README.md

---
license: mit
base_model:
- PixArt-alpha/PixArt-Sigma-XL-2-1024-MS
- stable-diffusion-v1-5/stable-diffusion-v1-5
---

# TinyBreaker: Hybrid Image Generation Model

## Overview

**TinyBreaker** is a hybrid model designed for efficient image generation even on mid and low-end hardware! By integrating the strengths of both PixArt and SD1.5 (Photon) models, TinyBreaker offers an elegant solution that doesn't compromise on quality or performance.

### Key Features

- **Hybrid Model Architecture**: Combines base image generation with PixArt and refinement using Photon (or any SD1 model), optimized for minimal parameter use.
- **Efficient Parameter Use**: A lean 0.6 billion parameters in the base model enable high-quality images without hefty computational demands.
- **Quick Performance**: Generate stunning images of size 1536×1024 in approximately ~12 seconds on an NVIDIA RTX 3080 GPU, with ongoing efforts to achieve sub-10-second generation times.
- **High Prompt Adherence**: Ensures generated images are closely aligned with user instructions and expectations due to PixArt model integration.
- **Optimized Latent Space Handling**: Utilizes Tiny Autoencoders for efficient latent space conversion, streamlining the input-to-image process.

### Current Usage

TinyBreaker is currently utilizable via ComfyUI. To use TinyBreaker, you'll need to install custom nodes specific to this model through [ComfyUI-TinyBreaker on GitHub](https://github.com/martin-rizzo/ComfyUI-TinyBreaker).

Note: The current prototype0 version of TinyBreaker utilizes PixArt Sigma 1024 + Photon (SD1.5) without additional training or fine-tuning.


## Limitations

- **Text Generation**: Currently, generating legible text within images is a challenge due to PixArt's training limitations. Enhancements in this area may require extensive retraining.

## Future Directions

I'm dedicated to enhancing TinyBreaker's speed and accessibility, particularly for users with mid-range or lower-end hardware setups. Look forward to future updates as I work on enhancing TinyBreaker's capabilities.