<h2 id="key-features-of-this-model:-vp6od0wbb">⚙️ Key Features of this Model:</h2><ol><li>Advanced Merge Methods:<ul><li>Uses techniques like weighted sum, interpolation, and selective update to deliver efficient and high-quality outputs.</li></ul></li><li>Layer Importance Optimization:<ul><li>Early layers are optimized for speed, while the later layers are designed to enhance image quality.</li></ul></li><li>Dynamic Tensor Resizing:<ul><li>Ensures seamless compatibility between different model tensors, making your setup flexible and robust.</li></ul><h3 id="****nf4-version****-g7rjitqw6"><a target="_blank" rel="ugc" href="https://civarchive.com/models/692569?modelVersionId=775079">****NF4 version****</a></h3></li></ol><h2 id="setting-up-gguf-support:-5mec6yob8">🎛️ Setting Up GGUF Support:</h2><a target="_blank" rel="ugc" href="https://civarchive.com/models/652981/gguf-workflow-simple">-FOR ComfyUI"</a><ul><li><a target="_blank" rel="ugc" href="https://civarchive.com/models/658101/flux-advance">for adavance workflow</a></li></ul>-FOR WebUI Forge is installed and properly set up.<a target="_blank" rel="ugc" href="https://civarchive.com/articles/6715">https://civarchive.com/articles/6715</a><h2 id="complete-installation-guide-38c2i32cr">🛠️ Complete Installation Guide</h2><h3 id="setup-structure-830ospmze">📁 Setup Structure</h3><pre><code>📂 ComfyUI/
├── 📂 models/
│ ├── 📂 diffusion_models/
│ │ ├── (basic)📄 bernoulli.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><h2 id="essential-components-hfu4sj0xs">💎 Essential Components</h2>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-zv9if8gx1">🔤 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-dk4r3e18y">🎭 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="-hs5i3smcy"></h2><h2 id="developer-information-790ed2cmz">👨‍💻 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><h2 id="-u87fdsm7i"></h2><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" />

Bernoulli

bernoulli_bf16.zip

BF16

Files with SHA256: 671449d87dca8f43b87f2c6ccb0b335712977ba5edb41d28363856bb725cd72d