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Fix a size overflow bug in hash groupby (#16053)
This PR fixes a size overflow bug discovered by @matal-nvidia. It converts the groupby problem size to `int64_t` so it won't overflow if larger than `INT_MAX / 2` with 50% hash table occupancy. Unit tests for this scenario will saturate device memory and take longer than necessary, making them likely not worth adding. Authors: - Yunsong Wang (https://github.com/PointKernel) Approvers: - Bradley Dice (https://github.com/bdice) - Matthew Roeschke (https://github.com/mroeschke) - Nghia Truong (https://github.com/ttnghia) URL: #16053
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