MAINT: Update byte_bounds import

[mtsokol]

This PR addresses changes introduced in numpy/numpy#24540 and numpy/numpy#24376 relevant to NEP 52.

[codecov]

Codecov Report

Patch coverage: 100.00% and project coverage change: -0.57% ⚠️

Comparison is base (abd3af7) 94.86% compared to head (68f909d) 94.29%.

Additional details and impacted files

@@            Coverage Diff             @@
##           master    #1501      +/-   ##
==========================================
- Coverage   94.86%   94.29%   -0.57%     
==========================================
  Files          45       45              
  Lines        7515     7519       +4     
==========================================
- Hits         7129     7090      -39     
- Misses        386      429      +43     

Files Changed	Coverage Δ
joblib/_memmapping_reducer.py	94.88% <100.00%> (-1.52%)	⬇️

... and 12 files with indirect coverage changes

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[rgommers]

LGTM.

In the unlikely event that someone is going to complain about the array_utils name and we end up changing it in numpy's main branch, the code can be updated. This should be safe to merge now.

[ogrisel]

Thanks, could you please just update the changelog to make it explicit that the next joblib release targets numpy 2.0 compat?

[mtsokol]

Thanks, could you please just update the changelog to make it explicit that the next joblib release targets numpy 2.0 compat?

Sure! I added it.

[ogrisel]

The CI failure is weird but unrelated to this PR.