v2.1 & v2.0

Other versions

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.