Diffusion Model Learning

Here I will add some of my own notes, insights and demos about learning the diffusion model.

Docs

In the docs folder, I have my notes on diffusion model, including papers and good blogs, ODE review, some derivation of SDE in diffusion model, and a series of understanding of diffusion model code. However, since the pdf exported by yuque is really unforgiving, there may be a lot of typographical problems. However, I have opened access to the connection at: yuque link, password is vghi.

Papers

Papers are list in papers/readme.md.

Demo

In the demo folder, a series of sample demos exists related to dpm solver/dpm solver++. Detail can be found in demo/readme.md.

Model

UNet copy from ADM.

Schedule

Scheduler copy from DPM Solver/DPM Solver++