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Made BasicStatisGenerator able to produce stats for more deeply neste…
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…d logic data types.

PiperOrigin-RevId: 315513234
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brills authored and tfx-copybara committed Jun 9, 2020
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## Major Features and Improvements

* Statistics generation is now able to handle arbitrarily nested arrow
List/LargeList types. Stats about the list elements' presence and valency
are computed at each nest level, and stored in a newly added field,
`valency_and_presence_stats` in `CommonStatistics`.

## Bug Fixes and Other Changes

* Trigger DATASET_HIGH_NUM_EXAMPLES when a dataset has more than the specified
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