<h2 id="the-perfect-trio:-best-quantization-options-k18tatwzx">🌟 The Perfect Trio: Best Quantization Options</h2><h3 id="1.-best-small-model:-q2_k-0djutsyv3">1. 🔹 Best Small Model: Q2_K</h3><ul><li>⚡ Ultra-Fast inference speed</li><li>💾 Tiny Size: 8x smaller than original</li><li>💻 Perfect for low-resource devices</li><li>🔋 Ideal when speed &gt; perfect accuracy</li></ul><h3 id="2.-best-all-rounder:-q4_k_m-tsqb45nwe">2. 🔸 Best All-Rounder: Q4_K_M</h3><ul><li>⚖️ Perfect Balance: size vs quality</li><li>🧠 Strong reasoning capabilities</li><li>👑 Community Favorite for daily use</li><li>🎯 Go-to choice for most applications!</li></ul><h3 id="3.-premium-quality:-q8-xzcy8u2dr">3. 🔷 Premium Quality: Q8</h3><ul><li>✨ Nearly Identical to original model</li><li>🧩 Preserves complex reasoning abilities</li><li>🎨 Superior creative generation</li><li>💪 Best when quality is non-negotiable</li></ul><h2 id="complete-installation-guide-6j1fknpxv">🛠️ Complete Installation Guide</h2>📁 Setup Structure<pre><code>📂 ComfyUI/
├── 📂 models/
│ ├── 📂 diffusion_models/
│ │ ├── (basic)📄 SPEED_Q8.gguf 
│ ├── 📂 text_encoders/
│ │ ├── (basic)📄 clip_l.safetensors
│ │ ├── (option1)📄 t5xxl_fp16.safetensors
│ │ ├── (option2)📄 t5xxl_fp8_e4m3fn.safetensors
│ │ └── (option3)📄 t5xxl_fp8_e4m3fn_scaled.safetensors
│ ├── 📂 vae/
│ │ └── 📄 ae.safetensors</code></pre><h3 id="essential-components-ojcspq6au">💎 Essential Components</h3>This merged model offers a balanced solution for AI-driven image generation, emphasizing both speed and quality. Whether you're processing single images or large batches, it delivers high-quality visuals efficiently.<h3 id="text-encoders-the-brain-behind-natural-language-understanding-9sb7c5kj3">🔤 Text Encoders - The Brain Behind Natural Language Understanding</h3>Note: You only need to choose ONE of the T5XXL options below based on your hardware capabilities<ul><li><a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/stable-diffusion-3.5-fp8/blob/main/text_encoders/clip_l.safetensors">clip_l.safetensors - Core understanding model</a></li><li>T5XXL Options (choose only one):<ul><li><a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/stable-diffusion-3.5-fp8/blob/main/text_encoders/t5xxl_fp16.safetensors">t5xxl_fp16.safetensors - Highest quality, more demanding</a></li><li><a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/stable-diffusion-3.5-fp8/blob/main/text_encoders/t5xxl_fp8_e4m3fn.safetensors">t5xxl_fp8_e4m3fn.safetensors - Balanced performance</a></li><li><a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/stable-diffusion-3.5-fp8/blob/main/text_encoders/t5xxl_fp8_e4m3fn_scaled.safetensors">t5xxl_fp8_e4m3fn_scaled.safetensors - Optimized for speed</a></li></ul></li></ul><h3 id="vae-the-visual-artist-45vi9p42v">🎭 VAE - The Visual Artist</h3><ul><li><a target="_blank" rel="ugc" href="https://huggingface.co/Comfy-Org/HiDream-I1_ComfyUI/resolve/main/split_files/vae/ae.safetensors?download=true">ae.safetensors </a></li></ul><h2 id="pro-workflows-a70lahdfh">🔮 Pro Workflows</h2><ul><li>🚀 <a target="_blank" rel="ugc" href="https://civarchive.com/models/658101/flux-advance">Flux Advance</a>: Advanced optimization</li><li>🔧 <a target="_blank" rel="ugc" href="https://civarchive.com/models/652981/gguf-workflow-simple">Simple Workflow</a>: Quick setup - just download &amp; install missing nodes</li><li>🧪 <a target="_blank" rel="ugc" href="https://civarchive.com/models/668417/t5gguf">T5 GGUF</a>: For T5-based models</li></ul><h2 id="-sh6lv4a26"></h2><h2 id="special-thanks-w7qtb9ufr">👏 Special Thanks</h2>Big thanks to <a target="_blank" rel="ugc" href="https://huggingface.co/city96">city96</a> for pioneering the GGUF journey! 🙌<h2 id="developer-information-w5046ldkm">👨‍💻 Developer Information</h2>This workflow guide was created by Abdallah Al-Swaiti:<ul><li><a target="_blank" rel="ugc" href="https://www.linkedin.com/in/abdallah-issac/">LinkedIn Profile</a></li><li><a target="_blank" rel="ugc" href="https://github.com/al-swaiti">GitHub</a></li><li><a target="_blank" rel="ugc" href="https://huggingface.co/ABDALLALSWAITI">Hugging Face</a></li></ul>For additional tools and updates, check out the OllamaGemini Node: <a target="_blank" rel="ugc" href="https://github.com/al-swaiti/ComfyUI-OllamaGemini">GitHub Repository</a><img src="https://media.licdn.com/dms/image/v2/D4E22AQGWF0ZHIpw_Cw/feedshare-shrink_1280/B4EZbKjspeHcAo-/0/1747155079532?e=1750291200&amp;v=beta&amp;t=T8ORFEFvxKcyrqVGHjDH7ms7GY-eNXoRvpuO1qEVA1E" alt="No alternative text description for this image" />

SPEED_Q8

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