https://github.com/juliasmoothoptimizers/krylovpreconditioners.jl
The ultimate collection of preconditioners
https://github.com/juliasmoothoptimizers/krylovpreconditioners.jl
Last synced: about 1 year ago
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The ultimate collection of preconditioners
- Host: GitHub
- URL: https://github.com/juliasmoothoptimizers/krylovpreconditioners.jl
- Owner: JuliaSmoothOptimizers
- License: other
- Created: 2022-12-21T17:19:36.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2025-05-07T22:43:43.000Z (over 1 year ago)
- Last Synced: 2025-06-06T18:12:26.506Z (about 1 year ago)
- Language: Julia
- Size: 1.15 MB
- Stars: 17
- Watchers: 4
- Forks: 1
- Open Issues: 7
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
- Citation: CITATION.cff
Awesome Lists containing this project
README
# KrylovPreconditioners.jl
| **Documentation** | **CI** | **Coverage** | **Downloads** |
|:-----------------:|:------:|:------------:|:-------------:|
| [![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] |
[docs-stable-img]: https://img.shields.io/badge/docs-stable-blue.svg
[docs-stable-url]: https://JuliaSmoothOptimizers.github.io/KrylovPreconditioners.jl/stable
[docs-dev-img]: https://img.shields.io/badge/docs-dev-purple.svg
[docs-dev-url]: https://JuliaSmoothOptimizers.github.io/KrylovPreconditioners.jl/dev
[build-gh-img]: https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl/workflows/CI/badge.svg
[build-gh-url]: https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl/actions
[build-cirrus-img]: https://img.shields.io/cirrus/github/JuliaSmoothOptimizers/KrylovPreconditioners.jl?logo=Cirrus%20CI
[build-cirrus-url]: https://cirrus-ci.com/github/JuliaSmoothOptimizers/KrylovPreconditioners.jl
[codecov-img]: https://codecov.io/gh/JuliaSmoothOptimizers/KrylovPreconditioners.jl/branch/main/graph/badge.svg
[codecov-url]: https://app.codecov.io/gh/JuliaSmoothOptimizers/KrylovPreconditioners.jl
[downloads-img]: https://img.shields.io/badge/dynamic/json?url=http%3A%2F%2Fjuliapkgstats.com%2Fapi%2Fv1%2Fmonthly_downloads%2FKrylovPreconditioners&query=total_requests&suffix=%2Fmonth&label=Downloads
[downloads-url]: https://juliapkgstats.com/pkg/KrylovPreconditioners
## How to Cite
If 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).
## How to Install
To get started with `KrylovPreconditioners.jl`, you can install it using Julia's package manager:
```julia
julia> ]
pkg> add KrylovPreconditioners
```
To use the package alongside `Krylov.jl`, simply import both packages:
```julia
using Krylov, KrylovPreconditioners
```
## Content
To enhance the performance of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl), especially on GPUs, we recommend `KrylovPreconditioners.jl`.
This package provides a variety of preconditioning strategies that significantly improve convergence rates for Krylov solvers, making them more efficient for large-scale problems.
It 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.
[KrylovPreconditioners.jl](https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl) is the best sidekick of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl). └(^o^ )Ｘ( ^o^)┘
### Acknowledgement
This repository includes code originally from the repository [IncompleteLU.jl](https://github.com/haampie/IncompleteLU.jl), authored by [Harmen Stoppels](https://github.com/haampie).
The original code was adapted for use in this repository.