GithubHelp home page GithubHelp logo

victorminden / updating-multifrontal Goto Github PK

View Code? Open in Web Editor NEW
0.0 2.0 0.0 41 KB

An implementation of the method for updating skeletonization factorizations proposed in (Minden et al., 2016) applied to the multifrontal sparse direct algorithm.

CMake 2.12% C++ 97.88%

updating-multifrontal's Introduction

README

Joint work with Anil Damle, Ken Ho, and Lexing Ying.

Based on the updating technique described by [Minden et al.] (http://dx.doi.org/10.1137/15M1024500) for the hierarchical interpolative factorization, we implement a method for updating factorizations from the multifrontal method with nested dissection ordering for discretizations of elliptic PDEs in 2D or 3D.

On its own, this updating scheme applied to the multifrontal method should not attain greater than a constant factor speed-up compared to updating anew, but I have received requests that this implementation be made available. A corresponding description of the initial implementation is available in my class project write-up here.

This is primarily personal research code and therefore is provided as-is with minimal documentation. Further, as it is stepping-stone code on the way to more complicated methods, it is not necessarily the most efficient when applied specifically to the multifrontal case.

How do I get set up?

mkdir build

cd build

cmake ..

make

What are the tests?

Given a discretization of the Laplacian on a unit box (square/cube), the tests in updating-multifrontal/test_src/DE perform a multifrontal factorization first for the constant case and then update the resulting factorization to reflect a localized change in the coefficients.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.