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sam_Illustrious/config/dataset_sam_Illustrious.toml

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+[[datasets]]
+
+[[datasets.subsets]]
+image_dir = "/home/user/Local_train/Loras/sam_Illustrious/dataset"
+num_repeats = 5
+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

sam_Illustrious/config/training_sam_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 = 37
+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/sam_Illustrious/output"
+output_name = "sam_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/sam_Illustrious/logs"
+log_prefix = "sam_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

sam_Illustrious/dataset/000.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, blue necktie, dog, formal, furry, furry male, male focus, necktie, night, night sky, reaching, reaching towards viewer, sky, snowflakes, teeth, top hat

sam_Illustrious/dataset/001.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, blue necktie, dog boy, dog ears, formal, furry, furry male, grey jacket, male focus, necktie, sharp teeth, shirt, smile, striped necktie, teeth, top hat

sam_Illustrious/dataset/002.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, closed eyes, dog, formal, furry, furry male, grin, hands on own hips, male focus, necktie, smile, striped necktie, top hat

sam_Illustrious/dataset/003.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, blue necktie, dog, formal, furry, furry male, male focus, necktie, standing, striped necktie, top hat

sam_Illustrious/dataset/004.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, blue headwear, blue suit, brown fur, dog boy, dog ears, door, formal, from behind, furry, furry male, indoors, male focus, opening door, pants, standing

sam_Illustrious/dataset/005.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, blue headwear, blue necktie, blue suit, brick wall, dog, formal, furry, furry male, male focus, necktie, shirt, striped necktie, top hat

sam_Illustrious/dataset/006.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, alcohol, bottle, dog, formal, furry, furry male, holding, holding bottle, male focus, necktie, night, smile, snow, snowflakes, striped necktie, top hat

sam_Illustrious/dataset/007.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, dog, dog boy, formal, furry, furry male, grey jacket, holding, holding phone, male focus, necktie, phone, talking on phone, teeth, top hat, window

sam_Illustrious/dataset/008.txt

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+samuel dog, broun dog, hat, jacket, suit, tie, 1boy, blue headwear, blue necktie, blue suit, building, dog, formal, furry, furry male, male focus, necktie, striped necktie, teeth, top hat