modelscope download --dataset DiffSynth-Studio/diffsynth_example_dataset --include "hidream_o1_image/HidreamO1-i2L-v2/*" --local_dir ./data/diffsynth_example_dataset accelerate launch examples/hidream_o1_image/model_training/train.py \ --dataset_base_path data/diffsynth_example_dataset/hidream_o1_image/HidreamO1-i2L-v2 \ --dataset_metadata_path data/diffsynth_example_dataset/hidream_o1_image/HidreamO1-i2L-v2/metadata.jsonl \ --max_pixels 4194304 \ --dataset_repeat 400 \ --model_id_with_origin_paths "HiDream-ai/HiDream-O1-Image:model-*.safetensors" \ --processor_config "HiDream-ai/HiDream-O1-Image:./" \ --learning_rate 1e-5 \ --num_epochs 2 \ --output_path "./models/train/HidreamO1-i2L-v2_full" \ --use_gradient_checkpointing \ --noise_scale 8.0 \ --enable_lora_hot_loading \ --template_model_id_or_path "DiffSynth-Studio/HidreamO1-i2L-v2:" \ --extra_inputs "template_inputs" \ --remove_prefix_in_ckpt "pipe.template_model." \ --trainable_models "template_model" # Use `template_model.emb2lora` to freeze the image encoder.