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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
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