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Allow arbitrary shard iteration #200

@kralka

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@kralka

Allow low-level selection of shard iteration strategy.

#198 is the first step for as_numpy_iterator. Then also other functions as_numpy_* and as_tfdataset.

Then support for advanced iteration strategies.

Then code cleanup of dataset_iteration.py.

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