Bumping numpy and jax versions. #865
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In a Nutshell
This PR continues the PR #864 by expanding code fixes related to newer numpy version (> 2.0).
Detailed Description
This includes fixes in the docstrings, tests, and bumping jax to a compatible version.
Related Issues
Correspondingly when following the pre-commit install setup then white space are differently formatted. Do you want this update as well?