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README.md

EveryDream Trainer 2.0

Welcome to v2.0 of EveryDream trainer! Now with more diffusers and even more features!

Please join us on Discord! https://discord.gg/uheqxU6sXN

If you find this tool useful, please consider subscribing to the project on Patreon or a one-time donation at Ko-fi.

If you're coming from Dreambooth, please read this for an explanation of why EveryDream is not Dreambooth.

Video tutorials

Basic setup and getting started

Covers install, setup of base models, startning training, basic tweaking, and looking at your logs

Multiaspect and crop jitter

Behind the scenes look at how the trainer handles multiaspect and crop jitter

Companion tools repo

Make sure to check out the tools repo, it has a grab bag of scripts to help with your data curation prior to training. It has automatic bulk BLIP captioning for BLIP, script to web scrape based on Laion data files, script to rename generic pronouns to proper names or append artist tags to your captions, etc.

Docs

Setup and installation

Download and setup base models

Data Preparation

Training - How to start training

Basic Tweaking - Important args to understand to get started

Logging

Advanced Tweaking - More stuff to tweak once you are comfortable

Advanced Optimizer Tweaking - Even more stuff to tweak if you are very adventurous

Chaining training sessions - Modify training parameters by chaining training sessions together end to end

Shuffling Tags

Data Balancing - Includes my small treatise on model preservation with ground truth data

Validation - Use a validation split on your data to see when you are overfitting and tune hyperparameters

Troubleshooting

Cloud

Free tier Google Colab notebook

RunPod / Vast

Docker image link