Many of us have been using GPU accelerated Spark for years:

https://developer.nvidia.com/rapids/

https://github.com/NVIDIA/spark-rapids

And it's supported on AWS: https://docs.aws.amazon.com/emr/latest/ReleaseGuide/emr-spar...