THE iDOLM@STER Million Live! Theater Days (style, 50+ characters)版本v2.1 (ID: 46340)

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"