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Bill_cipher_Illustrious/Run_Bill_cipher.sh

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+#!/bin/bash
+# (Необязательно, но хорошая практика)
+
+# --- Активация окружения ---
+# Убедитесь, что путь к вашему venv правильный!
+# source ./Loras/lora_env/bin/activate || exit 1 # Пример с выходом при ошибке
+
+echo "Starting LoRA Style Training Pipeline..."
+echo "Ensure your virtual environment is activated."
+echo "Using Python version: $(python --version)"
+echo "Using GPU: $(nvidia-smi --query-gpu=name --format=csv,noheader)"
+
+python master_train.py \
+    --project_name "Bill_cipher_Illustrious" \
+    --base_dir "./Loras" \
+    --run_steps "tag,curate,config,train" \
+\
+    --base_model "/mnt/e/stable-diffusion-webui/models/Stable-diffusion/SDXL/Ilust/illustriousXL_v01.safetensors" \
+    --base_vae "stabilityai/sdxl-vae" \
+\
+    --overwrite_tags \
+    --tagging_method "wd14" \
+    --tagger_threshold 0.45 \
+    --tagger_batch_size 16 \
+    --tagger_blacklist "nsfw, lowres, bad anatomy, signature, watermark, text, artist name, virtual youtuber, parody, poorly drawn, amateur drawing, sketch" \
+    --caption_extension ".txt" \
+    --activation_tag "Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat" \
+    --remove_tags "solo, duo, group, simple background, white background, grey background, gradient background, abstract background, looking at viewer, upper body, full body, portrait, absurdres, highres, bad quality, normal quality, signature, artist name, text, watermark, logo, copyright, traditional media, scan, photo, official art, fanart, commission, request, meme, joke, parody, nsfw, sfw, child, loli, shota" \
+    --remove_duplicate_tags \
+    --sort_tags_alpha \
+\
+    --resolution 1024 \
+    --keep_tokens 1 \
+    --preferred_unit "Epochs" \
+    --how_many 10 \
+    --save_every_n_epochs 1 \
+    --keep_only_last_n_epochs 10 \
+    --auto_repeats \
+\
+    --unet_lr 3e-4 \
+    --text_encoder_lr 6e-5 \
+    --lr_scheduler "cosine_with_restarts" \
+    --lr_scheduler_num_cycles 3 \
+    --lr_warmup_ratio 0.05 \
+    --min_snr_gamma 7.0 \
+\
+    --lora_type "LoRA" \
+    --network_dim 32 \
+    --network_alpha 16 \
+\
+    --optimizer "AdamW8bit" \
+    --optimizer_args "weight_decay=0.1 betas=[0.9,0.99]" \
+    --train_batch_size 4 \
+    --precision "bf16" \
+    --cross_attention "sdpa" \
+    --cache_latents \
+    --auto_vram_params \
+    --cache_latents_to_disk \
+    --gradient_checkpointing \
+    --seed 42 \
+    --max_bucket_reso 4096 \
+    --num_cpu_threads 12
+
+# --- Проверка завершения ---
+EXIT_CODE=$?
+if [ $EXIT_CODE -eq 0 ]; then
+    echo "Master script finished successfully."
+else
+    echo "Master script failed with exit code $EXIT_CODE."
+fi

Bill_cipher_Illustrious/config/dataset_Bill_cipher_Illustrious.toml

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+[[datasets]]
+
+[[datasets.subsets]]
+image_dir = "/home/user/Local_train/Loras/Bill_cipher_Illustrious/dataset"
+num_repeats = 4
+caption_extension = ".txt"
+
+[general]
+resolution = 1024
+keep_tokens = 1
+flip_aug = false
+enable_bucket = true
+bucket_reso_steps = 64
+min_bucket_reso = 256
+max_bucket_reso = 4096
+bucket_no_upscale = false

Bill_cipher_Illustrious/config/training_Bill_cipher_Illustrious.toml

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+[model_arguments]
+pretrained_model_name_or_path = "/mnt/e/stable-diffusion-webui/models/Stable-diffusion/SDXL/Ilust/illustriousXL_v01.safetensors"
+vae = "stabilityai/sdxl-vae"
+v_parameterization = false
+
+[network_arguments]
+unet_lr = 0.0003
+text_encoder_lr = 6e-5
+network_dim = 32
+network_alpha = 16
+network_module = "networks.lora"
+network_train_unet_only = false
+
+[optimizer_arguments]
+optimizer_type = "AdamW8bit"
+learning_rate = 0.0003
+optimizer_args = [ "weight_decay=0.1", "betas=[0.9,0.99]",]
+lr_scheduler = "cosine_with_restarts"
+lr_warmup_steps = 49
+lr_scheduler_num_cycles = 3
+max_grad_norm = 1.0
+loss_type = "l2"
+
+[dataset_arguments]
+cache_latents = true
+cache_latents_to_disk = true
+cache_text_encoder_outputs = false
+keep_tokens = 1
+shuffle_caption = true
+caption_extension = ".txt"
+
+[training_arguments]
+output_dir = "/home/user/Local_train/Loras/Bill_cipher_Illustrious/output"
+output_name = "Bill_cipher_Illustrious"
+save_precision = "fp16"
+save_every_n_epochs = 1
+save_last_n_epochs = 10
+save_model_as = "safetensors"
+max_train_epochs = 10
+max_data_loader_n_workers = 2
+persistent_data_loader_workers = true
+seed = 42
+gradient_checkpointing = true
+gradient_accumulation_steps = 1
+mixed_precision = "bf16"
+full_bf16 = false
+logging_dir = "/home/user/Local_train/Loras/Bill_cipher_Illustrious/logs"
+log_prefix = "Bill_cipher_Illustrious"
+log_with = "tensorboard"
+lowram = false
+train_batch_size = 4
+xformers = false
+sdpa = true
+min_snr_gamma = 7.0
+max_token_length = 225
+bucket_reso_steps = 64
+min_bucket_reso = 256
+max_bucket_reso = 4096
+bucket_no_upscale = false
+enable_bucket = true
+zero_terminal_snr = false

Bill_cipher_Illustrious/dataset/000.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1other, black background, black skin, hat, heart, no humans, red scarf, scarf, sitting, top hat

Bill_cipher_Illustrious/dataset/001.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, arm up, bow, bowtie, holding, holding sign, no humans, one-eyed, red eyes, sign, transparent background, triangle

Bill_cipher_Illustrious/dataset/002.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1girl, baseball cap, black hair, gloves, hat, hood, hoodie, multiple boys, ruins, star (symbol), triangle

Bill_cipher_Illustrious/dataset/003.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1boy, black skin, colored skin, crossed legs, cup, drinking glass, half-closed eyes, holding, holding cup, one-eyed, red background, sitting, throne, triangle, wine glass

Bill_cipher_Illustrious/dataset/004.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, black bowtie, bow, bowtie, car, explosion, fire, hat, motor vehicle, no humans, one-eyed, sign, top hat

Bill_cipher_Illustrious/dataset/005.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, black bowtie, bow, bowtie, cocktail glass, cup, drinking glass, english text, hat, no humans, one-eyed, sitting, slit pupils, top hat, traditional bowtie

Bill_cipher_Illustrious/dataset/006.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, !, autumn, autumn leaves, cup, cyclops, disposable cup, holding, holding cup, leaf, male focus, one-eyed, plaid scarf, scarf, yellow background, yellow theme

Bill_cipher_Illustrious/dataset/007.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, hand on own hip, middle finger, no humans, one-eyed, outline, triangle

Bill_cipher_Illustrious/dataset/008.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black background, blue fire, english text, fire, glitch, glowing, one-eyed, star (symbol), triangle

Bill_cipher_Illustrious/dataset/009.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, bird, black bow, black bowtie, border, bow, bowtie, cane, copyright name, cyclops, english text, floating, flying, forest, hat, holding, mountain, nature, no humans, one-eyed, outdoors, pine tree, red eyes, sky, top hat, tree, umbrella

Bill_cipher_Illustrious/dataset/010.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bowtie, blood, bow, bowtie, english text, extra eyes, flat color, guro, hat, purple background, sign, top hat

Bill_cipher_Illustrious/dataset/011.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, bow, curtains, glowing, lamppost, no humans, one-eyed, outstretched arms, sign, spread arms

Bill_cipher_Illustrious/dataset/012.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, armchair, black bow, black bowtie, black headwear, blue background, blue outline, bow, bowtie, chair, couch, cup, floating, flying sweatdrops, hat, index finger raised, no humans, one-eyed, outline, sitting, top hat, traditional bowtie

Bill_cipher_Illustrious/dataset/013.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1girl, abstract, colored skin, red background, single horn, statue, throne, triangle, yellow skin

Bill_cipher_Illustrious/dataset/014.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1other, black bow, black bowtie, bow, bowtie, disembodied limb, one-eyed, pov, pov hands, sign, triangle

Bill_cipher_Illustrious/dataset/015.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 2boys, bow, bowtie, clenched teeth, facial hair, firing, formal, hat, laser, male focus, multiple boys, mustache, necktie, no humans, sky, suit, sunglasses, sunset, teeth, top hat, traditional bowtie

Bill_cipher_Illustrious/dataset/016.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, alcohol, beer, beer mug, black bow, black bowtie, bow, bowtie, brown eyes, cup, english text, foam, hat, indoors, instagram username, mug, multiple boys, one-eyed, top hat, twitter username, window

Bill_cipher_Illustrious/dataset/017.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1other, baseball cap, blue footwear, candy, crewmate (among us), food, hat, holding, holding candy, holding food, holding lollipop, lollipop, multicolored headwear, no humans, shoes, sneakers, standing, swirl lollipop

Bill_cipher_Illustrious/dataset/018.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, blurry, blurry background, bowtie, burning, fire, hat, no humans, one-eyed, smoke, star (symbol), top hat, triangle

Bill_cipher_Illustrious/dataset/019.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, black bowtie, bow, bowtie, floating, hat, instagram username, no humans, top hat, traditional bowtie, traffic cone, triangle, twitter username, web address

Bill_cipher_Illustrious/dataset/020.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, black bowtie, blue background, blue outline, bow, bowtie, floating, no humans, objectification, one-eyed, sign, triangle, wheel

Bill_cipher_Illustrious/dataset/021.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, clothed pokemon, no humans, object on head, oversized clothes, pokemon (creature), striped clothes, twitter username

Bill_cipher_Illustrious/dataset/022.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, brown eyes, crown, curtains, cyclops, earth (planet), hand on own hip, holding, no humans, one-eyed, planet, scepter, staff, standing

Bill_cipher_Illustrious/dataset/023.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, brown eyes, crown, curtains, cyclops, earth (planet), hand on own hip, holding, no humans, one-eyed, planet, scepter, staff, standing

Bill_cipher_Illustrious/dataset/024.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, argyle background, blue fire, bow, bowtie, christmas, circle, cyclops, fire, hand on own hip, hat, index finger raised, no humans, one-eyed, red bow, red bowtie, round image, santa hat

Bill_cipher_Illustrious/dataset/025.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1boy, black bowtie, bow, bowtie, couch, formal, glowing, hat, indoors, male focus, on couch, one-eyed, stitches, suit, top hat, traditional bowtie

Bill_cipher_Illustrious/dataset/026.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, black bowtie, bow, bowtie, character name, english text, height chart, holding, holding sign, no humans, sign, standing, traditional bowtie, v

Bill_cipher_Illustrious/dataset/027.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, black bowtie, bow, bowtie, cyclops, hat, mini hat, no humans, one-eyed, own hands together, sign, top hat, traditional bowtie, triangle

Bill_cipher_Illustrious/dataset/028.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, abstract, black background, english text, no humans, sign, straight-on, top hat, triangle, warning sign, yellow theme

Bill_cipher_Illustrious/dataset/029.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, alcohol, black bowtie, bow, bowtie, cup, drink, drinking glass, drunk, food, food focus, fruit, glass, holding cup, ice, ice cube, in container, in cup, lemon, lemon slice, no humans

Bill_cipher_Illustrious/dataset/030.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1boy, black headwear, chalice, crossed legs, cup, gloves, hat, holding, holding cup, male focus, sitting, smile, space, star (sky), throne, tongue, tongue out, top hat, wine glass

Bill_cipher_Illustrious/dataset/031.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, balloon, blue background, bow, bowtie, hat, heart, heart balloon, holding, holding balloon, mini hat, no humans, top hat

Bill_cipher_Illustrious/dataset/032.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, ._., 1boy, 2boys, black bow, black bowtie, bow, bowtie, brown hair, bulging eyes, crossover, english text, hat, looking at another, one-eyed, top hat

Bill_cipher_Illustrious/dataset/033.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, ._., 1boy, 2boys, black bow, black bowtie, bow, bowtie, brown hair, bulging eyes, crossover, english text, hat, looking at another, one-eyed, top hat

Bill_cipher_Illustrious/dataset/034.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, black bowtie, black headwear, bow, bowtie, cane, cyclops, eyelashes, hat, holding, holding cane, mini hat, no humans, one-eyed, top hat, traditional bowtie

Bill_cipher_Illustrious/dataset/035.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1boy, bowtie, hat, red background, smile, throne, top hat, traditional bowtie, triangle

Bill_cipher_Illustrious/dataset/036.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1boy, 1other, black bow, black bowtie, black gloves, book, bow, bowtie, english text, gloves, hat, jumpsuit, shoes, sitting, speech bubble, top hat, white footwear

Bill_cipher_Illustrious/dataset/037.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black headwear, glowing, hat, mini hat, mini top hat, no humans, outline, pokemon (creature), red background, solid oval eyes, top hat, |_|

Bill_cipher_Illustrious/dataset/038.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, claws, glowing, no humans, outline, sign, sky, space, star (sky), starry sky, traffic cone

Bill_cipher_Illustrious/dataset/039.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, extra eyes, no humans, one-eyed, sign, triangle, warning sign

Bill_cipher_Illustrious/dataset/040.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black headwear, closed eyes, flower, hat, nightcap, no humans, pillow, sleeping, white flower, zzz

Bill_cipher_Illustrious/dataset/041.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1other, angel, angel wings, black background, chain, colored skin, crossed arms, fire, halo, long sleeves, marker (medium), no humans, no mouth, other focus, sitting, white skin, white wings, wings

Bill_cipher_Illustrious/dataset/042.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, !, colored sclera, fire, glowing, no humans, one-eyed, pillar, road sign, rope, sign, smile, standing, torch, traffic cone, triangle, warning sign

Bill_cipher_Illustrious/dataset/043.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, black bow, bow, briefcase, door, no humans, pokemon (creature), suitcase

Bill_cipher_Illustrious/dataset/044.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, 1other, 2boys, bow, bowl, bowtie, chips (food), colored skin, english text, extra arms, food, holding, popcorn, sitting, speech bubble, weapon

Bill_cipher_Illustrious/dataset/045.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, animal focus, clock, lying, no humans, on back, sign

Bill_cipher_Illustrious/dataset/046.txt

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+Bill_cipher, yellow triangle, black eyes, bow tie, black hands, black legs, black hat, !, ?, arrow (symbol), black background, black bowtie, bow, bowtie, circle, glasses, heart, light bulb, no humans, one-eyed, star (symbol), top hat, triangle, warning sign