export DATASET_NAME=""
export DATASET_META_NAME="/fs/vulcan-projects/Force_Learning/EMG/videoxfun_metadata.json"
export MODEL_NAME="/fs/vulcan-projects/Force_Learning/EMG_Learning/VideoX-Fun/models/Wan2.1-Fun-V1.1-1.3B-Control-Camera"

accelerate launch  --mixed_precision="bf16" scripts/wan2.1_fun/train_control.py \
  --config_path="config/wan2.1/wan_civitai.yaml" \
  --pretrained_model_name_or_path=$MODEL_NAME \
  --train_data_dir=$DATASET_NAME \
  --train_data_meta=$DATASET_META_NAME \
  --image_sample_size=640 \
  --video_sample_size=640 \
  --token_sample_size=640 \
  --video_sample_stride=1 \
  --video_sample_n_frames=49 \
  --train_batch_size=1 \
  --video_repeat=1 \
  --gradient_accumulation_steps=1 \
  --dataloader_num_workers=2 \
  --num_train_epochs=100 \
  --checkpointing_steps=200 \
  --learning_rate=2e-05 \
  --lr_scheduler="constant_with_warmup" \
  --lr_warmup_steps=100 \
  --seed=42 \
  --output_dir="output_dir" \
  --gradient_checkpointing \
  --mixed_precision="bf16" \
  --adam_weight_decay=3e-2 \
  --adam_epsilon=1e-10 \
  --vae_mini_batch=1 \
  --max_grad_norm=0.05 \
  --random_hw_adapt \
  --training_with_video_token_length \
  --uniform_sampling \
  --train_mode="control_ref" \
  --control_ref_image="random" \
  --add_full_ref_image_in_self_attention \
  --trainable_modules "." \
    --profile_timings_every=100