{"id":2151,"date":"2026-08-10T06:29:04","date_gmt":"2026-08-10T06:29:04","guid":{"rendered":"https:\/\/convly.ai\/?p=2151"},"modified":"2026-08-10T06:29:04","modified_gmt":"2026-08-10T06:29:04","slug":"comfyui-gguf-setup","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/","title":{"rendered":"ComfyUI GGUF: \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 (VRAM)"},"content":{"rendered":"<div class=\"convly-tldr\">\n<ul>\n<li>\u064a\u0642\u0644\u0650\u0651\u0635 \u062a\u0643\u0645\u064a\u0645 GGUF \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062b\u0644 FLUX.1 \u0645\u0646 \u062d\u062c\u0645 \u064a\u0642\u0627\u0631\u0628 24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0625\u0644\u0649 \u0646\u0637\u0627\u0642 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 5 \u064812 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u062a\u0647\u0627 (VRAM) \u0628\u064a\u0646 6 \u064816 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a.<\/li>\n<li>\u062b\u0628\u0650\u0651\u062a <strong>\u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 ComfyUI-GGUF<\/strong> \u0627\u0644\u0645\u0637\u0648\u064e\u0651\u0631\u0629 \u0645\u0646 \u0642\u0650\u0628\u0644 city96\u060c \u0648\u0627\u0646\u0633\u062e \u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 <code>.gguf<\/code> \u0627\u0644\u0645\u062c\u0644\u062f <code>ComfyUI\/models\/unet\/<\/code>\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0639\u0642\u062f\u0629 <code>UnetLoaderGGUF<\/code> \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0639\u0642\u062f\u0629 UNETLoader \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629.<\/li>\n<li>\u062a\u0648\u0641\u0631 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0645\u064a\u0645 Q4_K_S \u0623\u0648 Q5_K_S \u0623\u0641\u0636\u0644 \u0646\u0633\u0628\u0629 \u0628\u064a\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u0629 VRAM \u0644\u0645\u0639\u0638\u0645 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u0623\u0645\u0627 Q8_0 \u0641\u0647\u064a \u0642\u0631\u064a\u0628\u0629 \u062c\u062f\u064b\u0651\u0627 \u0645\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0635\u0644\u0627\u062d\u064a\u0629 (near-lossless) \u0644\u0643\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0623\u0642\u0644 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0648\u062a\u0633\u062a\u0647\u062f\u0641 Q2_K \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u0627\u0648\u062d \u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u062a\u0647\u0627 \u0628\u064a\u0646 4 \u06486 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u0645\u0639 \u0648\u062c\u0648\u062f \u062a\u0646\u0627\u0632\u0644\u0627\u062a \u0645\u0631\u0626\u064a\u0629 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u062a\u062d\u0645\u064a\u0644 \u0645\u064f\u0634\u0641\u0650\u0651\u0631 \u0627\u0644\u0646\u0635\u0648\u0635 T5-XXL \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0645\u0648\u0630\u062c FLUX (~9 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0628\u0635\u064a\u063a\u0629 fp16) \u0628\u0635\u064a\u063a\u0629 GGUF \u0639\u0628\u0631 <code>DualCLIPLoaderGGUF<\/code>\u060c \u0645\u0645\u0627 \u064a\u062d\u0631\u0650\u0651\u0631 \u0643\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM.<\/li>\n<\/ul>\n<\/div>\n<p>GGUF \u0647\u0648 \u062a\u0646\u0633\u064a\u0642 \u062b\u0646\u0627\u0626\u064a \u0637\u0648\u0631\u062a\u0647 \u0645\u0634\u0631\u0648\u0639 llama.cpp \u0644\u062a\u062e\u0632\u064a\u0646 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u064f\u0643\u0645\u064e\u0651\u0645\u0629. \u0648\u0631\u063a\u0645 \u0623\u0646\u0647 \u0643\u0627\u0646 \u0645\u064f\u0648\u062c\u064e\u0651\u0647\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u0635\u0644 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs)\u060c \u0641\u0642\u062f \u062a\u0645 \u062a\u0643\u064a\u064a\u0641\u0647 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0645\u0639 \u0648\u062d\u062f\u0627\u062a UNet \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631\u060c \u0643\u0645\u0627 \u0623\u0646 \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0627\u0644\u062a\u064a \u0637\u0648\u064e\u0651\u0631\u0647\u0627 city96 \u062a\u062a\u064a\u062d \u062f\u0639\u0645 \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 ComfyUI. \u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0647\u064a \u0623\u0646 \u0646\u0645\u0648\u0630\u062c FLUX.1-dev\u060c \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0627\u062c \u0639\u0627\u062f\u0629\u064b \u0625\u0644\u0649 \u0646\u062d\u0648 24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0628\u062f\u0642\u0629 BF16\u060c \u0623\u0635\u0628\u062d \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0633\u0639\u062a\u0647\u0627 6\u20138 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0643\u0645\u064a\u0645 Q4 \u2014 \u0645\u0639 \u062c\u0648\u062f\u0629 \u0635\u0648\u0631 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u063a\u064a\u0631 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u0627\u0644\u0639\u064a\u0646 \u0627\u0644\u0645\u062c\u0631\u062f\u0629 \u0639\u0646 \u062a\u0644\u0643 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u062f\u0642\u0629. <strong>\u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 ComfyUI-GGUF<\/strong> \u0639\u064f\u0642\u062f\u0629 \u0645\u062e\u0635\u0635\u0629 \u0645\u0646 \u0642\u0650\u0628\u0644 city96 \u062a\u064f\u0648\u0641\u0651\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 ComfyUI. \u0648\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0647\u064a \u0623\u0646 \u0646\u0645\u0648\u0630\u062c FLUX.1-dev\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0637\u0644\u0628 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 24 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u062f\u0642\u0629 BF16 \u0643\u0627\u0645\u0644\u0629\u060c \u064a\u0635\u0628\u062d \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0633\u0639\u0629 \u0666\u2013\u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0645\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 Q4 \u2014 \u0645\u0639 \u062c\u0648\u062f\u0629 \u0635\u0648\u0631 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u063a\u064a\u0631 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u0627\u0644\u0639\u064a\u0646 \u0627\u0644\u0645\u062c\u0631\u062f\u0629 \u0639\u0646 \u062a\u0644\u0643 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u064a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a79b1362b0f8\" 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-6a79b1362b0f8\"  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\/comfyui-gguf-setup\/#Why_GGUF_Matters_for_Image_Generation\" >\u0644\u0645\u0627\u0630\u0627 \u064a\u0643\u062a\u0633\u0628 \u062a\u0646\u0633\u064a\u0642 GGUF \u0623\u0647\u0645\u064a\u0629\u064b \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/#Installing_the_ComfyUI-GGUF_Custom_Node\" >\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 ComfyUI-GGUF<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/#Getting_GGUF_Model_Files\" >\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0644\u0641\u0627\u062a \u0646\u0645\u0627\u0630\u062c GGUF<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/#Where_to_Place_Model_Files\" >\u0645\u0643\u0627\u0646 \u0648\u0636\u0639 \u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/#Using_the_GGUF_Loader_Nodes\" >\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0642\u062f \u062a\u062d\u0645\u064a\u0644 GGUF<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/#Choosing_a_Quantisation_Level\" >\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/#Quality_and_Speed_Trade-offs\" >\u0627\u0644\u062a\u062c\u0627\u0646\u0633 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062c\u0648\u062f\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/comfyui-gguf-setup\/#Frequently_Asked_Questions\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Why_GGUF_Matters_for_Image_Generation\"><\/span>\u0644\u0645\u0627\u0630\u0627 \u064a\u0643\u062a\u0633\u0628 \u062a\u0646\u0633\u064a\u0642 GGUF \u0623\u0647\u0645\u064a\u0629\u064b \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u064f\u0648\u0632\u064e\u0651\u0639 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 (checkpoints) \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0639\u0627\u062f\u0629\u064b \u0628\u0635\u064a\u063a\u0629 <code>.safetensors<\/code> \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0628\u062a\u0646\u0633\u064a\u0642 FP16 \u0623\u0648 BF16. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0642\u062f\u0645 (\u0645\u062b\u0644 SD1.5 \u0628\u062d\u062c\u0645 ~2 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648SDXL \u0628\u062d\u062c\u0645 ~7 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u0641\u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0633\u0644\u0627\u0633\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a. \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c\u0627 FLUX.1 \u0648SD3 \u0641\u062a\u0628\u0644\u063a \u0623\u062d\u062c\u0627\u0645 \u0645\u0644\u0641\u0627\u062a\u0647\u0645\u0627 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0627\u0644\u062f\u0642\u0629 24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u064816 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a \u2014 \u0648\u0647\u064a \u062a\u062a\u062c\u0627\u0648\u0632 \u0633\u0642\u0641 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (VRAM) \u0644\u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n<p>\u062a\u064f\u062d\u0648\u0650\u0651\u0644 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 GGUF \u0643\u0644 \u0648\u0632\u0646 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644 \u0639\u062f\u062f\u064a \u0635\u062d\u064a\u062d \u0623\u0635\u063a\u0631. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0632\u0646 \u0645\u0646 \u0627\u0644\u0646\u0648\u0639 Q8_0 8 \u0628\u062a \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 16 \u0628\u062a\u060c \u0645\u0627 \u064a\u0642\u0644\u0650\u0651\u0644 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0646\u0635\u0641 \u062f\u0648\u0646 \u062e\u0633\u0627\u0631\u0629 \u0645\u0644\u062d\u0648\u0638\u0629 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629. \u0623\u0645\u0627 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0645\u0646 \u0627\u0644\u0646\u0648\u0639 Q4 \u0641\u062a\u0633\u062a\u062e\u062f\u0645 4 \u0628\u062a \u0644\u0643\u0644 \u0648\u0632\u0646\u060c \u0645\u0645\u0627 \u064a\u062e\u0641\u0636 \u0627\u0644\u062d\u062c\u0645 \u0625\u0644\u0649 \u0646\u062d\u0648 \u0631\u0628\u0639 \u062d\u062c\u0645 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 fp16. \u0648\u062a\u062a\u0636\u0627\u0639\u0641 \u0647\u0630\u0647 \u0627\u0644\u062a\u0648\u0641\u064a\u0631\u0627\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0630\u0627\u0643\u0631\u0629 VRAM<\/a> \u0644\u062a\u0642\u062f\u064a\u0631 \u0643\u0645\u064a\u0629 \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPU) \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0637\u0644\u0628\u0647\u0627 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0627\u0644\u0645\u062d\u062f\u062f \u0642\u0628\u0644 \u062a\u0646\u0632\u064a\u0644 \u0623\u064a \u0645\u0644\u0641.<\/p>\n<p>\u0648\u064a\u062d\u062a\u0648\u064a \u0646\u0645\u0648\u0630\u062c FLUX.1 \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u0645\u0634\u0641\u0631 \u0646\u0635\u064a \u0642\u0648\u064a \u0645\u0646 \u0646\u0648\u0639 T5-XXL \u0628\u062d\u062c\u0645 \u0643\u0628\u064a\u0631 (~9.3 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u0635\u064a\u063a\u0629 fp16). \u0648\u0628\u062f\u0645\u062c \u0646\u0645\u0648\u0630\u062c UNet \u0627\u0644\u0645\u0643\u0645\u064e\u0651\u0646 \u0628\u0635\u064a\u063a\u0629 GGUF \u0645\u0639 \u0645\u0634\u0641\u0631 T5-XXL \u0627\u0644\u0645\u0643\u0645\u064e\u0651\u0646 \u0628\u0646\u0641\u0633 \u0627\u0644\u0635\u064a\u063a\u0629\u060c \u064a\u0635\u0628\u062d \u0628\u0625\u0645\u0643\u0627\u0646 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 FLUX.1 \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0643\u0627\u0646\u062a \u0633\u062a\u0643\u0648\u0646 \u0639\u0627\u062c\u0632\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0646 \u062a\u0634\u063a\u064a\u0644\u0647 \u0644\u0648\u0644\u0627 \u0630\u0644\u0643. \u0648\u064a\u0645\u0643\u0646 \u062a\u062d\u0645\u064a\u0644 \u0647\u0630\u064a\u0646 \u0627\u0644\u0645\u0643\u0648\u0650\u0651\u0646\u064a\u0646 \u0628\u0635\u064a\u063a\u0629 GGUF \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Installing_the_ComfyUI-GGUF_Custom_Node\"><\/span>\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 ComfyUI-GGUF<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0639\u0628\u0631 ComfyUI Manager (\u0645\u064f\u0648\u0635\u0649 \u0628\u0647)<\/h3>\n<ol>\n<li>\u0627\u0641\u062a\u062d \u0628\u0631\u0646\u0627\u0645\u062c ComfyUI \u062b\u0645 \u0627\u0646\u0642\u0631 \u0639\u0644\u0649 <strong>Manager<\/strong> \u0641\u064a \u0627\u0644\u0634\u0631\u064a\u0637 \u0627\u0644\u062c\u0627\u0646\u0628\u064a.<\/li>\n<li>\u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 <strong>\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0639\u064f\u0642\u062f \u0627\u0644\u0645\u062e\u0635\u0635\u0629 (Install Custom Nodes)<\/strong>.<\/li>\n<li>\u0627\u0628\u062d\u062b \u0639\u0646 <code>\u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 ComfyUI-GGUF<\/code>.<\/li>\n<li>\u0627\u0646\u0642\u0631 <strong>\u062a\u062b\u0628\u064a\u062a<\/strong> \u0628\u062c\u0627\u0646\u0628 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 city96\u060c \u062b\u0645 \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 ComfyUI.<\/li>\n<\/ol>\n<h3>\u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u064a\u062f\u0648\u064a<\/h3>\n<p>\u0627\u0646\u0633\u062e \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 (clone) \u0625\u0644\u0649 \u062f\u0644\u064a\u0644\u0643 \u0627\u0644\u062e\u0627\u0635 <code>custom_nodes<\/code> \u062b\u0645 \u062b\u0628\u0650\u0651\u062a \u062a\u0628\u0639\u064a\u062a\u0647 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646:<\/p>\n<pre><code>cd ComfyUI\/custom_nodes\ngit clone https:\/\/github.com\/city96\/ComfyUI-GGUF\n<\/code><\/pre>\n<p><strong>\u0644\u064a\u0646\u0643\u0633 \/ \u0645\u0627\u0643 \u0623\u0648 \u0625\u0633 (\u0628\u064a\u0626\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 venv):<\/strong><\/p>\n<pre><code>source ComfyUI\/venv\/bin\/activate\npip install -r ComfyUI\/custom_nodes\/ComfyUI-GGUF\/requirements.txt\n<\/code><\/pre>\n<p><strong>\u0648\u064a\u0646\u062f\u0648\u0632 (\u0646\u0633\u062e\u0629 ComfyUI \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629):<\/strong><\/p>\n<pre><code>ComfyUIpython_embedspython.exe -m pip install -r ComfyUIcustom_nodesComfyUI-GGUFrequirements.txt\n<\/code><\/pre>\n<p><strong>\u0648\u064a\u0646\u062f\u0648\u0632 (\u0628\u064a\u0626\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 venv):<\/strong><\/p>\n<pre><code>ComfyUIvenvScriptsactivate.bat\npip install -r ComfyUIcustom_nodesComfyUI-GGUFrequirements.txt\n<\/code><\/pre>\n<p>\u0623\u0645\u0627 \u0627\u0644\u062a\u0628\u0639\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u0647\u064a \u062d\u0632\u0645\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 <code>gguf<\/code> \u060c \u0648\u0628\u0639\u062f \u0627\u0644\u0627\u0646\u062a\u0647\u0627\u0621 \u0645\u0646 \u0627\u0644\u062a\u062b\u0628\u064a\u062a\u060c \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 ComfyUI.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Getting_GGUF_Model_Files\"><\/span>\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0644\u0641\u0627\u062a \u0646\u0645\u0627\u0630\u062c GGUF<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 city96 \u0628\u0631\u0641\u0639 \u0625\u0635\u062f\u0627\u0631\u0627\u062a GGUF \u0645\u0646 \u0646\u0645\u0648\u0630\u062c\u064a FLUX.1-dev \u0648FLUX.1-schnell \u0625\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face \u0636\u0645\u0646 \u0627\u0633\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 <code>city96<\/code>\u060c \u0644\u0630\u0627 \u0627\u0628\u062d\u062b \u0639\u0646 <code>city96 FLUX.1-dev-gguf<\/code> \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face \u0644\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0645\u0642\u0627\u0628\u0644. \u0648\u064a\u062d\u062a\u0648\u064a \u0643\u0644 \u0645\u0633\u062a\u0648\u062f\u0639 \u0639\u0644\u0649 \u0639\u062f\u0629 \u0645\u0644\u0641\u0627\u062a\u060c \u0648\u0643\u0644 \u0645\u0644\u0641 \u0645\u0646\u0647\u0627 \u064a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0645\u0633\u062a\u0648\u0649 \u062a\u0643\u0645\u064a\u0646 \u0645\u062e\u062a\u0644\u0641. \u0642\u0645 \u0628\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0645\u0644\u0641 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0630\u064a \u064a\u062a\u0637\u0627\u0628\u0642 \u0645\u0639 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u2014 \u0648\u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u062a\u0646\u0632\u064a\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0644\u0641\u0627\u062a. <code>.gguf<\/code> \u0645\u0644\u0641\u0627\u062a GGUF \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0634\u0641\u0631 \u0627\u0644\u0646\u0635 T5-XXL \u0645\u062a\u0648\u0641\u0631\u0629 \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face (\u0627\u0628\u062d\u062b \u0639\u0646<\/p>\n<p>t5-v1_1-xxl-encoder-gguf <code>)\u060c \u0623\u0645\u0627 \u0645\u0634\u0641\u0631 CLIP-L \u0641\u0647\u0648 \u0635\u063a\u064a\u0631 \u0627\u0644\u062d\u062c\u0645 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a (~240 \u0645\u064a\u062c\u0627\u0628\u0627\u064a\u062a) \u0644\u062f\u0631\u062c\u0629 \u0623\u0646 \u062a\u0643\u0645\u064a\u0646\u0647 \u0646\u0627\u062f\u0631\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0645\u062c\u062f\u064a\u064b\u0651\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0645\u0628\u0630\u0648\u0644.<\/code>\u0643\u0645\u0627 \u064a\u0642\u0648\u0645 \u0623\u0639\u0636\u0627\u0621 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0623\u064a\u0636\u064b\u0627 \u0628\u0631\u0641\u0639 \u0625\u0635\u062f\u0627\u0631\u0627\u062a GGUF \u0645\u0646 \u0646\u0645\u0627\u0630\u062c FLUX \u0627\u0644\u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 (fine-tuned) \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 CivitAI. \u0648\u064a\u0646\u0637\u0628\u0642 \u0646\u0641\u0633 \u0647\u064a\u0643\u0644 \u0627\u0644\u0639\u064f\u0642\u062f \u0648\u0627\u0644\u0623\u062f\u0644\u0629 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0645\u0635\u062f\u0631 \u0645\u0644\u0641 \u0627\u0644\u062a\u0646\u0632\u064a\u0644.<\/p>\n<p>\u0643\u0645\u0627 \u064a\u0642\u0648\u0645 \u0623\u0639\u0636\u0627\u0621 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0623\u064a\u0636\u064b\u0627 \u0628\u0631\u0641\u0639 \u0625\u0635\u062f\u0627\u0631\u0627\u062a GGUF \u0645\u0646 \u0646\u0645\u0627\u0630\u062c FLUX \u0627\u0644\u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u062f\u0642\u064a\u0642\u064b\u0627 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 CivitAI. \u0648\u064a\u0646\u0637\u0628\u0642 \u0646\u0641\u0633 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u0645\u062c\u0644\u062f\u0627\u062a \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0645\u0644\u0641 \u0645\u0646\u0647.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Where_to_Place_Model_Files\"><\/span>\u0645\u0643\u0627\u0646 \u0648\u0636\u0639 \u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u0627\u0644\u0645\u0644\u0641<\/th>\n<th>\u0627\u0644\u062f\u0644\u064a\u0644<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0645\u0648\u0630\u062c UNet \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631\u064a \u0628\u0635\u064a\u063a\u0629 GGUF (\u0645\u062b\u0644: <code>flux1-dev-Q4_K_S.gguf<\/code>)<\/td>\n<td><code>ComfyUI\/models\/unet\/<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0634\u0641\u0631 \u0646\u0635\u064a \u0628\u0635\u064a\u063a\u0629 GGUF (\u0645\u062b\u0644 T5-XXL <code>.gguf<\/code>)<\/td>\n<td><code>ComfyUI\/models\/clip\/<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u0648\u062d\u062f\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0645\u064f\u062a\u063a\u064a\u0631\u0629 (VAE) (<code>.safetensors<\/code>\u062a\u0628\u0642\u0649 \u062f\u0648\u0646 \u062a\u063a\u064a\u064a\u0631)<\/td>\n<td><code>ComfyUI\/models\/vae\/<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0644\u0627 \u064a\u064f\u0643\u0645\u064e\u0651\u0646 \u0646\u0645\u0648\u0630\u062c VAE \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 FLUX\u060c \u0648\u064a\u0638\u0644 \u0641\u064a \u0645\u0648\u0642\u0639\u0647 \u0627\u0644\u0637\u0628\u064a\u0639\u064a. \u0623\u0645\u0627 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062a\u062d\u0645\u064a\u0644 \u0645\u0644\u0641\u0627\u062a GGUF \u0641\u062a\u0642\u062a\u0635\u0631 \u0641\u0642\u0637 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c UNet \u0648\u0645\u0634\u0641\u0631 \u0627\u0644\u0646\u0635.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Using_the_GGUF_Loader_Nodes\"><\/span>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0642\u062f \u062a\u062d\u0645\u064a\u0644 GGUF<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0639\u062f \u062a\u062b\u0628\u064a\u062a \u0645\u0643\u0648\u0650\u0651\u0646 ComfyUI-GGUF \u0648\u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c\u060c \u062a\u0638\u0647\u0631 \u0639\u064f\u0642\u062f \u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u0633\u062a\u0639\u0631\u0636 \u0627\u0644\u0639\u064f\u0642\u062f. \u0648\u0647\u0630\u0647 \u0627\u0644\u0639\u064f\u0642\u062f \u062a\u062d\u0644 \u0645\u062d\u0644 \u0646\u0638\u064a\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644\u0643 \u2014 \u0641\u0644\u0627 \u064a\u0645\u0643\u0646 \u062a\u062d\u0645\u064a\u0644 \u0645\u0644\u0641 <code>.gguf<\/code> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 <code>UNETLoader<\/code>.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0639\u0642\u062f\u0629<\/th>\n<th>\u062a\u062d\u0644 \u0645\u062d\u0644<\/th>\n<th>\u062a\u0642\u0628\u0644<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>UnetLoaderGGUF<\/code><\/td>\n<td><code>UNETLoader<\/code><\/td>\n<td><code>.gguf<\/code> \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td><code>UnetLoaderGGUFAdvanced<\/code><\/td>\n<td><code>UNETLoader<\/code><\/td>\n<td><code>.gguf<\/code> \u0645\u0639 \u062e\u064a\u0627\u0631\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td><code>DualCLIPLoaderGGUF<\/code><\/td>\n<td><code>DualCLIPLoader<\/code><\/td>\n<td>\u0645\u0644\u0641\u0627\u062a GGUF \u0623\u0648 <code>.safetensors<\/code> CLIP\/T5<\/td>\n<\/tr>\n<tr>\n<td><code>CLIPLoaderGGUF<\/code><\/td>\n<td><code>CLIPLoader<\/code><\/td>\n<td>\u0645\u0634\u0641\u0631 CLIP \u0648\u0627\u062d\u062f \u0628\u0635\u064a\u063a\u0629 GGUF<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0644\u062a\u062f\u0641\u0642 \u0639\u0645\u0644 FLUX \u0627\u0644\u0642\u064a\u0627\u0633\u064a: \u0627\u0633\u062a\u0628\u062f\u0644 <code>UNETLoader<\/code> \u0644\u0640 <code>UnetLoaderGGUF<\/code>\u060c \u0648\u0627\u0633\u062a\u0628\u062f\u0644 <code>DualCLIPLoader<\/code> \u0644\u0640 <code>DualCLIPLoaderGGUF<\/code> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0646\u0645\u0648\u0630\u062c T5-XXL \u0628\u062a\u0646\u0633\u064a\u0642 GGUF. \u0648\u0635\u0650\u0644 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0639\u064f\u0642\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u0645\u0627 \u0643\u0627\u0646 \u0645\u0646 \u0642\u0628\u0644 \u2014 \u0641\u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0645\u062a\u0648\u0627\u0641\u0642\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Choosing_a_Quantisation_Level\"><\/span>\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0643\u0645\u064a\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u0639\u0631\u0636 \u0627\u0644\u062c\u062f\u0648\u0644 \u0623\u062f\u0646\u0627\u0647 \u0623\u0631\u0642\u0627\u0645\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064a\u0629 \u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u062d\u062f\u0629 UNet \u0641\u064a FLUX.1 \u0641\u0642\u0637. \u0648\u064a\u062c\u0628 \u0623\u0646 \u064a\u063a\u0637\u064a \u0625\u062c\u0645\u0627\u0644\u064a \u0645\u064a\u0632\u0627\u0646\u064a\u062a\u0643 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u0623\u064a\u0636\u064b\u0627 \u0648\u062d\u062f\u0629 VAE (\u062d\u0648\u0627\u0644\u064a \u0663\u0665\u0660 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a)\u060c \u0648\u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 (\u0662\u0664\u0660 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0644\u0640 CLIP-L\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0627 \u062a\u062e\u0635\u0635\u0647 \u0644\u0646\u0645\u0648\u0630\u062c T5-XXL)\u060c \u0648\u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0648\u0644\u064a\u062f. \u0627\u0633\u062a\u062e\u062f\u0645 <a href=\"https:\/\/convly.ai\/ar\/vram-requirements-every-major-llm-2026\/\">\u0645\u0631\u062c\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0630\u0627\u0643\u0631\u0629 VRAM<\/a> \u062c\u0646\u0628\u0627\u064b \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0647\u0630\u0627 \u0627\u0644\u062c\u062f\u0648\u0644\u060c \u0648\u0627\u0633\u062a\u0634\u0631 <a href=\"https:\/\/convly.ai\/ar\/best-gpus-for-local-llms-2026\/\">\u062f\u0644\u064a\u0644 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a<\/a> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0642\u0631\u0631 \u0623\u064a \u0628\u0637\u0627\u0642\u0629 \u0634\u0631\u0627\u0621.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/th>\n<th>\u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u062a\u0642\u0631\u064a\u0628\u064a \u0644\u0644\u0645\u0644\u0641 (\u0623\u0648\u0632\u0627\u0646 UNet \u0641\u064a FLUX.1)<\/th>\n<th>\u0643\u0645\u064a\u0629 \u0630\u0627\u0643\u0631\u0629 VRAM \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0639\u0627\u062f\u0629\u064b<\/th>\n<th>\u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 BF16<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>BF16 (\u0645\u0631\u062c\u0639)<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0662\u0664 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0662\u0664 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u0623\u0643\u062b\u0631<\/td>\n<td>\u0645\u0631\u062c\u0639<\/td>\n<\/tr>\n<tr>\n<td>Q8_0<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0661\u0662 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0661\u0663 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0634\u0628\u064a\u0647\u0629 \u062c\u062f\u064b\u0651\u0627 \u0628\u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Q5_K_S<\/td>\n<td>~8 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0668\u2013\u0669 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062a\u062f\u0647\u0648\u0631 \u0636\u0626\u064a\u0644 \u062c\u062f\u064b\u0651\u0627<\/td>\n<\/tr>\n<tr>\n<td>Q4_K_S<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0667 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0667\u2013\u0668 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062a\u062f\u0647\u0648\u0631 \u0637\u0641\u064a\u0641\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u063a\u064a\u0631 \u0645\u0644\u062d\u0648\u0638<\/td>\n<\/tr>\n<tr>\n<td>Q4_0<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0666\u066b\u0665 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0667 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062a\u062f\u0647\u0648\u0631 \u0637\u0641\u064a\u0641<\/td>\n<\/tr>\n<tr>\n<td>Q3_K_S<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0665\u066b\u0665 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a \u0666 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>Q2_K<\/td>\n<td>~4.5 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~5 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0645\u0644\u0627\u062d\u0638 \u0628\u0648\u0636\u0648\u062d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u0646\u0642\u0627\u0637 \u0627\u0646\u0637\u0644\u0627\u0642 \u0639\u0645\u0644\u064a\u0629:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 Q5_K_S \u0623\u0648 Q4_K_S \u0644\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0630\u0627\u062a \u0633\u0639\u0629 \u0668\u2013\u0661\u0662 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u0623\u0641\u0636\u0644 \u0646\u0633\u0628\u0629 \u0628\u064a\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0633\u0639\u0629 VRAM). \u0648\u0627\u0633\u062a\u062e\u062f\u0645 Q3_K_S \u0623\u0648 Q2_K \u0644\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0630\u0627\u062a \u0633\u0639\u0629 \u0666 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u064b\u0627 \u0646\u0645\u0648\u0630\u062c T5-XXL \u0645\u064f\u0643\u0645\u064e\u0651\u0646. \u0648\u0627\u0633\u062a\u062e\u062f\u0645 Q8_0 \u0644\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0630\u0627\u062a \u0633\u0639\u0629 \u0661\u0666 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u063a\u0628 \u0641\u064a \u0623\u0639\u0644\u0649 \u062f\u0642\u0629 \u0645\u0645\u0643\u0646\u0629 \u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0643\u0627\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062f\u0627\u062e\u0644 \u0630\u0627\u0643\u0631\u0629 VRAM.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Quality_and_Speed_Trade-offs\"><\/span>\u0627\u0644\u062a\u062c\u0627\u0646\u0633 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062c\u0648\u062f\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0639\u0646\u062f \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0645\u0651\u0646\u0629 Q8_0\u060c \u062a\u0643\u0648\u0646 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0639\u0646 BF16 \u063a\u064a\u0631 \u0645\u0644\u062d\u0648\u0638\u0629 \u0639\u0645\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0627\u0644\u062c\u0627\u0646\u0628\u064a\u0629. \u0623\u0645\u0627 \u0639\u0646\u062f \u0645\u0633\u062a\u0648\u0649 Q4_K_S \u0641\u0642\u062f \u062a\u0638\u0647\u0631 \u062f\u0631\u062c\u0627\u062a \u0637\u0641\u064a\u0641\u0629 \u062c\u062f\u064b\u0651\u0627 \u0645\u0646 \u0627\u0644\u062a\u062f\u0647\u0648\u0631 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0639\u0646\u062f \u0627\u0644\u0641\u062d\u0635 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0644\u0627 \u062a\u0632\u0627\u0644 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0641\u064a \u0645\u0639\u0638\u0645 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0623\u0645\u0627 Q2_K \u0641\u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0628\u0644\u0648\u0631 \u0645\u0631\u0626\u064a \u0648\u0627\u0636\u062d\u0627\u064b \u0648\u0623\u062e\u0637\u0627\u0621 \u0638\u0627\u0647\u0631\u064a\u0629 \u0623\u062d\u064a\u0627\u0646\u064b\u0627\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u2014 \u0648\u0647\u0648 \u062e\u064a\u0627\u0631 \u0623\u062e\u064a\u0631\u064c \u0641\u0642\u0637 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0634\u062f\u064a\u062f\u0629 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/p>\n<p>\u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0646\u0633\u064a\u0642 GGUF \u0642\u062f \u062a\u0643\u0648\u0646 \u0645\u0645\u0627\u062b\u0644\u0629 \u0623\u0648 \u0623\u0633\u0631\u0639 \u0645\u0646 \u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c BF16 \u0645\u0639 \u0625\u0632\u0627\u062d\u0629 \u0628\u0639\u0636 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU offloading)\u060c \u0644\u0623\u0646 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0643\u0645\u064e\u0651\u0646\u0629 \u062a\u0642\u0644\u0644 \u0627\u0644\u0636\u063a\u0637 \u0639\u0644\u0649 \u0639\u0631\u0636 \u0646\u0637\u0627\u0642 \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u0637\u0627\u0642\u062a\u0643 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u062d\u062a\u0648\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644 \u0628\u062a\u0646\u0633\u064a\u0642 BF16 \u062f\u0627\u062e\u0644 \u0630\u0627\u0643\u0631\u0629 VRAM \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0625\u0632\u0627\u062d\u0629\u060c \u0641\u0633\u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0639\u0645\u0648\u0645\u064b\u0627 \u0623\u0633\u0631\u0639 \u0645\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c GGUF. \u0648\u062a\u0638\u0647\u0631 \u0645\u064a\u0632\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 \u0641\u064a GGUF \u0628\u0634\u0643\u0644 \u0623\u0648\u0636\u062d \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0628\u062f\u064a\u0644 \u0646\u0642\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0628\u064a\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM \u0648\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (RAM).<\/p>\n<p>\u0641\u064a <strong>\u0623\u062c\u0647\u0632\u0629 \u0623\u0628\u0644 \u0630\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 (macOS)<\/strong>\u064a\u062f\u0639\u0645 \u0645\u062d\u0631\u0643 MPS \u0627\u0633\u062a\u0646\u062a\u0627\u062c GGUF \u0639\u0628\u0631 ComfyUI-GGUF\u060c \u0644\u0643\u0646 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0623\u062f\u0627\u0621 \u062a\u062e\u062a\u0644\u0641 \u0639\u0646 CUDA \u0627\u0644\u062e\u0627\u0635 \u0628\u0634\u0631\u0643\u0629 NVIDIA. \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u0638\u064a\u0641\u064a\u0629\u060c \u0644\u0643\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0642\u062f \u062a\u0643\u0648\u0646 \u0623\u0628\u0637\u0623 \u0645\u0646 \u062a\u0644\u0643 \u0627\u0644\u0645\u062d\u0642\u0642\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a NVIDIA \u0645\u0645\u0627\u062b\u0644\u0629. \u0648\u0628\u0641\u0636\u0644 \u0628\u0646\u064a\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u064e\u0651\u062f\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0623\u0628\u0644 \u0627\u0644\u0645\u062f\u0645\u062c\u0629\u060c \u064a\u0643\u0648\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0633\u0639\u0629 VRAM \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0630\u0627\u062a \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0627\u0633\u0645\u064a\u0629 \u0646\u0641\u0633\u0647\u0627\u060c \u0644\u0630\u0627 \u0642\u062f \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0634\u063a\u064a\u0644 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0643\u0645\u0651\u0646\u0629 \u0623\u0639\u0644\u0649 \u0645\u0645\u0627 \u064a\u0648\u062d\u064a \u0628\u0647 \u0627\u0644\u062c\u062f\u0648\u0644 \u0623\u0639\u0644\u0627\u0647.<\/p>\n<p>\u0641\u064a <strong>\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 AMD (\u0644\u064a\u0646\u0643\u0633\u060c ROCm)<\/strong>\u064a\u0639\u0645\u0644 \u0627\u0633\u062a\u0646\u062a\u0627\u062c GGUF \u0639\u0628\u0631 \u0645\u062d\u0631\u0643 ROCm \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 PyTorch. \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0625\u0635\u062f\u0627\u0631 PyTorch \u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 ROCm \u0644\u0628\u0631\u0646\u0627\u0645\u062c ComfyUI \u0642\u0628\u0644 \u062a\u062b\u0628\u064a\u062a ComfyUI-GGUF. \u0648\u062a\u062a\u0641\u0627\u0648\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u062d\u0633\u0628 \u062c\u064a\u0644 \u0627\u0644\u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629\u061b \u062d\u064a\u062b \u062a\u062a\u0645\u062a\u0639 \u0628\u0637\u0627\u0642\u0627\u062a RDNA 3 (\u0633\u0644\u0633\u0644\u0629 RX 7000) \u0628\u0623\u0641\u0636\u0644 \u062f\u0639\u0645 \u0645\u0648\u062b\u0648\u0642.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/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 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u062d\u0645\u064a\u0644 \u0645\u0644\u0641 .gguf \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0642\u062f\u0629 UNETLoader \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u061f<\/h3>\n<p>\u0644\u0627. \u0625\u0646 \u0639\u0642\u062f\u0629 <code>UNETLoader<\/code> \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u062a\u0642\u0628\u0644 \u0641\u0642\u0637 \u0645\u0644\u0641\u0627\u062a <code>.safetensors<\/code> \u060c \u0648\u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 ComfyUI-GGUF \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <code>UnetLoaderGGUF<\/code> \u0644\u062a\u062d\u0645\u064a\u0644 <code>.gguf<\/code> \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 (diffusion models).<\/p>\n<h3>\u0647\u0644 \u064a\u062c\u0628 \u0639\u0644\u064a\u0651 \u062a\u0643\u0645\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u0641\u0633\u064a\u060c \u0623\u0645 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0646\u0632\u064a\u0644 \u0645\u0644\u0641\u0627\u062a \u0645\u0643\u0645\u064e\u0651\u0646\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0637\u0631\u0632 FLUX.1-dev \u0648FLUX.1-schnell\u060c \u064a\u0648\u0641\u0650\u0651\u0631 city96 \u0645\u0644\u0641\u0627\u062a GGUF \u0645\u0643\u0645\u064e\u0651\u0646\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face \u062a\u0634\u0645\u0644 \u062c\u0645\u064a\u0639 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0643\u0645\u0651\u0646\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629. \u0642\u0645 \u0628\u062a\u0646\u0632\u064a\u0644 \u0645\u0644\u0641 <code>.gguf<\/code> \u0627\u0644\u0645\u062d\u062f\u062f \u0644\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f\u0647 \u2014 \u0648\u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0623\u064a \u0623\u062f\u0648\u0627\u062a \u062a\u0643\u0645\u064a\u0646 \u0628\u0646\u0641\u0633\u0643.<\/p>\n<h3>\u0647\u0644 \u064a\u0639\u0645\u0644 \u062a\u0646\u0633\u064a\u0642 GGUF \u0645\u0639 \u0646\u0645\u0627\u0630\u062c SD1.5 \u0648SDXL\u061f<\/h3>\n<p>\u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0646\u0639\u0645\u060c \u0644\u0643\u0646 \u0627\u0644\u0641\u0627\u0626\u062f\u0629 \u0636\u0626\u064a\u0644\u0629. \u0641\u062d\u062c\u0645 \u0646\u0645\u0648\u0630\u062c SD1.5 \u0647\u0648 \u062d\u0648\u0627\u0644\u064a \u0662 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0648\u062d\u062c\u0645 SDXL \u0647\u0648 \u062d\u0648\u0627\u0644\u064a \u0667 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u062a\u0646\u0633\u064a\u0642 fp16 \u2014 \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0646\u0627\u0633\u0628\u0627\u0646 \u0628\u0633\u0647\u0648\u0644\u0629 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a. \u0648\u062a\u0643\u0648\u0646 \u0641\u0627\u0626\u062f\u0629 \u062a\u0643\u0645\u064a\u0646 GGUF \u0623\u0643\u0628\u0631 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0651\u0627 (\u0645\u062b\u0644 FLUX.1 \u0648SD3)\u060c \u062d\u064a\u062b \u062a\u062a\u062c\u0627\u0648\u0632 \u0623\u0648\u0632\u0627\u0646\u0647\u0627 \u0628\u062f\u0642\u0629 \u0643\u0627\u0645\u0644\u0629 \u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u0629 VRAM \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a.<\/p>\n<h3>\u0647\u0644 \u064a\u0624\u062f\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c T5-XXL \u0628\u062a\u0646\u0633\u064a\u0642 GGUF \u0625\u0644\u0649 \u062a\u062f\u0647\u0648\u0631 \u0645\u0644\u062d\u0648\u0638 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0644 \u0628\u062a\u0646\u0633\u064a\u0642 fp16\u061f<\/h3>\n<p>\u0639\u0646\u062f \u0645\u0633\u062a\u0648\u064a\u064a \u0627\u0644\u0643\u0645\u0651\u0646\u0629 Q8_0 \u0623\u0648 Q5_K_S\u060c \u062a\u0643\u0648\u0646 \u062c\u0648\u062f\u0629 \u0627\u062a\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0646\u0635\u064a \u0645\u0643\u0627\u0641\u0626\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0625\u0635\u062f\u0627\u0631 fp16. \u0623\u0645\u0627 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0643\u0645\u0651\u0646\u0629 (\u0645\u062b\u0644 Q2_K \u0648Q3_K_S) \u0641\u0642\u062f \u062a\u0624\u062f\u064a \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0625\u0644\u0649 \u062a\u062f\u0647\u0648\u0631 \u0637\u0641\u064a\u0641 \u0641\u064a \u0627\u062a\u0628\u0627\u0639 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0644\u0643\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u062f\u0647\u0648\u0631 \u0637\u0641\u064a\u0641 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u0645\u0627\u062b\u0644 \u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u0648\u062d\u062f\u0629 UNet \u0639\u0646\u062f \u0646\u0641\u0633 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0643\u0645\u0651\u0646\u0629.<\/p>\n<h3>\u0643\u0646\u062a \u0642\u062f \u0635\u0645\u0645\u062a \u062a\u062f\u0641\u0642 \u0639\u0645\u0644\u064a (workflow) \u062e\u0627\u0635\u062a\u064a \u0644\u0646\u0645\u0648\u0630\u062c FLUX \u0628\u062f\u0642\u0629 \u0643\u0627\u0645\u0644\u0629. \u0647\u0644 \u064a\u062c\u0628 \u0639\u0644\u064a\u0651 \u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0626\u0647 \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u061f<\/h3>\n<p>\u0644\u0627. \u0627\u0633\u062a\u0628\u062f\u0644 <code>UNETLoader<\/code> \u0645\u0639 <code>UnetLoaderGGUF<\/code> \u0648(\u0627\u062e\u062a\u064a\u0627\u0631\u064a\u064b\u0651\u0627) <code>DualCLIPLoader<\/code> \u0645\u0639 <code>DualCLIPLoaderGGUF<\/code>. \u0648\u062a\u0628\u0642\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u062f\u0648\u0646 \u062a\u063a\u064a\u064a\u0631 \u2014 \u0645\u062b\u0644 \u0639\u0642\u062f\u0629 KSampler \u0648\u0641\u0643 \u062a\u0631\u0645\u064a\u0632 VAE \u0648\u0627\u0644\u0634\u0631\u0648\u0637 (conditioning). \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0647\u0630\u0647 \u0627\u0644\u0639\u0642\u062f\u0629 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0646 \u062d\u064a\u062b \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0645\u0639 \u0628\u0627\u0642\u064a \u0645\u0643\u0648\u0646\u0627\u062a \u062a\u062f\u0641\u0642 \u0639\u0645\u0644 FLUX \u0627\u0644\u0642\u064a\u0627\u0633\u064a.<\/p>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u062a\u0633\u062a\u0645\u0631 \u0648\u0627\u062c\u0647\u0629 ComfyUI \u0641\u064a \u0627\u0633\u062a\u0646\u0641\u0627\u062f \u0630\u0627\u0643\u0631\u0629 VRAM \u062d\u062a\u0649 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u0645\u0643\u0645\u064e\u0651\u0646\u061f<\/h3>\n<p>\u0625\u0646 \u0648\u062d\u062f\u0629 UNet \u0628\u0635\u064a\u063a\u0629 GGUF \u0644\u064a\u0633\u062a \u0633\u0648\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0630\u0627\u0643\u0631\u0629 VRAM. \u0625\u0630 \u064a\u062d\u0645\u0644 \u062a\u062f\u0641\u0642 FLUX \u0627\u0644\u0643\u0627\u0645\u0644 \u0623\u064a\u0636\u064b\u0627 \u0646\u0645\u0648\u0630\u062c CLIP-L (\u062d\u0648\u0627\u0644\u064a \u0662\u0664\u0660 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a)\u060c \u0648\u0646\u0645\u0648\u0630\u062c T5-XXL (\u062d\u062a\u0649 \u0669\u066b\u0663 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u064a \u062a\u0646\u0633\u064a\u0642 fp16)\u060c \u0648\u0648\u062d\u062f\u0629 VAE (\u062d\u0648\u0627\u0644\u064a \u0663\u0665\u0660 \u0645\u064a\u063a\u0627\u0628\u0627\u064a\u062a)\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u062e\u0627\u0632\u0646 \u0627\u0644\u0645\u0624\u0642\u062a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0648\u0644\u064a\u062f. \u0648\u0625\u0630\u0627 \u0627\u0633\u062a\u0645\u0631\u062a \u0627\u0644\u0645\u0634\u0643\u0644\u0629\u060c \u0641\u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c T5-XXL \u0623\u064a\u0636\u064b\u0627 \u0628\u0635\u064a\u063a\u0629 GGUF \u0639\u0628\u0631 <code>DualCLIPLoaderGGUF<\/code>\u060c \u0648\u0641\u0643\u0650\u0651\u0631 \u0641\u064a \u062a\u0641\u0639\u064a\u0644 \u062a\u0642\u0646\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 VAE \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a ComfyUI \u0644\u0645\u0631\u062d\u0644\u0629 \u0641\u0643 \u0627\u0644\u062a\u0631\u0645\u064a\u0632.<\/p>","protected":false},"excerpt":{"rendered":"<p>GGUF quantisation shrinks large diffusion models like FLUX.1 from ~24 GB to 5\u201312 GB, letting them run on consumer GPUs [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2152,"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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