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.ipynb_checkpoints/README-checkpoint.md ADDED
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+ ---
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+ tags:
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+ - stable-diffusion
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+ - stable-diffusion-xl
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+ ---
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+
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+ # Nekoray-XL-V0.7
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+
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+
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+ ## Model Card
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+
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+
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+ 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.
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+ The project is a WIP, and further checkpoints with enhanced augmentations & more images is currently being developed.
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+
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+ Two models trained on the same dataset/hardware/hyperparameters are currently available:
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+ - **[fp16mixed](https://huggingface.co/trojblue/nekoray-xl-fulldan-bench-1.5m/blob/main/nekoray-xl-1.5m-fp16mixed_e02.safetensors)**: 2epoch, half-precision
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+
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+ - **[32full](https://huggingface.co/trojblue/nekoray-xl-fulldan-bench-1.5m/blob/main/nekoray-xl-1.5m-pdg32_e02.safetensors)**: 1.7epoch (still training), full-precision
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+
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+
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+ ## Usage:
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+
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+ 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.
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+
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+
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+
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+ we use the same aspect ratio as the original SDXL:
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+
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+ | Height | Width | Aspect Ratio |
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+ | ------ | ----- | ------------ |
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+ | 512 | 2048 | 0.25 |
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+ | 512 | 1984 | 0.26 |
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+ | 512 | 1920 | 0.27 |
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+ | 512 | 1856 | 0.28 |
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+ | 576 | 1792 | 0.32 |
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+ | 576 | 1728 | 0.33 |
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+ | 576 | 1664 | 0.35 |
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+ | 640 | 1600 | 0.4 |
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+ | 640 | 1536 | 0.42 |
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+ | 704 | 1472 | 0.48 |
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+ | 704 | 1408 | 0.5 |
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+ | 704 | 1344 | 0.52 |
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+ | 768 | 1344 | 0.57 |
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+ | 768 | 1280 | 0.6 |
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+ | 832 | 1216 | 0.68 |
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+ | 832 | 1152 | 0.72 |
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+ | 896 | 1152 | 0.78 |
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+ | 896 | 1088 | 0.82 |
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+ | 960 | 1088 | 0.88 |
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+ | 960 | 1024 | 0.94 |
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+ | 1024 | 1024 | 1.0 |
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+ | 1024 | 960 | ... |
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+
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+
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+ for prompts the following keywords are appended for better separation of genres:
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+
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+ ```
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+ 'sensitive-rated', 'questionable-rated', 'explicit-rated'
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+ ```
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+
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+ 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:
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+
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+ ## Finetuning
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+
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+ 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:
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+
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+ - style finetunes (tested on nijijourney images & pvc/figure datasets)
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+
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+ - character finetunes (tested on 8 Blue Archive characters)
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+
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+ - concept finetunes (tested on nsfw gestures)
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+
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+ Actual samples of downstream finetunes will be posted once we get the finetuners' conscents.
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+
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+ ## License
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+
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+ 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.
README.md CHANGED
@@ -10,7 +10,6 @@ tags:
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  ## Model Card
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-
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  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.
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  The project is a WIP, and further checkpoints with enhanced augmentations & more images is currently being developed.
@@ -53,12 +52,30 @@ we use the same aspect ratio as the original SDXL:
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  | 896 | 1088 | 0.82 |
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  | 960 | 1088 | 0.88 |
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  | 960 | 1024 | 0.94 |
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- | 1024 | 1024 | 1.0/ |
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-
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  for prompts the following keywords are appended for better separation of genres:
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  ```
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  'sensitive-rated', 'questionable-rated', 'explicit-rated'
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Model Card
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  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.
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  The project is a WIP, and further checkpoints with enhanced augmentations & more images is currently being developed.
 
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  | 896 | 1088 | 0.82 |
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  | 960 | 1088 | 0.88 |
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  | 960 | 1024 | 0.94 |
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+ | 1024 | 1024 | 1.0 |
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+ | 1024 | 960 | ... |
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  for prompts the following keywords are appended for better separation of genres:
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  ```
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  'sensitive-rated', 'questionable-rated', 'explicit-rated'
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+ ```
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+
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+ 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:
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+
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+ ## Finetuning
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+
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+ 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:
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+
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+ - style finetunes (tested on nijijourney images & pvc/figure datasets)
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+
73
+ - character finetunes (tested on 8 Blue Archive characters)
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+
75
+ - concept finetunes (tested on nsfw gestures)
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+
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+ Actual samples of downstream finetunes will be posted once we get the finetuners' conscents.
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+
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+ ## License
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+
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+ 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.