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https://github.com/p1atdev/vision-pt


https://github.com/p1atdev/vision-pt

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# Vision model pretraining scripts

WIP

## Features

- NF4 model loading
- QLoRA with bitsandbytes
- [Flash Attention](https://github.com/Dao-AILab/flash-attention) support
- Aspect ratio bucketing

## Models

- [x] JiT

## References

- https://github.com/kohya-ss/sd-scripts
- Heavily inspired by this repository.

- https://github.com/cloneofsimo/minRF
- https://github.com/huggingface/diffusers
- https://github.com/Stability-AI/sd3-ref
- https://github.com/black-forest-labs/flux
- https://github.com/Alpha-VLLM/Lumina-Image-2.0
- Model implementation

- https://github.com/microsoft/LoRA
- https://github.com/huggingface/peft
- Peft logic and implementation

- https://github.com/huggingface/diffusers
- https://github.com/Lightning-AI/pytorch-lightning
- https://github.com/ostris/ai-toolkit
- Traning cycle and API design

- https://github.com/NovelAI/novelai-aspect-ratio-bucketing
- Aspect ratio bucketing

- https://github.com/bitsandbytes-foundation/bitsandbytes
- Quantization