Update README.md

README.md

@@ -25,14 +25,17 @@ Prompt: `BoKanade casting magic, 4K wallpaper, outdoors`
 
 ### Usage
 
-The model is shared in both diffuser safetensors format. Intermediatet checkpoints are also shared in ckpt format in the directory `checkpoints`.
+The model is shared in both diffuser and safetensors format. Intermediate checkpoints are also shared in ckpt format in the directory `checkpoints`.
 
 ### Concepts
 
 The 33 concepts are listed in `concept_list` and demonstrated below.
 
+BoMaple +
 ![00160-20230129224806.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00160-20230129224806.jpg)
+BoSally +
 ![00159-20230129224620.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00159-20230129224620.jpg)
+The following use the full name of the concepts
 ![00158-20230129224502.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00158-20230129224502.jpg)
 ![00155-20230129224024.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00155-20230129224024.jpg)
 ![00156-20230129224057.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00156-20230129224057.jpg)
@@ -40,17 +43,17 @@ The 33 concepts are listed in `concept_list` and demonstrated below.
 ![00162-20230129225037.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00162-20230129225037.jpg)
 ![00163-20230129230351.jpg](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/grids/00163-20230129230351.jpg)
 
-Expect bad results for `BoMaple sheep form` and non-human concepts. Espeically the model clearly does not understand the anatomy of syrup.
-For `BoKasumi sarashi` adding `bandages` seems to help. For `BoMaple pajama` you can add `stripe` for more similarity to the ones appearing in anime.
+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).
+For `BoKasumi sarashi` adding `bandages` seems to help. For `BoMaple pajama` you can add `stripe` for more similarity to the pajama appearing in anime.
 The remaining concepts should go through smoothly.
 
 #### Prompt format
-During training the concept names are put at the beginning of the image separated only by spaces, but not doing so seems to work as well.
+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.
 Put `aniscreen` after the concept names would reinfoce the anime style.
-Mixint two concepts is fairly doable as demonstrated above.
-However expect weird blending to happen most of the time starting from three concepts.
+Having two concepts in a same image is fairly doable as demonstrated above.
+However, expect weird blending to happen most of the time starting from three concepts.
 This is partially because this model is not trained too much on multi-concept scenes.
-Below is roughly the best we can get after multiply tries (there is still clothe blending).
+Below is roughly the best we can get after multiply tries (there is still clothes blending).
 
 Prompt: `(BoMaple black armor) BoSally turtleneck BoKasumi, 3girls, 4K wallpaper, ahoge, black hair, brown hair, outdoors, long hair`
 ![00173-20230130032043.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00173-20230130032043.png)
@@ -58,19 +61,19 @@ Prompt: `(BoMaple black armor) BoSally turtleneck BoKasumi, 3girls, 4K wallpaper
 
 ### More Generations
 
-Prompt: BoMaple black armors aniscreen, 1girl solo, Hydra in the sky, light purple eyes, 4K wallpaper
+Prompt: `BoMaple black armors aniscreen, 1girl solo, Hydra in the sky, light purple eyes, 4K wallpaper`
 ![00169-20230130025735.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00169-20230130025735.png)
 
-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
+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`
 ![00172-20230130031750.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00172-20230130031750.png)
 
-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
+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`
 ![00170-20230130031100.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00170-20230130031100.png)
 
-Prompt: BoFrederica, cowboy shot, in rubble ruins, ((under blue sky)), cinematic angle, dynamic pose, oblique angle, 4K wallpaer, anime coloring, official art
+Prompt: `BoFrederica, cowboy shot, in rubble ruins, ((under blue sky)), cinematic angle, dynamic pose, oblique angle, 4K wallpaer, anime coloring, official art`
 ![00362-20230130022355.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00362-20230130022355.png)
 
-Prompt: Turtle Syrup Fox Oboro next to each other simple background white background, animals
+Prompt: `Turtle Syrup Fox Oboro next to each other simple background white background, animals`
 ![00166-20230130023653.png](https://huggingface.co/alea31415/bofuri-full/resolve/main/example_generations/00166-20230130023653.png)
 
 Failures are of course unavoidable
@@ -91,12 +94,12 @@ It contains 27031 images with the following composition
 - 19279 regularization images which intend to be as various as possible while being in anime style (i.e. no photorealistic image is used)
  
 Note that the model is trained with a specific weighting scheme to balance between different concepts so that every image does not weight equally.
-After applying the per-image repeat we get around 20 images per epoch.
+After applying the per-image repeat we get around 200K images per epoch.
 
 
 ### Training
 
-Training is done with [EveryDream2](https://github.com/victorchall/EveryDream2trainer) trainer using [JosephusCheung/ACertainty](https://huggingface.co/JosephusCheung/ACertainty) as base model.
+Training is done with [EveryDream2](https://github.com/victorchall/EveryDream2trainer) trainer with [ACertainty](https://huggingface.co/JosephusCheung/ACertainty) as base model.
 I use the following configuration thanks to the suggestion of 金Goldkoron
 
 - resolution 512