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update sd training scripts

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Artiprocher
2026-04-24 14:30:09 +08:00
parent 5cdab9ed01
commit 3799bdc23a
23 changed files with 323 additions and 612 deletions
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19
examples/stable_diffusion/model_training/lora/StableDiffusion-test.sh
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# Dataset: data/diffsynth_example_dataset/stable_diffusion/StableDiffusion/
# Debug test: num_epochs=1, dataset_repeat=1 for quick validation
# ===== 固定参数（无需修改） =====
accelerate launch examples/stable_diffusion/model_training/train.py \
--learning_rate 1e-4 --num_epochs 1 \
--lora_rank 32 \
--use_gradient_checkpointing --find_unused_parameters \
--dataset_base_path "./data/diffsynth_example_dataset/stable_diffusion/StableDiffusion" \
--dataset_metadata_path "./data/diffsynth_example_dataset/stable_diffusion/StableDiffusion/metadata.csv" \
--model_id_with_origin_paths "AI-ModelScope/stable-diffusion-v1-5:text_encoder/model.safetensors,AI-ModelScope/stable-diffusion-v1-5:unet/diffusion_pytorch_model.safetensors,AI-ModelScope/stable-diffusion-v1-5:vae/diffusion_pytorch_model.safetensors" \
--lora_base_model "unet" \
--remove_prefix_in_ckpt "pipe.unet." \
--max_pixels 262144 \
--height 512 --width 512 \
--dataset_repeat 1 \
--output_path "./models/train/StableDiffusion_lora_debug" \
--lora_target_modules "to_q,to_k,to_v,to_out.0" \
--data_file_keys "image"

19
examples/stable_diffusion/model_training/lora/StableDiffusion.sh
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# Dataset: data/diffsynth_example_dataset/stable_diffusion/StableDiffusion/
# Download: modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "stable_diffusion/StableDiffusion/*" --local_dir ./data/diffsynth_example_dataset
# ===== 固定参数（无需修改） =====
accelerate launch examples/stable_diffusion/model_training/train.py \
--learning_rate 1e-4 --num_epochs 5 \
--lora_rank 32 \
--use_gradient_checkpointing --find_unused_parameters \
--dataset_base_path "./data/diffsynth_example_dataset/stable_diffusion/StableDiffusion" \
--dataset_metadata_path "./data/diffsynth_example_dataset/stable_diffusion/StableDiffusion/metadata.csv" \
--model_id_with_origin_paths "AI-ModelScope/stable-diffusion-v1-5:text_encoder/model.safetensors,AI-ModelScope/stable-diffusion-v1-5:unet/diffusion_pytorch_model.safetensors,AI-ModelScope/stable-diffusion-v1-5:vae/diffusion_pytorch_model.safetensors" \
--lora_base_model "unet" \
--remove_prefix_in_ckpt "pipe.unet." \
--max_pixels 262144 \
--height 512 --width 512 \
--dataset_repeat 50 \
--output_path "./models/train/StableDiffusion_lora" \
--lora_target_modules "to_q,to_k,to_v,to_out.0" \
--data_file_keys "image"

17
examples/stable_diffusion/model_training/lora/stable-diffusion-v1-5.sh Normal file
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modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "stable_diffusion/stable-diffusion-v1-5/*" --local_dir ./data/diffsynth_example_dataset
accelerate launch examples/stable_diffusion/model_training/train.py \
--dataset_base_path data/diffsynth_example_dataset/stable_diffusion/stable-diffusion-v1-5 \
--dataset_metadata_path data/diffsynth_example_dataset/stable_diffusion/stable-diffusion-v1-5/metadata.csv \
--height 512 \
--width 512 \
--dataset_repeat 50 \
--model_id_with_origin_paths "AI-ModelScope/stable-diffusion-v1-5:text_encoder/model.safetensors,AI-ModelScope/stable-diffusion-v1-5:unet/diffusion_pytorch_model.safetensors,AI-ModelScope/stable-diffusion-v1-5:vae/diffusion_pytorch_model.safetensors" \
--learning_rate 1e-4 \
--num_epochs 5 \
--remove_prefix_in_ckpt "pipe.unet." \
--output_path "./models/train/stable-diffusion-v1-5_lora" \
--lora_base_model "unet" \
--lora_target_modules "" \
--lora_rank 32 \
--use_gradient_checkpointing