deresute-u149/release_notes/v3.1.md

# v3.0 & v3.1

[Other versions](https://huggingface.co/gustproof/sd-models/tree/main/deresute-u149)

A LoRA 742 based on Cinderella Girls game art, recognizing [the 9 characters in the U149 anime](https://cinderella-u149-anime.idolmaster-official.jp/character). A small test for all-character models.

Replaced Japanese character tags. Removed Hadamard Product dependency. Reduced file size. Added deremas card concept.


## Usage

The style itself doesn't have a trigger word. For the characters, below are the character tags and respective top 20 related tags.

```
Sasaki Chie,
short hair, black hair, black eyes, smile, 1girl, solo, hair ornament, hairclip, open mouth, rabbit hair ornament, looking at viewer, blush, skirt, bangs, dress, holding, card, bow, hat, braid

Akagi Miria,
short hair, black hair, smile, brown eyes, two side up, 1girl, open mouth, solo, looking at viewer, blush, hair ornament, :d, skirt, brown hair, gloves, one eye closed, jewelry, star, dress, closed eyes

Ryuzaki Kaoru,
hair ornament, short hair, hairclip, brown hair, smile, 1girl, open mouth, solo, yellow eyes, looking at viewer, shorts, orange hair, hat, closed eyes, card, character name, sun symbol, jewelry, flower, food

Tachibana Arisu,
brown eyes, brown hair, long hair, 1girl, solo, bow, smile, hair bow, dress, looking at viewer, open mouth, blush, ribbon, black hair, flower, food, frills, hair ornament, fruit, white background

Ichihara Nina,
long hair, smile, brown hair, open mouth, 1girl, solo, brown eyes, blush, cosplay, animal costume, kigurumi, bangs, :d, looking at viewer, bow, blunt bangs, closed eyes, hat, striped, gloves

Matoba Risa,
black hair, long hair, yellow eyes, twintails, 1girl, solo, ribbon, hair ribbon, smile, jewelry, necklace, open mouth, skirt, looking at viewer, blush, midriff, bangs, one eye closed, belt, gloves

Yuki Haru,
orange hair, 1girl, solo, smile, long hair, open mouth, shorts, brown eyes, looking at viewer, gloves, midriff, holding, navel, blush, brown hair, hat, shirt, sky, fingerless gloves, white background

Sakurai Momoka,
blonde hair, green eyes, short hair, smile, 1girl, solo, looking at viewer, dress, open mouth, flower, wavy hair, hairband, frills, blush, hair ornament, bow, gloves, jewelry, rose, hat

Koga Koharu,
short hair, 1girl, solo, brown hair, smile, brown eyes, flower, open mouth, dress, :d, bow, card, character name, hairband, pink background, looking at viewer, hair bow, gloves, star, blush
```


## Training info

Dataset:
* 129 framed Cinderella Girls cards from [アイマス シンデレラガールズ カードギャラリー](https://imas.gamedbs.jp/cg/) (no frameless version available)
* 273 frameless Cinderella Girls cards from [アイマス シンデレラガールズ カードギャラリー](https://imas.gamedbs.jp/cg/)
* 174 Starlight Stage cards ("spreads") from [Starlight DB](https://starlight.kirara.ca/)
* 166 Starlight Stage character cutouts ("sprites") from [Starlight DB](https://starlight.kirara.ca/)

Tags generated with [SmilingWolf/wd-v1-4-convnextv2-tagger-v2](https://huggingface.co/SmilingWolf/wd-v1-4-convnextv2-tagger-v2) with a threshold of 0.35. No tag cleaning. Characters roughly balanced for each image type so that `#max / #min <= 2`. Denoised with [RealESRGAN_x4plus_anime_6B](https://github.com/xinntao/Real-ESRGAN/blob/master/docs/anime_model.md).

v3.0 trained on resolution 512 for 63 epochs. v3.1 continued from v3.0 and trained on resolution 768 for 15 epochs. A custom SGDR lr scheduler was used.

Training cost: ~5.5 T4-hours

Data distribution:
```
         character  framed  frameless   sprite   spread  total
1      Sasaki Chie      21         30       24       22     97
2      Akagi Miria      13         37       20       18     88
3    Ryuzaki Kaoru      16         34       20       18     88
4  Tachibana Arisu       7         34       24       22     87
5    Ichihara Nina       6         38       20       20     84
6      Matoba Risa      19         22       20       18     79
7        Yuki Haru      13         26       20       18     77
8   Sakurai Momoka       6         36       10       24     76
9      Koga Koharu      28         16        8       14     66
```


Training config:
```
[model_arguments]
v2 = false
v_parameterization = false
pretrained_model_name_or_path = "../animefull-final-pruned.ckpt"

[additional_network_arguments]
no_metadata = false
network_module = "networks.lora"
network_dim = 8
network_alpha = 1

[optimizer_arguments]
#optimizer_type = "DAdaptation"
optimizer_type = "AdamW8bit"
learning_rate = 3e-4
max_grad_norm = 1
lr_scheduler = "custom"

[training_arguments]
save_precision = "fp16"
save_every_n_epochs = 1
train_batch_size = 2
max_token_length = 225
mem_eff_attn = false
xformers = true
max_train_epochs = 9999
max_data_loader_n_workers = 8
persistent_data_loader_workers = true
gradient_checkpointing = false
gradient_accumulation_steps = 1
mixed_precision = "fp16"
clip_skip = 2
lowram = true
cache_latents = true
min_snr_gamma = 5

[saving_arguments]
save_model_as = "safetensors"

```