At this moment GCS artifact storage implementation relies on GCS client which does not support asyncio.

This results in the event loop being blocked on every I/O operation, which is critical for production use.

I believe this can be solved in a more generic way with S3 compatible interface (e.g. #555).
But as a first iteration, we can simply run the current methods with a thread pool executor to satisfy the minimal async behavior.