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22 lines
1.5 KiB
Bash
22 lines
1.5 KiB
Bash
# Dataset: data/diffsynth_example_dataset/stable_diffusion_xl/StableDiffusionXL/
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# Download: modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "stable_diffusion_xl/StableDiffusionXL/*" --local_dir ./data/diffsynth_example_dataset
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# ===== 固定参数（无需修改） =====
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accelerate launch examples/stable_diffusion_xl/model_training/train.py \
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--learning_rate 1e-4 --num_epochs 5 \
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--lora_rank 32 \
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--use_gradient_checkpointing --find_unused_parameters \
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--dataset_base_path "./data/diffsynth_example_dataset/stable_diffusion_xl/StableDiffusionXL" \
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--dataset_metadata_path "./data/diffsynth_example_dataset/stable_diffusion_xl/StableDiffusionXL/metadata.csv" \
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--model_id_with_origin_paths "AI-ModelScope/stable-diffusion-xl-base-1.0:text_encoder/model.safetensors,AI-ModelScope/stable-diffusion-xl-base-1.0:text_encoder_2/model.safetensors,AI-ModelScope/stable-diffusion-xl-base-1.0:unet/diffusion_pytorch_model.safetensors,AI-ModelScope/stable-diffusion-xl-base-1.0:vae/diffusion_pytorch_model.safetensors" \
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--tokenizer_path "AI-ModelScope/stable-diffusion-xl-base-1.0:tokenizer/" \
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--tokenizer_2_path "AI-ModelScope/stable-diffusion-xl-base-1.0:tokenizer_2/" \
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--lora_base_model "unet" \
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--remove_prefix_in_ckpt "pipe.unet." \
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--max_pixels 1048576 \
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--height 1024 --width 1024 \
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--dataset_repeat 50 \
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--output_path "./models/train/StableDiffusionXL_lora" \
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--lora_target_modules "to_q,to_k,to_v,to_out.0" \
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--data_file_keys "image"
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