shinymas/release_notes/v1.0.md

v1.0

A LoRA based on 594 Shiny Colors Produce Cards, recognizing the 25 characters to varying degrees. Proof of concept for multi-char training, has some editability issues, still needs more tuning.

Usage

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

Hiori Kazano,
black hair, 1girl, mole, bangs, long hair, mole under mouth, solo, looking at viewer, smile, ponytail, frills, open mouth, purple eyes, jewelry, black eyes, outdoors, flower, skirt, dress, shirt

Mano Sakuragi,
1girl, solo, bangs, brown eyes, light brown hair, looking at viewer, smile, brown hair, blush, open mouth, hair ornament, skirt, holding, frills, medium hair, outdoors, dress, breasts, long sleeves, bow

Meguru Hachimiya,
blonde hair, 1girl, solo, blue eyes, long hair, smile, looking at viewer, breasts, ahoge, hair ornament, open mouth, bangs, twintails, large breasts, low twintails, blush, skirt, hairclip, holding, outdoors

Kiriko Yukoku,
1girl, purple eyes, long hair, solo, grey hair, bangs, looking at viewer, dress, smile, twintails, frills, ribbon, skirt, open mouth, bandaid, blush, holding, breasts, dutch angle, long sleeves

Mamimi Tanaka,
purple hair, purple eyes, bangs, 1girl, solo, diagonal bangs, looking at viewer, jewelry, twintails, earrings, nail polish, smile, long hair, holding, skirt, thighhighs, dress, bare shoulders, short twintails, jacket

Kogane Tsukioka,
1girl, long hair, solo, brown hair, looking at viewer, bangs, breasts, large breasts, brown eyes, open mouth, skirt, smile, blush, bow, cleavage, frills, shirt, jewelry, ribbon, gloves

Sakuya Shirase,
black hair, long hair, breasts, yellow eyes, 1girl, solo, bangs, ponytail, smile, looking at viewer, hair between eyes, jewelry, large breasts, cleavage, high ponytail, earrings, holding, shirt, collarbone, flower

Yuika Mitsumine,
1girl, black hair, long hair, smile, looking at viewer, solo, blue eyes, skirt, glasses, twintails, open mouth, bangs, hat, holding, jacket, jewelry, gloves, long sleeves, outdoors, shirt

Chiyoko Sonoda,
brown hair, 1girl, solo, bangs, looking at viewer, twintails, smile, red eyes, skirt, holding, hair bun, brown eyes, food, double bun, jewelry, frills, long hair, one eye closed, blush, breasts

Rinze Morino,
bangs, red eyes, 1girl, solo, looking at viewer, black hair, blue hair, short hair, hair ornament, flower, smile, holding, skirt, long sleeves, outdoors, frills, closed mouth, blush, hair flower, hair between eyes

Kaho Komiya,
red hair, long hair, bangs, 1girl, red eyes, open mouth, smile, solo, ahoge, looking at viewer, skirt, jacket, holding, shorts, hair between eyes, shirt, long sleeves, outdoors, gloves, star

Natsuha Arisugawa,
looking at viewer, 1girl, long hair, solo, bangs, breasts, orange hair, smile, jewelry, earrings, red hair, holding, skirt, dress, open mouth, cleavage, collarbone, black eyes, grey eyes, gloves

Juri Saijo,
blonde hair, short hair, 1girl, purple eyes, looking at viewer, solo, bangs, jacket, smile, outdoors, shirt, jewelry, holding, open mouth, shorts, hair between eyes, skirt, white shirt, grin, plaid

Tenka Osaki,
long hair, brown hair, 1girl, yellow eyes, looking at viewer, bangs, solo, hair between eyes, blush, smile, open mouth, holding, dress, hair ornament, skirt, breasts, frills, flower, bare shoulders, red hair

Chiyuki Kuwayama,
brown hair, brown eyes, 1girl, smile, long hair, looking at viewer, bangs, solo, ahoge, breasts, holding, braid, blush, dress, skirt, large breasts, hair ornament, frills, single braid, open mouth

Amana Osaki,
long hair, yellow eyes, brown hair, bangs, looking at viewer, 1girl, smile, solo, open mouth, blush, jewelry, swept bangs, dress, breasts, frills, brown eyes, bare shoulders, holding, red hair, skirt

Fuyuko Mayuzumi,
1girl, black hair, long hair, bangs, looking at viewer, brown eyes, solo, blunt bangs, skirt, smile, two side up, open mouth, shirt, blush, frills, long sleeves, breasts, ribbon, bow, outdoors

Asahi Serizawa,
1girl, short hair, blue eyes, looking at viewer, solo, bangs, grey hair, open mouth, light brown hair, shorts, skirt, smile, shirt, jacket, long sleeves, outdoors, gloves, holding, jewelry, earrings

Mei Izumi,
1girl, blonde hair, long hair, brown hair, gyaru, multicolored hair, gradient hair, dark-skinned female, dark skin, solo, breasts, looking at viewer, black eyes, earrings, jewelry, tan, large breasts, smile, cleavage, jacket

Hinana Ichikawa,
1girl, solo, looking at viewer, brown hair, long hair, brown eyes, smile, bangs, open mouth, ribbon, hair bun, skirt, blush, dress, parted bangs, hair ribbon, jewelry, dutch angle, single hair bun, shirt

Toru Asakura,
1girl, short hair, solo, looking at viewer, multicolored hair, jewelry, bangs, blue hair, earrings, skirt, ahoge, parted bangs, gradient hair, jacket, smile, shirt, dress, nail polish, hair ornament, dutch angle

Madoka Higuchi,
1girl, solo, brown hair, short hair, mole under eye, mole, purple eyes, hair ornament, hairclip, looking at viewer, bangs, jewelry, skirt, jacket, long sleeves, nail polish, sweater, dress, sitting, choker

Koito Fukumaru,
black hair, 1girl, twintails, purple eyes, skin fangs, solo, looking at viewer, fangs, ribbon, open mouth, bangs, skirt, hair ornament, dress, hair ribbon, flower, shirt, bag, sitting, jacket

Nichika Nanakusa,
1girl, solo, green hair, bangs, looking at viewer, brown eyes, smile, short hair, jewelry, shirt, long hair, open mouth, dress, brown hair, earrings, skirt, gloves, flower, twintails, sitting

Mikoto Aketa,
brown hair, 1girl, solo, multicolored hair, looking at viewer, jewelry, jacket, earrings, blonde hair, brown eyes, gradient hair, breasts, nail polish, midriff, shirt, smile, dress, open clothes, navel, crop top

Training info

Trained solely on 594 Shiny Color Produce Cards without balancing and tag cleaning. Tags generated with SmilingWolf/wd-v1-4-swinv2-tagger-v2 with a threshold of 0.35. Caption template was "[char_name], [filewords]".

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": 594}}',  'ss_datasets': '[{"is_dreambooth": false, "batch_size_per_device": 4, "num_train_images": 594, "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": [768, 448], "count": 594}}, "mean_img_ar_error": 0.0}, "subsets": [{"img_count": 594, "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': '50',  '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': 'constant',  'ss_lr_warmup_steps': '0',  'ss_max_grad_norm': '1.0',  'ss_max_token_length': '225',  'ss_max_train_steps': '7450',  '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': 'None',  'ss_num_batches_per_epoch': '149',  'ss_num_epochs': '50',  'ss_num_reg_images': '0',  'ss_num_train_images': '594',  'ss_optimizer': 'bitsandbytes.optim.adamw.AdamW8bit',  'ss_output_name': 'shiny_loha',  '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': '3761340170',  'ss_tag_frequency': '{"meta_lat.json": {}}',  'ss_text_encoder_lr': '5e-05',  'ss_training_comment': 'None',  'ss_training_finished_at': '1678458027.2086127',  'ss_training_started_at': '1678440508.241814',  'ss_unet_lr': '0.0001',  'ss_v2': 'False',  'sshs_legacy_hash': 'd25ffc80',  'sshs_model_hash': 'f426141fd6f29fd873a753eb26c6b0644926c22770c5d90d38e6dac24a512a93'}