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README.md
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@@ -25,14 +25,17 @@ Prompt: `BoKanade casting magic, 4K wallpaper, outdoors`
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### Usage
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The model is shared in both diffuser safetensors format.
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### Concepts
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The 33 concepts are listed in `concept_list` and demonstrated below.
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![00160-20230129224806.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00160-20230129224806.jpg)
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![00159-20230129224620.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00159-20230129224620.jpg)
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![00158-20230129224502.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00158-20230129224502.jpg)
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![00155-20230129224024.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00155-20230129224024.jpg)
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![00156-20230129224057.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00156-20230129224057.jpg)
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![00162-20230129225037.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00162-20230129225037.jpg)
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![00163-20230129230351.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00163-20230129230351.jpg)
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Expect bad results for `BoMaple sheep form` and non-human concepts. Espeically the model clearly does not understand the anatomy of syrup.
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For `BoKasumi sarashi` adding `bandages` seems to help. For `BoMaple pajama` you can add `stripe` for more similarity to the
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The remaining concepts should go through smoothly.
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#### Prompt format
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During training the concept names are put at the beginning of the
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Put `aniscreen` after the concept names would reinfoce the anime style.
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However expect weird blending to happen most of the time starting from three concepts.
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This is partially because this model is not trained too much on multi-concept scenes.
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Below is roughly the best we can get after multiply tries (there is still
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Prompt: `(BoMaple black armor) BoSally turtleneck BoKasumi, 3girls, 4K wallpaper, ahoge, black hair, brown hair, outdoors, long hair`
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![00173-20230130032043.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00173-20230130032043.png)
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### More Generations
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Prompt: BoMaple black armors aniscreen, 1girl solo, Hydra in the sky, light purple eyes, 4K wallpaper
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![00169-20230130025735.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00169-20230130025735.png)
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Prompt: BoMaple black armors near small turtle syrup, sitting with knees up on rock looking at viewer, turtle shell, beautiful hand in glove, in front of trees , outdoors, close-up, 4K wallpaper
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![00172-20230130031750.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00172-20230130031750.png)
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Prompt: BoMaple pajama stripe, sitting on bed with barefoot, in girl's room, detailed and fancy background, sparkling purple eyes, hand on bed, 4K wallpaper
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![00170-20230130031100.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00170-20230130031100.png)
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Prompt: BoFrederica, cowboy shot, in rubble ruins, ((under blue sky)), cinematic angle, dynamic pose, oblique angle, 4K wallpaer, anime coloring, official art
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![00362-20230130022355.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00362-20230130022355.png)
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Prompt: Turtle Syrup Fox Oboro next to each other simple background white background, animals
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![00166-20230130023653.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00166-20230130023653.png)
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Failures are of course unavoidable
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- 19279 regularization images which intend to be as various as possible while being in anime style (i.e. no photorealistic image is used)
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Note that the model is trained with a specific weighting scheme to balance between different concepts so that every image does not weight equally.
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After applying the per-image repeat we get around
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### Training
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Training is done with [EveryDream2](https://github.com/victorchall/EveryDream2trainer) trainer
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I use the following configuration thanks to the suggestion of 金Goldkoron
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- resolution 512
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### Usage
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The model is shared in both diffuser and safetensors format. Intermediate checkpoints are also shared in ckpt format in the directory `checkpoints`.
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### Concepts
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The 33 concepts are listed in `concept_list` and demonstrated below.
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BoMaple +
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![00160-20230129224806.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00160-20230129224806.jpg)
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BoSally +
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![00159-20230129224620.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00159-20230129224620.jpg)
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The following use the full name of the concepts
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![00158-20230129224502.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00158-20230129224502.jpg)
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![00155-20230129224024.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00155-20230129224024.jpg)
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![00156-20230129224057.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00156-20230129224057.jpg)
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![00162-20230129225037.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00162-20230129225037.jpg)
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![00163-20230129230351.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00163-20230129230351.jpg)
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Expect bad results for `BoMaple sheep form` and non-human concepts. Espeically the model clearly does not understand the anatomy and the size of syrup (well it is true it's size is not fixed).
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For `BoKasumi sarashi` adding `bandages` seems to help. For `BoMaple pajama` you can add `stripe` for more similarity to the pajama appearing in anime.
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The remaining concepts should go through smoothly.
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#### Prompt format
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During training the concept names are put at the beginning of the images separated only by spaces, but not doing so seems to work as well.
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Put `aniscreen` after the concept names would reinfoce the anime style.
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Having two concepts in a same image is fairly doable as demonstrated above.
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However, expect weird blending to happen most of the time starting from three concepts.
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This is partially because this model is not trained too much on multi-concept scenes.
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Below is roughly the best we can get after multiply tries (there is still clothes blending).
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Prompt: `(BoMaple black armor) BoSally turtleneck BoKasumi, 3girls, 4K wallpaper, ahoge, black hair, brown hair, outdoors, long hair`
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![00173-20230130032043.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00173-20230130032043.png)
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### More Generations
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Prompt: `BoMaple black armors aniscreen, 1girl solo, Hydra in the sky, light purple eyes, 4K wallpaper`
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![00169-20230130025735.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00169-20230130025735.png)
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Prompt: `BoMaple black armors near small turtle syrup, sitting with knees up on rock looking at viewer, turtle shell, beautiful hand in glove, in front of trees , outdoors, close-up, 4K wallpaper`
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![00172-20230130031750.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00172-20230130031750.png)
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Prompt: `BoMaple pajama stripe, sitting on bed with barefoot, in girl's room, detailed and fancy background, sparkling purple eyes, hand on bed, 4K wallpaper`
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![00170-20230130031100.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00170-20230130031100.png)
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Prompt: `BoFrederica, cowboy shot, in rubble ruins, ((under blue sky)), cinematic angle, dynamic pose, oblique angle, 4K wallpaer, anime coloring, official art`
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![00362-20230130022355.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00362-20230130022355.png)
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Prompt: `Turtle Syrup Fox Oboro next to each other simple background white background, animals`
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![00166-20230130023653.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00166-20230130023653.png)
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Failures are of course unavoidable
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- 19279 regularization images which intend to be as various as possible while being in anime style (i.e. no photorealistic image is used)
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Note that the model is trained with a specific weighting scheme to balance between different concepts so that every image does not weight equally.
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After applying the per-image repeat we get around 200K images per epoch.
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### Training
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Training is done with [EveryDream2](https://github.com/victorchall/EveryDream2trainer) trainer with [ACertainty](https://huggingface.co/JosephusCheung/ACertainty) as base model.
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I use the following configuration thanks to the suggestion of 金Goldkoron
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- resolution 512
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