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Add FastLapackInterface.jl's LU to LinearSolveAutotune (#714)
* Add optional FastLapackInterface.jl's LU to LinearSolveAutotune
- Added include_fastlapack parameter to autotune_setup (default: false)
- FastLUFactorization is only included when explicitly requested
- Keeps FastLapackInterface as a weak dependency in LinearSolve.jl
- Users must load FastLapackInterface.jl before using include_fastlapack=true
- Updated documentation with usage examples
* Update Project.toml
* Add FastLapackInterface as dependency to LinearSolveAutotune
- FastLapackInterface is now a direct dependency of LinearSolveAutotune
- Simplified the algorithm detection logic since it's always available
- Updated documentation to reflect that users don't need to load it separately
- The include_fastlapack parameter still defaults to false for backward compatibility
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Co-authored-by: ChrisRackauckas <[email protected]>
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