---
license: mit
pipeline_tag: image-to-text
---
widget:
- output:
    url: images/ddim_images and images/ddpm_images
  text: A futuristic city
  
## Model Description
Implemented and trained a  stable diffusion model from scratch (CLIP + VAE + UNet + Cross-Attention), optimizing schedulers (DDPM, DDIM, Euler Ancestral, DPM-Solver++) and attention mechanisms (Flash Attention, xFormers) to reduce generation time by 22% and improve image clarity using MPS on RunPod GPUs.