On top of #3217, make sure the shape compatibility works before the next Orbax release. #9853

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Job	Run time
Cancel Previous Runs	2s
Check commit count	6s
Test pre-commit hooks	21s
Test import standalone (3.9)	35s
Test import standalone (3.10)	46s
Test import standalone (3.11)	35s
Run Tests (3.9, doctest)	4m 18s
Run Tests (3.9, pytest)	4m 34s
Run Tests (3.9, pytype)	6m 7s
Run Tests (3.9, mypy)	59s
Run Tests (3.10, doctest)	4m 6s
Run Tests (3.10, pytest)	5m 3s
Run Tests (3.10, mypy)	1m 5s
Run Tests (3.11, doctest)	3m 51s
Run Tests (3.11, pytest)	5m 4s
	37m 32s