Finetuning with max block size

Hi. I’ve preprocessed my dataset with the max block size (1024) but as indicated have come across the CUDA out of memory error. Is there any way of going about this without preprocessing again?

There are some solutions online but they do not apply to this instance: python - How to fix this strange error: "RuntimeError: CUDA error: out of memory" - Stack Overflow