description: <p>A LoRA (Hadamard Product) based on 1029 Groovy Mix cards, recognizing 20+ characters to varying degrees.</p><p></p><p>Apparently the franchise is unpopular enough that finding validation prompts becomes a challenge, so most preview prompts come from the training set.</p><p></p><h2>Usage</h2><p>This Hadamard Product LoRA requires installing <a target="_blank" rel="ugc" href="https://github.com/KohakuBlueleaf/a1111-sd-webui-locon">an extra extension</a> to be used in the Web UI.</p><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>Muni Ohnaruto,
  yellow eyes, twintails, bow, smile, brown hair, bangs, open mouth, looking at viewer, 1girl, blush, solo, animal ears, dress, frills, multiple girls, long hair, hair bow, ahoge, black hair, long sleeves
  
  Tsubaki Aoyagi,
  black hair, long hair, bangs, jewelry, grey eyes, 1girl, open mouth, looking at viewer, solo, breasts, smile, holding, dress, long sleeves, shirt, hair ornament, multiple girls, cleavage, flower, black eyes
  
  Kurumi Shiratori,
  long hair, bangs, smile, open mouth, bow, brown eyes, looking at viewer, 1girl, blunt bangs, multiple girls, solo, skirt, hair bow, holding, 2girls, dress, long sleeves, ribbon, blonde hair, blush
  
  Rinku Aimoto,
  blonde hair, smile, open mouth, long hair, bangs, red eyes, bow, looking at viewer, braid, holding, 1girl, skirt, solo, multiple girls, jewelry, :d, breasts, shirt, frills, outdoors
  
  Miyu Sakurada,
  pink hair, pink eyes, short hair, smile, bangs, open mouth, hair ornament, sparkle, looking at viewer, skirt, 1girl, solo, blush, bow, long sleeves, hairclip, shirt, indoors, holding, :d
  
  Rei Togetsu,
  long hair, black hair, bangs, green eyes, smile, open mouth, jewelry, breasts, skirt, bow, 1girl, looking at viewer, sparkle, solo, multiple girls, blunt bangs, bracelet, holding, shirt, frills
  
  Haruna Kasuga,
  long hair, bangs, smile, yellow eyes, brown hair, red hair, 1girl, solo, open mouth, looking at viewer, blush, shirt, long sleeves, skirt, frills, dress, breasts, brown eyes, multiple girls, sparkle
  
  Miiko Takeshita,
  green eyes, short hair, blonde hair, smile, open mouth, looking at viewer, 1girl, solo, ribbon, skirt, long sleeves, bangs, hair ornament, multiple girls, shirt, ahoge, blush, :d, hat, outdoors
  
  Noa Fukushima,
  blonde hair, long hair, bangs, smile, green eyes, skirt, braid, 1girl, solo, open mouth, blunt bangs, looking at viewer, hair bun, long sleeves, holding, blue eyes, multiple girls, outdoors, shirt, dress
  
  Aoi Miyake,
  black hair, short hair, smile, brown eyes, 1boy, long sleeves, solo, jewelry, looking at viewer, open mouth, 1girl, shirt, bangs, pants, male focus, yellow eyes, hair between eyes, flower, jacket, white shirt
  
  Kyoko Yamate,
  long hair, brown hair, brown eyes, smile, looking at viewer, bangs, 1girl, solo, jacket, open mouth, hat, skirt, breasts, holding, long sleeves, jewelry, baseball cap, multiple girls, hair between eyes, shirt
  
  Shinobu Inuyose,
  pink hair, yellow eyes, short hair, smile, 1girl, solo, open mouth, looking at viewer, long sleeves, multiple girls, hood, jacket, brown eyes, shirt, headphones, 2girls, holding, bow, hair ornament, indoors
  
  Saki Izumo,
  long hair, bangs, grey eyes, smile, 1girl, open mouth, solo, breasts, looking at viewer, shirt, grey hair, gloves, blunt bangs, blush, skirt, dress, multiple girls, hat, medium breasts, outdoors
  
  Rika Seto,
  smile, breasts, open mouth, jewelry, twintails, looking at viewer, brown hair, long hair, bangs, multiple girls, 1girl, yellow eyes, bracelet, flower, hair ornament, cleavage, brown eyes, medium breasts, solo, midriff
  
  Hiiro Yano,
  long hair, smile, jewelry, breasts, pink hair, bangs, dress, earrings, 1girl, looking at viewer, grey eyes, parted bangs, solo, indoors, holding, multiple girls, long sleeves, 2girls, cleavage, open mouth
  
  Ibuki Niijima,
  long hair, grey hair, smile, blue eyes, bangs, 1girl, solo, ponytail, open mouth, breasts, looking at viewer, shirt, holding, skirt, grey eyes, multiple girls, dress, outdoors, jacket, very long hair
  
  Saori Hidaka,
  purple hair, smile, open mouth, bangs, jewelry, 1girl, looking at viewer, breasts, solo, blue eyes, short hair, flower, holding, hair between eyes, hair ornament, shirt, medium breasts, sparkle, bracelet, :d
  
  Maho Akashi,
  short hair, blue eyes, smile, black hair, looking at viewer, 1girl, open mouth, solo, bangs, jewelry, breasts, shirt, blush, outdoors, skirt, bracelet, multiple girls, bow, shorts, hair between eyes
  
  Esora Shimizu,
  green eyes, green hair, long hair, smile, bangs, twintails, breasts, 1girl, solo, looking at viewer, open mouth, holding, long sleeves, swept bangs, jewelry, sparkle, sidelocks, thighhighs, bow, shirt
  
  Marika Mizushima,
  brown hair, purple eyes, long hair, smile, looking at viewer, bangs, breasts, open mouth, 1girl, jewelry, hair ornament, solo, flower, blush, multiple girls, indoors, holding, dress, skirt, sitting
  
  Dalia Matsuyama,
  long hair, smile, bangs, jewelry, breasts, looking at viewer, grey hair, 1girl, solo, cleavage, multiple girls, hair ornament, sparkle, necklace, green eyes, earrings, bracelet, open mouth, large breasts, flower
  
  Nagisa Tsukimiyama,
  blonde hair, short hair, smile, yellow eyes, open mouth, 1girl, looking at viewer, holding, solo, bangs, shirt, blush, long sleeves, jewelry, shorts, multiple girls, instrument, guitar, brown eyes, :d
  
  Yuka Sasago Jennifer,
  blonde hair, smile, blue eyes, long hair, open mouth, breasts, 1girl, solo, ponytail, looking at viewer, jewelry, holding, bangs, :d, outdoors, jacket, medium breasts, shirt, multiple girls, cleavage
  
  Towa Hanamaki,
  green eyes, short hair, smile, looking at viewer, blue hair, 1girl, bangs, solo, open mouth, blush, breasts, long sleeves, sparkle, outdoors, green hair, dutch angle, skirt, shirt, multiple girls, bow
  
  Michiru Kaibara,
  twintails, long hair, bangs, black hair, smile, skirt, open mouth, looking at viewer, brown hair, hair ornament, hoodie, multiple girls, shirt, long sleeves, shiny, 1girl, solo, hood, plaid, blunt bangs
  
  Airi Amano,
  long hair, brown hair, brown eyes, smile, bangs, 1girl, solo, breasts, dress, flower, cleavage, hair ornament, jewelry, looking at viewer, braid, blush, medium breasts, outdoors, hair flower, frills
  
  Mana Kase,
  long hair, smile, purple eyes, looking at viewer, brown hair, 1girl, solo, breasts, bangs, one eye closed, dress, white dress, flower, blush, jewelry, earrings, indoors, sitting, dutch angle, bow
  
  Shano Himegami,
  black hair, purple eyes, 1girl, long hair, breasts, solo, looking at viewer, smile, jewelry, pants, large breasts, earrings, brown hair, sitting, indoors, sparkle, high heels, bangs, navel, white pants
  
  Toka Takao,
  black hair, mole, 1girl, solo, breasts, bangs, skirt, looking at viewer, long sleeves, black eyes, medium breasts, blue eyes, indoors, holding, jewelry, smile, blush, long hair, dutch angle, sparkle
  
  Neo,
  1girl, solo, blonde hair, long hair, blue eyes, jewelry, pantyhose, black dress, looking at viewer, crossed arms, necklace, dress, collarbone, breasts, choker, earrings, black pantyhose, cowboy shot, cleavage, generic background
  
  Sophia,
  1girl, solo, short hair, black nails, fishnets, purple eyes, looking at viewer, hood, shorts, horns, belt, cowboy shot, hood up, nail polish, hair over one eye, blue hair, ring, own hands together, collar, long sleeves
  
  Elsie,
  1girl, solo, claw pose, open mouth, double bun, fishnets, hair bun, yellow eyes, smile, dress, medium hair, looking at viewer, bangs, black dress, ribbon, breasts, white hair, grey hair, black ribbon, bun cover
  
  Weronika,
  1girl, solo, smile, armpits, short hair, navel, midriff, torn clothes, grin, jewelry, necklace, looking at viewer, belt, pants, arms up, choker, breasts, pink hair, torn pants, crop top</code></pre><p></p><h2>Training info</h2><p>Dataset:</p><ul><li><p>1029 Cards collected from <a target="_blank" rel="ugc" href="http://D4DJ.Info">D4DJ.Info</a></p></li></ul><p></p><p>Tags generated with <a target="_blank" rel="ugc" href="https://huggingface.co/SmilingWolf/wd-v1-4-convnextv2-tagger-v2">SmilingWolf/wd-v1-4-convnextv2-tagger-v2</a> with a threshold of 0.35. No balancing and tag cleaning.</p><p></p><p>For cards with rarity no more than 2 stars, a custom tag "generic background" is added.</p><p></p><p>Training cost: ~2.5 T4 hours</p><p>Data distribution:</p><pre><code>               character  cards
  1          Muni Ohnaruto     48
  2         Tsubaki Aoyagi     46
  3       Kurumi Shiratori     46
  4           Rinku Aimoto     45
  5          Miyu Sakurada     45
  6            Rei Togetsu     43
  7          Haruna Kasuga     43
  8        Miiko Takeshita     43
  9          Noa Fukushima     42
  10            Aoi Miyake     42
  11          Kyoko Yamate     41
  12       Shinobu Inuyose     41
  13            Saki Izumo     41
  14             Rika Seto     41
  15            Hiiro Yano     41
  16         Ibuki Niijima     40
  17          Saori Hidaka     40
  18           Maho Akashi     39
  19         Esora Shimizu     39
  20      Marika Mizushima     39
  21       Dalia Matsuyama     39
  22    Nagisa Tsukimiyama     39
  23  Yuka Sasago Jennifer     38
  24         Towa Hanamaki     37
  25       Michiru Kaibara      9
  26            Airi Amano      6
  27             Mana Kase      4
  28        Shano Himegami      4
  29            Toka Takao      4
  30                   Neo      1
  31                Sophia      1
  32                 Elsie      1
  33              Weronika      1</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
  unet_lr = 0.0005
  text_encoder_lr = 0.0005
  network_module = "lycoris.kohya"
  network_dim = 16
  network_alpha = 1
  network_args = [ "conv_dim=0", "conv_alpha=16", "algo=loha",]
  network_train_unet_only = false
  network_train_text_encoder_only = false
  
  [optimizer_arguments]
  optimizer_type = "AdamW8bit"
  learning_rate = 0.0005
  max_grad_norm = 1.0
  lr_scheduler = "cosine"
  lr_warmup_steps = 100
  
  [training_arguments]
  save_precision = "fp16"
  save_every_n_epochs = 1
  train_batch_size = 4
  max_token_length = 225
  mem_eff_attn = false
  xformers = true
  max_train_epochs = 20
  max_data_loader_n_workers = 8
  persistent_data_loader_workers = true
  gradient_checkpointing = false
  gradient_accumulation_steps = 1
  mixed_precision = "fp16"
  clip_skip = 2
  lowram = true
  
  [saving_arguments]
  save_model_as = "safetensors"</code></pre>
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name: D4DJ Groovy Mix (style, 20+ characters)
tags: anime character characterpack groovy mix d4dj