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【转】图数据计算等各种算法开源库
阅读量:5089 次
发布时间:2019-06-13

本文共 9247 字,大约阅读时间需要 30 分钟。

原文转自:http://blog.sina.com.cn/s/blog_4c1ad1f701019tgc.html

General Mathematical Libraries:

 
 
 
 
 - Common Component Architecture Forum

 

Linear Algebra

  • Interface Definition Language for scientific problems
  • Improved Lapack used in GAUSSIAN
  •  Good Linear algebra C++ library  with interface to LAPACK and more - not complete enough?
  • Univeristy of Florida Library
  • High-Performance Preconditioners
  • , a C++ template library for solving large-scale standard and generalized eigenvalue problems. Looks good but not developed any more?
  • , a matrix package for the Python programming language.
  • , Equation  Solver Interface
  • , an elementary linear algebra package for Java.
  • , the Matrix Template Library. Dense and sparse matrices and vectors; banded, symmetric, triangular matrices; basic algorithms. C++.
  • , BLAS in C++ with expression templates.
  • , a C++ library for "tiny" vectors and matrices with expression templates.
  • , generic C++ template library for sparse, dense and skyline matrices, with solvers from ITL.
  • , a C++ matrix library with expression templates, which eliminates the overhead of overloaded operators.
  • , the Scientific Library project. Will provide matrices, random numbers, complex, quaternions, plotting, and FFTs. C++.
  • , linear and polynomial algebra. Vectors, matrices, polynomials.
  • : E. Robert Tisdale's proposal for a standard C++ Scalar, Vector, Matrix and Tensor Class Library (with implementation). Note: this is a proposal, not an official standard.
  •  [ftp only], the GNU Scientific Software Library. Linear algebra and arrays. C++.
  •  (Linear Algebra PACKage in C++), solves systems of linear equations and eigenvalue problems on high performance computer architectures.
  •  A C++ template library for numerical iterative methods.
  •  Numerical Matrix/Vector Classes in C++
  •  A library for sparse matrix computations, including the Sparse BLAS (Basic Linear Algebra Subprograms). C++.
  • , an object-oriented framework for solving sparse linear systems of equations. C++.
  • The  (TNT) for linear algebra is a successor to the , , , and  packages. Its goal is to integrate these ideas into a generic algorithmic library, supporting generic user-defined data types, and increasing its functionality. C++.
  • , basic linear algebra and optimization classes. C++.
  •  (Matrix, vector, and graphics classes)
  • Newmat, a C++ matrix library (, )
  •  includes matrix classes, random number generators for the High Energy Physics (HEP) community. C++.
  • , Block Preconditioning Toolkit for iterative solution of linear systems. Callable from C++, C, or FORTRAN.

Differential Equations

  • , object-oriented software for partial differential equations (programmed in C) - Seemed to be well supported, parlellized etc
  • , finite element environment in C++.
  • , a C++ library for solving partial differential equations on semi-unstructured grids. Parallel.
  • , a C++ library for finite elements. 1-3 dimensions with hp-adaptivity, continuous or discontinuous, variety of matrix formats.
  • , multibody dynamics analysis in C++. Built-in parallelization via MPI/Metis.
  • , a C++ finite element library, generic, arbitrary dimensions.
  • , a C++ library for finite volume computations on unstructured grids.
  • , a C++ library for adaptive finite elements and error estimation. Supports SMPs.
  • ODE++, a class library for ordinary differential equations. Explicit and linear-implicit ODE systems, IVP and BVP parameters, various solvers (Runge-Kutta, multistep, BDF). [] []
  • , partial differential equations in C++. ($)
  •  Classes for Ordinary Differential Equations. Provides vectors and matrices, extrapolation integrator for ODEs, sparse matrix classes, eigenvalues, shooting for two point BVPs, nonlinear solver, continuation
  •  (), a class library supporting adaptive mesh refinement (AMR) schemes for computational fluid dynamics.
  • , a C++ class library for solving PDEs in complicated domains. Includes adaptive mesh refinement and overlapping grids.
  • FEMLIB (, ) A Finite Element package [ftp only] by Michael Tiller, no longer supported)

Graph Theory

  • , a general purpose, generic C++ library for graph data structures and graph algorithms.
  • , the Graph Template Library (C++).
  • , a C++ library for graph theory and combinatorial computing.
  • Graph isomorphism library
  •  - Graph Partioning Sparse Matrix reodering library - Many libraries use it - probably good
  •  Graph matching library - use in HARLEM

RANDOM Number generators

Finite-Element analysis

  • Large package for finite element analysis

Arrays and Images

  •  framework for scientific computing on sequential and parallel computers. Provides parallel arrays; fields, meshes, particles to come in version 2.1 (June 1999). C++.
  • The  class library: Array and Vector classes which rival Fortran's performance. C++.
  • The  Library: Serial and Parallel Array Classes. C++. [BROKEN: AUTHOR CONTACTED]
  •  (Astronomical Information Processing System). C++.
  • , an expression templates library -- add expression templates to your own array class.
  • , Numerical extensions to Python.
  • , generic computer vision/image processing library.
  •  A C++ image processing library
  • , Large Image Manipulation Program
  •  [ftp only], approximation of the valarray class described in Ch. 26 of the ANSI/ISO C++ Standard. Uses expression templates for efficient evaluation.
  • , a DARPA project. C++.
  • , a wavelet transform library in C++.

Neural Networks, genetic algorithms, machine learning, data mining

  • , a neural-network simulation system written in C++
  • , C++ classes for building Neural Networks
  • , a C++ library for genetic algorithms
  •  data mining library (Java, C++, C#)
  • , Machine learning algorithms and data mining.

Calculations on JAVA

Plotting programs and libraries

High-Energy Physics and Quantum Chemistry

  • , quantum chemistry software in C++, supporting MNDO, AM1 and PM3 models.
  • , C++ class library for tensors.
  • , Clifford algebra template library.
  •  has made available C++ libraries related to particle accelerator design.

Multiprecision, arbitrary precision data types

  • , arbitrary length integers, vectors/matrices/polynomials over integers and over finite fields.
  • , version of double which has the same number of mantissa bits as IEEE 754, but extends the exponent to have range from 10^-646456993 to 10^646456992.
  • , an extensive number library. Arbitrary precision integer, float, rational, polynomials, complex, modular integers, transcendental functions, assembly language kernels for some CPUs.
  • , a multiple precision floating point computation package in C++.
  • , A library for computational number theory. Provides a collection of highly optimized implementations of various multiprecision data types and time-intensive algorithms.
  • , a C++ High Performance Arbitrary Precision Arithmetic Package
  • , An arbitrary precision package, optimized for very large (> 1000) (decimal) digit numbers.
  • , a C++ class which helps convert floating-point arithmetic to fixed-point arithmetic by recommending range and precision requirements.
  • , a quad-precision (approximately 30 decimal place) floating point arithmetic class.

Automatic differentiation and interval arithmetic

  • , a C++ package for automatic differentiation using any arithmetic (double or interval) by operator overloading.
  • PROFIL/BIAS [] [], a C++ interval arithmetic class library.

Visualization

  • The , an extensive, free C++ library for scientific visualization.
  • , a Java library for interactive and collaborative visualization and analysis of numerical data
  • . Includes contour plots, animation.
  • , a 2D data plotter in Java

Language interoperability/scripting

  • , a utility for interfacing C++ and Fortran 77 programs.
  • Paul Dubois's 
  • , generates Perl, Python, Tcl, Java, Eiffel and Guile wrappers for C++ libraries.
  •  (Scripting Interface Languages for Object-Oriented Numerics), toolkits and run-time support for building scripting interfaces to existing numerical codes in C, C++, and Fortran. Generates script bindings for Perl, Tcl, and Python.
  • , a tool which generates C++ wrapper code for matrix-oriented scripting languages such as Matlab 5, Octave, and tela.

Fourie Transform and others

  • , a C++ wrapper for FFTPACK complex routines using LAPACK++ Matrix and Vector classes.
  • The  library of transforms. FFTs, Hartley, Number theoretic, Walsh, others coded in C++.

Optimization

  • , an object-oriented optimization library
  • , a C++ optimization library from Tech-X. (commercial)
  • , optimization library for combinatorial problems with fuzzy constraints (C++)
  •  implementation in Java for nonlinear least squares problems.

Miscellaneous

  • , GNU Object-Oriented Statistics Environment (C++).
  • , a dialect of the Java language designed to have true support for the IEEE 754 floating point standard.
  • , a library for manipulating SDTS datasets (geographical information systems)
  • , C++ library for generating streams of random numbers.
  •  library in C++
  •  (message passing library for parallel computers)
  • , Communication networks simulation/analysis library (C++).
  • , Object Oriented MicroMagnetic computing Framework at ITL/NIST
  • , a utility for interfacing C++ and Fortran 77 programs.
  •  Extended Function Library for Object-Pascal. Generalized arithmetics, equation solvers, more.

Tools

    •  (Tuning and Analysis Utilities), explicit instrumentation of C++ libraries for profiling and tracing. For both serial and parallel codes.

转载于:https://www.cnblogs.com/mlv5/p/3724436.html

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