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CaseH

24
244
6
Verified:
SafeTensor
Type
Checkpoint Trained
Stats
244
Reviews
Published
May 14, 2024
Base Model
SD 1.5
Training
Steps: 3,000
Epochs: 10
Hash
AutoV2
E6813123F3
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lenML's Avatar
lenML

Case-Hardened

CaseH does not mean hentai case; instead, CaseH stands for Case Hardened.

It derives from the SDXL distillation, creating a 1.5 model.

Recommended configuration:

- Sampler: DPM++ (series)

- Steps: 15-55 (recommended 35)

- CFG: 2-5 (recommended 4)

> The higher the CFG value, the fewer steps should be used.

How

This model represents an idea I have been experimenting with. It seems I've managed to produce a release-worthy version.

Actually, my concept is quite straightforward, based on the following two assumptions:

- sd15 model has ample capacity to accommodate more knowledge.

- Consistency in architecture implies the possibility of distillation (and we could focus on learning just the realistic part).

Therefore, I attempted to use the SDXL model (one of the more popular versions on Civitai) as the teacher model to distill knowledge into the SD1.5 model (the beta version is based on the LOFIv4 tune-up).

> To my surprise, this round of fine-tuning has significantly surpassed previous distillation (raw-xs) versions. After the tune-up, LOFIv4 has almost completely abandoned the asian-style and shifted entirely towards SDXL.

Issues

  • ti model lora model may not be used as expected

Due to the strong leaning towards learning from SDXL, it could cause the action on the 1.5 TI model to fail, such as with the ng_deepnegative_xx series models.

backup hugginface:

beta: https://huggingface.co/lenML/case-h-beta