Add aqua.jl test

[MohamedLaghdafHABIBOULLAH]

@dpo The tests should now pass for Aqua.jl:

• I updated to the most recent versions of LinearAlgebra, Random, and SparseArrays, which do not cause unsatisfied requirements errors.
• I removed bpd_model_nls since it is not defined.

[MohamedLaghdafHABIBOULLAH]

It seems @dpo that there is a failing due to:

ERROR: 
The following 2 direct dependencies failed to precompile:
FHExt --code-coverage=@/tmp/cirrus-ci-build --color=yes --check-bounds=yes --warn-overwrite=yes --depwarn=yes --inline=yes --startup-file=no --track-allocation=none 
Failed to precompile FHExt [f87cc1d4-d00f-59f7-baf0-0d8b7fc90b20] to "/.julia/compiled/v1.11/FHExt/jl_lB8S5R".
ERROR: 
LoadError: InitError: could not load symbol "jl_true":
Invalid shared object handle 0x39bb0fe07408
Stacktrace:
ERROR: 
LoadError: Failed to precompile SciMLSensitivity [1ed8b502-d754-442c-8d5d-10ac956f44a1] to "/.julia/compiled/v1.11/SciMLSensitivity/jl_OvMK0D".```

[codecov]

Codecov Report

❌ Patch coverage is 83.33333% with 5 lines in your changes missing coverage. Please review.
⚠️ Please upload report for BASE (wip-bestie@94ff43d). Learn more about missing BASE report.

Files with missing lines	Patch %	Lines
src/testset_bpdn.jl	50.00%	3 Missing ⚠️
src/testset_nnmf.jl	0.00%	2 Missing ⚠️

Additional details and impacted files

@@              Coverage Diff              @@
##             wip-bestie      #76   +/-   ##
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  Coverage              ?   74.23%           
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  Files                 ?       22           
  Lines                 ?      458           
  Branches              ?        0           
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  Hits                  ?      340           
  Misses                ?      118           
  Partials              ?        0           

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[Copilot]

Pull Request Overview

Adds Aqua.jl testing to verify package quality standards including method ambiguities, package integrity, and coding best practices. The changes also clean up an undefined export from the bpdn_model.jl file.

• Adds Aqua.jl dependency and corresponding test suite with ambiguity checking disabled
• Removes undefined bpdn_nls_model export that was causing issues

Reviewed Changes

Copilot reviewed 3 out of 4 changed files in this pull request and generated no comments.

File	Description
test/runtests.jl	Adds Aqua import and test suite execution
test/Project.toml	Adds Aqua.jl as test dependency with version constraint
src/bpdn_model.jl	Removes undefined bpdn_nls_model from exports

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[dpo]

@MohamedLaghdafHABIBOULLAH You probably also need an if around using SciMLSensitivity here.