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Brawl_Stars_Pin_Illustrious/Run_Brawl_Stars_Pin_Illustrious.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 "Brawl_Stars_Pin_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 "sergey004-style, Brawl_Stars_Pin, pin, " \
+    --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, bear, chubby, fat" \
+    --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 5.0 \
+\
+    --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

Brawl_Stars_Pin_Illustrious/config/dataset_Brawl_Stars_Pin_Illustrious.toml

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+[[datasets]]
+
+[[datasets.subsets]]
+image_dir = "/home/user/Local_train/Loras/Brawl_Stars_Pin_Illustrious/dataset"
+num_repeats = 2
+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

Brawl_Stars_Pin_Illustrious/config/training_Brawl_Stars_Pin_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 = 244
+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/Brawl_Stars_Pin_Illustrious/output"
+output_name = "Brawl_Stars_Pin_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/Brawl_Stars_Pin_Illustrious/logs"
+log_prefix = "Brawl_Stars_Pin_Illustrious"
+log_with = "tensorboard"
+lowram = false
+train_batch_size = 4
+xformers = false
+sdpa = true
+min_snr_gamma = 5.0
+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

Brawl_Stars_Pin_Illustrious/dataset/000.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ;d, black background, emoji, gloves, hat, holding, no humans, one eye closed, open mouth, smile, yellow gloves

Brawl_Stars_Pin_Illustrious/dataset/001.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1boy, black background, bulging eyes, chicken, flat color, limited palette, mohawk, no humans, red hair, yellow eyes, yellow sclera

Brawl_Stars_Pin_Illustrious/dataset/002.txt

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+sergey004-style, Brawl_Stars_Pin, pin, black background, blue eyes, blush stickers, bow, clown, flat color, grin, no humans, red nose, scrunchie, smile, teeth

Brawl_Stars_Pin_Illustrious/dataset/003.txt

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+sergey004-style, Brawl_Stars_Pin, pin, closed eyes, closed mouth, facing viewer, frown, no humans, red theme, transparent background

Brawl_Stars_Pin_Illustrious/dataset/004.txt

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+sergey004-style, Brawl_Stars_Pin, pin, black background, no humans, smile, sunglasses, yellow theme

Brawl_Stars_Pin_Illustrious/dataset/005.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :<, clenched hand, closed mouth, cube, emoji, frown, jitome, no humans, transparent background

Brawl_Stars_Pin_Illustrious/dataset/006.txt

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+sergey004-style, Brawl_Stars_Pin, pin, blank speech bubble, bomb, explosive, green background, grin, no humans, o_o, smile, speech bubble, teeth, white eyes

Brawl_Stars_Pin_Illustrious/dataset/007.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ^_^, apple, blush stickers, clenched teeth, closed eyes, daruma doll, facing viewer, fruit, green background, grin, lantern, no humans, paper lantern, smile, teeth

Brawl_Stars_Pin_Illustrious/dataset/008.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1boy, :d, ^_^, closed eyes, facial hair, facing viewer, green background, heart, male focus, motor vehicle, mustache, no humans, open mouth, smile

Brawl_Stars_Pin_Illustrious/dataset/009.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ^_^, blush stickers, c:, closed eyes, closed mouth, emoji, facing viewer, food, green background, happy, heart, no humans, smile

Brawl_Stars_Pin_Illustrious/dataset/010.txt

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+sergey004-style, Brawl_Stars_Pin, pin, black eyes, bomb, explosive, green background, no humans, pig, solid oval eyes, speech bubble, v-shaped eyebrows, v-shaped eyes

Brawl_Stars_Pin_Illustrious/dataset/011.txt

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+sergey004-style, Brawl_Stars_Pin, pin, emoji, green background, no humans, objectification, pokemon (creature)

Brawl_Stars_Pin_Illustrious/dataset/012.txt

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+sergey004-style, Brawl_Stars_Pin, pin, crying, emoji, green background, lightning bolt symbol, no humans, pokemon (creature), solid oval eyes, straight-on, tears

Brawl_Stars_Pin_Illustrious/dataset/013.txt

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+sergey004-style, Brawl_Stars_Pin, pin, black background, blending, fire, flame print, flat color, no humans, no lineart

Brawl_Stars_Pin_Illustrious/dataset/014.txt

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+sergey004-style, Brawl_Stars_Pin, pin, crescent, cup, mug, no humans, objectification, purple background, purple theme, still life, transparent background

Brawl_Stars_Pin_Illustrious/dataset/015.txt

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+sergey004-style, Brawl_Stars_Pin, pin, fire, game console, handheld game console, no humans, objectification, smile, transparent background

Brawl_Stars_Pin_Illustrious/dataset/016.txt

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+sergey004-style, Brawl_Stars_Pin, pin, black background, colored sclera, eye focus, flat color, hat, no humans, one-eyed, yellow eyes, yellow sclera

Brawl_Stars_Pin_Illustrious/dataset/017.txt

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+sergey004-style, Brawl_Stars_Pin, pin, bag, cardboard box, collar, grin, no humans, paper bag, smile, solid circle eyes, teeth, transparent background, v-shaped eyebrows

Brawl_Stars_Pin_Illustrious/dataset/018.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1boy, ^_^, bald, black background, blending, chibi, closed eyes, cross scar, facial hair, facing viewer, flat color, happy, male focus, open mouth, scar, shirt, short hair, smile, white hair, white shirt

Brawl_Stars_Pin_Illustrious/dataset/019.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :3, :d, black background, black eyes, blush stickers, flat color, hair ornament, happy, no humans, open mouth, pokemon (creature), smile, straight-on, v-shaped eyebrows

Brawl_Stars_Pin_Illustrious/dataset/020.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ^_^, closed eyes, facing viewer, flat color, jaggy lines, no humans, transparent background

Brawl_Stars_Pin_Illustrious/dataset/021.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1boy, bald, black background, blending, chibi, coat, cross scar, facial hair, flat color, male focus, open mouth, scar, short hair, straight-on, v-shaped eyebrows, wavy mouth, white hair

Brawl_Stars_Pin_Illustrious/dataset/022.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ._., flat color, heart, jaggy lines, no humans, solid circle eyes, transparent background

Brawl_Stars_Pin_Illustrious/dataset/023.txt

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+sergey004-style, Brawl_Stars_Pin, pin, blue fire, blue sclera, blue theme, colored sclera, fire, no humans, parted lips, pokemon (creature), purple theme, slime (creature), transparent background

Brawl_Stars_Pin_Illustrious/dataset/024.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1girl, :o, blonde hair, flat color, green background, head only, objectification, open mouth, solid circle eyes, sweatdrop

Brawl_Stars_Pin_Illustrious/dataset/025.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :o, black background, black eyes, blue fire, candle, fire, flat color, ghost, hollow eyes, male focus, no humans, objectification, open mouth, straight-on

Brawl_Stars_Pin_Illustrious/dataset/026.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1girl, :o, black background, black eyes, blonde hair, blue fire, blue flower, blush, blush stickers, fire, flat color, flower, hair flower, hair ornament, hollow eyes, open mouth, parted bangs, princess zelda, short hair, solid circle eyes

Brawl_Stars_Pin_Illustrious/dataset/027.txt

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+sergey004-style, Brawl_Stars_Pin, pin, clenched teeth, no humans, still life, teeth, transparent background

Brawl_Stars_Pin_Illustrious/dataset/028.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :<, black background, closed eyes, closed mouth, frown, no humans, pokemon (creature), straight-on

Brawl_Stars_Pin_Illustrious/dataset/029.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1boy, angry, beard, black background, blank eyes, chibi, clenched hand, clenched teeth, facial hair, flat color, holding, holding knife, holding sword, holding weapon, knife, male focus, mustache, no pupils, sword, teeth, v-shaped eyebrows, weapon

Brawl_Stars_Pin_Illustrious/dataset/030.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ball, basketball, basketball (object), no humans, outline, transparent background

Brawl_Stars_Pin_Illustrious/dataset/031.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :o, food, green background, green theme, liquid, no humans, open mouth, straight-on

Brawl_Stars_Pin_Illustrious/dataset/032.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ^_^, bat (animal), bat wings, black background, closed eyes, crescent moon, facing viewer, fangs, flat color, moon, no humans, purple wings, sparkle, star (symbol), wings

Brawl_Stars_Pin_Illustrious/dataset/033.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :3, ^_^, broken heart, closed eyes, disembodied limb, heart, holding heart, no humans, thumbs up, transparent background

Brawl_Stars_Pin_Illustrious/dataset/034.txt

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+sergey004-style, Brawl_Stars_Pin, pin, blue theme, blush stickers, closed mouth, club (shape), flat color, happy, heart, no humans, outline, sitting, smile, spade (shape), transparent background

Brawl_Stars_Pin_Illustrious/dataset/035.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ^_^, apple, cherry, closed eyes, food, fruit, grin, no humans, smile, teeth, transparent background

Brawl_Stars_Pin_Illustrious/dataset/036.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :d, ^_^, closed eyes, happy, no humans, open mouth, outline, rainbow, rainbow gradient, smile, sparkle, star (symbol), transparent background

Brawl_Stars_Pin_Illustrious/dataset/037.txt

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+sergey004-style, Brawl_Stars_Pin, pin, angry, apple, black eyes, blank speech bubble, blush stickers, bomb, clenched teeth, daruma doll, explosive, flat color, fruit, green background, no humans, objectification, speech bubble, teeth, v-shaped eyebrows, v-shaped eyes

Brawl_Stars_Pin_Illustrious/dataset/038.txt

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+sergey004-style, Brawl_Stars_Pin, pin, ^_^, closed eyes, green background, grin, motor vehicle, no humans, smile, star (symbol), teeth

Brawl_Stars_Pin_Illustrious/dataset/039.txt

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+sergey004-style, Brawl_Stars_Pin, pin, blue eyes, cube, green background, no humans, pokemon (creature), sad, straight-on

Brawl_Stars_Pin_Illustrious/dataset/040.txt

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+sergey004-style, Brawl_Stars_Pin, pin, :d, black eyes, blue outline, emoji, no humans, open mouth, outline, smile, solid circle eyes, straight-on, transparent background, treasure chest, white outline

Brawl_Stars_Pin_Illustrious/dataset/041.txt

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+sergey004-style, Brawl_Stars_Pin, pin, animal, black eyes, cup, frog, glasses, green skin, mug, no humans, open mouth, outline, red-framed eyewear, round eyewear, transparent background, white outline

Brawl_Stars_Pin_Illustrious/dataset/042.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1boy, angry, annoyed, chibi, clenched teeth, flat color, frown, green background, limited palette, male focus, no humans, red skin, speech bubble, teeth, v-shaped eyebrows, v-shaped eyes

Brawl_Stars_Pin_Illustrious/dataset/043.txt

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+sergey004-style, Brawl_Stars_Pin, pin, 1boy, bald, closed eyes, colored skin, emoji, gloves, green background, grin, happy, male focus, no humans, smile, teeth, thumbs up, white gloves, yellow skin

Brawl_Stars_Pin_Illustrious/dataset/044.txt

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+sergey004-style, Brawl_Stars_Pin, pin, bald, closed eyes, emoji, green background, grin, happy, no humans, one eye closed, open mouth, smile, teeth, yellow skin, yellow theme

Brawl_Stars_Pin_Illustrious/dataset/045.txt

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+sergey004-style, Brawl_Stars_Pin, pin, bald, emoji, green background, no humans, stitches

Brawl_Stars_Pin_Illustrious/dataset/046.txt

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+sergey004-style, Brawl_Stars_Pin, pin, emoji, flat color, green background, halftone, no humans, open mouth, slime (creature), sweatdrop, yellow skin