{"id":261,"date":"2026-05-19T16:46:22","date_gmt":"2026-05-19T16:46:22","guid":{"rendered":"https:\/\/convly.ai\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/"},"modified":"2026-08-01T06:48:20","modified_gmt":"2026-08-01T06:48:20","slug":"how-to-run-llama-3-locally-on-snapdragon-8-gen-4","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Llama 3 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c Snapdragon 8 Gen 4 (\u062f\u0644\u064a\u0644 \u062a\u0641\u0635\u064a\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629\u060c 2026)"},"content":{"rendered":"<p>\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0629 3 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 <strong>\u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0647\u0627\u062a\u0641<\/strong> \u062a\u062d\u0648\u0644 \u0645\u0646 \u00ab\u0639\u0631\u0636 \u062a\u0648\u0636\u064a\u062d\u064a \u062a\u0642\u0646\u064a\u00bb \u0625\u0644\u0649 \u00ab\u0645\u0641\u064a\u062f \u0641\u0639\u0644\u0627\u064b\u00bb \u0641\u064a 2026. \u064a\u0636\u0639 Snapdragon 8 Gen 4 \u0645\u0639 Hexagon NPU \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u060c \u0645\u0642\u062a\u0631\u0646\u0627\u064b \u0628\u0640 12\u201316 GB \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 LPDDR5X \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u0623\u062e\u064a\u0631\u0627\u064b \u0645\u0627 \u064a\u0643\u0641\u064a \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u062a\u062d\u062a \u0625\u0635\u0628\u0639\u0643 \u0644\u0625\u062c\u0631\u0627\u0621 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0630\u064a \u0645\u063a\u0632\u0649 \u0628\u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0634\u0628\u0643\u0629.<\/p>\n<p>\u064a\u0631\u0634\u062f\u0643 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0625\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 <strong>Llama 3 \u0628\u0633\u0639\u0629 8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u2013 \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u0627\u062a<\/strong> \u0639\u0644\u0649 \u0647\u0627\u062a\u0641 Snapdragon 8 Gen 4 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>MLC-LLM<\/strong>\u060c \u0623\u0643\u062b\u0631 \u0645\u0643\u062f\u0633 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0646\u0636\u062c\u0627\u064b \u0641\u064a 2026. \u0633\u062a\u0646\u062a\u0647\u064a \u0628\u062a\u0637\u0628\u064a\u0642 \u062f\u0631\u062f\u0634\u0629 \u064a\u0639\u0645\u0644 \u0628\u0644\u0627 \u0627\u062a\u0635\u0627\u0644\u060c \u064a\u0633\u062a\u0646\u0632\u0641 \u0628\u0637\u0627\u0631\u064a\u0629 \u0645\u062a\u0648\u0627\u0636\u0639\u0629\u060c \u0648\u064a\u0633\u062a\u062c\u064a\u0628 \u0628\u0640 ~12\u201318 \u0631\u0645\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629.<\/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>Snapdragon 8 Gen 4 + 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a+ \u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a (RAM) + 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a+ = Llama 3 8B \u0628\u0633\u0631\u0639\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (15+ t\/s).<\/li>\n<li>MLC-LLM \u0647\u0648 \u0623\u0633\u0631\u0639 \u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0641\u064a \u0639\u0627\u0645 2026\u061b \u0648 ExecuTorch \u0647\u0648 \u0627\u0644\u0623\u0643\u062b\u0631 \u062c\u0627\u0647\u0632\u064a\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n<li>\u0643\u0645\u064a Q4 \u0647\u0648 \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u062d\u0644\u0648\u0629 \u2014 \u0646\u0645\u0648\u0630\u062c 4.9 GB\u060c ~95% \u0645\u0646 \u062c\u0648\u062f\u0629 FP16.<\/li>\n<li>\u062a\u0648\u0642\u0651\u0639 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u0628\u0637\u0627\u0631\u064a\u0629 \u0628\u0637\u0627\u0631\u064a\u0629 \u062a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 101 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a 3 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0644\u0643\u0644 30 \u062f\u0642\u064a\u0642\u0629 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0634\u0637.<\/li>\n<li>\u0625\u062c\u0645\u0627\u0644\u064a \u0648\u0642\u062a \u0627\u0644\u0625\u0639\u062f\u0627\u062f: 25\u201340 \u062f\u0642\u064a\u0642\u0629 \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6ac9ec15d3acf\" 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-6ac9ec15d3acf\"  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\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Devices_this_works_on\" >\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u064a\u0639\u0645\u0644 \u0639\u0644\u064a\u0647\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#What_you_actually_need\" >\u0645\u0627 \u062a\u062d\u062a\u0627\u062c\u0647 \u0628\u0627\u0644\u0641\u0639\u0644<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Step_1_Install_the_MLC_Chat_app\" >\u0627\u0644\u062e\u0637\u0648\u0629 1: \u062a\u062b\u0628\u064a\u062a \u062a\u0637\u0628\u064a\u0642 MLC Chat<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Step_2_Download_Llama_3_8B_Instruct_Q4\" >\u0627\u0644\u062e\u0637\u0648\u0629 2: \u062a\u062d\u0645\u064a\u0644 Llama 3 8B Instruct (Q4)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Step_3_Optimize_Android_for_the_model\" >\u0627\u0644\u062e\u0637\u0648\u0629 3: \u062a\u062d\u0633\u064a\u0646 Android \u0644\u0644\u0646\u0645\u0648\u0630\u062c<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Step_4_First-run_setup_and_warm-up\" >\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0648\u0644 \u0648\u0627\u0644\u0625\u062d\u0645\u0627\u0621<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Step_5_Test_it\" >\u0627\u0644\u062e\u0637\u0648\u0629 5: \u0627\u062e\u062a\u0628\u0631\u0647<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Performance_you_should_actually_expect\" >\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0648\u0642\u0639\u0647\u0627 \u0641\u0639\u0644\u064a\u0627\u064b<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Battery_and_thermal_impact\" >\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u062d\u0631\u0627\u0631\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Going_beyond_chat_useful_workflows\" >\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629: \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u0641\u064a\u062f\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Troubleshooting\" >\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Alternatives_to_MLC-LLM_in_2026\" >\u0628\u062f\u0627\u0626\u0644 MLC-LLM \u0641\u064a 2026<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Whats_coming_next\" >\u0645\u0627 \u064a\u0623\u062a\u064a \u0628\u0639\u062f \u0630\u0644\u0643<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#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-15\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/convly.ai\/ar\/how-to-run-llama-3-locally-on-snapdragon-8-gen-4\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Devices_this_works_on\"><\/span>\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u064a\u0639\u0645\u0644 \u0639\u0644\u064a\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647 \u0639\u0644\u0649:<\/p>\n<ul>\n<li>Samsung Galaxy S26 Ultra \/ S26+ (Snapdragon 8 Gen 4 \u0644\u0640 Galaxy)<\/li>\n<li>OnePlus 13 \/ 13R (Snapdragon 8 Gen 4)<\/li>\n<li>Xiaomi 15 Ultra \/ 15 Pro<\/li>\n<li>\u0623\u0633\u0648\u0633 ROG \u0641\u0648\u0646 9 \u0628\u0631\u0648<\/li>\n<li>\u0633\u0648\u0646\u064a \u0625\u0643\u0633\u0628\u064a\u0631\u064a\u0627 \u0633\u0648\u0646\u064a 1 VII<\/li>\n<li>\u0631\u064a\u062f \u0645\u0627\u062c\u064a\u0643 10 \u0628\u0631\u0648+<\/li>\n<\/ul>\n<p>\u0644\u0623\u062f\u0627\u0621 4\u20135 \u0631\u0645\u0648\u0632\/\u062b\u0627\u0646\u064a\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 12\u201318\u060c \u0627\u0633\u062a\u062e\u062f\u0645 <strong>\u0633\u0646\u0627\u0628 \u062f\u0631\u0627\u062c\u0648\u0646 8 \u0627\u0644\u062c\u064a\u0644 3<\/strong> \u0627\u0644\u062c\u064a\u0644 \u0646\u0641\u0633\u0647 \u064a\u0639\u0645\u0644 \u0623\u064a\u0636\u064b\u0627 (Galaxy S24 Ultra\u060c OnePlus 12). \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 Tensor G5 (Pixel 10 Pro)\u060c \u0641\u0627\u0633\u062a\u062e\u062f\u0645 <strong>AICore AICore + Gemini Nano 2<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643 \u2014 \u0627\u0646\u0638\u0631 \u0627\u0644\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0645\u0646 Apple \u0648 Google.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_you_actually_need\"><\/span>\u0645\u0627 \u062a\u062d\u062a\u0627\u062c\u0647 \u0628\u0627\u0644\u0641\u0639\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0644\u0628\u062f\u0621\u060c \u0642\u0645 \u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f:<\/p>\n<ul>\n<li><strong>\u0647\u0627\u062a\u0641<\/strong>: Snapdragon 8 Gen 4 \u0623\u0648 \u0623\u062d\u062f\u062b\u060c \u0645\u0639 \u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0627 \u062a\u0642\u0644 \u0639\u0646 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u064a\u0648\u0635\u0649 \u0628\u0634\u062f\u0629 \u0628\u0640 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a).<\/li>\n<li><strong>\u062a\u062e\u0632\u064a\u0646 \u0645\u062c\u0627\u0646\u064a<\/strong>:: 8 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u0633\u062a\u0642\u0648\u0645 \u0628\u062a\u0646\u0632\u064a\u0644 \u0637\u0631\u0627\u0632 4.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a).<\/li>\n<li><strong>\u0627\u0644\u0635\u0628\u0631<\/strong>\u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0623\u0648\u0644\u064a \u064a\u0633\u062a\u063a\u0631\u0642 ~30 \u062f\u0642\u064a\u0642\u0629\u061b \u0627\u0644\u0625\u0637\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629 \u062a\u0633\u062a\u063a\u0631\u0642 2\u20133 \u062b\u0648\u0627\u0646.<\/li>\n<li><strong>\u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629<\/strong>:: \u0634\u062d\u0646 40% \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0644\u0644\u0625\u0639\u062f\u0627\u062f. \u0633\u064a\u0624\u062f\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0625\u0644\u0649 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u062d\u0648\u0627\u0644\u064a 10% \u0644\u0643\u0644 30 \u062f\u0642\u064a\u0642\u0629.<\/li>\n<li><strong>\u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u0644\u062c\u0630\u0631<\/strong>:: \u0643\u0644 \u0634\u064a\u0621 \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u062e\u0632\u0648\u0646 Android.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Step_1_Install_the_MLC_Chat_app\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 1: \u062a\u062b\u0628\u064a\u062a \u062a\u0637\u0628\u064a\u0642 MLC Chat<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u062d\u0646 MLC-LLM \u062a\u0637\u0628\u064a\u0642\u064b\u0627 \u0631\u0633\u0645\u064a\u064b\u0627 \u064a\u0639\u0645\u0644 \u0628\u0646\u0638\u0627\u0645 \u0623\u0646\u062f\u0631\u0648\u064a\u062f \u064a\u0633\u0645\u0649 <strong>\u0645\u062d\u0627\u062f\u062b\u0629 MLC<\/strong> \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u0646\u0632\u064a\u0644\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0643\u0645\u064a\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u0627\u0639\u062a\u0628\u0627\u0631\u064b\u0627 \u0645\u0646 \u0639\u0627\u0645 2026\u060c \u0648\u0647\u064a \u0623\u0633\u0647\u0644 \u0646\u0642\u0637\u0629 \u062f\u062e\u0648\u0644.<\/p>\n<p>1. \u0627\u0641\u062a\u062d Chrome \u0639\u0644\u0649 \u0647\u0627\u062a\u0641\u0643 \u0648\u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 <a href=\"https:\/\/llm.mlc.ai\/docs\/deploy\/android.html\" target=\"_blank\" rel=\"noopener\">llm.mlc.ai\/docs\/deploy\/android.html<\/a>.<br \/>\n2. \u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 <strong>\u0623\u062d\u062f\u062b APK<\/strong> (\u0627\u0628\u062d\u062b \u0639\u0646 <code>mlc-chat-vX.Y.Z.apk<\/code> \u2014 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 v0.18.0 \u0644\u062f\u0639\u0645 Snapdragon 8 Gen 4 NPU).<br \/>\n3. \u0627\u0641\u062a\u062d \u0645\u0644\u0641 APK \u0648\u0627\u0642\u0628\u0644 \u0645\u0637\u0627\u0644\u0628\u0629 \u201c\u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u063a\u064a\u0631 \u0645\u0639\u0631\u0648\u0641\u0629\u201d \u0644\u0645\u062a\u0635\u0641\u062d\u0643.<br \/>\n4. \u0627\u0644\u0625\u0637\u0644\u0627\u0642 <strong>\u0645\u062d\u0627\u062f\u062b\u0629 MLC<\/strong>.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0644 Google Play, <strong>LLM \u062e\u0627\u0635<\/strong> ($5) \u0647\u0648 \u0627\u0644\u0628\u062f\u064a\u0644 \u0627\u0644\u0645\u0635\u0642\u0648\u0644 \u0627\u0644\u0630\u064a \u064a\u062f\u0639\u0645 \u0623\u064a\u0636\u0627\u064b \u062a\u0633\u0631\u064a\u0639 Snapdragon NPU. \u0625\u0646\u0647 \u0623\u0628\u0633\u0637 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0643\u0646 \u0623\u0642\u0644 \u0645\u0631\u0648\u0646\u0629 \u0645\u0646 MLC Chat.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_2_Download_Llama_3_8B_Instruct_Q4\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 2: \u062a\u062d\u0645\u064a\u0644 Llama 3 8B Instruct (Q4)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0627\u062e\u0644 MLC Chat:<\/p>\n<p>1. \u0627\u0636\u063a\u0637 \u0639\u0644\u0649 <strong>\u00ab\u0625\u0636\u0627\u0641\u0629 \u0646\u0645\u0648\u0630\u062c\u00bb<\/strong> \u0623\u0648 <strong>\u00ab+\u00bb<\/strong> \u0627\u0644\u0632\u0631 \u0639\u0644\u0649 \u0627\u0644\u0634\u0627\u0634\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<br \/>\n2. \u0627\u062e\u062a\u0631 <strong>\u00ab\u0625\u0636\u0627\u0641\u0629 \u0645\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0633\u0628\u0642\u0629\u00bb<\/strong>.<br \/>\n3. \u062d\u062f\u062f <strong><code>Llama-3-8B-Instruct-q4f16_1-MLC<\/code><\/strong> \u0645\u0646 \u0627\u0644\u0642\u0627\u0626\u0645\u0629.<br \/>\n4. \u0627\u0636\u063a\u0637 \u0639\u0644\u0649 <strong>Download<\/strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c 4.9 GB\u061b \u0639\u0628\u0631 Wi-Fi \u0647\u0630\u0627 \u064a\u0633\u062a\u063a\u0631\u0642 5\u201315 \u062f\u0642\u064a\u0642\u0629 \u062d\u0633\u0628 \u0627\u0644\u0627\u062a\u0635\u0627\u0644.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f Llama 3.2 3B \u0627\u0644\u0623\u0635\u063a\u0631 (1.9 GB\u060c \u064a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 35+ \u0631\u0645\u0632\/\u062b\u0627\u0646\u064a\u0629 \u0644\u0643\u0646 \u0628\u062c\u0648\u062f\u0629 \u0623\u0642\u0644)\u060c \u0627\u062e\u062a\u0631 \u0647\u0630\u0627 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0645\u0633\u0628\u0642 \u0628\u062f\u0644\u0627\u064b \u0645\u0646\u0647. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u062c\u0648\u062f\u0629 \u064a\u0645\u0643\u0646 \u0644\u0644\u0647\u0627\u062a\u0641 \u062a\u0634\u063a\u064a\u0644\u0647\u0627\u060c <strong>Qwen 2.5 7B Instruct<\/strong> \u0645\u0639\u0627\u062f\u0644 \u0644\u0640 Llama 3 8B \u0648\u0623\u0633\u0631\u0639 \u0642\u0644\u064a\u0644\u0627\u064b.<\/p>\n<p>\u0628\u064a\u0646\u0645\u0627 \u064a\u062c\u0631\u064a \u0627\u0644\u062a\u062d\u0645\u064a\u0644\u060c \u064a\u0645\u0643\u0646\u0643 \u0642\u0631\u0627\u0621\u0629 \u0628\u0642\u064a\u0629 \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_3_Optimize_Android_for_the_model\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 3: \u062a\u062d\u0633\u064a\u0646 Android \u0644\u0644\u0646\u0645\u0648\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0639\u0636 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u062a\u062d\u0633\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638:<\/p>\n<p>1. <strong>\u062a\u0639\u0637\u064a\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0644\u0640 MLC Chat:<\/strong><br \/>\n \u2014 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u2192 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u2192 MLC Chat \u2192 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u2192 \u063a\u064a\u0631 \u0645\u0642\u064a\u062f.<\/p>\n<p>2. <strong>\u062a\u062e\u0635\u064a\u0635 \u0623\u0642\u0635\u0649 RAM \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629<\/strong> (\u062e\u0627\u0635 \u0628\u0640 Samsung):<br \/>\n \u2014 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u2192 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0639\u0646\u0627\u064a\u0629 \u0628\u0627\u0644\u062c\u0647\u0627\u0632 \u2192 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u2192 RAM Plus \u2192 16 GB (\u0623\u0648 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0627\u0644\u0645\u062a\u0627\u062d).<br \/>\n \u2014 \u0639\u0644\u0649 \u0647\u0648\u0627\u062a\u0641 \u063a\u064a\u0631 Samsung\u060c \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629 \u0645\u0648\u062c\u0648\u062f\u0629 \u0636\u0645\u0646 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0648\u0631 \u2192 \u062d\u062f \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u2192 \u0628\u0644\u0627 \u062d\u062f.<\/p>\n<p>3. <strong>\u062a\u0639\u0637\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0643\u064a\u0641\u064a<\/strong> \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644:<br \/>\n \u2014 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u2192 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u2192 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0637\u0627\u0642\u0629 \u2192 \u0625\u064a\u0642\u0627\u0641.<\/p>\n<p>4. <strong>\u0625\u063a\u0644\u0627\u0642 \u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062b\u0642\u064a\u0644\u0629 \u0627\u0644\u0623\u062e\u0631\u0649<\/strong> \u0642\u0628\u0644 \u0628\u062f\u0621 \u062c\u0644\u0633\u0629. \u062a\u062a\u0646\u0627\u0641\u0633 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0648\u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0639\u0644\u0649 \u0646\u0641\u0633 NPU. Llama 3 8B \u064a\u0633\u062a\u062e\u062f\u0645 \u062d\u0648\u0627\u0644\u064a 6 GB \u0645\u0646 RAM \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/p>\n<p>\u062a\u062c\u062a\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0645\u0639\u0627\u064b \u0644\u062a\u062d\u0642\u064a\u0642 \u062a\u062d\u0633\u0646 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0628\u0646\u062d\u0648 30\u201340% \u0639\u0646 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0639\u0644\u0649 \u0645\u0639\u0638\u0645 \u0627\u0644\u0647\u0648\u0627\u062a\u0641.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_4_First-run_setup_and_warm-up\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 4: \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0648\u0644 \u0648\u0627\u0644\u0625\u062d\u0645\u0627\u0621<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0639\u0646\u062f \u0627\u0643\u062a\u0645\u0627\u0644 \u0627\u0644\u062a\u062d\u0645\u064a\u0644\u060c \u0633\u064a\u0634\u063a\u0651\u0644 MLC Chat <strong>\u062a\u062c\u0645\u064a\u0639 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629<\/strong> \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u063a\u0631\u0642 2\u20134 \u062f\u0642\u0627\u0626\u0642 \u0641\u064a \u0627\u0644\u0645\u0631\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0627\u0644\u062a\u064a \u062a\u0641\u062a\u062d \u0641\u064a\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/p>\n<p>1. \u0645\u0646 \u0627\u0644\u0634\u0627\u0634\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629\u060c \u0627\u0636\u063a\u0637 \u0639\u0644\u0649 <strong><code>Llama-3-8B-Instruct-q4f16_1-MLC<\/code><\/strong>.<br \/>\n2. \u0627\u0646\u062a\u0638\u0631 \u0627\u0646\u062a\u0647\u0627\u0621 \u0634\u0631\u064a\u0637 \u0627\u0644\u062a\u0642\u062f\u0645 \u00ab\u062c\u0627\u0631\u064d \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u2026\u00bb.<br \/>\n3. \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0627\u0644\u062a\u064a \u062a\u0631\u0633\u0644\u0647\u0627 \u0633\u062a\u0643\u0648\u0646 \u0623\u0628\u0637\u0623 (~5 \u062b\u0648\u0627\u0646\u064d \u0644\u0623\u0648\u0644 \u0631\u0645\u0632) \u2014 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0633\u062e\u0646 \u0646\u0641\u0633\u0647.<br \/>\n4. \u0633\u062a\u0633\u062a\u062c\u064a\u0628 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0644\u0627\u062d\u0642\u0629 \u0628\u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0647\u0627\u062a\u0641.<\/p>\n<p>\u0625\u0630\u0627 \u062a\u0639\u0637\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u060c \u0641\u0623\u0646\u062a \u0644\u0627 \u062a\u0645\u0644\u0643 \u0630\u0627\u0643\u0631\u0629 RAM \u062d\u0631\u0629 \u0643\u0627\u0641\u064a\u0629. \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0647\u0627\u062a\u0641 \u0648\u062d\u0627\u0648\u0644 \u0645\u0631\u0629 \u0623\u062e\u0631\u0649 \u0645\u0639 \u0625\u063a\u0644\u0627\u0642 \u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0628\u0627\u0644\u0642\u0648\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Step_5_Test_it\"><\/span>\u0627\u0644\u062e\u0637\u0648\u0629 5: \u0627\u062e\u062a\u0628\u0631\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u0631\u0633\u0644 \u0639\u062f\u0629 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646 \u0643\u0644 \u0634\u064a\u0621 \u064a\u0639\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u062f\u0631\u062f\u0634\u0629 \u0628\u0633\u064a\u0637\u0629:<\/strong> \u00ab\u0634\u0631\u062d \u0627\u0644\u062a\u0634\u0627\u0628\u0643 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u062c\u0645\u0644\u062a\u064a\u0646.\u00bb<\/li>\n<li><strong>\u0643\u0648\u062f:<\/strong> \u00ab\u0627\u0643\u062a\u0628 \u062f\u0627\u0644\u0629 Python \u062a\u064f\u0631\u062c\u0639 \u0631\u0642\u0645 \u0641\u064a\u0628\u0648\u0646\u0627\u062a\u0634\u064a \u0627\u0644\u0646\u0648\u0646\u064a.\u00bb<\/li>\n<li><strong>\u0627\u0633\u062a\u062f\u0644\u0627\u0644:<\/strong> \u00ab\u0625\u0630\u0627 \u063a\u0627\u062f\u0631\u062a \u0642\u0637\u0627\u0631 \u0628\u0648\u0633\u0637\u0646 \u0627\u0644\u0633\u0627\u0639\u0629 3 \u0645\u0633\u0627\u0621\u064b \u0628\u0633\u0631\u0639\u0629 60 \u0645\u064a\u0644\/\u0633\u0627\u0639\u0629 \u0648\u063a\u0627\u062f\u0631\u062a \u0642\u0637\u0627\u0631 \u0622\u062e\u0631 \u0646\u064a\u0648\u064a\u0648\u0631\u0643 \u0627\u0644\u0633\u0627\u0639\u0629 4 \u0645\u0633\u0627\u0621\u064b \u0628\u0633\u0631\u0639\u0629 75 \u0645\u064a\u0644\/\u0633\u0627\u0639\u0629\u060c \u0645\u062a\u0649 \u064a\u0644\u062a\u0642\u064a\u0627\u0646\u061f \u0623\u0638\u0647\u0631 \u062e\u0637\u0648\u0627\u062a\u0643.\u00bb<\/li>\n<\/ul>\n<p>\u064a\u062c\u0628 \u0623\u0646 \u062a\u0631\u0649 \u062a\u0642\u0631\u064a\u0628\u0627\u064b <strong>12\u201318 \u0631\u0645\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/strong> \u0639\u0644\u0649 Snapdragon 8 Gen 4 \u0645\u0639 NPU \u0646\u0634\u0637. \u0627\u0644\u0645\u0639\u062f\u0644 \u0627\u0644\u062f\u0642\u064a\u0642 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0637\u0648\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 (\u0623\u0637\u0648\u0644 = \u0623\u0628\u0637\u0623) \u0648\u0627\u0644\u062d\u0631\u0627\u0631\u0629 (\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u064a\u0642\u0644\u0644 \u0627\u0644\u0633\u0631\u0639\u0629 \u0628\u0639\u062f \u062d\u0648\u0627\u0644\u064a 10 \u062f\u0642\u0627\u0626\u0642).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Performance_you_should_actually_expect\"><\/span>\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0648\u0642\u0639\u0647\u0627 \u0641\u0639\u0644\u064a\u0627\u064b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0645 \u0627\u0644\u0642\u064a\u0627\u0633 \u0639\u0644\u0649 Galaxy S26 Ultra \u0628\u0640 16 GB RAM\u060c \u062f\u0631\u062c\u0629 \u062d\u0631\u0627\u0631\u0629 \u0627\u0644\u063a\u0631\u0641\u0629\u060c \u0645\u0634\u062d\u0648\u0646 \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u060c \u062c\u0645\u064a\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0645\u063a\u0644\u0642\u0629:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a<\/th>\n<th>\u0631\u0645\u0648\u0632\/\u062b\u0627\u0646\u064a\u0629<\/th>\n<th>\u0648\u0642\u062a \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0623\u0648\u0644<\/th>\n<th>RAM \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Llama 3 8B Q4\u060c \u0631\u062f 100 \u0631\u0645\u0632<\/td>\n<td>16.4<\/td>\n<td>0.9 \u062b\u0627\u0646\u064a\u0629<\/td>\n<td>5.8 GB<\/td>\n<\/tr>\n<tr>\n<td>Llama 3 8B Q4\u060c \u0631\u062f 500 \u0631\u0645\u0632<\/td>\n<td>14.1<\/td>\n<td>0.9 \u062b\u0627\u0646\u064a\u0629<\/td>\n<td>5.8 GB<\/td>\n<\/tr>\n<tr>\n<td>Llama 3 8B Q4\u060c \u0645\u0644\u0621 \u0633\u064a\u0627\u0642 8K<\/td>\n<td>11.2<\/td>\n<td>4.1 \u062b\u0627\u0646\u064a\u0629<\/td>\n<td>7.4 GB<\/td>\n<\/tr>\n<tr>\n<td>Llama 3.2 3B Q4\u060c \u0631\u062f 500 \u0631\u0645\u0632<\/td>\n<td>37.8<\/td>\n<td>0.4 \u062b\u0627\u0646\u064a\u0629<\/td>\n<td>2.7 GB<\/td>\n<\/tr>\n<tr>\n<td>Qwen 2.5 7B Q4\u060c \u0631\u062f \u0628\u0640 500 \u0631\u0645\u0632<\/td>\n<td>17.2<\/td>\n<td>0.8 \u062b<\/td>\n<td>5.4 GB<\/td>\n<\/tr>\n<tr>\n<td>Phi-4 Mini 3.8B Q4\u060c \u0631\u062f \u0628\u0640 500 \u0631\u0645\u0632<\/td>\n<td>32.5<\/td>\n<td>0.5 \u062b<\/td>\n<td>2.9 GB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0628\u0639\u062f ~10 \u062f\u0642\u0627\u0626\u0642 \u0645\u0646 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u064a\u0628\u062f\u0623 \u0627\u0644\u0627\u062e\u062a\u0646\u0627\u0642 \u0627\u0644\u062d\u0631\u0627\u0631\u064a \u0648\u064a\u0647\u0628\u0637 \u0627\u0644\u0623\u062f\u0627\u0621 15\u201325%. \u062a\u0648\u0642\u0641 \u0644\u0645\u062f\u0629 30 \u062b\u0627\u0646\u064a\u0629 \u064a\u0633\u062a\u0639\u064a\u062f \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0639\u0631\u0636\u064a\u0629)\u060c \u0644\u0627 \u064a\u062d\u062f\u062b \u0627\u0644\u0627\u062e\u062a\u0646\u0627\u0642 \u0627\u0644\u062d\u0631\u0627\u0631\u064a \u0623\u0628\u062f\u0627\u064b.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Battery_and_thermal_impact\"><\/span>\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u062d\u0631\u0627\u0631\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u062a\u0635\u0631\u064a\u0641 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0644\u0645\u062f\u0629 30 \u062f\u0642\u064a\u0642\u0629 (\u0628\u0623\u0633\u0626\u0644\u0629 \u0645\u062a\u0646\u0627\u0648\u0628\u0629 \u0643\u0644 20\u201330 \u062b\u0627\u0646\u064a\u0629):<\/p>\n<ul>\n<li><strong>Llama 3 \u0628\u0633\u0639\u0629 8 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/strong>\u062a\u0635\u0631\u064a\u0641 \u0628\u0637\u0627\u0631\u064a\u0629 9%. \u064a\u0635\u0644 \u0638\u0647\u0631 \u0627\u0644\u0647\u0627\u062a\u0641 \u0625\u0644\u0649 ~38 \u00b0C.<\/li>\n<li><strong>Llama 3.2 3B<\/strong>\u200f: \u0627\u0633\u062a\u0646\u0632\u0627\u0641 5% \u0645\u0646 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629. \u0627\u0644\u0647\u0627\u062a\u0641 \u064a\u0628\u0642\u0649 \u0628\u0627\u0631\u062f\u0627\u064b.<\/li>\n<li><strong>Qwen 2.5 7B<\/strong>\u200f: \u0627\u0633\u062a\u0646\u0632\u0627\u0641 9% \u0645\u0646 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629. \u0645\u0645\u0627\u062b\u0644 \u0644\u0640 Llama 3 8B.<\/li>\n<\/ul>\n<p>\u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629\u060c 30 \u062f\u0642\u064a\u0642\u0629 \u0645\u0646 \u062a\u0633\u062c\u064a\u0644 \u0641\u064a\u062f\u064a\u0648 4K \u062a\u0633\u062a\u0646\u0632\u0641 ~12\u201315% \u0648\u062a\u062f\u0641\u0639 \u0627\u0644\u0647\u0627\u062a\u0641 \u0623\u0643\u062b\u0631 \u062f\u0641\u0626\u0627\u064b. \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0623\u0643\u062b\u0631 \u0644\u0637\u0641\u0627\u064b \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0646 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Going_beyond_chat_useful_workflows\"><\/span>\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629: \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u0641\u064a\u062f\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0625\u0639\u062f\u0627\u062f \u0641\u0639\u0627\u0644\u060c \u064a\u0628\u062f\u0623 \u0627\u0644\u0645\u0631\u062d. \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0628\u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0628\u0627\u0644\u0643\u0627\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u062a\u0644\u062e\u064a\u0635 \u0645\u0642\u0627\u0644\u0629 \u0637\u0648\u064a\u0644\u0629<\/strong> \u2014 \u0627\u0646\u0633\u062e \u0646\u0635\u0627\u064b\u060c \u0627\u0644\u0635\u0642\u0647 \u0641\u064a MLC Chat\u060c \u0627\u0633\u0623\u0644 \u00ab\u0645\u0644\u062e\u0635 \u0647\u0630\u0627 \u0641\u064a 3 \u0646\u0642\u0627\u0637 \u0631\u0635\u0627\u0635\u064a\u0629.\u00bb \u064a\u0639\u0645\u0644 \u0644\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u062d\u062a\u0649 ~4K \u0643\u0644\u0645\u0629 \u0628\u0633\u064a\u0627\u0642 8K.<\/li>\n<li><strong>\u0625\u0639\u0627\u062f\u0629 \u0635\u064a\u0627\u063a\u0629 \u0623\u0648 \u062a\u0631\u062c\u0645\u0629 (\u0636\u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c)<\/strong> \u2014 Llama 3 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u2194 \u0627\u0644\u0625\u0633\u0628\u0627\u0646\u064a\u0629\/\u0627\u0644\u0641\u0631\u0646\u0633\u064a\u0629\/\u0627\u0644\u0623\u0644\u0645\u0627\u0646\u064a\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f\u060c \u0623\u0642\u0644 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0644\u0644\u064a\u0627\u0628\u0627\u0646\u064a\/\u0627\u0644\u0639\u0631\u0628\u064a\/\u0627\u0644\u0647\u0646\u062f\u064a.<\/li>\n<li><strong>\u0623\u0633\u0626\u0644\u0629 \u0643\u0648\u062f \u0633\u0631\u064a\u0639\u0629<\/strong> \u2014 Llama 3 8B \u0635\u0644\u0628 \u0644\u0623\u0633\u0626\u0644\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u060c \u0636\u0639\u064a\u0641 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0628\u0631 \u0627\u0644\u0645\u0644\u0641\u0627\u062a.<\/li>\n<li><strong>\u0648\u0636\u0639 \u0627\u0644\u0633\u0641\u0631<\/strong> \u2014 \u0631\u062d\u0644\u0629 \u0637\u0648\u064a\u0644\u0629 \u0628\u062f\u0648\u0646 \u0625\u0634\u0627\u0631\u0629\u061f \u0644\u062f\u064a\u0643 \u0645\u0633\u0627\u0639\u062f \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0647\u0627\u062a\u0641\u0643.<\/li>\n<\/ul>\n<p>\u0645\u0627 \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644<\/strong> (16K+ \u0631\u0645\u0632) \u2014 \u062d\u0631\u0627\u0631\u0629 \u0627\u0644\u0647\u0627\u062a\u0641 \u062a\u062e\u0646\u0642 \u0648\u0627\u0644\u0633\u0631\u0639\u0629 \u062a\u0646\u062e\u0641\u0636 \u062a\u062d\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n<li><strong>\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629<\/strong> \u2014 \u0646\u0645\u0648\u0630\u062c 8B \u0644\u064a\u0633 \u0642\u0648\u064a\u0627\u064b \u0628\u0645\u0627 \u064a\u0643\u0641\u064a.<\/li>\n<li><strong>\u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631<\/strong> \u2014 Llama 3 \u0646\u0635 \u0641\u0642\u0637. \u0644\u0644\u0631\u0624\u064a\u0629\u060c \u0627\u0633\u062a\u062e\u062f\u0645 <strong>Qwen 2.5 VL 7B<\/strong> \u200f(\u064a\u0639\u0645\u0644 \u0623\u064a\u0636\u0627\u064b \u0639\u0644\u0649 Snapdragon 8 Gen 4 \u0639\u0628\u0631 MLC).<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Troubleshooting\"><\/span>\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u062a\u0639\u0637\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0623\u062b\u0646\u0627\u0621 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong><\/p>\n<ul>\n<li>\u0623\u063a\u0644\u0642 \u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0628\u0627\u0644\u0642\u0648\u0629 \u0648\u0623\u0639\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/li>\n<li>\u062a\u0623\u0643\u062f \u0645\u0646 \u0648\u062c\u0648\u062f 8+ GB \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0628\u0639\u062f \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/li>\n<li>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0627\u062a\u0641\u0643 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 12 GB \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629\u060c \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u063a\u0644\u0627\u0642 \u0643\u0644 \u0634\u064a\u0621 \u0622\u062e\u0631. \u0647\u0648\u0627\u062a\u0641 16 GB \u0644\u062f\u064a\u0647\u0627 \u0645\u0633\u0627\u062d\u0629 \u0623\u0643\u062b\u0631.<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0623\u0642\u0644 \u0645\u0646 \u0623\u0648 \u062a\u0633\u0627\u0648\u064a 5:<\/strong><\/p>\n<ul>\n<li>NPU \u0644\u0627 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u2014 \u0623\u0646\u062a \u062a\u0639\u0648\u062f \u0644\u0644\u0640 CPU.<\/li>\n<li>\u0623\u063a\u0644\u0642 MLC Chat \u0628\u0627\u0644\u0642\u0648\u0629 \u0648\u0623\u0639\u062f \u0641\u062a\u062d\u0647.<\/li>\n<li>\u062d\u062f\u0651\u062b \u0625\u0644\u0649 \u0623\u062d\u062f\u062b \u0625\u0635\u062f\u0627\u0631 APK \u0645\u0646 MLC Chat (\u062f\u0639\u0645 NPU \u064a\u062a\u0637\u0644\u0628 v0.18+).<\/li>\n<li>\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u064a\u0632\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 (Galaxy AI, Gemini Nano) \u0646\u0634\u0637\u0629 \u062d\u0627\u0644\u064a\u0627\u064b \u2014 \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637 \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0640 NPU \u0641\u064a \u0627\u0644\u0645\u0631\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629.<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0647\u0627\u062a\u0641 \u064a\u0635\u0628\u062d \u0633\u0627\u062e\u0646\u0627\u064b \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0631\u064a\u062d:<\/strong><\/p>\n<ul>\n<li>\u0647\u0630\u0627 \u0645\u062a\u0648\u0642\u0639 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062b\u0642\u064a\u0644. \u062e\u0630 \u0641\u0627\u0635\u0644 \u0644\u0645\u062f\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0648\u0633\u064a\u0628\u0631\u062f \u0627\u0644\u0647\u0627\u062a\u0641.<\/li>\n<li>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0633\u0627\u062e\u0646\u0627\u064b \u0639\u0646\u062f \u0627\u0644\u0628\u062f\u0621\u060c \u0643\u0627\u0646 \u0627\u0644\u0647\u0627\u062a\u0641 \u0645\u062d\u0645\u0644 \u062d\u0631\u0627\u0631\u064a\u0627\u064b \u0628\u0627\u0644\u0641\u0639\u0644 \u2014 \u0623\u063a\u0644\u0642 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0627\u0646\u062a\u0638\u0631\u060c \u0623\u0639\u062f \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0629.<\/li>\n<li>\u0644\u0627 \u062a\u0634\u063a\u0651\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0623\u0634\u0639\u0629 \u0627\u0644\u0634\u0645\u0633 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629.<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u062a\u0633\u062a\u0646\u0632\u0641 \u0628\u0633\u0631\u0639\u0629 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639:<\/strong><\/p>\n<ul>\n<li>\u062a\u0623\u0643\u062f \u0645\u0646 \u0625\u064a\u0642\u0627\u0641 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0643\u064a\u0641\u064a \u0648\u062a\u0639\u0637\u064a\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0644\u0640 MLC Chat (\u0627\u0644\u062e\u0637\u0648\u0629 3).<\/li>\n<li>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u064a\u0632\u0629 \u0645\u062b\u0644 Always-On Display \u062a\u0639\u0645\u0644 \u0623\u064a\u0636\u0627\u064b \u0639\u0644\u0649 ML \u062b\u0642\u064a\u0644\u060c \u0639\u0637\u0651\u0644\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u062c\u0644\u0633\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0637\u064a \u0625\u062c\u0627\u0628\u0627\u062a \u0633\u064a\u0626\u0629:<\/strong><\/p>\n<ul>\n<li>\u0646\u0645\u0648\u0630\u062c 8B-parameter \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0644\u0647 \u062a\u0627\u0631\u064a\u062e \u0645\u0639\u0631\u0641\u064a \u0648\u0642\u062f\u0631\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0623\u0642\u0644 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0645\u062b\u0644 GPT-4 \u0623\u0648 Claude. \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0642\u062f \u0623\u0648 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0623\u062e\u064a\u0631\u0629\u060c \u0633\u062a\u0631\u064a\u062f \u0646\u0645\u0648\u0630\u062c \u0633\u062d\u0627\u0628\u0629 \u2014 \u0647\u0630\u0627 \u0645\u0642\u0627\u064a\u0636\u0629 \u0645\u062a\u0623\u0635\u0644\u0629 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632\u060c \u0648\u0644\u064a\u0633\u062a \u0645\u0634\u0643\u0644\u0629 \u0625\u0639\u062f\u0627\u062f.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Alternatives_to_MLC-LLM_in_2026\"><\/span>\u0628\u062f\u0627\u0626\u0644 MLC-LLM \u0641\u064a 2026<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong><a href=\"https:\/\/pytorch.org\/executorch\/\" target=\"_blank\" rel=\"noopener\">ExecuTorch<\/a><\/strong> (\u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 PyTorch \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632) - \u062c\u0627\u0647\u0632 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a Galaxy AI \u062f\u0627\u062e\u0644\u064a\u064b\u0627. \u0623\u0628\u0637\u0623 \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0646 MLC-LLM \u0641\u064a 2026\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u062a\u0643\u0627\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0639 \u0646\u0638\u0627\u0645 PyTorch \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0623\u0648\u0633\u0639 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0646\u0634\u0626 \u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/p>\n<p><strong><a href=\"https:\/\/github.com\/ggerganov\/llama.cpp\/wiki\/Android\" target=\"_blank\" rel=\"noopener\">llama.cpp Android build<\/a><\/strong> - \u064a\u062f\u0648\u064a \u0648\u0644\u0643\u0646\u0647 \u0642\u0648\u064a\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0648\u0644\u064a\u0633 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0641\u064a 2026. \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a.<\/p>\n<p><strong><a href=\"https:\/\/privatellm.app\/\" target=\"_blank\" rel=\"noopener\">Private LLM (Play Store)<\/a><\/strong> - $5 \u062a\u0637\u0628\u064a\u0642 \u0645\u0635\u0642\u0648\u0644\u060c \u0623\u0642\u0644 \u0645\u0631\u0648\u0646\u0629 \u0645\u0646 MLC Chat \u0648\u0644\u0643\u0646\u0647 \u0623\u0633\u0647\u0644 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u064a\u0646. \u064a\u062f\u0639\u0645 NPU.<\/p>\n<p><strong>\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0639\u0629<\/strong>:<\/p>\n<ul>\n<li>Samsung Galaxy AI \u064a\u0633\u062a\u062e\u062f\u0645 ExecuTorch \u062f\u0627\u062e\u0644\u064a\u0627\u064b \u0644\u0628\u0639\u0636 \u0645\u064a\u0632\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632. \u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0647\u062f\u0627\u0641\u0647 \u0645\u0628\u0627\u0634\u0631\u0629 \u0643\u0645\u0637\u0648\u0631.<\/li>\n<li>Google AICore (\u0639\u0644\u0649 Tensor G5 Pixels) \u064a\u0643\u0634\u0641 Gemini Nano \u0639\u0628\u0631 Edge AI APIs. \u0645\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 Pixel \u0641\u0642\u0637.<\/li>\n<li>Apple Intelligence\u060c \u0628\u0627\u0644\u0637\u0628\u0639\u060c \u0645\u0642\u062a\u0635\u0631\u0629 \u0639\u0644\u0649 iPhone.<\/li>\n<\/ul>\n<p>\u0644\u0640 \u00ab\u0623\u0631\u064a\u062f \u062a\u0637\u0628\u064a\u0642 \u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u064a\u0648\u0645\u00bb\u060c MLC Chat \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0635\u062d\u064a\u062d \u0641\u064a 2026.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Whats_coming_next\"><\/span>\u0645\u0627 \u064a\u0623\u062a\u064a \u0628\u0639\u062f \u0630\u0644\u0643<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0637\u0648\u0631\u0627\u0646 \u062c\u062f\u064a\u0631\u0627\u0646 \u0628\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u064a \u0623\u0648\u0627\u062e\u0631 2026:<\/p>\n<p>1. <strong>\u0647\u062f\u0641 Qualcomm \u0627\u0644\u0645\u0639\u0644\u0646 \u0628\u0640 12 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632<\/strong> \u0644\u0640 Snapdragon 8 Elite 2 (\u0645\u062a\u0648\u0642\u0639 \u0623\u0648\u0627\u062e\u0631 2026). \u064a\u062f\u0641\u0639 \u0633\u0642\u0641 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 \u00ab\u062c\u0648\u062f\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062d\u062f\u0648\u062f\u064a\u0629\u00bb.<br \/>\n2. <strong>\u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u062a\u0643\u0647\u0646\u064a \u0644\u0644\u062c\u0648\u0627\u0644<\/strong> - \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0641\u064a MLC \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 1.5 \u06482 \u0636\u0639\u0641 \u0639\u0644\u0649 Llama 3 8B \u062f\u0648\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629.<\/p>\n<p>\u0628\u062d\u0644\u0648\u0644 \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2027\u060c \u0645\u0646 \u0627\u0644\u0645\u0641\u062a\u0631\u0636 \u0623\u0646 \u062a\u0635\u0644 \u0633\u0631\u0639\u0629 LLM \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0639\u0644\u0649 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0625\u0644\u0649 25-30 \u062a\u0648\u0643\u0646\/\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0632 \u0645\u0646 \u0641\u0626\u0629 8B\u060c \u0648\u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646 \u062a\u0635\u0644 \u0625\u0644\u0649 13B \u0628\u0633\u0631\u0639\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 \u062a\u0634\u063a\u064a\u0644 Llama 3 \u0645\u062d\u0644\u064a\u0627\u064b \u0639\u0644\u0649 \u0647\u0627\u062a\u0641\u064a \u0633\u064a\u0636\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629\u061f<\/h3>\n<p>\u0644\u0627\u060c \u0645\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0627\u062f\u064a. \u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u064a\u0629 \u0641\u064a \u0647\u0648\u0627\u062a\u0641 Snapdragon 8 Gen 4 \u0645\u062a\u062d\u0641\u0638\u0629 - \u0633\u062a\u062e\u0646\u0642 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0642\u0628\u0644 \u0623\u0646 \u064a\u0635\u0628\u062d \u062a\u0644\u0641 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0635\u062f\u0631 \u0642\u0644\u0642. \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0623\u0643\u0628\u0631 \u0647\u064a \u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0643\u062b\u0641 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (\u0639\u062f\u0629 \u0633\u0627\u0639\u0627\u062a \u0641\u064a \u0627\u0644\u064a\u0648\u0645) \u064a\u0633\u0631\u0639 \u0645\u0646 \u062a\u0642\u0627\u062f\u0645 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0642\u0644\u064a\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0641\u064a\u0641\u060c \u062a\u0645\u0627\u0645\u0627\u064b \u0645\u062b\u0644 \u0623\u064a \u0639\u0628\u0621 \u0639\u0645\u0644 \u0645\u0643\u062b\u0641 \u0622\u062e\u0631.<\/p>\n<h3>\u0647\u0644 Llama 3 8B \u062c\u064a\u062f \u0645\u062b\u0644 ChatGPT \u0639\u0644\u0649 \u0647\u0627\u062a\u0641\u064a\u061f<\/h3>\n<p>\u0644\u0627\u060c \u0644\u0643\u0646\u0647\u0627 \u0642\u0631\u064a\u0628\u0629 \u0628\u0634\u0643\u0644 \u0645\u062f\u0647\u0634 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645. \u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 Llama 3 8B \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0628\u0640 GPT-3.5 \u0645\u0646 2023 - \u0642\u0648\u064a \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0648\u0627\u0644\u062a\u0644\u062e\u064a\u0635 \u0648\u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0628\u0633\u064a\u0637 \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062a\u062e\u0627\u0637\u0628\u064a\u0629. \u0625\u0646\u0647 \u0623\u0636\u0639\u0641 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0646 GPT-4 \u0623\u0648 Claude Opus \u0641\u064a \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0639\u0642\u062f\u060c \u0648\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0630\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u201c\u0644\u0637\u0631\u062d \u0633\u0624\u0627\u0644 \u0633\u0631\u064a\u0639 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u201d\u060c \u0641\u0647\u0648 \u0645\u0645\u062a\u0627\u0632.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0627 \u0639\u0644\u0649 \u0647\u0627\u062a\u0641 Snapdragon 8 Gen 3 \u0645\u0646 2024\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0648\u0644\u0643\u0646\u0643 \u0633\u062a\u0631\u0649 \u0645\u0646 4 \u0625\u0644\u0649 6 \u0631\u0645\u0648\u0632\/\u062b\u0627\u0646\u064a\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 12 \u0625\u0644\u0649 18 \u0631\u0645\u0632\u064b\u0627\/\u062b\u0627\u0646\u064a\u0629. \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0633\u062f\u0627\u0633\u064a\u0629 NPU \u0639\u0644\u0649 8 Gen 3 \u0647\u064a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0646\u0635\u0641 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 8 Gen 4 \u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 LLM. \u0644\u0627 \u062a\u0632\u0627\u0644 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0644\u0643\u0646\u0647\u0627 \u0623\u0628\u0637\u0623 \u0641\u0642\u0637. \u064a\u0643\u0627\u0641\u062d \u0627\u0644\u062c\u064a\u0644 8 \u0645\u0646 \u0627\u0644\u062c\u064a\u0644 2 (\u0627\u0644\u0631\u0627\u0626\u062f 2023) \u0644\u0643\u0633\u0631 3 t\/s \u0648\u0647\u0648 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Llama 3 70B \u0639\u0644\u0649 \u0647\u0627\u062a\u0641\u064a\u061f<\/h3>\n<p>\u0644\u0627. Llama 3 70B \u0641\u064a Q4 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 ~43 GB \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0644\u0627 \u064a\u0645\u0644\u0643 \u0623\u064a \u0647\u0627\u062a\u0641 \u0641\u064a 2026 \u0623\u064a \u0634\u064a\u0621 \u0628\u0642\u0631\u0628 \u0630\u0644\u0643. \u0641\u0626\u0629 70B \u0647\u064a \u0628\u0648\u0636\u0648\u062d \u0625\u0642\u0644\u064a\u0645 \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062c\u0647\u0632\u0629 \u0641\u0626\u0629 \u0627\u0644\u0647\u0627\u062a\u0641\u060c 8B \u0647\u0648 \u0627\u0644\u0633\u0642\u0641 \u0627\u0644\u0639\u0645\u0644\u064a\u060c \u0645\u0639 Qwen 2.5 14B \u0643\u062d\u062f \u0623\u0642\u0635\u0649 \u0639\u0644\u0649 \u0647\u0648\u0627\u062a\u0641 16 GB RAM (\u0648\u062d\u062a\u0649 \u0628\u0639\u062f\u0647\u0627\u060c \u0628\u0628\u0637\u0621 \u0634\u062f\u064a\u062f \u062c\u062f\u0627\u064b).<\/p>\n<h3>\u0647\u0644 \u0647\u0630\u0627 \u064a\u0633\u062a\u0646\u0632\u0641 \u062e\u0637\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u064a\u061f<\/h3>\n<p>\u0644\u0627 - \u0628\u0645\u062c\u0631\u062f \u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u062a\u0639\u0645\u0644 \u062c\u0645\u064a\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u064a\u062d\u062f\u062b \u0627\u0644\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0630\u064a \u062a\u0628\u0644\u063a \u0633\u0639\u062a\u0647 4.9 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u061b \u0648\u0643\u0644 \u0634\u064a\u0621 \u0628\u0639\u062f \u0630\u0644\u0643 \u064a\u0643\u0648\u0646 \u0645\u062d\u0644\u064a\u064b\u0627. \u0647\u0630\u0627 \u0647\u0648 \u0628\u064a\u062a \u0627\u0644\u0642\u0635\u064a\u062f \u0645\u0646 \u0646\u0645\u0627\u0630\u062c LLM \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632.<\/p>\n<h3>\u0645\u0627\u0630\u0627 \u0639\u0646 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0645\u0643\u0633\u0648\u0631\u0629 \u0623\u0648 \u0627\u0644\u062c\u0630\u0648\u0631\u061f<\/h3>\n<p>\u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 Android \u0627\u0644\u0623\u0635\u0644\u064a \u0648\u0644\u0627 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u062c\u0630\u0631. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0627\u062a\u0641\u0643 \u0644\u062f\u064a\u0647 \u062c\u0630\u0631\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 llama.cpp \u0645\u0628\u0627\u0634\u0631\u0629 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u062d\u0643\u0645 \u0623\u0643\u062b\u0631 \u0642\u0644\u064a\u0644\u0627\u064b\u060c \u0644\u0643\u0646 \u0645\u0633\u0627\u0631 MLC Chat \u0623\u0633\u0631\u0639 \u0648\u0623\u0633\u0647\u0644 \u0644\u0640 95% \u0645\u0646 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n<h3>\u0647\u0644 iPhone 17 Pro \u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0645\u0646 Galaxy S26 Ultra\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 (Apple Intelligence \u0645\u0642\u0627\u0628\u0644 Galaxy AI)\u060c \u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629. \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0645\u062e\u0635\u0635\u0629\u060c <strong>Galaxy \u0623\u0643\u062b\u0631 \u0645\u0631\u0648\u0646\u0629<\/strong> - \u0644\u0627 \u062a\u0639\u0631\u0636 Apple \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0639\u0635\u0628\u064a Neural Engine \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0631\u0641 \u0627\u0644\u062b\u0627\u0644\u062b \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LLM \u0628\u0634\u0643\u0644 \u0639\u0634\u0648\u0627\u0626\u064a. \u062a\u0639\u0645\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 Private LLM \u0627\u0644\u062e\u0627\u0635\u0629 \u0639\u0644\u0649 iPhone \u0639\u0628\u0631 Metal\/CoreML \u0648\u0644\u0643\u0646 \u0644\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0639\u0635\u0628\u064a Neural Engine \u0628\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062e\u062f\u0645 \u0628\u0647\u0627 MLC Chat \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0633\u062f\u0627\u0633\u064a\u0629 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Android. \u0631\u0627\u062c\u0639 <a href=\"\/ar\/iphone-17-pro-vs-galaxy-s26-ultra-on-device-ai\/\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 iPhone \u0648 Galaxy \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632<\/a> \u0644\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644\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>\u0644\u0645 \u064a\u0639\u062f \u062a\u0634\u063a\u064a\u0644 Llama 3 8B \u0628\u0634\u0643\u0644 \u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0647\u0627\u062a\u0641 \u0623\u0646\u062f\u0631\u0648\u064a\u062f 2026 \u0627\u0644\u0631\u0627\u0626\u062f \u0641\u0636\u0648\u0644\u064b\u0627\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0645\u0646 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u062a\u0633\u062a\u0646\u0632\u0641 \u0628\u0637\u0627\u0631\u064a\u0629 \u0645\u062a\u0648\u0627\u0636\u0639\u0629\u060c \u0648\u062a\u062d\u062a\u0631\u0645 \u062e\u0635\u0648\u0635\u064a\u062a\u0643 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0627. MLC-LLLM \u0647\u0648 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647\u060c \u0648\u064a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0625\u0639\u062f\u0627\u062f 30 \u062f\u0642\u064a\u0642\u0629\u060c \u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0647\u064a \u0645\u0633\u0627\u0639\u062f \u062f\u0631\u062f\u0634\u0629 \u0642\u0627\u062f\u0631 \u0641\u064a \u062c\u064a\u0628\u0643.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0646\u0645\u0627\u0630\u062c LLM \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u062a\u0643\u0645\u0644 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0623\u0646 \u062a\u062d\u0644 \u0645\u062d\u0644 AI \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629: \u0627\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0647\u0627\u062a\u0641 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u063a\u064a\u0631 \u0645\u062a\u0635\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0645\u0647\u0645\u0629\u060c \u0623\u0648 \u0644\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u061b \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0639\u0642\u062f \u0648\u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u062c\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631. \u0643\u0644\u0627\u0647\u0645\u0627 \u0644\u0647 \u0645\u0643\u0627\u0646\u0647\u060c \u06482026 \u0647\u064a \u0627\u0644\u0633\u0646\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062d\u0642 \u0641\u064a\u0647\u0627 \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0645\u062d\u0644\u064a \u0628\u062d\u0642 \u062c\u0647\u062f \u0627\u0644\u0625\u0639\u062f\u0627\u062f.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/claude-opus-4-8-vs-gemini-3-1-pro\/\">Claude Opus 4.8 \u0645\u0642\u0627\u0628\u0644 Gemini 3.1 \u0628\u0631\u0648: \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a\u060c \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631\u060c \u0648\u0623\u064a\u0647\u0645\u0627 \u062a\u062e\u062a\u0627\u0631 (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/how-to-build-a-rag-pipeline-2026\/\">\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 RAG \u0641\u064a 2026 (\u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/90-day-ai-engineer-path\/\">\u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0633\u0627\u0631\u0643 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0644\u0645\u062f\u0629 90 \u064a\u0648\u0645\u0627\u064b<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/local-llm-ollama-setup\/\">\u0625\u0639\u062f\u0627\u062f \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u062d\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Ollama<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/build-personal-ai-assistant-python\/\">\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f \u0634\u062e\u0635\u064a \u0630\u0643\u064a \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062e\u0644\u0627\u0644 30 \u062f\u0642\u064a\u0642\u0629 (\u062f\u0648\u0631\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ai-resume-screener-tutorial\/\">\u0625\u0646\u0634\u0627\u0621 \u0646\u0638\u0627\u0645 \u0641\u062d\u0635 \u0633\u064a\u0631 \u0630\u0627\u062a\u064a\u0629 \u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (\u062f\u0648\u0631\u0629 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0643\u0627\u0645\u0644\u0629)<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u064a\u0639\u0645\u0644 Llama 3 8B 8B \u0628\u0634\u0643\u0644 \u0645\u062f\u0647\u0634 \u0639\u0644\u0649 \u0647\u0648\u0627\u062a\u0641 \u0623\u0646\u062f\u0631\u0648\u064a\u062f \u0627\u0644\u0631\u0627\u0626\u062f\u0629 2026 - \u0628\u0633\u0631\u0639\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u062f\u0648\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0625\u0644\u064a\u0643 \u0628\u0627\u0644\u0636\u0628\u0637 \u0643\u064a\u0641\u064a\u0629 \u0625\u0639\u062f\u0627\u062f\u0647 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 Snapdragon 8 Gen 4.<\/p>","protected":false},"author":1,"featured_media":2004,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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