https://github.com/JuliaLinearAlgebra/BLIS.jl

This repo plans to provide a low-level Julia wrapper for BLIS typed interface.
https://github.com/JuliaLinearAlgebra/BLIS.jl

blis julia matrix-multiplications wrapper

Last synced: 1 day ago
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This repo plans to provide a low-level Julia wrapper for BLIS typed interface.

• Host: GitHub
• URL: https://github.com/JuliaLinearAlgebra/BLIS.jl
• Owner: JuliaLinearAlgebra
• License: bsd-3-clause
• Created: 2020-09-23T21:30:53.000Z (about 4 years ago)
• Default Branch: master
• Last Pushed: 2023-04-20T05:54:42.000Z (over 1 year ago)
• Last Synced: 2024-09-20T11:07:06.998Z (about 2 months ago)
• Topics: blis, julia, matrix-multiplications, wrapper
• Language: Julia
• Homepage:
• Size: 1.52 MB
• Stars: 26
• Watchers: 4
• Forks: 4
• Open Issues: 8
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• awesome-gemm - BLIS.jl - level Julia wrapper for BLIS typed interface. (Tiny Examples)

README

        
BLIS.jl

=======

[![][docs-dev-img]][docs-dev-url] [![CI][github-img]][github-url] [![][codecov-img]][codecov-url]

[docs-dev-url]: https://JuliaLinearAlgebra.github.io/BLIS.jl/dev

[docs-dev-img]: https://img.shields.io/badge/docs-dev-blue.svg

[github-img]: https://github.com/JuliaLinearAlgebra/BLIS.jl/workflows/CI/badge.svg

[github-url]: https://github.com/JuliaLinearAlgebra/BLIS.jl/actions?query=workflow%3ACI

[codecov-img]: https://codecov.io/gh/JuliaLinearAlgebra/BLIS.jl/branch/master/graph/badge.svg

[codecov-url]: https://codecov.io/gh/JuliaLinearAlgebra/BLIS.jl

This repository provides:

- Wrapper for typed and object-based interface of [BLIS](https://github.com/flame/blis).

- Overwrite of `LinearAlgebra.BLAS` functions so that matrix

  multiplications can also be redirected to the BLIS backend.

- As BLIS itself is using actively templates and macros, 

  this package also aims to maximize usage of Julia's

  metaprogramming features.

## Performance



Above is a benchmark result obtained against generic-strided matrix multiplications. More performance results are available [here](docs/src/performance.md).

## Installation

```

]add BLIS.jl

```

## Usage

Basically by `using BLIS` one replaces `LinearAlgebra` with BLIS routines as its backends. This should allow direct computation (computation without copying) of generic strided matrices and mixed-datatype matrices. In addition to that BLIS' typed and object-based API are exposed as backends. See [documentation][docs-dev-url] for more details.

## Roadmaps

- Provide option to compile BLIS into Julia startup image.

- Incorporate [HPAC/Linnea](https://github.com/HPAC/linnea) in this

  or another repository.