Bug Report

Please answer these questions before submitting your issue. Thanks!

1. Minimal reproduce step (Required)

Run the benchmark BenchmarkHashJoinExec

2. What did you expect to see? (Required)

Allocating chunks will not cost too much resources.

3. What did you see instead (Required)

Allocating chunks takes a large percent of the total profiling.

Ref: #41081.