modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "z_image/Z-Image-Turbo-Fun-Controlnet-Union-2.1/*" --local_dir ./data/diffsynth_example_dataset

accelerate launch examples/z_image/model_training/train.py \
  --dataset_base_path data/diffsynth_example_dataset/z_image/Z-Image-Turbo-Fun-Controlnet-Union-2.1 \
  --dataset_metadata_path data/diffsynth_example_dataset/z_image/Z-Image-Turbo-Fun-Controlnet-Union-2.1/metadata.csv \
  --data_file_keys "image,controlnet_image" \
  --max_pixels 1048576 \
  --dataset_repeat 100 \
  --model_id_with_origin_paths "PAI/Z-Image-Turbo-Fun-Controlnet-Union-2.1:Z-Image-Turbo-Fun-Controlnet-Union-2.1.safetensors,Tongyi-MAI/Z-Image-Turbo:transformer/*.safetensors,Tongyi-MAI/Z-Image-Turbo:text_encoder/*.safetensors,Tongyi-MAI/Z-Image-Turbo:vae/diffusion_pytorch_model.safetensors" \
  --learning_rate 1e-4 \
  --num_epochs 5 \
  --remove_prefix_in_ckpt "pipe.dit." \
  --output_path "./models/train/Z-Image-Turbo-Fun-Controlnet-Union-2.1_lora" \
  --lora_base_model "dit" \
  --lora_target_modules "to_q,to_k,to_v,to_out.0,w1,w2,w3" \
  --lora_rank 32 \
  --extra_inputs "controlnet_image" \
  --use_gradient_checkpointing \
  --dataset_num_workers 8