v1.0

Other versions

A LoRA based on 4267 Grimoire A: Private Grimoire Magic Academy cards, recognizing 60+ characters to varying degrees.

A request by Civit user themonky007. The model is far from complete but there are currently no plans to further improve it. The dataset is available for those willing to take on the task.

Lesson of the day: suitable learning rates can differ significantly between datasets (this uses 2e-4 while the Idolmaster models use 1e-3).

An undertrained version (v0.1) with card text is also available. Unlike v1.0, v0.1 uses Japanese names with spaces (e.g. 朝比奈 龍季) as character tags. Interestingly, it can produce the correct Romaji initials for out-of-distribution characters quite reliably.

Usage

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

Minami Tomoka,

brown hair, short hair, blush, brown eyes, 1girl, ahoge, smile, looking at viewer, bow, solo, open mouth, hair bow, skirt, :d, outdoors, ribbon, dress, necktie, sky, thighhighs



Nobara Hime,

blonde hair, flower, long hair, 1girl, hair ornament, blue eyes, hair flower, blush, solo, rose, drill hair, looking at viewer, smile, open mouth, frills, bow, red flower, red rose, dress, skirt



Kannagi Rei,

1girl, long hair, brown hair, solo, brown eyes, looking at viewer, blush, hair between eyes, smile, skirt, outdoors, japanese clothes, holding, open mouth, black hair, yellow eyes, bangs, long sleeves, weapon, day



Shinonome Aira,

long hair, 1girl, looking at viewer, solo, red eyes, blush, smile, open mouth, fang, dress, multicolored hair, grey hair, frills, purple hair, thighhighs, hat, :d, hair between eyes, outdoors, long sleeves



Fuyuki Noel,

1girl, blonde hair, green eyes, solo, braid, blush, looking at viewer, bow, open mouth, smile, short hair, hair bow, outdoors, twin braids, skirt, :d, ribbon, sky, day, long hair



Kishida Natsumi,

1girl, long hair, brown hair, twintails, solo, brown eyes, blush, ahoge, open mouth, looking at viewer, smile, hair ornament, ribbon, camera, hair between eyes, holding, fang, skirt, red hair, :d



Fuyuki Eve,

blonde hair, green eyes, long hair, 1girl, solo, hairband, blush, looking at viewer, skirt, open mouth, smile, dress, gloves, outdoors, long sleeves, holding, shirt, flower, sitting, thighhighs



Minazuki Fuko,

blonde hair, blue eyes, long hair, 1girl, braid, solo, twintails, ribbon, hair ribbon, blush, looking at viewer, thighhighs, smile, skirt, open mouth, gloves, necktie, very long hair, school uniform, hat



Rurikawa Akiho,

brown hair, blush, 1girl, brown eyes, solo, open mouth, looking at viewer, ribbon, smile, skirt, hair ribbon, bow, :d, short hair, dress, twintails, outdoors, socks, long hair, day



Tachibana Ui,

long hair, 1girl, purple eyes, braid, solo, looking at viewer, antenna hair, ribbon, blonde hair, skirt, hair between eyes, bow, hair ribbon, blush, hair bow, sitting, pantyhose, dress, outdoors, flower



Momose momo,

pink hair, 1girl, solo, blush, ahoge, hair ornament, looking at viewer, smile, side ponytail, open mouth, short hair, skirt, brown eyes, long hair, :d, flower, shirt, holding, pink eyes, outdoors



Moriya Tsukuyo,

green eyes, 1girl, long hair, solo, blush, ribbon, looking at viewer, aqua hair, hair ribbon, open mouth, green hair, two side up, skirt, thighhighs, smile, hair ornament, long sleeves, holding, outdoors, twintails



Tateno Nozomi,

1girl, long hair, solo, black hair, purple eyes, blush, open mouth, looking at viewer, smile, skirt, purple hair, thighhighs, sitting, black eyes, gloves, very long hair, white gloves, boots, outdoors, striped



Hattori Azusa,

green hair, 1girl, green eyes, long hair, solo, looking at viewer, blush, smile, open mouth, scarf, hair ornament, gloves, pantyhose, outdoors, japanese clothes, ninja, fingerless gloves, shorts, red scarf, sparkle



Minase Kaoruko,

long hair, purple eyes, 1girl, black hair, breasts, solo, looking at viewer, smile, mole under eye, mole, ponytail, hair between eyes, blush, open mouth, very long hair, large breasts, skirt, outdoors, day, long sleeves



Otonashi ritsu,

short hair, 1girl, solo, blush, brown hair, smile, yellow eyes, open mouth, brown eyes, looking at viewer, fingerless gloves, gloves, red hair, shorts, thighhighs, skirt, necktie, shirt, bangs, :d



Yusa Naruko,

short hair, 1girl, purple eyes, solo, black hair, smile, looking at viewer, blush, shirt, purple hair, pants, jewelry, open mouth, holding, outdoors, skirt, gloves, white shirt, long sleeves, sky



Shirafuji Konoha,

long hair, blue hair, 1girl, green eyes, hair ornament, blush, heart, solo, looking at viewer, smile, heart hair ornament, open mouth, mole under eye, mole, hairclip, skirt, thighhighs, outdoors, shirt, very long hair



Takanashi Miyu,

short hair, 1girl, yellow eyes, solo, looking at viewer, smile, grey hair, blush, open mouth, flower, outdoors, hair between eyes, hairband, breasts, :d, shirt, day, brown eyes, gloves, long sleeves



Narumi Jun,

blue hair, short hair, 1girl, solo, blush, looking at viewer, smile, open mouth, yellow eyes, earrings, jewelry, green eyes, breasts, skirt, outdoors, necktie, shorts, sitting, shirt, school uniform



Shiina Yukari,

purple hair, glasses, 1girl, long hair, solo, braid, smile, brown eyes, looking at viewer, open mouth, breasts, blush, bow, twin braids, skirt, very long hair, outdoors, dress, holding, flower



Wagatsuma Asari,

blue hair, blush, blue eyes, short hair, solo, looking at viewer, 1girl, open mouth, smile, thighhighs, ahoge, bow, 1boy, hat, skirt, male focus, white thighhighs, otoko no ko, frills, crossdressing



Nakazuki Sara,

brown hair, 1girl, brown eyes, ahoge, blush, solo, open mouth, long hair, bow, smile, animal ears, dress, thighhighs, looking at viewer, frills, outdoors, :d, rabbit ears, gloves, hair ornament



Sumeragi Ayaka,

pink hair, 1girl, blush, looking at viewer, smile, blue eyes, solo, open mouth, short hair, hair ornament, skirt, jewelry, long hair, earrings, bangs, purple eyes, star, :d, holding, gloves



Tsukimiya Sana,

blue eyes, 1girl, grey hair, solo, blush, looking at viewer, short hair, long hair, smile, dress, holding, breasts, long sleeves, open mouth, apron, bangs, indoors, shirt, gloves, outdoors



Kusunogi Arisu,

long hair, blue eyes, blonde hair, multiple girls, 2girls, blush, bow, open mouth, hair bow, dress, red eyes, smile, twintails, grey hair, ribbon, looking at viewer, very long hair, blue hair, hat, skirt



Kurusu Homura,

black hair, 1girl, solo, short hair, looking at viewer, blush, red eyes, shorts, open mouth, bangs, hood, outdoors, shirt, skirt, gloves, navel, jewelry, fingerless gloves, belt, short shorts



Mamiya Chika,

brown hair, 1girl, brown eyes, blush, long hair, solo, bow, hair bow, looking at viewer, open mouth, smile, jewelry, ponytail, breasts, skirt, medium breasts, sitting, navel, outdoors, side ponytail



Reisen Aoi,

1girl, brown hair, solo, blush, long hair, hair ornament, flower, single hair bun, smile, hair bun, looking at viewer, open mouth, hair flower, bangs, blue eyes, japanese clothes, aqua eyes, skirt, holding, sidelocks



Emilia Bloomfield,

long hair, 1girl, solo, green eyes, blonde hair, blush, looking at viewer, smile, open mouth, ribbon, skirt, outdoors, hair ribbon, gloves, sky, holding, day, :d, bow, shirt



Kirizuka Moegi,

black hair, long hair, 1girl, blush, braid, solo, looking at viewer, twintails, ribbon, hair ribbon, twin braids, open mouth, pink eyes, very long hair, red eyes, skirt, long sleeves, bangs, hair between eyes, smile



Koshimizu Sophia,

blonde hair, 1girl, blue eyes, long hair, solo, blush, open mouth, smile, bow, hair rings, looking at viewer, hair bow, twintails, :d, skirt, outdoors, ribbon, day, gloves, shirt



Mary Williams,

blonde hair, blue eyes, 1girl, solo, long hair, breasts, smile, looking at viewer, navel, midriff, jacket, weapon, open mouth, outdoors, shorts, gun, belt, medium breasts, blush, shirt



Hikawa Saki,

blue hair, long hair, 1girl, brown eyes, blush, solo, hair ornament, yellow eyes, open mouth, hairclip, side ponytail, looking at viewer, skirt, shirt, blue skirt, long sleeves, breasts, outdoors, necktie, white shirt



Nanjo Ren,

purple eyes, 1girl, blush, solo, black hair, long hair, looking at viewer, smile, open mouth, bangs, purple hair, skirt, japanese clothes, holding, :d, ribbon, hair ornament, shirt, outdoors, day



Ebina Ayase,

long hair, 1girl, green eyes, solo, pink hair, blush, smile, looking at viewer, braid, open mouth, breasts, outdoors, skirt, shirt, dress, :d, day, gloves, sitting, flower



Yuki Sena,

green hair, glasses, short hair, 1girl, solo, green eyes, looking at viewer, open mouth, yellow eyes, semi-rimless eyewear, skirt, smile, blush, outdoors, hat, breasts, pantyhose, hair ornament, black-framed eyewear, necktie



Charlotte Dior,

blonde hair, long hair, 1girl, blue eyes, solo, blush, looking at viewer, breasts, open mouth, large breasts, smile, holding, dress, very long hair, long sleeves, nun, cross, habit, skirt, shirt



Saibara Yueko,

purple hair, short hair, 1girl, solo, purple eyes, blush, braid, open mouth, hair ornament, smile, looking at viewer, skirt, pantyhose, outdoors, black pantyhose, necktie, :3, jewelry, star, sky



Kazeyari Mina,

1girl, solo, eyepatch, long hair, grey hair, looking at viewer, open mouth, blue eyes, hair ornament, blush, smile, cape, skirt, two side up, thighhighs, bow, aqua eyes, long sleeves, hair between eyes, black thighhighs



Takeda Torachiyo,

blonde hair, long hair, 1girl, solo, looking at viewer, smile, brown eyes, breasts, yellow eyes, gloves, medium breasts, midriff, skirt, fingerless gloves, open mouth, navel, blush, black gloves, jacket, hair between eyes



Nabatame Tsukasa,

short hair, 1girl, solo, purple eyes, blue hair, smile, looking at viewer, bandages, navel, shorts, midriff, breasts, green hair, ahoge, gloves, skirt, open mouth, pink eyes, outdoors, sitting



Rurikawa Haruno,

brown hair, long hair, 1girl, solo, blush, ribbon, red eyes, open mouth, smile, hair ribbon, earrings, looking at viewer, jewelry, breasts, brown eyes, skirt, long sleeves, jacket, shirt, heart



Tokisaka Chitose,

black hair, blue eyes, 1girl, long hair, solo, looking at viewer, smile, hair between eyes, blush, open mouth, skirt, breasts, sky, very long hair, long sleeves, sitting, bangs, medium breasts, dress, thighhighs



Futami Kokoro,

pink hair, 1girl, short hair, solo, purple eyes, blush, open mouth, looking at viewer, skirt, thighhighs, smile, sky, gloves, blue skirt, outdoors, school uniform, black thighhighs, fingerless gloves, closed eyes, breasts



Yonamise Rina,

purple hair, 1girl, blue eyes, solo, short hair, blush, open mouth, looking at viewer, smile, :d, breasts, bandaid, skirt, shirt, bandaid on face, outdoors, water, sky, midriff, navel



Ellen Amedick,

red hair, 1girl, yellow eyes, solo, eyepatch, looking at viewer, breasts, smile, long hair, blush, gloves, short hair, braid, outdoors, pants, weapon, holding, white gloves, flower, brown eyes



SHIshido yuki,

purple eyes, short hair, blue hair, 1girl, solo, glasses, looking at viewer, thighhighs, open mouth, skirt, sitting, headphones, jacket, smile, hood, dress, school uniform, multiple girls, breasts, holding



Asahina Tatsuki,

blue eyes, long hair, brown hair, 1girl, solo, blush, ahoge, looking at viewer, shirt, smile, open mouth, jewelry, hair between eyes, breasts, pants, outdoors, bangs, skirt, bracelet, belt



Yukishiro Mashiro,

1girl, long hair, blue hair, solo, blue eyes, looking at viewer, smile, breasts, blush, very long hair, dress, open mouth, jewelry, skirt, cleavage, medium breasts, hair between eyes, earrings, outdoors, braid



Soma Rena,

1girl, solo, green eyes, open mouth, fang, blush, short hair, smile, grey hair, looking at viewer, dark skin, animal ears, outdoors, dark-skinned female, :d, breasts, long hair, sky, day, barefoot



Lee Xiaolian,

green eyes, green hair, 1girl, blush, hair bun, solo, smile, open mouth, looking at viewer, bun cover, dress, double bun, short hair, single hair bun, chinese clothes, holding, long hair, shorts, outdoors, food



Qiao Mingling,

long hair, braid, 1girl, blue eyes, solo, blush, smile, open mouth, pink hair, looking at viewer, red hair, single braid, ahoge, chinese clothes, fang, dress, :d, china dress, ribbon, gloves



Kisaragi Sora,

1girl, solo, long hair, green eyes, red hair, goggles, blush, goggles on head, gloves, open mouth, looking at viewer, skirt, thighhighs, smile, ahoge, breasts, jewelry, shirt, black thighhighs, earrings



Hasekura Toko,

1girl, long hair, solo, black hair, brown eyes, ponytail, looking at viewer, blush, very long hair, brown hair, open mouth, breasts, japanese clothes, skirt, smile, bangs, weapon, flower, outdoors, hair ornament



Jinguji Hatsune,

long hair, blue eyes, 1girl, solo, blush, brown hair, looking at viewer, smile, open mouth, hairband, ponytail, skirt, red hair, frills, ribbon, very long hair, thighhighs, :d, long sleeves, bow



Yayoi Ruqa,

braid, 1girl, solo, orange hair, smile, green eyes, open mouth, blush, looking at viewer, bird, breasts, yellow eyes, medium breasts, long hair, outdoors, hair ornament, gloves, cleavage, skirt, boots



Satonaka Karin,

brown eyes, brown hair, 1girl, solo, blush, short hair, open mouth, looking at viewer, smile, braid, flower, breasts, freckles, sky, outdoors, twin braids, :d, hair ornament, bow, skirt



Madokano Marika,

black hair, green hair, multicolored hair, short hair, 1girl, looking at viewer, green eyes, two-tone hair, solo, open mouth, smile, breasts, blush, outdoors, blue eyes, jacket, mask, sky, shorts, hat



Urajiro Nana,

black hair, 1girl, long hair, blush, solo, red eyes, ahoge, open mouth, looking at viewer, smile, skirt, braid, bow, bangs, hair bow, :d, brown eyes, outdoors, holding, ribbon



Matsushima Michiru,

short hair, 1girl, brown hair, green eyes, solo, open mouth, blush, looking at viewer, smile, hairband, skirt, :d, shirt, jacket, hair ornament, holding, indoors, gloves, outdoors, breasts



Inukawa Nene,

1girl, pink hair, long hair, solo, blush, hair ornament, bell, red eyes, smile, looking at viewer, open mouth, ribbon, pink eyes, fang, very long hair, jingle bell, dress, hair bell, hair between eyes, :d



Nanayoshi Chihiro,

short hair, solo, 1girl, blush, bow, brown eyes, green hair, open mouth, smile, hair bow, looking at viewer, hair ornament, heart, blonde hair, skirt, red bow, :d, school uniform, sky, outdoors



Lizette,

black hair, solo, purple eyes, 1girl, multicolored hair, hair between eyes, two-tone hair, looking at viewer, white hair, long hair, 1boy, blush, bangs, school uniform, skirt, necktie, short hair, male focus, indoors, breasts



Uno,

1girl, smile, pink hair, twintails, long hair, solo, grey eyes, looking at viewer, hair ornament, blush, open mouth, holding, dress, thighhighs, :d, confetti, multicolored hair, striped, stuffed toy, one eye closed

Training info

Dataset:

• 4267 Grimoire cards extracted from official offline apps with text removed (characters labeled by themonky007)

Tags generated with SmilingWolf/wd-v1-4-convnextv2-tagger-v2 with a threshold of 0.35. No balancing and tag cleaning. Images were processed with RealESRGAN_x4plus_anime_6B.

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: ~18 T4-hours

Data distribution:

             character  cards

1        Minami Tomoka     94

2          Nobara Hime     86

3          Kannagi Rei     82

4       Shinonome Aira     80

5          Fuyuki Noel     80

6      Kishida Natsumi     79

7           Fuyuki Eve     78

8        Minazuki Fuko     78

9       Rurikawa Akiho     77

10        Tachibana Ui     76

11         Momose momo     75

12      Moriya Tsukuyo     74

13       Tateno Nozomi     74

14       Hattori Azusa     74

15      Minase Kaoruko     72

16      Otonashi ritsu     72

17         Yusa Naruko     72

18    Shirafuji Konoha     72

19      Takanashi Miyu     72

20          Narumi Jun     70

21       Shiina Yukari     70

22     Wagatsuma Asari     70

23       Nakazuki Sara     70

24      Sumeragi Ayaka     68

25      Tsukimiya Sana     68

26      Kusunogi Arisu     68

27       Kurusu Homura     68

28        Mamiya Chika     68

29          Reisen Aoi     68

30   Emilia Bloomfield     68

31      Kirizuka Moegi     68

32    Koshimizu Sophia     68

33       Mary Williams     68

34         Hikawa Saki     66

35           Nanjo Ren     66

36         Ebina Ayase     66

37           Yuki Sena     66

38      Charlotte Dior     66

39       Saibara Yueko     66

40       Kazeyari Mina     66

41    Takeda Torachiyo     66

42    Nabatame Tsukasa     66

43     Rurikawa Haruno     64

44    Tokisaka Chitose     64

45       Futami Kokoro     64

46       Yonamise Rina     64

47       Ellen Amedick     62

48       SHIshido yuki     62

49     Asahina Tatsuki     62

50   Yukishiro Mashiro     62

51           Soma Rena     62

52        Lee Xiaolian     62

53       Qiao Mingling     62

54       Kisaragi Sora     60

55       Hasekura Toko     60

56     Jinguji Hatsune     60

57          Yayoi Ruqa     60

58      Satonaka Karin     58

59     Madokano Marika     54

60        Urajiro Nana     50

61  Matsushima Michiru     50

62        Inukawa Nene     48

63   Nanayoshi Chihiro     44

64             Lizette      8

65                 Uno      4

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 = "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 = 2e-4

max_grad_norm = 1.0

lr_scheduler = "custom"





[dataset_arguments]

debug_dataset = false



[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

train_batch_size = 4



[sample_prompt_arguments]



[saving_arguments]

save_model_as = "safetensors"

描述:

Uses Japanese names with spaces (e.g. 朝比奈 龍季).

Generates card text.

Undertrained.

训练词语: