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https://github.com/xtensor-stack/xtensor-blas

BLAS extension to xtensor
https://github.com/xtensor-stack/xtensor-blas

blas c-plus-plus-14 lapack linear-algebra xtensor

Last synced: 1 day ago
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BLAS extension to xtensor

Host: GitHub
URL: https://github.com/xtensor-stack/xtensor-blas
Owner: xtensor-stack
License: bsd-3-clause
Created: 2017-03-31T08:48:41.000Z (almost 8 years ago)
Default Branch: master
Last Pushed: 2024-08-01T14:33:03.000Z (5 months ago)
Last Synced: 2024-12-22T15:06:32.352Z (8 days ago)
Topics: blas, c-plus-plus-14, lapack, linear-algebra, xtensor
Language: C++
Homepage:
Size: 4.21 MB
Stars: 159
Watchers: 15
Forks: 56
Open Issues: 56
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

awesome-list - xtensor-blas - BLAS extension to xtensor. (Linear Algebra / Statistics Toolkit / General Purpose Tensor Library)

README

        # ![xtensor](docs/source/xtensor-blas.svg)

[![GHA Linux](https://github.com/xtensor-stack/xtensor-blas/actions/workflows/linux.yml/badge.svg)](https://github.com/xtensor-stack/xtensor-blas/actions/workflows/linux.yml)

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[![Documentation](http://readthedocs.org/projects/xtensor-blas/badge/?version=latest)](https://xtensor-blas.readthedocs.io/en/latest/?badge=latest)

[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/xtensor-stack/xtensor/stable?filepath=notebooks%2Fxtensor.ipynb)

[![Join the Gitter Chat](https://badges.gitter.im/Join%20Chat.svg)](https://gitter.im/QuantStack/Lobby?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)

## Introduction

`xtensor-blas` is an extension to the xtensor library, offering bindings to BLAS and LAPACK libraries through cxxblas and cxxlapack from the [FLENS](https://github.com/michael-lehn/FLENS) project.

`xtensor-blas` currently provides non-broadcasting `dot`, `norm` (1- and 2-norm for vectors), `inverse`, `solve`,

`eig`, `cross`, `det`, `slogdet`, `matrix_rank`, `inv`, `cholesky`, `qr`, `svd` in the `xt::linalg` namespace (check the corresponding `xlinalg.hpp` header for the function signatures). The functions, and signatures, are trying to be 1-to-1 equivalent to NumPy.

Low-level functions to interface with BLAS or LAPACK with xtensor containers are also offered in the `blas` and `lapack` namespace.

`xtensor` and `xtensor-blas` require a modern C++ compiler supporting C++14. The following C++ compilers are supported:

 - On Windows platforms, Visual C++ 2015 Update 2, or more recent

 - On Unix platforms, gcc 4.9 or a recent version of Clang

## Installation

xtensor-blas is a header-only library. We provide a package for the mamba (or conda) package manager.

```

mamba install -c conda-forge xtensor-blas

```

which will also install the core `xtensor` package.

Or you can directly install it from the sources:

```

cmake -D CMAKE_INSTALL_PREFIX=your_install_prefix

make install

```

To build the tests or actually use `xtensor-blas`, you will need binaries for

 - `openblas`

 - `lapack`

which are also available on conda-forge.

## Trying it online

You can play with `xtensor` interactively in a Jupyter notebook right now! Just click on the binder link below:

[![Binder](binder-logo.svg)](https://mybinder.org/v2/gh/xtensor-stack/xtensor/stable?filepath=notebooks%2Fxtensor.ipynb)

The C++ support in Jupyter is powered by the [xeus-cling](https://github.com/xtensor-stack/xeus-cling) C++ kernel. Together with xeus-cling, xtensor enables a similar workflow to that of NumPy with the IPython Jupyter kernel.

## Documentation

For more information on using `xtensor`, check out the reference documentation

http://xtensor-blas.readthedocs.io/

## Dependency on `xtensor`

`xtensor-blas` depends on the `xtensor` package

| `xtensor-blas`  | `xtensor` |

|-----------------|-----------|

| master          |  ^0.25.0  |

| 0.21.0          |  ^0.25.0  |

| 0.20.0          |  ^0.24.0  |

| 0.19.2          |  ^0.23.3  |

| 0.19.1          |  ^0.23.3  |

| 0.19.0          |  ^0.23.0  |

| 0.18.0          |  ^0.22.0  |

| 0.17.2          |  ^0.21.4  |

| 0.17.1          |  ^0.21.2  |

| 0.17.0          |  ^0.21.1  |

| 0.16.1          |  ^0.20.4  |

| 0.16.0          |  ^0.20.0  |

## License

We use a shared copyright model that enables all contributors to maintain the

copyright on their contributions.

This software is licensed under the BSD-3-Clause license. See the [LICENSE](LICENSE) file for details.