Add complete autotune preference integration with availability checking#730

Merged

ChrisRackauckas merged 35 commits intoSciML:mainfrom

ChrisRackauckas-Claude:autotune-preference-integration

Aug 16, 2025

Commits on Aug 15, 2025

Add autotune preference integration to default solver selection

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Optimize autotune preference integration with compile-time constants

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Complete optimization with all requested improvements

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Add algorithm availability checking and fallback system

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Add comprehensive tests for dual preference system integration in default solver

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Add explicit algorithm choice verification tests for dual preference system

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Clean up algorithm choice tests and ensure proper preference reset

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Add separate Preferences test group with FastLapack algorithm verification

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Fix preference tests: only print on failure, correct extension-dependent status

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Fix size category boundaries to match LinearSolveAutotune and add comprehensive FastLapack testing

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Remove unnecessary success prints from FastLapack and RecursiveFactorization tests

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Add explicit algorithm choice verification for FastLapack and RFLU

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Add explicit algorithm choice tests: verify FastLU and RFLU selection when loaded

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Apply suggestions from code review
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Add comprehensive size category algorithm verification with different algorithm per size

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Fix algorithm choice test to use AppleAccelerateLUFactorization from DefaultAlgorithmChoice enum

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Add comprehensive algorithm choice analysis function for testing and verification

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Make preference tests strict: require exact algorithm match

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Remove boundary testing section as requested

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Revert "Remove boundary testing section as requested"
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Remove non-LU algorithms from _string_to_algorithm_choice

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Move show_algorithm_choices to main package and simplify

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Update documentation for dual preference system and show_algorithm_choices

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Update test/preferences.jl
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Fix FastLapack test to use GenericLUFactorization as always_loaded

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Commits on Aug 16, 2025