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KrylovPreconditioners.jl\n\n| **Documentation** | **CI** | **Coverage** | **Downloads** |\n|:-----------------:|:------:|:------------:|:-------------:|\n| [![docs-stable][docs-stable-img]][docs-stable-url] [![docs-dev][docs-dev-img]][docs-dev-url] | [![build-gh][build-gh-img]][build-gh-url] [![build-cirrus][build-cirrus-img]][build-cirrus-url] | [![codecov][codecov-img]][codecov-url] | [![downloads][downloads-img]][downloads-url] |\n\n[docs-stable-img]: https://img.shields.io/badge/docs-stable-blue.svg\n[docs-stable-url]: https://JuliaSmoothOptimizers.github.io/KrylovPreconditioners.jl/stable\n[docs-dev-img]: https://img.shields.io/badge/docs-dev-purple.svg\n[docs-dev-url]: https://JuliaSmoothOptimizers.github.io/KrylovPreconditioners.jl/dev\n[build-gh-img]: https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl/workflows/CI/badge.svg\n[build-gh-url]: https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl/actions\n[build-cirrus-img]: https://img.shields.io/cirrus/github/JuliaSmoothOptimizers/KrylovPreconditioners.jl?logo=Cirrus%20CI\n[build-cirrus-url]: https://cirrus-ci.com/github/JuliaSmoothOptimizers/KrylovPreconditioners.jl\n[codecov-img]: https://codecov.io/gh/JuliaSmoothOptimizers/KrylovPreconditioners.jl/branch/main/graph/badge.svg\n[codecov-url]: https://app.codecov.io/gh/JuliaSmoothOptimizers/KrylovPreconditioners.jl\n[downloads-img]: https://img.shields.io/badge/dynamic/json?url=http%3A%2F%2Fjuliapkgstats.com%2Fapi%2Fv1%2Fmonthly_downloads%2FKrylovPreconditioners\u0026query=total_requests\u0026suffix=%2Fmonth\u0026label=Downloads\n[downloads-url]: https://juliapkgstats.com/pkg/KrylovPreconditioners\n\n## How to Cite\n\nIf you use KrylovPreconditioners.jl in your work, please cite it using the format provided in [`CITATION.cff`](https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl/blob/main/CITATION.cff).\n\n## How to Install\n\nTo get started with `KrylovPreconditioners.jl`, you can install it using Julia's package manager:\n\n```julia\njulia\u003e ]\npkg\u003e add KrylovPreconditioners\n```\n\nTo use the package alongside `Krylov.jl`, simply import both packages:\n\n```julia\nusing Krylov, KrylovPreconditioners\n```\n\n## Content\n\nTo enhance the performance of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl), especially on GPUs, we recommend `KrylovPreconditioners.jl`.\nThis package provides a variety of preconditioning strategies that significantly improve convergence rates for Krylov solvers, making them more efficient for large-scale problems.\nIt also contains operators that improve the efficiency of sparse matrix-dense vector products and sparse triangular solves on different GPUs, ensuring better performance on modern hardware.\n\n[KrylovPreconditioners.jl](https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl) is the best sidekick of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl). └(^o^ )Ｘ( ^o^)┘\n\n\n### Acknowledgement\n\nThis repository includes code originally from the repository [IncompleteLU.jl](https://github.com/haampie/IncompleteLU.jl), authored by [Harmen Stoppels](https://github.com/haampie).\nThe original code was adapted for use in this repository.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjuliasmoothoptimizers%2Fkrylovpreconditioners.jl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjuliasmoothoptimizers%2Fkrylovpreconditioners.jl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjuliasmoothoptimizers%2Fkrylovpreconditioners.jl/lists"}