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Lego_Style_Illustrious/RunLego_Style.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 "Lego_Style_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-concept, lego," \
+    --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 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

Lego_Style_Illustrious/config/dataset_Lego_Style_Illustrious.toml

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+[[datasets]]
+
+[[datasets.subsets]]
+image_dir = "/home/user/Local_train/Loras/Lego_Style_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

Lego_Style_Illustrious/config/training_Lego_Style_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 = 70
+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/Lego_Style_Illustrious/output"
+output_name = "Lego_Style_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/Lego_Style_Illustrious/logs"
+log_prefix = "Lego_Style_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

Lego_Style_Illustrious/dataset/0009c47a956ce74b2a3ad9c7bcedfd0e.txt

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+sergey004-concept, lego, 1boy, blurry, cloud, day, hat, male focus, outdoors, sky, tree, water

Lego_Style_Illustrious/dataset/0009c47a956ce74b2a3ad9c7bcedfd0e_0736x1104_sdxl.npz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:349f0ffa776a00fab3194cf69f1e21b066ee839598ac616f4f14e455b79d6911
+size 253752

Lego_Style_Illustrious/dataset/003b0912dfd7aee0d080583a58464f8b.txt

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+sergey004-concept, lego, 1boy, animification, beard, black hair, facial hair, holding, male focus, robot

Lego_Style_Illustrious/dataset/01266b679c905d3c0d68e20f23e96044.txt

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+sergey004-concept, lego, brown hair, checkered floor, drill hair, multicolored hair, multiple boys, multiple girls, pink hair

Lego_Style_Illustrious/dataset/01266b679c905d3c0d68e20f23e96044_0736x0643_sdxl.npz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:245d7ec033eb22a4bdea72d5715ab055e908447df698b8567b2ecca2c3795acc
+size 261944

Lego_Style_Illustrious/dataset/0143ea6e12e7387340ebbdabfb123703.txt

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+sergey004-concept, lego, 1boy, blue headwear, food, holding, hood, hoodie, indoors, male focus, plate

Lego_Style_Illustrious/dataset/02fbd30675e153fef9bcfcc4e89c5e57.txt

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+sergey004-concept, lego, food, hat, night, striped shirt

Lego_Style_Illustrious/dataset/02fbd30675e153fef9bcfcc4e89c5e57_0691x1024_sdxl.npz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6c4e9c3c7053642f2a0fe496d38f07ba018458e99338c71e29b65003892eccb8
+size 253752

Lego_Style_Illustrious/dataset/039e7b82c616bcc673f0e1416da92e6a.txt

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+sergey004-concept, lego, 1girl, blonde hair, blurry, coat, dog, outdoors, snow, snowing, winter, winter clothes

Lego_Style_Illustrious/dataset/04098d606fdcc9c187244aee314f20a9.txt

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+sergey004-concept, lego, 1boy, animification, black hair, cape, chibi, glasses, gloves, holding, male focus, pants, smile

Lego_Style_Illustrious/dataset/0440f1712fbca8c161f674254170352c.txt

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+sergey004-concept, lego, 1girl, black hair, kureiji ollie, multicolored hair, red hair, smile

Lego_Style_Illustrious/dataset/051cbcf9cb76d73b68c1549f1b3196e6.txt

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+sergey004-concept, lego, 2boys, boxing gloves, grin, helmet, male focus, multiple boys, smile

Lego_Style_Illustrious/dataset/052a0509763d9bfc2a7e93a07aa3e2e5.txt

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+sergey004-concept, lego, belt, crossover, mask, mouth mask, multiple boys

Lego_Style_Illustrious/dataset/05da6d01c4d916211570b774374f2fbd.txt

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+sergey004-concept, lego, fat, male focus, multiple boys

Lego_Style_Illustrious/dataset/05ec056d2862542944acb66c9bc59c93.txt

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+sergey004-concept, lego, black necktie, facial hair, formal, hat, jacket, multiple boys, mustache, necktie, pants, robot, shirt, suit

Lego_Style_Illustrious/dataset/070bd013858562618851f870a0d764fe.txt

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+sergey004-concept, lego, 1boy, colored skin, facial hair, grin, male focus, smile, standing, weapon

Lego_Style_Illustrious/dataset/08052374e59905fa06d27f81c73b2d4e.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, :3, cannon, cup, gloves, mug, no humans, rensouhou-chan, rensouhou-kun, turret

Lego_Style_Illustrious/dataset/0c454d16955976ded8b8f2008eae24b2.txt

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+sergey004-concept, lego, 1boy, facial hair, gloves, holding, insect wings, male focus, standing, wings

Lego_Style_Illustrious/dataset/0e99d76ec623eb3ef386d3185c0ddf7b.txt

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+sergey004-concept, lego, 1boy, gloves, male focus, mountain, red scarf, scarf, snow, snowing

Lego_Style_Illustrious/dataset/0f33cb5116ce516b16ead123cb2e83ad.txt

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+sergey004-concept, lego, 1boy, flower, grin, jewelry, male focus, necklace, smile, standing, yellow skin

Lego_Style_Illustrious/dataset/0f73ccd1927272973770a75ab3e145b0.txt

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+sergey004-concept, lego, facial hair, hat, multiple boys, mustache, pirate hat, smile

Lego_Style_Illustrious/dataset/10ca05f8a30da8477a7a3ec9070591ca.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, animal, blurry, dog, hat, no humans, outdoors, reflection

Lego_Style_Illustrious/dataset/1138c5875d7e4b9e1e47a23ed711575d.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, belt, male focus, standing

Lego_Style_Illustrious/dataset/1273960d96b71ef842d4a1bbb3b17add.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, 1girl, brown hair

Lego_Style_Illustrious/dataset/12ca35bb42779e6bbd0271590e14792d.txt

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+sergey004-concept, lego, 1980s (style), car, food, ground vehicle, motor vehicle, retro artstyle, sword, weapon, yellow skin

Lego_Style_Illustrious/dataset/13213e5335076780cbc7dfcb09ef6fae.txt

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+sergey004-concept, lego, blue shirt, blue sky, blurry, blurry background, cloud, day, multiple boys, open mouth, outdoors, red hair, sky, smile

Lego_Style_Illustrious/dataset/150e95621bfd11df7fbf2fe695943c18.txt

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+sergey004-concept, lego, no humans, standing

Lego_Style_Illustrious/dataset/15fa0b4497cdbd5ad0121754ce4307c0.txt

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+sergey004-concept, lego, 1boy, beard, belt, facial hair, male focus, mustache, orange hair, paintbrush, palette (object)

Lego_Style_Illustrious/dataset/16926b8ef531854f462e6a56b00871b5.txt

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+sergey004-concept, lego, 1girl, blurry, blurry background, hat, open mouth, witch, witch hat

Lego_Style_Illustrious/dataset/176abb09c7023fa2101f6b96dfc76dbc.txt

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+sergey004-concept, lego, 1boy, blurry, male focus, shirt, smile, standing

Lego_Style_Illustrious/dataset/17eec1acc458af54c21992600b181156.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, no humans, robot

Lego_Style_Illustrious/dataset/1828abf66b7cd32659bfc1cfaeb99b50 (1).txt

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+sergey004-concept, lego, 1boy, cape, crown, male focus, red hair, standing, yellow eyes

Lego_Style_Illustrious/dataset/1828abf66b7cd32659bfc1cfaeb99b50.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, cape, crown, male focus, red hair, standing, yellow eyes

Lego_Style_Illustrious/dataset/193c8d04be66bc0361fcdc7ecb7eaa79.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, black background, clenched hands, mecha, no humans, robot, science fiction, standing

Lego_Style_Illustrious/dataset/1b636f67fc20370ab5d4867120b1e3bb.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, flower, grass, guitar, instrument

Lego_Style_Illustrious/dataset/1d0272b370f75a7fe892bfe63156ed7d.txt

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+sergey004-concept, lego, 1boy, arrow (projectile), bow (weapon), gloves, holding, holding weapon, hood, male focus, mask, weapon

Lego_Style_Illustrious/dataset/1d0ea8de028b47bc402f8e1d9e8fef82.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, 1girl, blurry, dress, instrument, long hair, mask, piano, red hair

Lego_Style_Illustrious/dataset/1d1c8afcc5468b6d8023db6b20b5ca4e.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, afro, blurry, clown, holding, male focus, open mouth, red hair, scarf, standing

Lego_Style_Illustrious/dataset/1e941f4e617542e0674a6e27d9e52c3a.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, afro, male focus, necktie, purple theme, smile

Lego_Style_Illustrious/dataset/1f2945dc94534772bb072da5b95aecae.txt

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+sergey004-concept, lego, 2boys, belt, black cape, black hair, blurry, cape, crossover, food, male focus, mask, multiple boys, red cape, smile, standing, superhero

Lego_Style_Illustrious/dataset/1fbdf0d878c6d42f705d36e26407bf61.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, cat, chef hat, dog, indoors, kitchen, reflection, refrigerator, stove, window

Lego_Style_Illustrious/dataset/2082e8756f9ae220399e661b7abab227.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, blonde hair, blue eyes, holding, lantern, sword, weapon

Lego_Style_Illustrious/dataset/20b9be962b017a5ef51c53e1e9e764f8.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, animal, animal focus, autumn, autumn leaves, black jacket, blurry, camera, cat, closed eyes, hat, holding, lying, newspaper, no humans, on back, red headwear

Lego_Style_Illustrious/dataset/219e0ede6648d30729d54c4d7eb07270.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 1boy, blurry, bow, bowtie, gun, hat, lamppost, male focus, outdoors, rain, weapon

Lego_Style_Illustrious/dataset/2395c718da52912149f166b0491b4920.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, belt, dog, leash, no humans, outdoors, sweater, tree

Lego_Style_Illustrious/dataset/26f544638fb69068f46b7443839c46f0.txt

@@ -0,0 +1 @@
+sergey004-concept, lego, 3boys, black hair, blue bodysuit, blurry background, bodysuit, brown hair, indoors, male focus, multiple boys, red bodysuit, red gloves, smile, standing