Bernoulli

⚙️ Key Features of this Model:

1. Advanced Merge Methods:

   • Uses techniques like weighted sum, interpolation, and selective update to deliver efficient and high-quality outputs.

2. Layer Importance Optimization:

   • Early layers are optimized for speed, while the later layers are designed to enhance image quality.

3. Dynamic Tensor Resizing:

   • Ensures seamless compatibility between different model tensors, making your setup flexible and robust.

   ****NF4 version****

🎛️ Setting Up GGUF Support:

-FOR ComfyUI"

• for adavance workflow

-FOR WebUI Forge is installed and properly set up.

https://civitai.com/articles/6715

🛠️ Complete Installation Guide

📁 Setup Structure

📂 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

💎 Essential Components

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.

🔤 Text Encoders - The Brain Behind Natural Language Understanding

Note: You only need to choose ONE of the T5XXL options below based on your hardware capabilities

• clip_l.safetensors - Core understanding model

• T5XXL Options (choose only one):

  • t5xxl_fp16.safetensors - Highest quality, more demanding

  • t5xxl_fp8_e4m3fn.safetensors - Balanced performance

  • t5xxl_fp8_e4m3fn_scaled.safetensors - Optimized for speed

🎭 VAE - The Visual Artist

• ae.safetensors

👨‍💻 Developer Information

This workflow guide was created by Abdallah Al-Swaiti:

• LinkedIn Profile

• GitHub

• Hugging Face

For additional tools and updates, check out the OllamaGemini Node: GitHub Repository