u0644\u0647 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f \u064a\u062f\u0631\u0643 \u0643\u0644 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u062f\u0641\u0639\u0629 \u0648\u0627\u062d\u062f\u0629. \u0648\u062a\u0642\u062f\u0650\u0651\u0645 \u0634\u0631\u0643\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647 <em>\u00ab\u0639\u0627\u0645\u0644 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0641\u0631\u0639\u064a\u00bb<\/em> \u062f\u0627\u062e\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 (Agentic Systems) \u0627\u0644\u0623\u0643\u0628\u0631 \u2014 \u0623\u064a \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0648\u0627\u0644\u0642\u0631\u0627\u0621\u0629\u060c \u0644\u064a\u062a\u0645\u0643\u064e\u0651\u0646 \u0628\u0627\u0642\u064a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u064a \u0645\u0646 \u0627\u0644\u062a\u0635\u0631\u0641.<\/p>\n<p>\u0648\u0647\u0648 \u064a\u062d\u0642\u0650\u0651\u0642 \u0630\u0644\u0643 \u0645\u0639 \u0627\u0644\u0628\u0642\u0627\u0621 \u0635\u063a\u064a\u0631 \u0627\u0644\u062d\u062c\u0645 \u0639\u0646\u062f \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062d\u0631\u062c\u0629. \u0641\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u062d\u062a\u0648\u0627\u0626\u0647 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (Parameter) \u0625\u062c\u0645\u0627\u0644\u064b\u0627\u060c \u0641\u0625\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0634\u0637\u0629 \u0644\u0623\u064a \u0631\u0645\u0632 (Token) \u0645\u0639\u0637\u0649 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 <strong>\u0663 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/strong>. \u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u062e\u062f\u0639\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0643\u0644\u0647 \u0639\u0645\u0644\u064a\u064b\u0651\u0627\u060c \u0648\u0647\u064a \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u0641\u0647\u0645 \u062c\u064a\u062f\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_architecture_why_its_so_efficient\"><\/span>\u0627\u0644\u0647\u064a\u0643\u0644: \u0644\u0645\u0627\u0630\u0627 \u0647\u0648 \u0641\u0639\u0651\u0627\u0644\u064c \u062c\u062f\u064b\u0651\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u062a\u062a\u064a\u062d \u062e\u064a\u0627\u0631\u0627\u0646 \u062a\u0635\u0645\u064a\u0645\u064a\u0627\u0646 \u0644\u0646\u0645\u0627\u0630\u062c \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 \u0623\u0648\u0645\u0646\u064a \u0623\u0646 \u062a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0641\u0626\u062a\u0647\u0627 \u0627\u0644\u0648\u0632\u0646\u064a\u0629.<\/p>\n<p><strong>\u0647\u064a\u0643\u0644 \u0639\u0638\u0645\u064a \u0647\u062c\u064a\u0646 \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u062a\u0642\u0646\u064a\u062a\u064a \u0645\u0627\u0645\u0628\u0627 (Mamba) \u0648\u0627\u0644\u0645\u062d\u0648\u0650\u0651\u0644 (Transformer).<\/strong> \u0641\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u062a\u0639\u062a\u0645\u062f \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u062d\u0648\u0650\u0651\u0644 (Transformer)\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0645\u062a\u0627\u0632 \u0628\u0623\u062f\u0627\u0621 \u0645\u0645\u062a\u0627\u0632 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0635\u0628\u062d \u0645\u0643\u0644\u0641\u0629 \u062c\u062f\u064b\u0651\u0627 \u0643\u0644\u0645\u0627 \u0632\u0627\u062f \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u2014 \u0625\u0630 \u062a\u0632\u062f\u0627\u062f \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 (Attention) \u0641\u064a\u0647\u0627 \u062a\u0631\u0628\u064a\u0639\u064a\u0627\u064b \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u062a\u0633\u0644\u0633\u0644. \u0623\u0645\u0627 \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 \u0623\u0648\u0645\u0646\u064a \u0641\u064a\u062f\u0645\u062c \u0637\u0628\u0642\u0627\u062a \u0645\u0627\u0645\u0628\u0627 (\u0648\u0647\u064a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u062a\u0635\u0645\u064a\u0645 \u0641\u0636\u0627\u0621 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0626\u064a) \u0645\u0639 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0650\u0651\u0644. \u0641\u0637\u0628\u0642\u0627\u062a \u0645\u0627\u0645\u0628\u0627 \u062a\u0646\u0642\u0644 \u0627\u0644\u062a\u0633\u0644\u0633\u0644 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0642\u0648\u0645 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0650\u0651\u0644 \u0628\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u062f\u0642\u064a\u0642. \u0648\u062a\u0630\u0643\u0631 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u0647\u062c\u064a\u0646 \u064a\u0648\u0641\u0650\u0651\u0631 \u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u062d\u0633\u0627\u0628 \u062a\u0635\u0644 \u0625\u0644\u0649 <strong>\u0645\u0627\u0645\u0628\u0627<\/strong> \u0623\u0631\u0628\u0639\u0629 \u0623\u0636\u0639\u0627\u0641 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c \u0645\u062d\u0648\u0650\u0651\u0644 \u0648\u062d\u064a\u062f \u0645\u0643\u0627\u0641\u0626 \u2014 \u0648\u0647\u0648 \u0623\u0645\u0631\u064c \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u062f\u062e\u0644 \u0639\u0628\u0627\u0631\u0629\u064b \u0639\u0646 \u0633\u0627\u0639\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u062a \u0623\u0648 \u0645\u0633\u062a\u0646\u062f\u064d \u0628\u0637\u0648\u0644 \u0662\u0665\u0666 \u0623\u0644\u0641 \u0631\u0645\u0632. <strong>\u0623\u0631\u0628\u0639\u0629 \u0623\u0636\u0639\u0627\u0641 \u0623\u0641\u0636\u0644 \u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u062d\u0633\u0627\u0628<\/strong> \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0647\u062c\u064a\u0646 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c \u0645\u062d\u0648\u0650\u0651\u0644 \u0648\u062d\u064a\u062f \u0645\u0643\u0627\u0641\u0626 \u2014 \u0648\u0647\u0648 \u0623\u0645\u0631\u064c \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u062f\u062e\u0644 \u0639\u0628\u0627\u0631\u0629\u064b \u0639\u0646 \u0633\u0627\u0639\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u062a \u0623\u0648 \u0645\u0633\u062a\u0646\u062f\u064d \u0628\u0637\u0648\u0644 \u0662\u0665\u0666 \u0623\u0644\u0641 \u0631\u0645\u0632.<\/p>\n<p><strong>\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0628\u064a\u0631\u0629 (Mixture-of-Experts - MoE).<\/strong> \u0641\u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u062a\u0634\u063a\u064a\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0648\u062c\u064a\u0647 \u0643\u0644 \u0631\u0645\u0632 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u00ab\u0627\u0644\u062e\u0628\u064a\u0631\u0629\u00bb. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0641\u0625\u0646 \u0646\u062d\u0648 \u0663 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u0642\u0637 \u0645\u0646 \u0623\u0635\u0644 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u062a\u064f\u0641\u0639\u064e\u0651\u0644 \u0644\u0643\u0644 \u0631\u0645\u0632. \u0648\u0628\u0630\u0644\u0643 \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 <em>\u0633\u0639\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u0629<\/em> \u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0645\u0639 \u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c (Inference Cost) \u062a\u0633\u0627\u0648\u064a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u062a\u0644\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 \u0663 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629. \u0648\u0647\u0630\u0647 \u0646\u0641\u0633 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u062d\u062f\u064a\u062b\u0629 \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 <em>inference cost<\/em> of a 3B one. This is the same efficiency play behind other modern open models like <a href=\"https:\/\/convly.ai\/ar\/glm-5-2-explained-2026\/\">GLM 5.2<\/a> \u0648 <a href=\"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-2026\/\">Kimi K2.7 Code<\/a> \u2014 \u0648\u0625\u0630\u0627 \u0631\u063a\u0628\u062a \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629\u060c \u0641\u0625\u0646 \u0634\u0631\u062d\u0646\u0627 \u0627\u0644\u0645\u0628\u0633\u064e\u0651\u0637 \u0644\u0640 <a href=\"https:\/\/convly.ai\/ar\/glm-5-2-explained-2026\/\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0632\u064a\u062c \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0628\u064a\u0631\u0629 (MoE)<\/a> \u064a\u063a\u0637\u064a \u0622\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0628\u0644\u063a\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0641\u0647\u0645.<\/p>\n<p>\u0648\u0628\u062c\u0627\u0646\u0628 \u0647\u0630\u0627 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u0639\u0638\u0645\u064a \u0627\u0644\u0644\u063a\u0648\u064a\u060c \u0647\u0646\u0627\u0643 \u0645\u0634\u0641\u0631\u0627\u0646 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u064a\u0645\u0646\u062d\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062d\u0648\u0627\u0633\u0647:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0631\u0624\u064a\u0629:<\/strong> \u0623 <strong>\u0645\u0634\u0641\u0631 C-RADIOv4-H<\/strong> \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0644\u0627\u0641\u064a\u0641 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629-\u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Spatiotemporal Processing)\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0637\u0628\u0642\u0629 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0641\u064a\u062f\u064a\u0648 \u0641\u0639\u064e\u0651\u0627\u0644\u0629 (Efficient Video Sampling - EVS) \u0644\u0636\u0645\u0627\u0646 \u0623\u0644\u0627 \u064a\u0624\u062f\u064a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0625\u0644\u0649 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0631\u0645\u0648\u0632.<\/li>\n<li><strong>\u0627\u0644\u0635\u0648\u062a:<\/strong> \u0645\u0634\u0641\u0631 \u0635\u0648\u062a\u064a \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0628\u0627\u0633\u0645 <strong>\u0628\u0627\u0631\u0643\u064a\u062a<\/strong> \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0643\u0644\u0627\u0645 \u0648\u0627\u0644\u0635\u0648\u062a \u0639\u0645\u0648\u0645\u064b\u0627\u060c \u0628\u0644 \u0648\u064a\u064f\u0646\u062a\u062c \u0637\u0648\u0627\u0628\u0639 \u0632\u0645\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0644\u0645\u0627\u062a (Word-level timestamps).<\/li>\n<\/ul>\n<p>\u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0647\u064a \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f \u064a\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u0643\u0633\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u0648\u062c\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0648\u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648\u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644 \u062f\u0627\u062e\u0644\u064a \u0645\u0634\u062a\u0631\u0643 \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0639\u0644\u064a\u0647 \u0645\u062c\u062a\u0645\u0639\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_it_can_actually_do\"><\/span>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u0637\u064a\u0639 \u0641\u0639\u0644\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0631\u063a\u0645 \u0623\u0646 \u0645\u0635\u0637\u0644\u062d \u00ab\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u00bb \u0642\u062f \u064a\u0628\u062f\u0648 \u063a\u0627\u0645\u0636\u064b\u0627 \u0646\u0638\u0631\u064a\u064b\u0651\u0627\u060c \u0641\u0625\u0644\u064a\u0643 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u0644\u0645\u0648\u0633\u0629 \u0627\u0644\u062a\u064a \u0648\u062b\u064e\u0651\u0642\u062a\u0647\u0627 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0644\u0646\u0645\u0627\u0630\u062c \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 \u0623\u0648\u0645\u0646\u064a:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a:<\/strong> \u0646\u0635\u061b \u0635\u0648\u0631 (RGB)\u061b \u0635\u0648\u062a \u0628\u0635\u064a\u063a\u0629 WAV \u0623\u0648 MP3 <strong>\u0628\u062d\u062f \u0623\u0642\u0635\u0649 \u064a\u0628\u0644\u063a \u0633\u0627\u0639\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627<\/strong>\u061b \u0648\u0641\u064a\u062f\u064a\u0648 \u0628\u0635\u064a\u063a\u0629 MP4 <strong>\u0628\u062d\u062f \u0623\u0642\u0635\u0649 \u062f\u0642\u064a\u0642\u062a\u0627\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/strong> \u0646\u0635 \u2014 \u0644\u0643\u0646 \u0646\u0635\u064c\u0651 \u063a\u0646\u064a\u064c\u0651. \u0648\u064a\u0645\u0643\u0646\u0647 \u0625\u0635\u062f\u0627\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646\u0638\u0645\u0629 \u0639\u0644\u0649 \u0635\u064a\u063a\u0629 <strong>JSON<\/strong>\u060c \u0648\u0625\u0638\u0647\u0627\u0631 <strong>\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 (Chain-of-Thought Reasoning)<\/strong>\u0627\u0644\u062a\u064a \u0627\u062a\u0628\u0639\u0647\u0627\u060c \u0648\u0625\u062c\u0631\u0627\u0621 <strong>\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0644\u0644\u0623\u062f\u0648\u0627\u062a (Tool Calls)<\/strong>\u060c \u0648\u0631\u0628\u0637 <strong>\u0637\u0648\u0627\u0628\u0639 \u0632\u0645\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0644\u0645\u0627\u062a<\/strong> \u0628\u0627\u0644\u0646\u0635 \u0627\u0644\u0630\u064a \u064a\u0648\u0644\u0650\u0651\u062f\u0647 \u0645\u0646 \u0627\u0644\u0635\u0648\u062a \u0627\u0644\u0630\u064a \u064a\u062d\u0648\u0650\u0651\u0644\u0647.<\/li>\n<li><strong>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> <strong>\u0662\u0665\u0666 \u0623\u0644\u0641 \u0631\u0645\u0632<\/strong>\u060c \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u062c\u064a\u0629 \u0641\u064a \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (\u0645\u0646 \u062d\u0648\u0627\u0644\u064a \u0661\u0666 \u0623\u0644\u0641 \u0631\u0645\u0632 \u2192 \u0664\u0669 \u0623\u0644\u0641 \u0631\u0645\u0632 \u2192 \u0662\u0666\u0662 \u0623\u0644\u0641 \u0631\u0645\u0632). \u0648\u0647\u0630\u0627 \u064a\u0643\u0641\u064a \u0644\u0627\u062d\u062a\u0648\u0627\u0621 \u0639\u0642\u062f \u0637\u0648\u064a\u0644 \u0623\u0648 \u0646\u0635 \u0645\u062a\u0631\u0627\u0628\u0637 \u0645\u0637\u0648\u064e\u0651\u0644 \u0623\u0648 \u0642\u0627\u0639\u062f\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u2014 \u0648\u0647\u064a \u0646\u0641\u0633 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u0644\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u064a\u0629 (Vector Databases) \u0648\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0633\u064a\u0639 (RAG Pipelines) <a href=\"https:\/\/convly.ai\/ar\/what-is-a-vector-database-2026\/\">\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u064a\u0629<\/a> \u0648 <a href=\"https:\/\/convly.ai\/ar\/how-to-build-a-rag-pipeline-2026\/\">\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u062a\u0648\u0633\u064a\u0639 (RAG)<\/a> \u0644\u0644\u0648\u062b\u0627\u0626\u0642 \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u062d\u062c\u0645.<\/li>\n<\/ul>\n<p>\u0648\u062a\u0648\u0636\u0650\u0651\u062d \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0648\u0644 <strong>\u0630\u0643\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/strong> (\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0639\u0642\u0648\u062f \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0645\u0645\u0633\u0648\u062d\u0629 \u0636\u0648\u0626\u064a\u064b\u0651\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 OCR)\u060c <strong>\u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u0627\u0644\u062a\u0631\u0641\u064a\u0647<\/strong> (\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0643\u0644\u0627\u0645)\u060c <strong>\u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong>\u060c \u0648 <strong>\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI)<\/strong> \u2014 \u0648\u0643\u064a\u0644\u064c \u0642\u0627\u062f\u0631\u064c \u0639\u0644\u0649 \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0634\u0627\u0634\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u064d \u0628\u0634\u0623\u0646 \u0645\u0627 \u064a\u062c\u0628 \u0627\u0644\u0646\u0642\u0631 \u0639\u0644\u064a\u0647. \u0648\u0627\u0644\u062e\u064a\u0637 \u0627\u0644\u0645\u0634\u062a\u0631\u0643 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u0647\u0648 <em>\u0627\u0644\u0625\u062f\u0631\u0627\u0643<\/em>: \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u064a\u062a\u0637\u0644\u0651\u0628 \u0641\u064a\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u0647\u0645\u064e \u0645\u062f\u062e\u0644\u0627\u062a\u064d \u0648\u0627\u0642\u0639\u064a\u0629\u064d \u0641\u0648\u0636\u0648\u064a\u0629\u064d \u0642\u0628\u0644 \u0623\u0646 \u064a\u062a\u0645\u0643\u0651\u0646 \u0645\u0646 \u0625\u0646\u062c\u0627\u0632 \u0623\u064a \u0634\u064a\u0621\u064d \u0645\u0641\u064a\u062f\u064d.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Benchmarks_how_good_is_it_really\"><\/span>\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629: \u0645\u0627 \u0645\u062f\u0649 \u062c\u0648\u062f\u062a\u0647 \u062d\u0642\u064b\u0651\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u062a\u063a\u064a\u0651\u0631 \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0645\u0639 \u0643\u0644 \u0625\u0635\u062f\u0627\u0631\u060c \u0644\u0630\u0627 \u0639\u0627\u0645\u0644\u0647\u0627 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0644\u0642\u0637\u0629\u064c \u0632\u0645\u0646\u064a\u0629\u064c \u0639\u0627\u0628\u0631\u0629\u064c \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0648\u062d\u064a\u064d \u0644\u0627 \u064a\u064f\u062e\u0637\u0626. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u064f\u0631\u0633\u064e\u0644\u0629 \u062b\u0627\u0628\u062a\u0629: \u0641\u064a\u062f\u064a\u0648 \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 \u0623\u0648\u0645\u0646\u064a (Nemotron 3 Nano Omni) \u064a\u062a\u0642\u062f\u0651\u0645 \u0623\u0648 \u064a\u0633\u0627\u0648\u064a \u0646\u0645\u0627\u0630\u062c\u064e \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631\u064d \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0625\u062f\u0631\u0627\u0643\u060c \u0648\u064a\u062a\u0641\u0648\u0651\u0642 \u0628\u0634\u0643\u0644\u064d \u0633\u0627\u062d\u0642\u064d \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0643\u0641\u0627\u0621\u0629.<\/p>\n<p>\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u064f\u0646\u062a\u0642\u0627\u0629 \u0627\u0644\u062a\u064a \u0623\u0628\u0644\u063a\u062a \u0639\u0646\u0647\u0627 \u0634\u0631\u0643\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u064a\u0627\u0633\u064a<\/th>\n<th>\u0645\u0627 \u064a\u0642\u064a\u0633\u0647<\/th>\n<th>\u0627\u0644\u0646\u062a\u064a\u062c\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>OCRBench V2<\/td>\n<td>\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\/\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/td>\n<td>67.04<\/td>\n<\/tr>\n<tr>\n<td>CV-Bench 2D<\/td>\n<td>\u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0628\u0635\u0631\u064a (Visual grounding)<\/td>\n<td>83.95<\/td>\n<\/tr>\n<tr>\n<td>Video-MME<\/td>\n<td>\u0641\u0647\u0645 \u0627\u0644\u0641\u064a\u062f\u064a\u0648<\/td>\n<td>72.2<\/td>\n<\/tr>\n<tr>\n<td>OSWorld<\/td>\n<td>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \/ \u0648\u0643\u0644\u0627\u0621 \u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI agents)<\/td>\n<td>47.4<\/td>\n<\/tr>\n<tr>\n<td>Speech IF<\/td>\n<td>\u0627\u062a\u0651\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0645\u0646\u0637\u0648\u0642\u0629<\/td>\n<td>89.39<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0648\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u060c \u062a\u0634\u064a\u0631 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062d\u0642\u0651\u0642 \u062f\u0642\u0629\u064b \u0647\u064a \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u0646\u0648\u0639\u0647\u0627 \u0641\u064a \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u062b\u0644 <strong>MMLongBench-Doc<\/strong> \u0648\u0646\u062a\u0627\u0626\u062c \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0641\u0626\u062a\u0647\u0627 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0635\u0648\u062a \u0645\u062b\u0644 <strong>WorldSense<\/strong> \u0648 <strong>DailyOmni<\/strong> \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0635\u0648\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0648\u0643\u0630\u0644\u0643 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 <strong>VoiceBench<\/strong> .<\/p>\n<p>\u0623\u0645\u0627 \u0627\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0641\u0647\u064a \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0651\u0632\u0647 \u062d\u0642\u064b\u0651\u0627. \u0648\u062a\u0630\u0643\u0631 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0623\u0646 \u0633\u0639\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629 \u0623\u0639\u0644\u0649 \u0628\u0646\u0633\u0628\u0629 \u062a\u0642\u0631\u064a\u0628\u064a\u0629 \u062a\u0628\u0644\u063a <strong>\u0669,\u0662\u00d7<\/strong> \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0623\u0639\u0644\u0649 \u0628\u0646\u0633\u0628\u0629 \u062a\u0642\u0627\u0631\u0628 <strong>\u0667,\u0664\u00d7<\/strong> \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629 \u2014 \u0648\u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0633\u0645 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 (video-tagging)\u060c \u062d\u0642\u0651\u0642 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0639\u0644\u0649 \u0643\u0645\u064a\u0629\u064d \u0645\u0646 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0627\u0644\u0645\u064f\u0639\u0627\u0644\u064e\u062c \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648\u0628\u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u064d \u0628\u064a\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u064f\u062e\u062a\u0628\u0631\u0629\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0623\u0648 \u0645\u063a\u0644\u0642\u0629. \u0623\u0645\u0627 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0628\u0627\u0631\u0632 \u0627\u0644\u0648\u0627\u0631\u062f \u0641\u064a \u0645\u0648\u0627\u062f \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u0647\u0648 <strong>\u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0669\u00d7<\/strong> \u0648 <strong>\u0648\u0633\u0631\u0639\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0623\u0633\u0631\u0639 \u0628\u0646\u0633\u0628\u0629 \u0662,\u0669\u00d7 \u0641\u064a \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0648\u0627\u062d\u062f<\/strong> \u0641\u064a \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637. \u0648\u062d\u062a\u0649 \u0644\u0648 \u0627\u0646\u062e\u0641\u0636\u062a \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0648\u0627\u0636\u062d: \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u064f\u0635\u0645\u064e\u0651\u0645 \u0644\u064a\u0643\u0648\u0646 <em>\u0631\u062e\u064a\u0635 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639<\/em>\u060c \u0648\u0647\u064a \u0628\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062e\u0627\u0635\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062d\u062a\u0627\u062c\u0647\u0627 \u0648\u0643\u064a\u0644 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/p>\n<p>\u0648\u0627\u0644\u062a\u062d\u0630\u064a\u0631 \u0627\u0644\u0635\u0627\u062f\u0642 \u0647\u0646\u0627 \u0647\u0648 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0635\u0627\u062f\u0631\u0629\u064c \u0639\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0646\u0641\u0633\u0647\u0627\u060c \u0648\u0623\u0646 \u0639\u0628\u0627\u0631\u0629 \u00ab\u0627\u0644\u0623\u0641\u0636\u0644 \u0641\u064a \u0641\u0626\u062a\u0647 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0630\u0627\u062a \u062d\u062c\u0645\u0647\u0627\u00bb \u0644\u064a\u0633\u062a \u0645\u0643\u0627\u0641\u0626\u0629\u064b \u0644\u0639\u0628\u0627\u0631\u0629 \u00ab\u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0643\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u0648\u062f\u064a\u0629 \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u00bb. \u0641\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0648\u0627\u0633\u0639 \u0648\u0627\u0644\u0645\u0641\u062a\u0648\u062d\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u0648\u062f\u064a\u0629 \u0627\u0644\u0645\u0645\u0644\u0648\u0643\u0629 \u062e\u0635\u0648\u0635\u064a\u064b\u0651\u0627 \u0647\u064a \u0627\u0644\u0623\u0641\u0636\u0644. \u0623\u0645\u0627 \u062d\u062c\u0629 \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 \u0623\u0648\u0645\u0646\u064a \u0641\u0647\u064a <strong>\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u0627\u0646\u0641\u062a\u0627\u062d<\/strong>\u060c \u0648\u0644\u064a\u0633 \u0627\u0644\u062a\u0641\u0648\u0651\u0642 \u0627\u0644\u062d\u062f\u0651\u064a \u0627\u0644\u062e\u0627\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Can_you_run_it_locally_VRAM_and_hardware\"><\/span>\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0647\u0646\u0627 \u062a\u062c\u0628 \u0625\u0639\u0627\u062f\u0629 \u0636\u0628\u0637 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0648\u0641\u0642 \u0627\u0644\u0648\u0627\u0642\u0639. \u0641\u0646\u0645\u0648\u0630\u062c \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 \u0623\u0648\u0645\u0646\u064a \u00ab\u0635\u063a\u064a\u0631\u00bb \u0646\u0633\u0628\u064a\u064b\u0651\u0627 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c \u062d\u062f\u0651\u064a \u064a\u062a\u062c\u0627\u0648\u0632 \u0661\u0660\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629\u060c \u0644\u0643\u0646\u0647 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629\u060c \u0643\u0645\u0627 \u0623\u0646 \u0646\u0633\u062e\u0629 \u0623\u0648\u0645\u0646\u064a (Omni) \u062a\u062a\u0637\u0644\u0651\u0628 \u0645\u0648\u0627\u0631\u062f \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0635\u064a \u0641\u0642\u0637 \u0630\u064a \u0627\u0644\u0639\u062f\u062f \u0646\u0641\u0633\u0647 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a. \u0648\u0642\u062f \u0646\u0634\u0631\u062a \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u062b\u0644\u0627\u062b \u0646\u0633\u062e \u0645\u064f\u0643\u0645\u064e\u0651\u0646\u0629 (quantized) \u0645\u0639 \u062d\u062f\u0648\u062f \u0645\u0627\u062f\u064a\u0629 \u0645\u062d\u062f\u062f\u0629 \u0628\u0648\u0636\u0648\u062d:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u062f\u0642\u0629<\/th>\n<th>\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0623\u062f\u0646\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0645\u0648\u0635\u0649 \u0628\u0647\u0627 \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>BF16 (\u0643\u0627\u0645\u0644\u0629)<\/td>\n<td>~\u0666\u0662 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 H100 \u0628\u0633\u0639\u0629 \u0668\u0660 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 B200<\/td>\n<\/tr>\n<tr>\n<td>FP8<\/td>\n<td>~\u0663\u0663 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 L40S \u0628\u0633\u0639\u0629 \u0664\u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>NVFP4 (\u0664 \u0628\u062a)<\/td>\n<td>~\u0662\u0661 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 RTX 5090 \u0628\u0633\u0639\u0629 \u0663\u0662 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0642\u0631\u0623 \u0627\u0644\u0635\u0641 \u0627\u0644\u0633\u0641\u0644\u064a \u0628\u0639\u0646\u0627\u064a\u0629\u060c \u0644\u0623\u0646\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629\u064b \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0627\u0633. \u0641\u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0645\u0643\u0645\u0651\u0646 \u0628\u0640\u0664 \u0628\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0642\u0629 <strong>NVFP4<\/strong> \u064a\u0628\u0644\u063a \u062d\u062c\u0645\u0647 \u0646\u062d\u0648 \u0662\u0661 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u2014 \u0644\u0643\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0627\u0644\u0645\u0630\u0643\u0648\u0631 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0647\u0648 \u0628\u0637\u0627\u0642\u0629 <strong>RTX 5090 \u0628\u0633\u0639\u0629 \u0663\u0662 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/strong>\u060c \u0648\u0644\u064a\u0633 \u0628\u0637\u0627\u0642\u0629 \u0633\u0639\u0629 \u0662\u0664 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a. \u0648\u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0639\u0628\u0621 \u0627\u0644\u0625\u0636\u0627\u0641\u064a \u0644\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637: \u0623\u064a \u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u062a\u060c \u0648\u0630\u0627\u0643\u0631\u0629 KV (KV cache)\u060c \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0651\u0628 \u062c\u0645\u064a\u0639\u0647\u0627 \u0647\u0627\u0645\u0634\u064b\u0627 \u0625\u0636\u0627\u0641\u064a\u064b\u0651\u0627 \u0641\u0648\u0642 \u062d\u062c\u0645 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0641\u0642\u0637. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0641\u0625\u0646 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0630\u0627\u062a \u0627\u0644\u0633\u0639\u0629 \u0662\u0664 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u062a\u0643\u0648\u0646 \u0641\u064a \u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u062d\u0648\u0627\u0644 \u0639\u0646\u062f \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0627\u0644\u0645\u0642\u0628\u0648\u0644 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0633\u062e\u0629 \u0623\u0648\u0645\u0646\u064a\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0643\u0648\u0646 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0633\u0639\u0627\u062a \u0668\u2013\u0661\u0666 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u063a\u064a\u0631 \u0645\u0624\u0647\u0644\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0643\u0627\u0645\u0644. <a href=\"https:\/\/convly.ai\/ar\/rtx-5090-vs-rtx-4090-for-ai-2026\/\">RTX 4090<\/a> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u062f\u0641\u0643 \u0628\u0628\u0633\u0627\u0637\u0629 \u00ab\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0623\u0635\u063a\u0631\u00bb\u060c \u0641\u0625\u0646 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 \u0647\u0648 \u0627\u0644\u0646\u0633\u062e\u0629<\/p>\n<p>\u0627\u0644\u0646\u0635\u064a\u0629 \u0641\u0642\u0637 \u0645\u0646 \u0646\u064a\u0645\u0648\u062a\u0631\u0648\u0646 \u0663 \u0646\u0627\u0646\u0648 <strong>(\u0648\u0644\u064a\u0633\u062a \u0623\u0648\u0645\u0646\u064a)\u060c \u0648\u0627\u0644\u062a\u064a \u0642\u0627\u0645 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0628\u0627\u0644\u0641\u0639\u0644 \u0628\u062a\u0639\u0628\u0626\u062a\u0647\u0627 \u0641\u064a \u0625\u0635\u062f\u0627\u0631\u0627\u062a GGUF \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0623\u0642\u0644 \u0642\u0648\u0629\u064b \u0628\u0643\u062b\u064a\u0631 \u2014 \u0645\u0639 \u0627\u0644\u062a\u0646\u0627\u0632\u0644 \u0639\u0646 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629\/\u0627\u0644\u0635\u0648\u062a\u064a\u0629\/\u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u0648\u0644\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u062f\u0644\u064a\u0644\u064d \u0645\u0648\u062c\u0632\u064d \u062d\u0648\u0644 \u0645\u0637\u0627\u0628\u0642\u0629 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0642\u062f\u0631\u0627\u062a \u0628\u0637\u0627\u0642\u062a\u0643\u060c \u0631\u0627\u062c\u0639 \u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u0645\u0641\u0635\u0651\u0644 \u062d\u0648\u0644<\/strong> \u0643\u0645\u064a\u0629 \u0627\u0644\u0640 VRAM \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0631\u0626\u064a\u0633\u064a <a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">how much VRAM every major LLM needs<\/a> \u0648\u0623\u0641\u0636\u0644 \u062e\u064a\u0627\u0631\u0627\u062a\u0646\u0627 \u0644\u0640 <a href=\"https:\/\/convly.ai\/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\u0627\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 (Local LLMs)<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_to_run_it_%E2%80%94_and_where_to_get_it\"><\/span>\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644\u0647 \u2014 \u0648\u0645\u0646 \u0623\u064a\u0646 \u062a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0644\u062f\u064a\u0643 \u062b\u0644\u0627\u062b \u0645\u0633\u0627\u0631\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0648\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a <em>\u062a\u062c\u0631\u0628\u0629<\/em> \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0648 <em>\u0646\u0634\u0631\u0647<\/em> .<\/p>\n<p><strong>\u0661. \u062c\u0631\u0651\u0628\u0647 \u0645\u062c\u0627\u0646\u064b\u0627 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0623\u062c\u0647\u0632\u0629.<\/strong> \u0623\u0633\u0631\u0639 \u0637\u0631\u064a\u0642\u0629 \u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u064a\u0641\u0639\u0644\u0647 \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0629 <strong>OpenRouter<\/strong>\u060c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0636\u064a\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u062e\u0637\u0629 \u0645\u062c\u0627\u0646\u064a\u0629. \u0643\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641\u0629 \u0645\u0646 \u0634\u0631\u0643\u0629 NVIDIA. \u0648\u0647\u064a \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062c\u0648\u062f\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/p>\n<p><strong>\u0662. \u0627\u0633\u062a\u0636\u0641\u0647 \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0644\u0644\u0625\u0646\u062a\u0627\u062c.<\/strong> \u062a\u0648\u0641\u0651\u0631\u0647 \u0634\u0631\u0643\u0629 NVIDIA \u0643\u062e\u062f\u0645\u0629 \u0635\u063a\u064a\u0631\u0629 (microservice) \u062a\u064f\u0633\u0645\u0649 <strong>NIM<\/strong>\u060c \u0648\u0647\u0648 \u0645\u062f\u0639\u0648\u0645 \u0645\u0646 \u0645\u0643\u062f\u0651\u0633\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u062c\u0627\u062f\u0629 \u2014 \u0645\u062b\u0644 <strong>vLLM \u0648SGLang \u0648TensorRT-LLM<\/strong> \u2014 \u0648\u0627\u0644\u062a\u064a \u0633\u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u062a\u0634\u063a\u064a\u0644\u0647 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a H100 \u0623\u0648 L40S \u0623\u0648 RTX 5090. \u0648\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0627 \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627 \u0639\u0646\u062f \u0627\u0644\u062a\u0648\u0633\u0639.<\/p>\n<p><strong>\u0663. \u062a\u0634\u063a\u064a\u0644\u0647 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628.<\/strong> \u064a\u062f\u0639\u0645\u0647 \u062d\u0627\u0644\u064a\u064b\u0651\u0627 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u0645\u062b\u0644 <strong>LM Studio<\/strong>, <strong>Ollama<\/strong>\u060c \u0648 <strong>llama.cpp<\/strong> \u060c \u062d\u064a\u062b \u062a\u062a\u0642\u062f\u0651\u0645 \u0647\u0630\u0647 \u0627\u0644\u062f\u0639\u0645 \u0628\u0627\u0637\u0631\u0627\u062f \u2014 \u0641\u0647\u0648 \u0645\u0628\u0627\u0634\u0631 \u0627\u0644\u064a\u0648\u0645 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0625\u0635\u062f\u0627\u0631 Nemotron 3 Nano \u0627\u0644\u0646\u0635\u064a \u0641\u0642\u0637\u060c \u0628\u064a\u0646\u0645\u0627 \u0633\u064a\u062a\u0648\u0641\u0631 \u062f\u0639\u0645 \u0643\u0627\u0645\u0644 \u0644\u0646\u0645\u0627\u0630\u062c Omni \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0641\u0648\u0631 \u0623\u0646 \u062a\u0648\u0627\u0643\u0628 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u062c\u062f\u064a\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062d\u0644\u064a (local inference)\u060c \u0641\u0627\u0628\u062f\u0623 \u0628\u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0628\u0631\u0646\u0627\u0645\u062c <a href=\"https:\/\/convly.ai\/ar\/lm-studio-complete-guide-2026\/\">LM Studio<\/a> \u0623\u0648 \u0645\u0642\u0627\u0631\u0646\u062a\u0646\u0627 \u0628\u064a\u0646 <a href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/\">Ollama vs LM Studio vs vLLM vs llama.cpp<\/a> \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/p>\n<p>\u0623\u0645\u0627 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0646\u0641\u0633\u0647\u0627 \u0641\u0647\u064a \u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face \u0636\u0645\u0646 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 <code>nvidia\/<\/code> \u060c \u0648\u0628\u0625\u0635\u062f\u0627\u0631\u0627\u062a BF16 \u0648FP8 \u0648NVFP4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"License_and_commercial_use\"><\/span>\u0627\u0644\u0631\u062e\u0635\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0647\u0630\u0647 \u0625\u062d\u062f\u0649 \u0623\u0642\u0648\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0641\u064a \u0646\u0645\u0648\u0630\u062c Nemotron 3 Nano Omni. \u0641\u0642\u062f \u0635\u062f\u0631 \u0628\u0645\u0648\u062c\u0628 \u0627\u062a\u0641\u0627\u0642\u064a\u0629 NVIDIA \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 <strong>(\u062a\u0631\u062e\u064a\u0635 Nemotron \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629)<\/strong> \u060c \u0648\u0627\u0644\u062a\u064a <strong>\u062a\u062a\u064a\u062d \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a<\/strong>. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647 \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0648\u0636\u0628\u0637\u0647 \u062d\u0633\u0628 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 (fine-tune) \u2014 \u0625\u0630 \u062a\u064f\u0631\u0641\u0642 \u0639\u0627\u0626\u0644\u0629 \u0646\u0645\u0627\u0630\u062c NVIDIA \u0648\u0635\u0641\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Unsloth \u062a\u062f\u0639\u0645 \u0628\u0627\u0644\u0641\u0639\u0644 \u0636\u0628\u0637 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u2014 \u0628\u0644 \u0648\u064a\u0645\u0643\u0646\u0643 \u062f\u0645\u062c\u0647 \u062f\u0627\u062e\u0644 \u0645\u0646\u062a\u062c \u062a\u062c\u0627\u0631\u064a\u060c \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0641\u064a \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n<p>\u0625\u0646 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0648\u062a\u0631\u062e\u064a\u0635 \u062a\u062c\u0627\u0631\u064a \u0645\u0631\u0650\u0646 \u0647\u0648 \u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646\u0647 \u0628\u062f\u064a\u0644\u064b\u0627 \u062d\u0642\u064a\u0642\u064a\u064b\u0651\u0627 \u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u0623\u0645\u0627\u0645 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0623\u0648 \u0644\u0627 \u062a\u0631\u063a\u0628 \u0641\u064a \u0625\u0631\u0633\u0627\u0644 \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u0647\u0627 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u062a\u0633\u062c\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0623\u0648 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0625\u0644\u0649 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u062a\u0627\u0628\u0639\u0629 \u0644\u0637\u0631\u0641 \u062b\u0627\u0644\u062b.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Who_should_use_it_%E2%80%94_and_who_shouldnt\"><\/span>\u0645\u0646 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0647 \u2014 \u0648\u0645\u0646 \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0644\u0647 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>\u0623\u0645\u0627 \u0645\u0637\u0648\u0631\u0648 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 (Agent builders)<\/strong> \u0627\u0644\u0630\u064a\u0646 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0637\u0628\u0642\u0629 \u0625\u062f\u0631\u0627\u0643 \u0631\u062e\u064a\u0635\u0629 \u0648\u0633\u0631\u064a\u0639\u0629 \u2014 \u0623\u064a \u0634\u064a\u0621 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0623\u0648 \u0645\u0634\u0627\u0647\u062f\u0629 \u0645\u0642\u0627\u0637\u0639 \u0642\u0635\u064a\u0631\u0629 \u0623\u0648 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0625\u0644\u0649 \u0646\u0635 \u062f\u0627\u062e\u0644 \u0646\u0638\u0627\u0645 \u0623\u0643\u0628\u0631 \u2014 \u0641\u0647\u0645 \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641. \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0630\u064a \u0635\u0645\u0651\u0645\u062a NVIDIA \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0647.<\/li>\n<li><strong>\u0623\u0645\u0627 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u064a\u0639\u0645\u0644 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 (on-prem)<\/strong> \u0645\u0639 \u0636\u0645\u0627\u0646 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0641\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u062e\u064a\u0627\u0631 \u0645\u0641\u062a\u0648\u062d \u0648\u0645\u0635\u0631\u0651\u062d \u0628\u0647 \u062a\u062c\u0627\u0631\u064a\u064b\u0651\u0627 \u064a\u0646\u0627\u0641\u0633 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/li>\n<li><strong>\u0623\u0645\u0627 \u0627\u0644\u0645\u0637\u0648\u0651\u0631\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0645\u062a\u0644\u0643\u0648\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0633\u0639\u0629 \u0663\u0662 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0641\u0623\u0643\u062b\u0631<\/strong> (\u0645\u062b\u0644 RTX 5090 \u0623\u0648 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646\/\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a) \u0641\u064a\u0645\u0643\u0646\u0647\u0645 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644 Omni \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0648\u0627\u0644\u0628\u0646\u0627\u0621 \u0639\u0644\u064a\u0647.<\/li>\n<li><strong>\u0623\u0645\u0627 \u0627\u0644\u0647\u0648\u0627\u0629 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0623\u0644\u0639\u0627\u0628 \u0628\u0633\u0639\u0629 \u0668\u2013\u0661\u0666 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/strong> \u0641\u064a\u062c\u0628 \u0623\u0646 \u064a\u0636\u0628\u0637\u0648\u0627 \u062a\u0648\u0642\u0639\u0627\u062a\u0647\u0645: \u0641\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u064a\u0633 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0628\u0637\u0627\u0642\u0627\u062a\u0643\u0645. \u0648\u0639\u0644\u064a\u0647\u0645 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0630\u0644\u0643 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0646\u0635\u064a\u0629 \u0641\u0642\u0637 \u0645\u0646 Nemotron 3 Nano \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0623\u0635\u063a\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637.<\/li>\n<li><strong>\u0623\u0645\u0627 \u0645\u0646 \u064a\u0628\u062d\u062b \u0628\u0628\u0633\u0627\u0637\u0629 \u0639\u0646 \u0623\u0641\u0636\u0644 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0627\u0646\u062a\u0647\u0627\u0621 (open-ended chatbot)<\/strong> \u0641\u0642\u062f \u064a\u062c\u062f \u0631\u0627\u062d\u062a\u0647 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0639\u0627\u0645 \u0623\u0643\u0628\u0631 \u2014 \u0625\u0630 \u0625\u0646 \u0645\u064a\u0632\u0629 Nemotron 3 Nano Omni \u062a\u0643\u0645\u0646 \u0641\u064a \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629\u060c \u0648\u0644\u064a\u0633 \u0641\u064a \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a \u0627\u0644\u0648\u0627\u0633\u0639.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 \u0646\u0645\u0648\u0630\u062c Nemotron 3 Nano Omni \u0645\u062c\u0627\u0646\u064a\u061f<\/h3>\n<p>\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0646\u064b\u0627 \u0628\u0645\u0648\u062c\u0628 \u0627\u062a\u0641\u0627\u0642\u064a\u0629 NVIDIA \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u060c \u0648\u064a\u0645\u0643\u0646\u0643 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062c\u0627\u0646\u064b\u0627 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 OpenRouter. \u0623\u0645\u0627 \u0639\u0628\u0627\u0631\u0629 \u00ab\u0645\u062c\u0627\u0646\u064a\u00bb \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0640 <em>\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629<\/em> \u0641\u0644\u0627 \u062a\u0632\u0627\u0644 \u062a\u0639\u0646\u064a \u062f\u0641\u0639 \u062a\u0643\u0644\u0641\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0639\u0645\u0644 \u0639\u0644\u064a\u0647\u0627 \u2014 \u0644\u0643\u0646 \u0644\u0627 \u062a\u0648\u062c\u062f \u0631\u0633\u0648\u0645 \u062a\u0631\u062e\u064a\u0635 \u0648\u0644\u0627 \u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632 (token) \u0625\u0630\u0627 \u0627\u0633\u062a\u0636\u0641\u062a\u0647 \u0630\u0627\u062a\u064a\u064b\u0651\u0627.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u0637\u064a\u0639 Nemotron 3 Nano Omni \u0642\u0628\u0648\u0644\u0647\u0627\u061f<\/h3>\n<p>\u0627\u0644\u0646\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a (\u0645\u0644\u0641\u0627\u062a WAV\/MP3 \u062d\u062a\u0649 \u0633\u0627\u0639\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627) \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 (\u0645\u0644\u0641\u0627\u062a MP4 \u062d\u062a\u0649 \u062f\u0642\u064a\u0642\u062a\u064a\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627)\u060c \u0648\u0643\u0644 \u0630\u0644\u0643 \u0636\u0645\u0646 \u062d\u0644\u0642\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0627\u062d\u062f\u0629. \u0623\u0645\u0627 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0641\u0647\u064a \u0646\u0635\u064a\u0629\u060c \u0648\u062a\u062a\u0636\u0645\u0646 \u062a\u0646\u0633\u064a\u0642 JSON \u0627\u0644\u0645\u0646\u0638\u0645 \u0648\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a (tool calls) \u0648\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644 (chain-of-thought reasoning) \u0648\u0643\u0630\u0644\u0643 \u0627\u0644\u0637\u0648\u0627\u0628\u0639 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0644\u0644\u0635\u0648\u062a.<\/p>\n<h3>\u0643\u0645 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644\u0647\u061f<\/h3>\n<p>\u064a\u0639\u062a\u0645\u062f \u0630\u0644\u0643 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0639\u062f\u062f\u064a. \u0641\u0625\u0635\u062f\u0627\u0631 NVFP4 \u0628\u0639\u0631\u0636 \u0664 \u0628\u062a (\u062d\u0648\u0627\u0644\u064a \u0662\u0661 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u064a\u062a\u0637\u0644\u0628 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a RTX 5090 \u0628\u0633\u0639\u0629 \u0663\u0662 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0643\u062d\u062f \u0623\u062f\u0646\u0649\u061b \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0625\u0635\u062f\u0627\u0631 FP8 (\u062d\u0648\u0627\u0644\u064a \u0663\u0663 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u0648\u062d\u062f\u0629 L40S \u0628\u0633\u0639\u0629 \u0664\u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u061b \u0623\u0645\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0644 BF16 (\u062d\u0648\u0627\u0644\u064a \u0666\u0662 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a) \u0641\u064a\u062a\u0637\u0644\u0628 \u0648\u062d\u062f\u0629 H100 \u0628\u0633\u0639\u0629 \u0668\u0660 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0648\u062d\u062f\u0629 B200. \u0643\u0645\u0627 \u0623\u0646 \u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644 \u064a\u0636\u064a\u0641\u0627\u0646 \u0639\u0628\u0626\u064b\u0627 \u0625\u0636\u0627\u0641\u064a\u064b\u0651\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u062d\u062c\u0645 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u062e\u0627\u0645.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a RTX 4090 \u0623\u0648 \u0628\u0637\u0627\u0642\u0629 \u0633\u0639\u0629 \u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644 Omni \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0641\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0647\u064a \u0644\u0627 \u2014 \u0625\u0630 \u062a\u0643\u0627\u062f \u0648\u062d\u062f\u0629 RTX 4090 \u0628\u0633\u0639\u0629 \u0662\u0664 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u062a\u0644\u0627\u0645\u0633 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649\u060c \u0628\u064a\u0646\u0645\u0627 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0640\u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u063a\u064a\u0631 \u0643\u0627\u0641\u064a\u0629 \u0625\u0637\u0644\u0627\u0642\u064b\u0627. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c Nemotron \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0623\u0642\u0644 \u0642\u0648\u0629\u060c \u0641\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0646\u0635\u064a \u0641\u0642\u0637 \u0645\u0646 Nemotron 3 Nano (\u0648\u0627\u0644\u0630\u064a \u064a\u062a\u0648\u0641\u0631 \u0644\u0647 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0645\u062c\u062a\u0645\u0639\u064a\u0629 \u0628\u0635\u064a\u063a\u0629 GGUF)\u060c \u0645\u0639 \u0627\u0644\u0639\u0644\u0645 \u0623\u0646\u0643 \u0628\u0630\u0644\u0643 \u062a\u062a\u062e\u0644\u0649 \u0639\u0646 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/p>\n<h3>\u0647\u0644 \u0647\u0648 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u0645\u062b\u0644 GPT \u0623\u0648 Gemini\u061f<\/h3>\n<p>\u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0635\u0648\u062a \u2014 \u0648\u0628\u062e\u0627\u0635\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u2014 \u0641\u0625\u0646\u0647 \u064a\u062a\u0635\u062f\u0631 \u0623\u0648 \u064a\u0639\u0627\u062f\u0644 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u0628\u0631 \u0643\u062b\u064a\u0631\u064b\u0627 \u0641\u064a \u0641\u0626\u062a\u0647. \u0644\u0643\u0646 \u0623\u062d\u062f\u062b \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u0648\u062f\u064a\u0629 \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0623\u0642\u0648\u0649 \u0641\u064a \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a \u0627\u0644\u0648\u0627\u0633\u0639. \u0623\u0645\u0627 \u0645\u064a\u0632\u062a\u0647 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0641\u0647\u064a \u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0628\u0633\u0631\u0639\u0629 \u0648\u062a\u0643\u0644\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0648\u0628\u0634\u0643\u0644 \u0645\u0641\u062a\u0648\u062d.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u063a\u0631\u0636 \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u0646 Nemotron 3 Nano Omni\u061f<\/h3>\n<p>\u062a\u0635\u0641\u0647 \u0634\u0631\u0643\u0629 NVIDIA \u0628\u0623\u0646\u0647 \u00ab\u0648\u0643\u064a\u0644 \u0641\u0631\u0639\u064a \u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0627\u0644\u0633\u064a\u0627\u0642\u00bb \u062f\u0627\u062e\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 (agentic systems) \u2014 \u0623\u064a \u0627\u0644\u0645\u0643\u0648\u0651\u0646 \u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0645\u0634\u0627\u0647\u062f\u0629 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0625\u0644\u0649 \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629\u060c \u0644\u064a\u062a\u0645\u0643\u0646 \u0648\u0643\u064a\u0644 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u0634\u0623\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629. \u0641\u0643\u0631 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI automation)\u060c \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0639\u0627\u0645\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u064f\u0639\u062f Nemotron 3 Nano Omni \u0625\u0635\u062f\u0627\u0631\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0648\u0645\u064f\u0631\u0643\u064e\u0651\u0632\u064b\u0627. \u0641\u0647\u0648 \u0644\u0627 \u064a\u0633\u0639\u0649 \u0644\u0623\u0646 \u064a\u0643\u0648\u0646 \u0623\u0630\u0643\u0649 \u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645\u061b \u0628\u0644 \u064a\u0633\u0639\u0649 \u0644\u0623\u0646 \u064a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0637\u0631\u0642 <em>\u0643\u0641\u0627\u0621\u0629<\/em> \u0644\u062a\u0632\u0648\u064a\u062f \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062d\u0648\u0627\u0633 \u062d\u0642\u064a\u0642\u064a\u0629 \u2014 \u0627\u0644\u0628\u0635\u0631 \u0648\u0627\u0644\u0633\u0645\u0639 \u0648\u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u2014 \u0641\u064a \u062d\u0632\u0645\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629. \u0641\u062a\u0635\u0645\u064a\u0645\u0647 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u062e\u0644\u064a\u0637 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 (MoE) \u0628\u062d\u062c\u0645 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 \u0648\u0663 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u0651\u0645\u0629 (30B-A3B) \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0647\u064a\u0643\u0644\u0647 \u0627\u0644\u062e\u0644\u0641\u064a \u0627\u0644\u0645\u062f\u0645\u062c \u0628\u064a\u0646 Mamba \u0648Transformer \u064a\u062c\u0639\u0644 \u062e\u062f\u0645\u062a\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0645\u064a\u0633\u0648\u0631\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0645\u0646\u062d \u0627\u0644\u062a\u0631\u062e\u064a\u0635 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u062f\u0627\u062e\u0644 \u0645\u0646\u062a\u062c \u062a\u062c\u0627\u0631\u064a.<\/p>\n<p>\u0648\u064a\u062c\u0628 \u0623\u0646 \u062a\u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0623\u0645\u0631\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0628\u0648\u0636\u0648\u062d: \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0641\u0639\u0628\u0627\u0631\u0629 \u00ab\u0646\u0627\u0646\u0648\u00bb \u0647\u0646\u0627 \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u0648\u062f\u064a\u0629\u060c \u0648\u0644\u064a\u0633 \u0625\u0644\u0649 \u0645\u0642\u064a\u0627\u0633 \u0623\u062c\u0647\u0632\u0629 \u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u2014 \u0625\u0630 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a RTX 5090 \u0628\u0633\u0639\u0629 \u0663\u0662 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0623\u0641\u0636\u0644 \u0645\u0646\u0647\u0627. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u0647\u0630\u0647 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0648\u062a\u0628\u0646\u064a \u0634\u064a\u0626\u064b\u0627 \u0645\u0627 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u062f\u0631\u0627\u0643 \u0631\u062e\u064a\u0635 \u0644\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0641\u0625\u0646 Nemotron 3 Nano Omni \u064a\u064f\u0639\u062f \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0625\u0642\u0646\u0627\u0639\u064b\u0627 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0628\u0628\u0633\u0627\u0637\u0629 \u0639\u0646 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0635\u063a\u064a\u0631 \u0644\u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u0628\u0633\u0639\u0629 \u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u0641\u0647\u0630\u0627 \u0644\u064a\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0643 \u2014 \u0644\u0643\u0646 \u0634\u0642\u064a\u0642\u0647 \u0627\u0644\u0646\u0635\u064a \u0641\u0642\u0637 \u0642\u062f \u064a\u0643\u0648\u0646 \u0643\u0630\u0644\u0643.<\/p>","protected":false},"excerpt":{"rendered":"<p>NVIDIA&#8217;s Nemotron 3 Nano Omni packs vision, audio, video, and text into one open 30B-A3B model with only 3B active parameters. Here&#8217;s what it does, how good it is, and what it takes to run.<\/p>","protected":false},"author":1,"featured_media":1218,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[3],"tags":[256,770,783,784,786,785],"class_list":["post-1217","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-llms","tag-local-llm","tag-mixture-of-experts","tag-nemotron-3-nano-omni","tag-nvidia-nemotron","tag-omni-modal-ai","tag-open-multimodal-model"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1217","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=1217"}],"version-history":[{"count":1,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1217\/revisions"}],"predecessor-version":[{"id":1219,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1217\/revisions\/1219"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/1218"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=1217"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=1217"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=1217"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}