update to Lux new interfave

[YichengDWu]

No description provided.

[codecov]

Codecov Report

Attention: 22 lines in your changes are missing coverage. Please review.

Comparison is base (c0d2739) 59.55% compared to head (6f750b6) 59.61%.
Report is 5 commits behind head on main.

❗ Current head 6f750b6 differs from pull request most recent head 798e747. Consider uploading reports for the commit 798e747 to get more accurate results

Files	Patch %	Lines
src/pde/pinn_types.jl	0.00%	10 Missing ⚠️
ext/SophonLuxCUDAExt.jl	0.00%	5 Missing ⚠️
ext/SophonTaylorDiffLuxCUDAExt.jl	0.00%	4 Missing ⚠️
src/pde/utils.jl	57.14%	3 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #252      +/-   ##
==========================================
+ Coverage   59.55%   59.61%   +0.05%     
==========================================
  Files          17       18       +1     
  Lines         999      988      -11     
==========================================
- Hits          595      589       -6     
+ Misses        404      399       -5     

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