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When dealing with large number of documents, Spark tasks can be overwelmed by the number of documents within a shard.
While one can re-partition the shards, it would be convenient to allow this have this built-in resulting in "fake" partitions that basically slice the shards into smaller bits that should be easier for Spark to digest.