diffusion-model

project involves building generative model such as Stable Diffusion based on the research paper Denoising diffusion probabilistic models research paper using PyTorch.

paper available in the repo as pdf

Downloading the ckpt file :

1.) Download v1-5-pruned-emaonly.ckpt from https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5/tree/main and save it in the data folder

articles and links for conceptual clarity and explanation :

• https://medium.com/@ninads79shukla/building-a-stable-diffusion-model-from-scratch-with-pytorch-part-1-b358106a846b

• https://towardsdatascience.com/diffusion-model-from-scratch-in-pytorch-ddpm-9d9760528946

Example demonstration

• Sample image generated based on the input prompt present in the demo.ipynb in the stable diffusion directory.