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Scientific Computing
Several crates have populated the scientific computing space especially regarding matrix operations and linear algebra. But it’s still too early to know which crates will emerge as central to a robust scientific computing ecosystem.
Given the value of iterative analysis in scientific computing, it’s worth checking out Evcxr REPL. There is also a Jupyter backend for Rust.
Also, check out some of these resources:
- A gemmed rabbit hole - concerning matrix multiplication
- Linear Algebra in Rust - intro to the module that became rulinalg
nalgebra [ crate · repo · docs ]
Linear algebra library with transformations and statically-sized or dynamically-sized matrices.
emu_core [ crate · repo · docs ]
A low-level modular, extensible GPGPU compute library with cross-platform support
em [ crate · repo · docs ]
A macro for executing a subset of Rust with OpenCL
bio [ crate · repo · docs ]
A bioinformatics library for Rust. This library provides implementations of many algorithms and data structures that are useful for bioinformatics, but also in other fields.
cgmath [ crate · repo · docs ]
A linear algebra and mathematics library for computer graphics.
collenchyma [ crate · repo · docs ]
high-performance computation on any hardware
rustacuda [ crate · repo · docs ]
CUDA Driver API Wrapper
euclid [ crate · repo · docs ]
Geometry primitives
rulinalg [ crate · repo · docs ]
A linear algebra library.
scirust [ crate · repo · docs ]
A scientific computing library
statrs [ crate · repo · docs ]
Statistical computing library for Rust
sprs [ crate · repo · docs ]
A sparse matrix library
argmin [ crate · repo · docs ]
Mathematical optimization in pure Rust
ndarray-linalg [ crate · repo · docs ]
Linear algebra package for rust-ndarray using LAPACK
peroxide [ crate · repo · docs ]
Rust comprehensive scientific computation library contains linear algebra, numerical analysis, statistics and machine learning tools with farmiliar syntax
GSL [ crate · repo · docs ]
A rust binding for the GSL (the GNU scientific library)
ndarray-stats [ crate · repo · docs ]
Statistical routines for ArrayBase, the n-dimensional array data structure provided by ndarray.
coaster [ crate · repo · docs ]
high-performance computation on any hardware
matrixmultiply [ crate · repo · docs ]
General matrix multiplication for f32 and f64 matrices. Operates on matrices with general layout (they can use arbitrary row and column stride). Detects and uses AVX or SSE2 on x86 platforms transparently for higher performance. Uses a microkernel strategy, so that the implementation is easy to parallelize and optimize.
parenchyma [ crate · repo · docs ]
A high-performance computing (HPC) framework
lapack [ crate · repo · docs ]
The package provides wrappers for LAPACK (Fortran).
blas [ crate · repo · docs ]
The package provides wrappers for BLAS (Fortran).
linxal [ crate · repo · docs ]
Linear Algebra package with rust-ndarray interface
cublas [ crate · repo · docs ]
safe Rust wrapper for CUDA's cuBLAS
cuda [ crate · repo · docs ]
CUDA bindings.
numrs [ crate · repo · docs ]
A numerical computations library for Rust
mop [ crate · repo · docs ]
Flexible and modular single or multi-objective solver for contiguous and discrete problems
kmeans-colors [ crate · repo · docs ]
Simple k-means clustering to find dominant colors in images. Backed by a generic k-means implementation offered as a standalone library.
qcgpu [ crate · docs ]
Open Source, High Performance & Hardware Accelerated, Quantum Computer Simulation in Rust
blasoxide [ crate · repo · docs ]
BLAS implementation in rust
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