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MatrixAlgebraKit.jl

A Julia interface for matrix algebra, with a focus on performance, flexibility and extensibility.

Installation

MatrixAlgebraKit.jl is part of the general registry, and can be installed through the package manager:

pkg> add MatrixAlgebraKit

Key features

The main goals of this package are:

  • Definition of a common interface that is sufficiently expressive to allow easy adoption and extension.
  • Ability to pass pre-allocated output arrays where the result of a computation is stored.
  • Ability to easily switch between different backends and algorithms for the same operation.
  • First class availability of pullback rules that can be used in combination with different AD ecosystems.

User Interface

On the user-facing side of this package, we provide various implementations and interfaces for different matrix algebra operations. These operations typically follow some common skeleton, and here we go into a little more detail to what behavior can be expected.

Pages = ["user_interface/compositions.md", "user_interface/decompositions.md",
         "user_interface/algorithms.md",
         "user_interface/truncations.md", "user_interface/properties.md",
         "user_interface/matrix_functions.md"]
Depth = 2