General Linear Algebra Kernels/Solvers

Welcome to the GPU Linear Algebra Community!

This community focuses on the development, usage, and performance of GPU-accelerated linear algebra.  Linear algebra has been a hot topic of research and development, as the solvers are both interesting and challenging to develop while also being useful in a broad range of applications.

My entry to this topic was in 2005, starting with electromagnetics solvers; specifically LU decomposition and GMRES for the solution of Method of Moments problems.  From there, our group has expanded into general linear algebra as well as into computational fluid dynamics and image processing applications.

Here, as a community, we can discuss the latest research in the field, applications of linear algebra techniques, and methods of mapping these to the GPU for the best possible performance.  We will focus on all levels, from the simplest kernels (matrix-vector products, dot products, BLAS calls) to higher complexity methods (LU, QR, eigenvalues) in both dense and sparse formats.

John Humphrey, EM Photonics

Featured Stories and Papers

Latest Stories and Papers

Title New Replies Last postsort icon
A Study on Mixed Precision Techniques for a GPU-based SIP Solver (IEEE) New 0 new 04-19-2013
Adapting Sparse Triangular Solution to GPUs (IEEE) New 0 new 03-22-2013
MPIE/MoM Acceleration With a General-Purpose Graphics Processing Unit (IEEE) New 0 new 02-26-2013
Accelerating Volkov's Hybrid Implementation of Cholesky Factorization on a Fermi GPU (IEEE) New 0 new 01-29-2013
Fast Sparse Matrix-Vector Multiplication on Graphics Processing Unit for Finite Element Analysis (IEEE) New 0 new 01-03-2013
Exploiting Concurrent GPU Operations for Efficient Work Stealing on Multi-GPUs New 0 new 01-03-2013
Participation of foreign institutions in the Project New 0 new 11-08-2012
CUDA 5 - Production Release Now Available - Many New Enabling Technologies New 0 new 10-15-2012
A fast triangular solve on GPUs New 0 new 07-23-2012
Co-Design Tradeoffs for High-Performance, Low-Power Linear Algebra Architectures (IEEE) New 0 new 06-12-2012
Parallel Direct Methods for Solving the System of Linear Equations with Pipelining on a Multicore Using OpenMP (ACM) New 0 new 04-10-2012
A Parallel Algebraic Multigrid Solver on Graphics Processing Units (ACM) New 0 new 04-09-2012
Parallel Spatial Hashing for Collision Detection of Deformable Surfaces (ACM) New 0 new 04-09-2012
Constraint-based LN Curves (ACM) New 0 new 04-09-2012
Sparse Systems Solving on GPUs with GMRES (ACM) New 0 new 04-09-2012
Accelerating Sparse Matrix Vector Multiplication in Iterative Methods Using GPU (ACM) New 0 new 04-09-2012

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