On top of #3217, make sure the shape compatibility works before the next Orbax release. #9855

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Job	Run time
Check commit count	6s
Test pre-commit hooks	22s
Test import standalone (3.9)	48s
Test import standalone (3.10)	39s
Test import standalone (3.11)	35s
Cancel Previous Runs	3s
Run Tests (3.9, doctest)	3m 54s
Run Tests (3.9, pytest)	4m 36s
Run Tests (3.9, pytype)	6m 17s
Run Tests (3.9, mypy)	1m 0s
Run Tests (3.10, doctest)	3m 48s
Run Tests (3.10, pytest)	4m 41s
Run Tests (3.10, mypy)	59s
Run Tests (3.11, doctest)	3m 53s
Run Tests (3.11, pytest)	4m 42s
	36m 23s