I realized I gave a poor example of the semantic issue with removing upper
bound for partition outputs, but the crux is that in that modeling the
stats on partition outputs would be treated in a special way where upper
bound being null means it's partitioned rather than "unknown", which is
inconsistent with the other stats.

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