description: <h1><strong>v1.0</strong></h1><p><a target="_blank" rel="ugc" href="https://huggingface.co/gustproof/sd-models/tree/main/grimoire"><strong><u>Other versions</u></strong></a></p><p>A LoRA based on 4267 <a target="_blank" rel="ugc" href="https://grimoire.applibot.co.jp/"><strong><u>Grimoire A: Private Grimoire Magic Academy</u></strong></a> cards, recognizing 60+ characters to varying degrees.</p><p>A request by Civit user themonky007. The model is far from complete but there are currently no plans to further improve it. <a target="_blank" rel="ugc" href="https://huggingface.co/datasets/gustproof/sd-data/blob/main/grimoire_cards_notext_denoised.zip"><strong><u>The dataset</u></strong></a> is available for those willing to take on the task.</p><p>Lesson of the day: suitable learning rates can differ significantly between datasets (this uses 2e-4 while the Idolmaster models use 1e-3).</p><p><a target="_blank" rel="ugc" href="https://huggingface.co/gustproof/sd-models/blob/main/grimoire/checkpoints/grimoire-v0.1.safetensors"><strong><u>An undertrained version (v0.1)</u></strong></a> with card text is also available. Unlike v1.0, v0.1 uses Japanese names with spaces (e.g. <code>朝比奈 龍季</code>) as character tags. Interestingly, it can produce the correct Romaji initials for out-of-distribution characters quite reliably.</p><h2>Usage</h2><p>The style itself doesn't have a trigger word. For the characters, below are the character tags and respective top 20 related tags.</p><pre><code>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
  </code></pre><h2>Training info</h2><p>Dataset:</p><ul><li><p><a target="_blank" rel="ugc" href="https://huggingface.co/datasets/gustproof/sd-data/blob/main/grimoire_cards_notext_denoised.zip"><strong><u>4267 Grimoire cards</u></strong></a> extracted from <a target="_blank" rel="ugc" href="https://play.google.com/store/apps/details?id=jp.co.applibot.grimoireOfflineLily.android"><strong><u>official</u></strong></a> <a target="_blank" rel="ugc" href="https://play.google.com/store/apps/details?id=jp.co.applibot.grimoireOfflineRose.android"><strong><u>offline</u></strong></a> <a target="_blank" rel="ugc" href="https://play.google.com/store/apps/details?id=jp.co.applibot.grimoireOfflineSunflower.android"><strong><u>apps</u></strong></a> with text removed (characters labeled by themonky007)</p></li></ul><p>Tags generated with <a target="_blank" rel="ugc" href="https://huggingface.co/SmilingWolf/wd-v1-4-convnextv2-tagger-v2"><strong><u>SmilingWolf/wd-v1-4-convnextv2-tagger-v2</u></strong></a> with a threshold of 0.35. No balancing and tag cleaning. Images were processed with <a target="_blank" rel="ugc" href="https://github.com/xinntao/Real-ESRGAN/blob/master/docs/anime_model.md"><strong><u>RealESRGAN_x4plus_anime_6B</u></strong></a>.</p><p>Inspired by <a target="_blank" rel="ugc" href="https://openreview.net/pdf?id=Uad23IcIEs"><strong><u>a 2022 paper</u></strong></a>, a custom LR scheduler was used:</p><pre><code>SequentialLR(optimizer, [
      LinearLR(optimizer, 0.1, total_iters=steps_per_epoch),
      CosineAnnealingWarmRestarts(optimizer, steps_per_epoch*2, T_mult=2)
  ], [steps_per_epoch])
  </code></pre><p>Training cost: ~18 T4-hours</p><p>Data distribution:</p><pre><code>             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
  </code></pre><p>Training config:</p><pre><code>[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"</code></pre>
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name: Grimoire A: Private Grimoire Magic Academy (style, 60+ characters)
tags: anime character characterpack dead game