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anima_command_nihiruma_anima-b1_v1.txt ADDED
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+ accelerate launch --num_cpu_threads_per_process 1 anima_train_network.py \
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+ --pretrained_model_name_or_path="CHANGE" \
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+ --qwen3="CHANGE" \
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+ --vae="CHANGE" \
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+ --dataset_config="CHANGE" \
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+ --output_dir="CHANGE" \
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+ --output_name="CHANGE" \
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+ --save_precision=bf16 \
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+ --save_model_as=safetensors \
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+ --network_module=networks.lora_anima \
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+ --network_dim=16 \
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+ --network_alpha=16 \
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+ --network_train_unet_only \
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+ --learning_rate=5e-5 \
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+ --optimizer_type="AdamW8bit" \
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+ --optimizer_args "weight_decay=0.01" "betas=0.9,0.99" \
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+ --lr_scheduler="cosine" \
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+ --lr_warmup_steps=190 \
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+ --timestep_sampling="shift" \
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+ --weighting_scheme="logit_normal" \
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+ --discrete_flow_shift=3.0 \
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+ --qwen3_max_token_length=512 \
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+ --gradient_accumulation_steps=1 \
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+ --max_grad_norm=1.0 \
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+ --max_train_epochs=10 \
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+ --train_batch_size=4 \
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+ --save_every_n_epochs=1 \
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+ --mixed_precision="bf16" \
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+ --gradient_checkpointing \
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+ --cache_latents \
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+ --cache_latents_to_disk \
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+ --vae_chunk_size=64 \
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+ --vae_disable_cache \
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+ --logging_dir="CHANGE" \
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+ --log_with="tensorboard" \
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+ --seed=42 \
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+ --llm_adapter_lr=0 \
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+ --split_attn \
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+ --attn_mode=xformers \
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+ --network_args "verbose=True" "module_dropout=0.1" "conv_dim=16" "conv_alpha=16" \
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+ --keep_tokens=1 --shuffle_caption \
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+ --enable_bucket --min_bucket_reso=256 --max_bucket_reso=2048 --resolution=1024 --bucket_reso_steps=64 --bucket_no_upscale
dataset.toml ADDED
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+ [general]
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+ shuffle_caption = true
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+ caption_extension = '.txt'
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+ keep_tokens = 1
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+ resolution = [1024, 1024]
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+
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+
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+ [[datasets]]
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+ #batch_size = 1
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+ enable_bucket = true
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+ bucket_reso_steps = 64
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+ min_bucket_reso = 256
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+ max_bucket_reso = 2048
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+ #bucket_no_upscale = false
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+
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+
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+ [[datasets.subsets]]
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+ image_dir = 'CHANGE'
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+ num_repeats = 5
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