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Nekoray-XL-V0.7

Model Card

NekoRay v0.7 is a SDXL checkpoint finetuned on SDXL 1.0, using 1.5m quality-tagged images from a selection of image sites. It aims to be the next Waifu-diffusion, creating generation freedom for the SD community.

The project is a WIP, and further checkpoints with enhanced augmentations & more images is currently being developed.

Two models trained on the same dataset/hardware/hyperparameters are currently available:

  • fp16mixed: 2epoch, half-precision

  • 32full: 1.7epoch (still training), full-precision

Usage:

It's recommended to use the exact same resolution as specified below, since the original SDXL doesn't perform well out of these resolutions. For prompt danbooru-styled caption is preferred.

we use the same aspect ratio as the original SDXL:

Height Width Aspect Ratio
512 2048 0.25
512 1984 0.26
512 1920 0.27
512 1856 0.28
576 1792 0.32
576 1728 0.33
576 1664 0.35
640 1600 0.4
640 1536 0.42
704 1472 0.48
704 1408 0.5
704 1344 0.52
768 1344 0.57
768 1280 0.6
832 1216 0.68
832 1152 0.72
896 1152 0.78
896 1088 0.82
960 1088 0.88
960 1024 0.94
1024 1024 1.0
1024 960 ...

for prompts the following keywords are appended for better separation of genres:

'sensitive-rated', 'questionable-rated', 'explicit-rated'

The models are intended to be used as a pretrained checkpoint, and further finetuning is strongly recommended for downstream use. For more info 'Finetuning' part below:

Finetuning

finetuning on SDXL inherently provides better clarity and reduced 'noisinesss' on higher resolutions compared to sd1.4. We've got some good results for further finetuning on various anime-related subject matters, including but not limited to:

  • style finetunes (tested on nijijourney images & pvc/figure datasets)

  • character finetunes (tested on 8 Blue Archive characters)

  • concept finetunes (tested on nsfw gestures)

Actual samples of downstream finetunes will be posted once we get the finetuners' conscents.

License

The model (which is still very WIP) is intended to be used as a foundation for various downstream finetunes. The license is under discussion but it would be generally follow Openrail-M agreements.

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