How to Prune and Prepare Models for WebUI?

[abehonest]

As a project I trained a ControlNet for posing quadrupeds using a fork of the ControlNet repo. I want to add it to the WebUI extension so people with lower vram systems can easily run my model. I notice that the models referenced in the original ControlNet repository are much larger than the ones referenced in this ControlNet WebUI extension repository. How were the original models pruned and prepared for WebUI so they could be run with less VRAM requirements?

Here's a link to my fork: https://github.com/abehonest/ControlNet_AnimalPose

Link to original ControlNet Models: https://huggingface.co/lllyasviel/ControlNet/tree/main/models
Link to ControlNet WebUI Models: https://huggingface.co/lllyasviel/ControlNet-v1-1/tree/main