| # v1.0 | |
| A LoRA (Hadamard Product) based on 4502 Theater Days Cards, recognizing the 56 characters to varying degrees. First try, under-trained, requires hparam tuning. | |
| Usage | |
| ----- | |
| This Hadamard Product LoRA requires installing [an extra extension](https://github.com/KohakuBlueleaf/a1111-sd-webui-locon) to be used in the Web UI. | |
| 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, short hair, smile, 1girl, blush, solo, braid, looking at viewer, open mouth, dress, :d, hair ornament, bangs, book, jewelry, ribbon, bow, frills, skirt | |
| MATSURI TOKUGAWA, | |
| green hair, brown eyes, open mouth, looking at viewer, smile, 1girl, blush, solo, parted bangs, bangs, hairband, ribbon, dress, frills, jewelry, :d, multiple girls, bow, short hair, medium hair | |
| ARISA MATSUDA, | |
| brown hair, brown eyes, twintails, smile, long hair, 1girl, open mouth, looking at viewer, blush, solo, bangs, :d, bow, skirt, multiple girls, one eye closed, dress, hair bow, gloves, ribbon | |
| MIRAI KASUGA, | |
| brown hair, smile, open mouth, hair ornament, one side up, short hair, brown eyes, 1girl, hairclip, solo, blush, looking at viewer, :d, skirt, jewelry, closed eyes, multiple girls, ribbon, star, frills | |
| EMILY STEWART, | |
| blonde hair, long hair, twintails, purple eyes, 1girl, smile, solo, open mouth, looking at viewer, blush, dress, hairband, :d, hair ornament, jewelry, multiple girls, bow, gloves, flower, holding | |
| KANA YABUKI, | |
| short hair, brown hair, smile, open mouth, brown eyes, ahoge, blush, 1girl, solo, looking at viewer, orange hair, bow, skirt, :d, multiple girls, hair ornament, bangs, closed eyes, dress, yellow eyes | |
| UMI KOUSAKA, | |
| long hair, brown hair, braid, blue eyes, smile, open mouth, looking at viewer, 1girl, blush, twin braids, solo, aqua eyes, :d, multiple girls, skirt, jewelry, bangs, hair ornament, dress, bow | |
| KOTOHA TANAKA, | |
| brown hair, long hair, brown eyes, open mouth, smile, 1girl, blush, hairband, solo, looking at viewer, bangs, dress, jewelry, :d, skirt, hair ornament, gloves, multiple girls, flower, frills | |
| TSUBASA IBUKI, | |
| short hair, ahoge, pink eyes, smile, 1girl, looking at viewer, brown hair, open mouth, blush, solo, blonde hair, skirt, jewelry, bangs, :d, hair ornament, multiple girls, dress, one eye closed, hair between eyes | |
| JULIA, | |
| short hair, blue eyes, red hair, smile, 1girl, open mouth, solo, looking at viewer, brown hair, jewelry, star, blush, multiple girls, dress, instrument, :d, guitar, skirt, hair ornament, holding | |
| REIKA KITAKAMI, | |
| long hair, blue hair, smile, twintails, brown eyes, open mouth, 1girl, looking at viewer, blush, solo, :d, multiple girls, skirt, bangs, jewelry, gloves, closed eyes, hat, low twintails, dress | |
| SHIHO KITAZAWA, | |
| brown hair, long hair, brown eyes, 1girl, solo, looking at viewer, smile, blush, open mouth, dress, jewelry, hair ornament, skirt, multiple girls, :d, sitting, frills, gloves, bow, holding | |
| SERIKA HAKOZAKI, | |
| brown hair, twintails, long hair, ahoge, brown eyes, smile, open mouth, 1girl, solo, looking at viewer, blush, dress, :d, ribbon, skirt, multiple girls, hair ornament, very long hair, hair ribbon, bangs | |
| MIZUKI MAKABE, | |
| short hair, yellow eyes, purple hair, 1girl, looking at viewer, open mouth, blush, solo, smile, multiple girls, dress, hair ornament, skirt, shirt, jewelry, flower, long sleeves, bangs, sidelocks, 2girls | |
| TOMOKA TENKUBASHI, | |
| brown hair, brown eyes, smile, 1girl, long hair, open mouth, solo, looking at viewer, hair bun, single hair bun, blush, dress, jewelry, :d, sidelocks, flower, skirt, hair ornament, bow, frills | |
| SHIZUKA MOGAMI, | |
| long hair, blue eyes, black hair, 1girl, open mouth, solo, smile, looking at viewer, blush, dress, bangs, :d, hair ornament, blue hair, skirt, bow, gloves, multiple girls, frills, half updo | |
| SAYOKO TAKAYAMA, | |
| long hair, black hair, smile, open mouth, 1girl, red eyes, looking at viewer, brown eyes, solo, blush, blue hair, skirt, :d, glasses, bangs, multiple girls, dress, gloves, jewelry, outdoors | |
| ROCO HANDA, | |
| long hair, smile, 1girl, yellow eyes, solo, blush, open mouth, grey hair, looking at viewer, green eyes, bow, brown hair, twintails, hair ornament, :d, jewelry, dress, skirt, hair bow, multiple girls | |
| ANNA MOCHIZUKI, | |
| purple hair, long hair, aqua eyes, ahoge, smile, open mouth, looking at viewer, 1girl, blush, solo, hair between eyes, bangs, :d, blue hair, skirt, multiple girls, holding, hair ornament, dress, bow | |
| MEGUMI TOKORO, | |
| long hair, brown hair, blue eyes, ahoge, smile, open mouth, 1girl, looking at viewer, blush, solo, jewelry, breasts, dress, hair ornament, multiple girls, earrings, medium breasts, :d, bangs, skirt | |
| MOMOKO SUOU, | |
| brown hair, blue eyes, short hair, smile, open mouth, blush, 1girl, looking at viewer, ahoge, solo, dress, bangs, hair ornament, :d, flower, multiple girls, hair flower, bow, frills, long sleeves | |
| MIYA MIYAO, | |
| long hair, brown hair, smile, open mouth, blush, brown eyes, 1girl, solo, looking at viewer, bangs, :d, thick eyebrows, dress, hair ornament, skirt, jewelry, multiple girls, frills, bow, outdoors | |
| KONOMI BABA, | |
| brown hair, long hair, braid, aqua eyes, single braid, smile, 1girl, open mouth, looking at viewer, blush, solo, hair over shoulder, jewelry, dress, multiple girls, hair ornament, :d, one eye closed, skirt, blue eyes | |
| HINATA KINOSHITA, | |
| brown hair, short hair, smile, green eyes, ahoge, open mouth, 1girl, blush, solo, looking at viewer, :d, skirt, dress, multiple girls, hair ornament, holding, 2girls, hat, short sleeves, closed eyes | |
| AYUMU MAIHAMA, | |
| pink hair, multicolored hair, pink eyes, streaked hair, smile, open mouth, looking at viewer, 1girl, long hair, blonde hair, ponytail, blush, solo, jewelry, :d, multiple girls, earrings, bangs, jacket, skirt | |
| CHIHAYA KISARAGI, | |
| blue hair, long hair, brown eyes, 1girl, smile, open mouth, solo, blush, looking at viewer, bangs, :d, hair ornament, dress, gloves, jewelry, jacket, skirt, holding, short sleeves, closed eyes | |
| SUBARU NAGAYOSHI, | |
| short hair, open mouth, brown hair, green hair, smile, 1girl, looking at viewer, blush, solo, purple eyes, skirt, jewelry, :d, multiple girls, red eyes, dress, brown eyes, bangs, gloves, hair ornament | |
| IKU NAKATANI, | |
| black hair, short hair, brown eyes, open mouth, smile, blush, 1girl, looking at viewer, hair ornament, solo, bangs, :d, dress, one side up, bow, multiple girls, brown hair, frills, flower, skirt | |
| AKANE NONOHARA, | |
| short hair, smile, brown hair, brown eyes, 1girl, looking at viewer, open mouth, solo, jewelry, red hair, blush, multiple girls, one eye closed, bangs, dress, bow, earrings, gloves, closed eyes, hair ornament | |
| ELENA SHIMABARA, | |
| green hair, ahoge, long hair, smile, open mouth, blush, 1girl, blue eyes, hairband, looking at viewer, jewelry, :d, bangs, solo, multiple girls, hair ornament, aqua eyes, dress, skirt, closed eyes | |
| MIKI HOSHII, | |
| long hair, blonde hair, ahoge, green eyes, 1girl, looking at viewer, blush, solo, smile, open mouth, dress, jewelry, skirt, gloves, hair ornament, :d, multiple girls, one eye closed, breasts, necklace | |
| RIO MOMOSE, | |
| long hair, brown hair, 1girl, smile, looking at viewer, solo, open mouth, jewelry, blonde hair, blush, breasts, brown eyes, cleavage, medium breasts, necklace, one eye closed, dress, red eyes, hair ornament, multiple girls | |
| KAREN SHINOMIYA, | |
| long hair, blue eyes, brown hair, 1girl, smile, blonde hair, solo, blush, looking at viewer, open mouth, dress, jewelry, skirt, hair ornament, multiple girls, gloves, aqua eyes, breasts, flower, bow | |
| FUKA TOYOKAWA, | |
| short hair, blue hair, brown eyes, smile, open mouth, 1girl, solo, antenna hair, breasts, looking at viewer, blush, jewelry, dress, bangs, :d, multiple girls, hair ornament, medium breasts, skirt, necklace | |
| TAMAKI OGAMI, | |
| long hair, brown hair, smile, open mouth, brown eyes, 1girl, blush, one side up, looking at viewer, solo, :d, hair ornament, orange hair, bangs, dress, shorts, bow, long sleeves, multiple girls, closed eyes | |
| MINAKO SATAKE, | |
| brown hair, ponytail, blue eyes, open mouth, smile, 1girl, looking at viewer, solo, long hair, blush, bow, :d, ribbon, multiple girls, skirt, hair bow, jewelry, dress, bangs, 2girls | |
| HARUKA AMAMI, | |
| short hair, brown hair, smile, green eyes, open mouth, 1girl, blush, ribbon, solo, looking at viewer, hair ribbon, skirt, :d, bangs, bow, hair ornament, dress, hair bow, frills, shirt | |
| CHIZURU NIKAIDO, | |
| long hair, green eyes, brown hair, smile, 1girl, open mouth, ponytail, looking at viewer, blush, jewelry, solo, dress, earrings, :d, hair ornament, necklace, hairband, bracelet, flower, very long hair | |
| NAO YOKOYAMA, | |
| brown hair, ahoge, side ponytail, purple eyes, 1girl, smile, looking at viewer, solo, open mouth, drill hair, blush, hair ornament, bangs, side drill, dress, jewelry, skirt, long hair, star, one eye closed | |
| RITSUKO AKIZUKI, | |
| glasses, brown hair, brown eyes, antenna hair, 1girl, braid, smile, twin braids, open mouth, solo, looking at viewer, jewelry, blush, gloves, skirt, multiple girls, long hair, dress, breasts, necklace | |
| MAKOTO KIKUCHI, | |
| short hair, black hair, antenna hair, smile, black eyes, 1girl, solo, open mouth, looking at viewer, blush, gloves, :d, dress, purple eyes, multiple girls, jewelry, bangs, hair ornament, shorts, short sleeves | |
| AZUSA MIURA, | |
| blue hair, ahoge, short hair, smile, red eyes, open mouth, 1girl, solo, looking at viewer, jewelry, breasts, blush, necklace, dress, :d, hair ornament, cleavage, bracelet, multiple girls, skirt | |
| MAMI FUTAMI, | |
| brown hair, side ponytail, brown eyes, smile, 1girl, looking at viewer, open mouth, solo, hair ornament, long hair, blush, star, bangs, multiple girls, :d, skirt, dress, long sleeves, short sleeves, short hair | |
| TAKANE SHIJOU, | |
| long hair, grey hair, smile, purple eyes, 1girl, solo, looking at viewer, bangs, blush, hairband, open mouth, dress, pink eyes, gloves, hair ornament, wavy hair, jewelry, skirt, multiple girls, breasts | |
| IORI MINASE, | |
| long hair, brown hair, 1girl, smile, looking at viewer, solo, brown eyes, blush, red eyes, open mouth, dress, hairband, jewelry, bow, skirt, one eye closed, gloves, frills, cowboy shot, short sleeves | |
| KAORI SAKURAMORI, | |
| brown hair, braid, short hair, ahoge, green eyes, smile, open mouth, bangs, 1girl, blush, light brown hair, solo, jewelry, looking at viewer, dress, long sleeves, breasts, frills, skirt, :d | |
| NORIKO FUKUDA, | |
| short hair, brown eyes, blonde hair, smile, 1girl, looking at viewer, open mouth, blush, solo, jewelry, bangs, skirt, brown hair, earrings, hair ornament, :d, jacket, multiple girls, necklace, dress | |
| YAYOI TAKATSUKI, | |
| twintails, smile, open mouth, orange hair, brown hair, 1girl, blush, :d, solo, hair ornament, looking at viewer, long hair, aqua eyes, skirt, bangs, blue eyes, star, dress, closed eyes, multiple girls | |
| HIBIKI GANAHA, | |
| long hair, black hair, blue eyes, ponytail, smile, open mouth, fang, 1girl, solo, antenna hair, looking at viewer, blush, :d, jewelry, high ponytail, bangs, ribbon, earrings, hair ribbon, outdoors | |
| YUKIHO HAGIWARA, | |
| short hair, brown hair, brown eyes, smile, open mouth, 1girl, solo, bob cut, blush, looking at viewer, skirt, dress, multiple girls, :d, bangs, hair ornament, closed eyes, bow, gloves, jewelry | |
| TSUMUGI SHIRAISHI, | |
| long hair, blue eyes, bangs, hair ornament, 1girl, grey hair, looking at viewer, blush, solo, smile, blue hair, open mouth, dress, low-tied long hair, skirt, hairclip, short sleeves, closed mouth, very long hair, long sleeves | |
| AMI FUTAMI, | |
| brown hair, short hair, brown eyes, side ponytail, smile, 1girl, open mouth, looking at viewer, solo, hair ornament, star, blush, skirt, :d, jewelry, multiple girls, dress, gloves, grin, bangs | |
| SHIKA, | |
| open mouth, 1girl, smile, green hair, bow, blush, solo, looking at viewer, short hair, bangs, white shirt, shirt, hair bow, grey eyes, :d, short sleeves, dress, bowtie, hand up, skirt | |
| LEON, | |
| long hair, smile, ponytail, brown hair, 1girl, heterochromia, solo, looking at viewer, blue eyes, bangs, high ponytail, shirt, wavy hair, orange hair, pink eyes, jewelry, necklace, earrings, hand on hip, white shirt | |
| FREDERICA MIYAMOTO, | |
| multiple girls, 2girls, green eyes, jewelry, brown hair, blonde hair, gloves, earrings, open mouth, smile, short hair, long hair, lace gloves, black gloves, :3, bangs, hair ornament, dress, looking at viewer, elbow gloves | |
| SHIKI ICHINOSE, | |
| multiple girls, dress, green hair, long hair, ahoge, gloves, blue eyes, earrings, sleeveless dress, red dress, jewelry, smile, breasts, open mouth, sleeveless, brown hair, bangs, medium breasts, wavy hair, black gloves | |
| ``` | |
| Training info | |
| ------------- | |
| Trained solely on 4502 Theatre Days cards (3636 640x800, 866 1280x720) collected from [Fantasia](https://mltd.matsurihi.me/) without balancing and tag cleaning. Near-duplicates were found (background variations/crops), but they were not cleaned. Tags generated with [SmilingWolf/wd-v1-4-swinv2-tagger-v2](https://huggingface.co/SmilingWolf/wd-v1-4-swinv2-tagger-v2) with a threshold of 0.35. Caption template was "[char name], [rarity], [size], [other tags shuffled]". | |
| Rarity tags `Rarity N, Rarity R, Rarity SR, Rarity SSR`and size tags `640, 1280` were used in training, but the conditioning effect appears to be minimal. | |
| Training cost: ~3.5 T4-hours | |
| Data distribution: | |
| ``` | |
| character total 640 1280 N R SR SSR | |
| 1 YURIKO NANAO 96 80 16 2 6 56 32 | |
| 2 MATSURI TOKUGAWA 96 80 16 2 8 54 32 | |
| 3 ARISA MATSUDA 94 78 16 2 8 52 32 | |
| 4 MIRAI KASUGA 94 78 16 2 10 50 32 | |
| 5 EMILY STEWART 94 76 18 2 8 48 36 | |
| 6 KANA YABUKI 94 78 16 2 10 50 32 | |
| 7 UMI KOUSAKA 94 76 18 2 8 48 36 | |
| 8 KOTOHA TANAKA 94 74 20 2 8 44 40 | |
| 9 TSUBASA IBUKI 94 76 18 2 10 46 36 | |
| 10 JULIA 92 74 18 2 8 46 36 | |
| 11 REIKA KITAKAMI 92 74 18 2 8 46 36 | |
| 12 SHIHO KITAZAWA 92 76 16 2 12 46 32 | |
| 13 SERIKA HAKOZAKI 92 76 16 2 10 48 32 | |
| 14 MIZUKI MAKABE 90 72 18 2 8 44 36 | |
| 15 TOMOKA TENKUBASHI 90 74 16 2 10 46 32 | |
| 16 SHIZUKA MOGAMI 90 74 16 2 6 50 32 | |
| 17 SAYOKO TAKAYAMA 90 72 18 2 6 46 36 | |
| 18 ROCO HANDA 90 72 18 2 6 46 36 | |
| 19 ANNA MOCHIZUKI 90 74 16 2 4 52 32 | |
| 20 MEGUMI TOKORO 90 72 18 2 6 46 36 | |
| 21 MOMOKO SUOU 88 72 16 2 6 48 32 | |
| 22 MIYA MIYAO 88 70 18 2 4 46 36 | |
| 23 KONOMI BABA 88 72 16 2 6 48 32 | |
| 24 HINATA KINOSHITA 88 72 16 2 8 46 32 | |
| 25 AYUMU MAIHAMA 88 72 16 2 6 48 32 | |
| 26 CHIHAYA KISARAGI 88 68 20 2 4 42 40 | |
| 27 SUBARU NAGAYOSHI 86 70 16 2 4 48 32 | |
| 28 IKU NAKATANI 86 70 16 2 10 42 32 | |
| 29 AKANE NONOHARA 86 70 16 2 6 46 32 | |
| 30 ELENA SHIMABARA 86 72 14 2 12 44 28 | |
| 31 MIKI HOSHII 86 66 20 2 2 42 40 | |
| 32 RIO MOMOSE 84 68 16 2 8 42 32 | |
| 33 KAREN SHINOMIYA 84 68 16 2 6 44 32 | |
| 34 FUKA TOYOKAWA 84 68 16 2 8 42 32 | |
| 35 TAMAKI OGAMI 84 68 16 2 6 44 32 | |
| 36 MINAKO SATAKE 84 68 16 2 8 42 32 | |
| 37 HARUKA AMAMI 82 64 18 2 6 38 36 | |
| 38 CHIZURU NIKAIDO 82 66 16 2 10 38 32 | |
| 39 NAO YOKOYAMA 82 66 16 2 4 44 32 | |
| 40 RITSUKO AKIZUKI 82 66 16 2 4 44 32 | |
| 41 MAKOTO KIKUCHI 80 62 18 2 6 36 36 | |
| 42 AZUSA MIURA 80 64 16 2 4 42 32 | |
| 43 MAMI FUTAMI 80 64 16 2 4 42 32 | |
| 44 TAKANE SHIJOU 80 64 16 2 2 44 32 | |
| 45 IORI MINASE 80 64 16 2 4 42 32 | |
| 46 KAORI SAKURAMORI 78 60 18 2 2 38 36 | |
| 47 NORIKO FUKUDA 78 64 14 2 6 42 28 | |
| 48 YAYOI TAKATSUKI 76 60 16 2 8 34 32 | |
| 49 HIBIKI GANAHA 76 60 16 2 4 38 32 | |
| 50 YUKIHO HAGIWARA 76 60 16 2 6 36 32 | |
| 51 TSUMUGI SHIRAISHI 74 56 18 2 4 32 36 | |
| 52 AMI FUTAMI 70 56 14 2 6 34 28 | |
| 53 SHIKA 8 8 0 0 0 8 0 | |
| 54 LEON 8 8 0 0 0 8 0 | |
| 55 FREDERICA MIYAMOTO 2 2 0 0 0 2 0 | |
| 56 SHIKI ICHINOSE 2 2 0 0 0 2 0 | |
| ``` | |
| LoRA meta dump: | |
| ``` | |
| {'ss_cache_latents': 'False', | |
| 'ss_caption_dropout_every_n_epochs': '0', | |
| 'ss_caption_dropout_rate': '0.0', | |
| 'ss_caption_tag_dropout_rate': '0.0', | |
| 'ss_clip_skip': '2', | |
| 'ss_dataset_dirs': '{"meta_lat.json": {"n_repeats": 1, "img_count": 4502}}', | |
| 'ss_datasets': '[{"is_dreambooth": false, "batch_size_per_device": 3, "num_train_images": 4502, "num_reg_images": 0, "resolution": [768, 768], "enable_bucket": true, "min_bucket_reso": null, "max_bucket_reso": null, "tag_frequency": {"meta_lat.json": {}}, "bucket_info": {"buckets": {"0": {"resolution": [640, 768], "count": 3636}, "1": {"resolution": [1024, 576], "count": 866}}, "mean_img_ar_error": 0.0}, "subsets": [{"img_count": 4502, "num_repeats": 1, "color_aug": false, "flip_aug": false, "random_crop": false, "shuffle_caption": true, "keep_tokens": 0, "image_dir": "train_data", "metadata_file": "meta_lat.json"}]}]', | |
| 'ss_epoch': '4', | |
| 'ss_face_crop_aug_range': 'None', | |
| 'ss_full_fp16': 'False', | |
| 'ss_gradient_accumulation_steps': '1', | |
| 'ss_gradient_checkpointing': 'False', | |
| 'ss_learning_rate': '0.0001', | |
| 'ss_lowram': 'True', | |
| 'ss_lr_scheduler': 'polynomial', | |
| 'ss_lr_warmup_steps': '0', | |
| 'ss_max_grad_norm': '1.0', | |
| 'ss_max_token_length': '225', | |
| 'ss_max_train_steps': '22515', | |
| 'ss_mixed_precision': 'fp16', | |
| 'ss_network_alpha': '16', | |
| 'ss_network_dim': '16', | |
| 'ss_network_module': 'lycoris.kohya', | |
| 'ss_new_sd_model_hash': '89d59c3dde4c56c6d5c41da34cc55ce479d93b4007046980934b14db71bdb2a8', | |
| 'ss_noise_offset': '0', | |
| 'ss_num_batches_per_epoch': '1501', | |
| 'ss_num_epochs': '15', | |
| 'ss_num_reg_images': '0', | |
| 'ss_num_train_images': '4502', | |
| 'ss_optimizer': 'bitsandbytes.optim.adamw.AdamW8bit', | |
| 'ss_output_name': 'mirishita', | |
| 'ss_prior_loss_weight': '1.0', | |
| 'ss_sd_model_hash': '925997e9', | |
| 'ss_sd_model_name': 'Animefull-final-pruned.ckpt', | |
| 'ss_sd_scripts_commit_hash': '5b506b14a3f0cda56c0012bb502590e785f5ff21', | |
| 'ss_seed': 'None', | |
| 'ss_session_id': '3030831957', | |
| 'ss_tag_frequency': '{"meta_lat.json": {}}', | |
| 'ss_text_encoder_lr': '5e-05', | |
| 'ss_training_comment': 'None', | |
| 'ss_training_finished_at': '', | |
| 'ss_training_started_at': '1679049370.036645', | |
| 'ss_unet_lr': '0.0001', | |
| 'ss_v2': 'False', | |
| 'sshs_legacy_hash': '9cfcd7f2', | |
| 'sshs_model_hash': '8987199901c0080ac4474ec624db8fdb98b9b6deb652fccef37c36f3e76408bf'} | |
| ``` |