OutOfMemoryError: CUDA out of memory while trying to replicate this notebook on sagemaker: https://github.com/huggingface/notebooks/blob/main/sagemaker/24_train_bloom_peft_lora/sagemaker-notebook.ipynb

Hi guys, i am facing the same issue. I have set 'per_device_train_batch_size': 1 and restard the notebook instance but the problem still appear. Any suggestions ?
Thanks