Comfyui-tetestyle-image-video

Requirements

• GPU VRAM: 6GB minimum
• Disk Space: ~6GB for models and weights

https://aistudynow.com/how-to-fix-slow-style-transfer-in-comfyui-run-telestyle-on-6gb-vram/

Youtube Tutorial: https://www.youtube.com/watch?v=yHbaFDF083o

✨ Key Features

• High Performance:

  • Acceleration: Built-in support for Flash Attention 2 and SageAttention for faster inference.
  • Fast Mode: Optimized memory management with aggressive cache cleanup to prevent conflicts between CPU offloading and GPU processing.

• Simplified Workflow: No need for complex external text encoding nodes. The model uses pre-computed stylistic embeddings (prompt_embeds.pth) for maximum efficiency.

📦 Installation

Navigate to your ComfyUI custom nodes directory:

cd ComfyUI/custom_nodes/

Clone this repository:

git clone https://github.com/aistudynow/Comfyui-tetestyle-image-video.git

Install dependencies:

pip install -r requirements.txt

Note: For SageAttention support, you may need to install sageattention manually.

📂 Model Setup

This node requires specific weights placed in the ComfyUI/models/telestyle_models/ directory.

The weights are downloaded automatically at the first run

Directory Structure:

ComfyUI/
└── models/
    └── telestyle_models/
        ├── weights/
        │   ├── dit.ckpt            # Main Video Transformer weights
        │   └── prompt_embeds.pth   # Pre-computed style embeddings
        └── Wan2.1-T2V-1.3B-Diffusers/
        │   ├── transformer_config.json
        │   ├── vae/
        │   │   │   ├── diffusion_pytorch_model.safetensors
        │   │   │   └── config.json
        │   └── scheduler/
        │       └── scheduler_config.json

Where to get weights:

https://huggingface.co/Danzelus/TeleStyle_comfy/tree/main

🚀 Usage

FP8 Qwen Image Workflow (Comfy Native)

Import:

• workflow/TeleStyle_Qwen_FP8_Image.json

Expected model files:

• models/unet/Qwen-Image-Edit-2509_fp8_e4m3fn.safetensors
• models/clip/qwen_2.5_vl_7b.safetensors
• models/vae/qwen_image_vae.safetensors
• models/loras/diffsynth_Qwen-Image-Edit-2509-telestyle.safetensors
• models/loras/diffsynth_Qwen-Image-Edit-2509-Lightning-4steps-V1.0-bf16.safetensors

1. TeleStyle Model Loader

This node loads the necessary model components.

2. TeleStyle Video Transfer

The main inference node.

Verified Aug 5