Reduce the default block size from 512MB -> 128MB

We previously set the default block size to 512MB to better leverage large sequential reads from memory. However, with tiered storage, it is not guaranteed that memory is the data source or even the most common data source. Also, columnar file formats do not really benefit from such large blocks due to their internal blocks.