https://github.com/axect/scientific_bench

Benchmark some scientific computations for various languages & libraries
https://github.com/axect/scientific_bench

benchmark cpp eigen3 julia languages nim numpy python rust scientific-computing

Last synced: about 1 month ago
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Benchmark some scientific computations for various languages & libraries

• Host: GitHub
• URL: https://github.com/axect/scientific_bench
• Owner: Axect
• Created: 2020-09-01T09:39:47.000Z (about 4 years ago)
• Default Branch: master
• Last Pushed: 2024-02-01T02:27:31.000Z (10 months ago)
• Last Synced: 2024-02-01T07:06:21.767Z (10 months ago)
• Topics: benchmark, cpp, eigen3, julia, languages, nim, numpy, python, rust, scientific-computing
• Language: Rust
• Homepage:
• Size: 6.51 MB
• Stars: 4
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Scientific Benchmark

## Languages & Libraries

### Rust

* [Peroxide](https://github.com/Axect/Peroxide)

### Python

* [Numpy](https://numpy.org/)

* [Scipy](https://www.scipy.org/)

### C++

* [Eigen3](http://eigen.tuxfamily.org/index.php?title=Main_Page)

### Julia

* Native julia

### Nim

* [Arraymancer](https://github.com/mratsim/Arraymancer)

### Candidates

* Rust    

    * [ndarray](https://github.com/rust-ndarray/ndarray)

    * [nalgebra](https://nalgebra.org/)

* C++

    * [Armadillo](http://arma.sourceforge.net/)

## Benchmark tool & command

Library | Purpose | Command

:-----: | :-----: | :-----:

[Hyperfine](https://github.com/sharkdp/hyperfine) | Benchmark binaries (Nim, C++, Rust) | `hyperfine -w 3 --export-markdown bench.md ${BINARY_FILE}`

[Criterion](https://github.com/bheisler/criterion.rs) | Benchmark rust | `cargo bench`

[BenchmarkTools](https://github.com/JuliaCI/BenchmarkTools.jl) | For julia benchmark | `@benchmark`

[pytest-benchmark](https://github.com/ionelmc/pytest-benchmark) | For python benchmark | `pytest --benchmark-only ${SOURCE_FILE.py} --benchmark-save=bench`

## Computations

### Basic

* [Summation](./Basic/sum)

### Linear Algebra

* [Matrix Multiplication](./Linear_Algebra/matmul)

### IO

* [Database](./IO/db)

### Numerical Computations

### Machine Learning

### Physics