v2.1 & v2.0

Other versions

A LoRA (Hadamard Product) based on 966 Shiny Colors cards, recognizing the 26 characters to varying degrees.

Resumed from deresute-v1.3-epoch16 by accident instead of training from scratch, retaining surprisingly much of the knowledge of Cinderella Girls characters. This suggests that it's likely the model's capacity is nowhere close to being reached.

This also serves as a demo of an extremely inefficient style transfer method: train the characters, and then train on lots of unrelated styled images.

Usage

This Hadamard Product LoRA requires installing an extra extension to be used in the Web UI.

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

Sakuragi Mano,
brown eyes, smile, 1girl, open mouth, brown hair, looking at viewer, solo, bangs, light brown hair, outdoors, skirt, holding, medium hair, blush, shirt, dutch angle, breasts, hair ornament, multiple girls, blonde hair

Kazano Hiori,
black hair, mole, mole under mouth, long hair, looking at viewer, smile, 1girl, solo, bangs, open mouth, ponytail, purple eyes, multiple girls, blonde hair, skirt, dress, hair ornament, breasts, outdoors, holding

Hachimiya Meguru,
blonde hair, blue eyes, smile, long hair, looking at viewer, hair ornament, 1girl, open mouth, solo, breasts, ahoge, hairclip, twintails, multiple girls, shirt, outdoors, bangs, black hair, skirt, large breasts

Osaki Tenka,
long hair, brown hair, yellow eyes, bangs, looking at viewer, 1girl, hair between eyes, smile, solo, open mouth, holding, blush, long sleeves, dress, multiple girls, frills, brown eyes, braid, sisters, skirt

Morino Rinze,
red eyes, black hair, bangs, short hair, 1girl, looking at viewer, solo, smile, blue hair, long sleeves, hair ornament, holding, hair bun, outdoors, multiple girls, skirt, shirt, open mouth, flower, long hair

Tsukioka Kogane,
long hair, brown hair, bangs, looking at viewer, breasts, brown eyes, large breasts, 1girl, smile, solo, open mouth, blush, skirt, jewelry, bow, shirt, ribbon, dress, holding, outdoors

Arisugawa Natsuha,
long hair, smile, bangs, orange hair, looking at viewer, breasts, jewelry, 1girl, solo, earrings, black eyes, open mouth, red hair, shirt, multiple girls, skirt, brown hair, jacket, ahoge, outdoors

Kuwayama Chiyuki,
brown hair, long hair, smile, looking at viewer, brown eyes, bangs, breasts, 1girl, ahoge, solo, braid, holding, open mouth, jewelry, blush, dress, skirt, multiple girls, large breasts, shirt

Osaki Amana,
brown hair, long hair, yellow eyes, smile, bangs, looking at viewer, open mouth, 1girl, solo, jewelry, breasts, multiple girls, blush, frills, dress, holding, collarbone, sitting, skirt, bare shoulders

Saijo Juri,
blonde hair, short hair, purple eyes, 1girl, looking at viewer, bangs, solo, smile, jacket, jewelry, outdoors, shirt, shorts, holding, multiple girls, open mouth, dutch angle, skirt, breasts, brown hair

Komiya Kaho,
red hair, long hair, red eyes, smile, open mouth, bangs, looking at viewer, 1girl, solo, ahoge, jacket, skirt, multiple girls, shirt, holding, shorts, brown hair, outdoors, hair between eyes, gloves

Tanaka Mamimi,
purple hair, purple eyes, bangs, diagonal bangs, looking at viewer, jewelry, 1girl, twintails, solo, earrings, long hair, smile, nail polish, holding, shirt, skirt, choker, open mouth, breasts, jacket

Yukoku Kiriko,
long hair, grey hair, purple eyes, bangs, looking at viewer, twintails, dress, smile, 1girl, solo, multiple girls, open mouth, long sleeves, holding, frills, brown hair, breasts, shirt, black hair, bandaid

Mitsumine Yuika,
black hair, long hair, smile, looking at viewer, 1girl, blue eyes, solo, twintails, glasses, open mouth, hat, jacket, brown hair, skirt, bangs, jewelry, holding, outdoors, multiple girls, shirt

Sonoda Chiyoko,
brown hair, looking at viewer, twintails, 1girl, solo, red eyes, smile, bangs, hair bun, double bun, holding, skirt, food, long hair, open mouth, multiple girls, jewelry, shirt, breasts, one eye closed

Serizawa Asahi,
blue eyes, short hair, 1girl, bangs, looking at viewer, grey hair, solo, open mouth, outdoors, smile, jacket, shirt, skirt, shorts, long sleeves, jewelry, shoes, sky, holding, brown hair

Shirase Sakuya,
black hair, long hair, yellow eyes, smile, bangs, breasts, jewelry, ponytail, hair between eyes, large breasts, looking at viewer, 1girl, solo, high ponytail, cleavage, earrings, multiple girls, jacket, open mouth, necklace

Izumi Mei,
long hair, blonde hair, brown hair, multicolored hair, gradient hair, gyaru, black eyes, breasts, looking at viewer, jewelry, 1girl, earrings, large breasts, solo, smile, tan, cleavage, jacket, dark skin, multiple girls

Mayuzumi Fuyuko,
black hair, long hair, bangs, looking at viewer, brown eyes, blunt bangs, smile, 1girl, skirt, solo, two side up, open mouth, shirt, jewelry, breasts, long sleeves, multiple girls, multicolored hair, holding, sitting

Asakura Toru,
short hair, looking at viewer, 1girl, solo, jewelry, multicolored hair, gradient hair, bangs, blue hair, earrings, ahoge, brown hair, outdoors, jacket, hair ornament, dutch angle, blue eyes, dress, multiple girls, smile

Higuchi Madoka,
short hair, mole under eye, mole, brown hair, purple eyes, hair ornament, hairclip, 1girl, solo, looking at viewer, bangs, skirt, jacket, long sleeves, outdoors, multiple girls, black hair, shirt, nail polish, dutch angle

Ichikawa Hinana,
brown hair, looking at viewer, brown eyes, long hair, bangs, 1girl, solo, skirt, open mouth, hair bun, smile, ribbon, dutch angle, parted bangs, hair ribbon, dress, jewelry, hair ornament, single hair bun, shirt

Fukumaru Koito,
black hair, purple eyes, twintails, 1girl, looking at viewer, solo, fangs, open mouth, skin fangs, skirt, hair ornament, ribbon, shirt, indoors, short hair, dutch angle, hair ribbon, long sleeves, multiple girls, brown hair

Nanakusa Nichika,
looking at viewer, 1girl, brown hair, green hair, solo, short hair, smile, bangs, brown eyes, multiple girls, long hair, jewelry, open mouth, jacket, shirt, outdoors, holding, earrings, gloves, dress

Aketa Mikoto,
multicolored hair, brown hair, gradient hair, jewelry, looking at viewer, jacket, 1girl, blonde hair, smile, earrings, brown eyes, solo, multiple girls, 2girls, gloves, nail polish, green hair, shirt, dress, breasts

Ikaruga Luca,
1girl, multicolored hair, black hair, yellow eyes, looking at viewer, solo, blonde hair, bangs, skirt, streaked hair, midriff, crop top, two-tone hair, medium hair, jacket, gloves, shirt, fishnets, breasts, off shoulder

As a bonus, Cinderella Girls prompts mostly work as well.

Training info

Training info Dataset:

• 996 Shiny Colors cards collected from シャニマスDB

Tags generated with SmilingWolf/wd-v1-4-convnextv2-tagger-v2 with a threshold of 0.35. No balancing and tag cleaning. No distinction between Produce and Support cards.

Inspired by a 2022 paper, a custom LR scheduler was used:

SequentialLR(optimizer, [
    LinearLR(optimizer, 0.1, total_iters=steps_per_epoch),
    CosineAnnealingWarmRestarts(optimizer, steps_per_epoch*2, T_mult=2)
], [steps_per_epoch])

Training cost: ~12 T4-hours (in addition to deresute costs)

Data distribution:

            character  cards
1       Sakuragi Mano     52
2        Kazano Hiori     49
3    Hachimiya Meguru     47
4         Osaki Tenka     46
5        Morino Rinze     45
6     Tsukioka Kogane     44
7   Arisugawa Natsuha     44
8    Kuwayama Chiyuki     44
9         Osaki Amana     43
10         Saijo Juri     43
11        Komiya Kaho     43
12      Tanaka Mamimi     42
13      Yukoku Kiriko     42
14    Mitsumine Yuika     40
15     Sonoda Chiyoko     40
16     Serizawa Asahi     39
17     Shirase Sakuya     38
18          Izumi Mei     35
19    Mayuzumi Fuyuko     34
20       Asakura Toru     28
21     Higuchi Madoka     28
22    Ichikawa Hinana     26
23     Fukumaru Koito     25
24   Nanakusa Nichika     23
25       Aketa Mikoto     22
26       Ikaruga Luca      4

Training config (v2.0):

[model_arguments]
v2 = false
v_parameterization = false
pretrained_model_name_or_path = "animefull-final-pruned.ckpt"

[additional_network_arguments]
no_metadata = false
network_module = "lycoris.kohya"
network_dim = 16
network_alpha = 1
network_args = [ "conv_dim=0", "algo=loha",]
network_train_unet_only = false
network_train_text_encoder_only = false
cache_latents = false

[optimizer_arguments]
optimizer_type = "AdamW8bit"
learning_rate = 0.001
max_grad_norm = 1.0
lr_scheduler = "custom"

[dataset_arguments]
debug_dataset = false
# batch size: 4 x 2
# resolution: 640

[training_arguments]
output_name = "shinymas-v2.0"
save_precision = "fp16"
save_every_n_epochs = 1
max_token_length = 225
mem_eff_attn = false
xformers = true
max_train_epochs = 31
max_data_loader_n_workers = 0
persistent_data_loader_workers = false
gradient_checkpointing = false
gradient_accumulation_steps = 1
mixed_precision = "fp16"
clip_skip = 2
log_prefix = "shinymas-v2.0"
lowram = true

[sample_prompt_arguments]

[saving_arguments]
save_model_as = "safetensors"

v2.1 is tuned from v2.0 with resolution raised to 768, batch size and learning rate halved.