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PLASMA and MAGMA software libraries for numerical linear algebra

Po, 10.09.2018 9:30 - Út, 11.09.2018 15:30
Uzávěrka registrace: 
Po, 03.09.2018 23:45
VŠB - Technical University Ostrava, IT4Innovations building, room 207
Piotr Luszczek (University of Tennessee, USA), Jakub Šístek (The University of Manchester, UK; Institute of Mathematics of the CAS, Czech Republic)
all levels


PLASMA (Parallel Linear Algebra Software for Multicore Architectures) and MAGMA (Matrix Algebra on GPU and Multicore Architectures) are
software libraries for numerical linear algebra, focusing mainly on dense matrices. The libraries offer functions for solving systems of linear equations with symmetric positive definite as well as general square matrices. Also included are linear least squares solvers, eigenvalue computations, and singular value decomposition.

The main purpose of PLASMA is to address the shortcomings of the widely used LAPACK when running on multicore processors, multi-socket systems of multicore processors, and manycore processors with shared memory. On the other hand, MAGMA aims at utilizing off-load oriented accelerators, especially GPUs. The libraries support both real and complex arithmetic in single and double floating-point precision.

The first day of the tutorial will focus on the PLASMA library. We will explain the concepts of tile data layout and tile algorithms, and the
connection to task-based programming in the recent OpenMP standard. The basics of asynchronous execution driven by a directed acyclic graph (DAG) of computational tasks will be also explained.

The second day of the tutorial will be devoted to the MAGMA library, its functional scope as it differs from either LAPACK or PLASMA. Some basic concepts of GPU hardware, interaction, and execution will also be covered. This will provide information on conceptual and design differences between CPUs and GPUs and their memory storage hierarchy in the context of numerical linear algebra routines.

Purpose of the course (benefits for the attendees)

Participants will become familiar with PLASMA and MAGMA software libraries for numerical linear algebra. They will understand their design and concepts as well as practical usage of these libraries.

About the tutors

Piotr Luszczek started his research in sparse direct and iterative methods for linear systems of equations with optimized computational kernels. Subsequently, he worked on out-of-core linear solvers, self-adaptation and autotuning software. He co-designed parallel programming languages in industrial and governmental lab positions. He publishes conferences and journal articles as well as books chapters and patents. The major themes of his research work are performance modeling and evaluation in the context of tuning of parallelizing compilers as well as energy-conscious aspects of heterogeneous and embedded computing. Throughout his professional career, Piotr Luszczek is the principal developer of established industry benchmarks: HPL, HPCC, and HPCG.

Jakub Šístek is a researcher at the School of Mathematics of the University of Manchester and at the Institute of Mathematics of the Czech Academy of Sciences. His research interests involve various aspects of mathematics for high performance scientific computing. In particular, scalable domain decomposition methods for solving algebraic systems in simulations by the finite element method, their parallel implementation, and applications to problems of structural mechanics and computational fluid dynamics. He is the main developer of the open-source BDDCML library for multilevel domain decomposition solvers and of the VALIB library for vortex identification. He has also contributed to the PLASMA software library for numerical linear algebra with dense matrices.

Preliminary agenda

Day 1



Overview of HPC hardware for linear algebra


lunch break


Basics of PLASMA


coffee break


Advanced topics in PLASMA


coffee break

17:00-18:00Q&A and Hands-on session with PLASMA 


Day 2

Basics of MAGMA


coffee break


Advanced topics in MAGMA


lunch break


Q&A and Hands-on session with MAGMA


Participants need to have their own notebook configured for access to Anselm and/or Salomon. Training accounts will be provided during the on-spot registration.


Obligatory registration - registration form here; for the deadline see above, or exhausted course capacity.

Capacity and Fees

30 participants. The event is provided free of charge.


  • See the links below for how to get to the campus of  VŠB - Technical University Ostrava and to the IT4Innovations building.
  • Documentation for IT4Innovations' computer systems is available at https://docs.it4i.cz/.