v2.1 & v2.0
A LoRA based on 3636 Theater Days cards, recognizing 50+ characters to varying degrees.
Resumed from deresute-v1.2. Unlike shinymas-v2.1, this time a signifcant portion of prior knowledge is lost, possibly due to namespace clash or model capacity.
Twintails are hard.
Usage
The style itself doesn't have a trigger word. For the characters, below are the character tags and respective top 20 related tags.
YURIKO NANAO,
yellow eyes, blue hair, smile, short hair, 1girl, blush, solo, looking at viewer, open mouth, braid, dress, bow, :d, skirt, bangs, hair ornament, book, frills, ribbon, jewelry
MATSURI TOKUGAWA,
brown eyes, green hair, open mouth, looking at viewer, smile, 1girl, solo, blush, ribbon, bangs, hairband, dress, curly hair, :d, frills, parted bangs, jewelry, medium hair, hair ribbon, multiple girls
ARISA MATSUDA,
brown hair, twintails, brown eyes, smile, 1girl, open mouth, long hair, solo, looking at viewer, blush, :d, skirt, bangs, one eye closed, multiple girls, dress, bow, v, hair bow, hair ornament
MIRAI KASUGA,
brown hair, smile, open mouth, hair ornament, one side up, brown eyes, 1girl, short hair, hairclip, solo, looking at viewer, :d, blush, skirt, ribbon, closed eyes, multiple girls, jewelry, dress, hair ribbon
KANA YABUKI,
short hair, ahoge, open mouth, smile, brown hair, blush, 1girl, solo, brown eyes, looking at viewer, orange hair, yellow eyes, skirt, bow, :d, hair ornament, multiple girls, bangs, dress, closed eyes
EMILY STEWART,
blonde hair, long hair, twintails, purple eyes, 1girl, smile, solo, blush, open mouth, looking at viewer, dress, hairband, :d, bow, jewelry, multiple girls, gloves, hair ornament, flower, frills
SHIHO KITAZAWA,
brown hair, long hair, brown eyes, 1girl, smile, looking at viewer, solo, blush, open mouth, dress, jewelry, multiple girls, skirt, hair ornament, gloves, choker, necklace, star, lens flare, hat
UMI KOUSAKA,
long hair, brown hair, braid, smile, open mouth, looking at viewer, aqua eyes, 1girl, twin braids, blue eyes, solo, :d, blush, multiple girls, jewelry, skirt, dress, gloves, bangs, one eye closed
SERIKA HAKOZAKI,
twintails, brown hair, brown eyes, ahoge, long hair, open mouth, 1girl, smile, solo, looking at viewer, dress, blush, :d, ribbon, hair ornament, skirt, multiple girls, bow, hair ribbon, jewelry
TSUBASA IBUKI,
short hair, ahoge, pink eyes, 1girl, brown hair, smile, looking at viewer, open mouth, solo, blush, blonde hair, skirt, jewelry, bangs, dress, hair ornament, messy hair, hair between eyes, one eye closed, :d
JULIA,
short hair, blue eyes, red hair, 1girl, looking at viewer, smile, solo, open mouth, star, brown hair, dress, blush, jewelry, hair ornament, instrument, guitar, :d, skirt, multiple girls, necklace
REIKA KITAKAMI,
long hair, blue hair, twintails, smile, brown eyes, open mouth, 1girl, looking at viewer, solo, blush, :d, bangs, low twintails, jewelry, skirt, breasts, multiple girls, dress, gloves, hair ornament
TOMOKA TENKUBASHI,
brown hair, brown eyes, smile, 1girl, looking at viewer, hair bun, long hair, single hair bun, open mouth, solo, dress, blush, jewelry, hair ornament, skirt, :d, flower, frills, multiple girls, sidelocks
SHIZUKA MOGAMI,
long hair, black hair, blue eyes, 1girl, solo, smile, open mouth, looking at viewer, dress, blush, half updo, multiple girls, bow, jewelry, skirt, :d, blue hair, gloves, hair ornament, bangs
ANNA MOCHIZUKI,
long hair, ahoge, purple hair, aqua eyes, looking at viewer, 1girl, smile, open mouth, solo, blush, :d, hair between eyes, dress, skirt, blue hair, hair ornament, multiple girls, bangs, long sleeves, jewelry
KOTOHA TANAKA,
brown hair, long hair, brown eyes, open mouth, smile, 1girl, hairband, solo, looking at viewer, blush, dress, bangs, :d, jewelry, multiple girls, skirt, hair ornament, gloves, shirt, flower
MOMOKO SUOU,
brown hair, blue eyes, short hair, smile, open mouth, 1girl, hair ornament, looking at viewer, solo, ahoge, dress, blush, flower, multiple girls, hair flower, :d, bangs, skirt, frills, short sleeves
MIZUKI MAKABE,
short hair, yellow eyes, purple hair, 1girl, looking at viewer, solo, open mouth, blush, smile, grey hair, dress, multiple girls, skirt, jewelry, hair ornament, bow, sidelocks, 2girls, long sleeves, bracelet
KONOMI BABA,
brown hair, braid, aqua eyes, smile, single braid, long hair, 1girl, looking at viewer, open mouth, hair over shoulder, blush, solo, dress, jewelry, hair ornament, multiple girls, skirt, blue eyes, bangs, one eye closed
HINATA KINOSHITA,
brown hair, short hair, smile, ahoge, green eyes, open mouth, 1girl, blush, solo, looking at viewer, dress, :d, hair ornament, skirt, multiple girls, food, 2girls, hat, frills, bow
AYUMU MAIHAMA,
pink hair, pink eyes, multicolored hair, smile, 1girl, open mouth, looking at viewer, ponytail, long hair, solo, streaked hair, blonde hair, jewelry, blush, :d, multiple girls, jacket, bangs, necklace, hair ornament
SAYOKO TAKAYAMA,
long hair, black hair, 1girl, open mouth, brown eyes, solo, smile, looking at viewer, blush, red eyes, dress, :d, glasses, skirt, jewelry, bangs, hair ornament, multiple girls, gloves, twintails
ROCO HANDA,
long hair, grey hair, 1girl, solo, smile, green eyes, blush, bow, looking at viewer, open mouth, yellow eyes, hair bow, twintails, :d, hair ornament, jewelry, dress, brown hair, multiple girls, v-shaped eyebrows
MEGUMI TOKORO,
long hair, brown hair, blue eyes, ahoge, 1girl, smile, looking at viewer, open mouth, solo, jewelry, blush, bangs, breasts, dress, necklace, earrings, multiple girls, hair ornament, medium breasts, skirt
ELENA SHIMABARA,
green hair, long hair, ahoge, smile, open mouth, 1girl, hairband, blush, solo, looking at viewer, blue eyes, jewelry, aqua eyes, :d, bangs, dress, multiple girls, closed eyes, hair ornament, skirt
SUBARU NAGAYOSHI,
short hair, brown hair, smile, open mouth, 1girl, purple eyes, solo, green hair, looking at viewer, blush, :d, dress, multiple girls, jewelry, skirt, bangs, hair ornament, bow, jacket, gloves
MIYA MIYAO,
brown hair, long hair, smile, brown eyes, open mouth, 1girl, solo, looking at viewer, blush, dress, :d, bangs, thick eyebrows, hair ornament, jewelry, multiple girls, gloves, flower, skirt, long sleeves
IKU NAKATANI,
black hair, short hair, brown eyes, open mouth, smile, 1girl, solo, looking at viewer, hair ornament, blush, one side up, dress, bow, :d, bangs, multiple girls, brown hair, long sleeves, 2girls, closed eyes
AKANE NONOHARA,
short hair, smile, brown hair, brown eyes, 1girl, looking at viewer, open mouth, solo, jewelry, blush, red hair, one eye closed, dress, earrings, :d, hair ornament, gloves, multiple girls, closed eyes, bow
RIO MOMOSE,
long hair, brown hair, 1girl, looking at viewer, smile, solo, jewelry, breasts, blush, purple eyes, open mouth, cleavage, medium breasts, brown eyes, blonde hair, necklace, dress, earrings, one eye closed, bracelet
KAREN SHINOMIYA,
long hair, blue eyes, brown hair, 1girl, smile, looking at viewer, solo, blush, blonde hair, open mouth, jewelry, dress, aqua eyes, multiple girls, :d, hair ornament, skirt, gloves, bracelet, closed eyes
FUKA TOYOKAWA,
short hair, blue hair, smile, brown eyes, 1girl, open mouth, solo, breasts, antenna hair, looking at viewer, blush, jewelry, :d, dress, hair ornament, multiple girls, skirt, necklace, large breasts, bracelet
TAMAKI OGAMI,
long hair, smile, 1girl, one side up, open mouth, brown hair, solo, looking at viewer, brown eyes, :d, blush, orange hair, hair ornament, orange eyes, dress, shorts, jacket, v-shaped eyebrows, multiple girls, hat
MINAKO SATAKE,
brown hair, ponytail, blue eyes, open mouth, smile, looking at viewer, 1girl, long hair, solo, ribbon, :d, blush, hair ribbon, dress, multiple girls, jewelry, skirt, hair ornament, bow, food
CHIHAYA KISARAGI,
blue hair, long hair, brown eyes, 1girl, solo, smile, open mouth, looking at viewer, blush, :d, dress, skirt, bangs, hair ornament, jewelry, gloves, cowboy shot, short sleeves, jacket, long sleeves
CHIZURU NIKAIDO,
long hair, green eyes, brown hair, smile, 1girl, ponytail, open mouth, solo, looking at viewer, jewelry, blush, dress, :d, very long hair, hairband, earrings, hair ornament, necklace, bracelet, v-shaped eyebrows
NAO YOKOYAMA,
brown hair, ahoge, side ponytail, purple eyes, 1girl, smile, solo, looking at viewer, open mouth, drill hair, hair ornament, long hair, jewelry, blush, dress, bangs, one eye closed, skirt, standing, cowboy shot
RITSUKO AKIZUKI,
brown hair, glasses, brown eyes, antenna hair, 1girl, smile, braid, twin braids, open mouth, solo, looking at viewer, jewelry, long hair, dress, skirt, gloves, :d, multiple girls, blush, necklace
MIKI HOSHII,
long hair, blonde hair, ahoge, green eyes, 1girl, solo, smile, looking at viewer, open mouth, blush, jewelry, dress, skirt, gloves, hair between eyes, hair ornament, bangs, one eye closed, shirt, breasts
HARUKA AMAMI,
short hair, brown hair, smile, green eyes, 1girl, open mouth, ribbon, solo, looking at viewer, hair ribbon, blush, :d, skirt, hair ornament, bow, bangs, dress, hair bow, multiple girls, short sleeves
NORIKO FUKUDA,
short hair, brown eyes, blonde hair, smile, 1girl, looking at viewer, open mouth, solo, jewelry, blush, brown hair, earrings, :d, dress, hair ornament, skirt, jacket, multiple girls, bracelet, necklace
AZUSA MIURA,
blue hair, ahoge, short hair, smile, 1girl, red eyes, open mouth, solo, looking at viewer, jewelry, breasts, blush, necklace, :d, dress, skirt, multiple girls, bracelet, cleavage, earrings
MAMI FUTAMI,
brown hair, side ponytail, brown eyes, smile, 1girl, looking at viewer, solo, open mouth, long hair, hair ornament, star, :d, shiny, shiny hair, multiple girls, standing, shorts, skirt, cowboy shot, ribbon
TAKANE SHIJOU,
long hair, grey hair, 1girl, smile, solo, looking at viewer, pink eyes, purple eyes, hairband, open mouth, bangs, blush, hair ornament, dress, skirt, wavy hair, gloves, jewelry, long sleeves, :d
IORI MINASE,
brown hair, long hair, 1girl, solo, smile, looking at viewer, brown eyes, red eyes, blush, open mouth, hairband, dress, bow, standing, cowboy shot, skirt, jewelry, very long hair, one eye closed, hair bow
MAKOTO KIKUCHI,
short hair, black hair, antenna hair, smile, 1girl, solo, black eyes, looking at viewer, open mouth, dress, blush, gloves, jewelry, :d, hair ornament, short sleeves, one eye closed, frills, hair between eyes, multiple girls
YAYOI TAKATSUKI,
twintails, smile, open mouth, brown hair, 1girl, orange hair, solo, hair ornament, :d, blush, looking at viewer, blue eyes, dress, green eyes, skirt, long hair, bangs, jewelry, star, closed eyes
KAORI SAKURAMORI,
ahoge, braid, brown hair, short hair, green eyes, smile, light brown hair, open mouth, blush, 1girl, solo, looking at viewer, bangs, skirt, jewelry, dress, breasts, medium breasts, multiple girls, necklace
HIBIKI GANAHA,
long hair, black hair, ponytail, blue eyes, open mouth, smile, 1girl, antenna hair, fang, solo, looking at viewer, :d, bangs, blush, ribbon, jewelry, high ponytail, very long hair, skirt, short sleeves
YUKIHO HAGIWARA,
short hair, brown hair, brown eyes, open mouth, 1girl, smile, bob cut, solo, blush, looking at viewer, dress, skirt, :d, hair ornament, jewelry, multiple girls, frills, bangs, closed eyes, bow
TSUMUGI SHIRAISHI,
long hair, blue eyes, grey hair, 1girl, hair ornament, solo, bangs, looking at viewer, blush, smile, open mouth, blue hair, dress, hairclip, short sleeves, very long hair, closed mouth, standing, jewelry, skirt
AMI FUTAMI,
brown hair, brown eyes, short hair, smile, 1girl, solo, side ponytail, looking at viewer, open mouth, hair ornament, one side up, ribbon, skirt, jewelry, star, blush, :d, multiple girls, hair ribbon, dress
SHIKA,
smile, open mouth, 1girl, green hair, bow, blush, solo, shirt, bangs, looking at viewer, grey eyes, skirt, hair bow, short sleeves, white shirt, medium hair, :d, short hair, bowtie, breasts
LEON,
long hair, smile, brown hair, 1girl, heterochromia, blue eyes, solo, shirt, looking at viewer, skirt, hair between eyes, standing, asymmetrical bangs, closed mouth, ponytail, cowboy shot, bangs, orange hair, jewelry, necklace
FREDERICA MIYAMOTO,
multiple girls, 2girls, jewelry, smile, green eyes, open mouth, blonde hair, brown hair, short hair, earrings, gloves, lace gloves, long hair, hair ornament, black gloves, breasts, black dress, bangs, dress, looking at viewer
SHIKI ICHINOSE,
multiple girls, dress, ahoge, red dress, smile, jewelry, blue eyes, green hair, long hair, earrings, sleeveless dress, gloves, breasts, black dress, brown hair, bangs, medium breasts, wavy hair, sleeveless, bare shoulders
As a bonus, some Cinderella Girls prompts work as well.
Training info
Training info Dataset:
- 3636 Theater days cards collected from Fantasia (wide images excluded)
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: ~31 T4-hours (in addition to deresute costs)
Data distribution:
character cards
1 YURIKO NANAO 80
2 MATSURI TOKUGAWA 80
3 ARISA MATSUDA 78
4 MIRAI KASUGA 78
5 KANA YABUKI 78
6 EMILY STEWART 76
7 SHIHO KITAZAWA 76
8 UMI KOUSAKA 76
9 SERIKA HAKOZAKI 76
10 TSUBASA IBUKI 76
11 JULIA 74
12 REIKA KITAKAMI 74
13 TOMOKA TENKUBASHI 74
14 SHIZUKA MOGAMI 74
15 ANNA MOCHIZUKI 74
16 KOTOHA TANAKA 74
17 MOMOKO SUOU 72
18 MIZUKI MAKABE 72
19 KONOMI BABA 72
20 HINATA KINOSHITA 72
21 AYUMU MAIHAMA 72
22 SAYOKO TAKAYAMA 72
23 ROCO HANDA 72
24 MEGUMI TOKORO 72
25 ELENA SHIMABARA 72
26 SUBARU NAGAYOSHI 70
27 MIYA MIYAO 70
28 IKU NAKATANI 70
29 AKANE NONOHARA 70
30 RIO MOMOSE 68
31 KAREN SHINOMIYA 68
32 FUKA TOYOKAWA 68
33 TAMAKI OGAMI 68
34 MINAKO SATAKE 68
35 CHIHAYA KISARAGI 68
36 CHIZURU NIKAIDO 66
37 NAO YOKOYAMA 66
38 RITSUKO AKIZUKI 66
39 MIKI HOSHII 66
40 HARUKA AMAMI 64
41 NORIKO FUKUDA 64
42 AZUSA MIURA 64
43 MAMI FUTAMI 64
44 TAKANE SHIJOU 64
45 IORI MINASE 64
46 MAKOTO KIKUCHI 62
47 YAYOI TAKATSUKI 60
48 KAORI SAKURAMORI 60
49 HIBIKI GANAHA 60
50 YUKIHO HAGIWARA 60
51 TSUMUGI SHIRAISHI 56
52 AMI FUTAMI 56
53 SHIKA 8
54 LEON 8
55 FREDERICA MIYAMOTO 2
56 SHIKI ICHINOSE 2
[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"
#lr_warmup_steps = 100
[dataset_arguments]
debug_dataset = false
# resolution: 576x704
[training_arguments]
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
lowram = true
[sample_prompt_arguments]
[saving_arguments]
save_model_as = "safetensors"
v2.1 is tuned from v2.0 with resolution raised to 640x768.