Bohrium.rb - The Ruby front end

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

  • Mads Ohm Larsen
  • Brian Vinter

The acceptance of Ruby in the scientific community lags a bit behind, partly because it is missing a good library for linear algebra and vector programming. It has a matrix class in its standard library, but its execution tends to be rather slow. Only a couple of actual scientific computing libraries like NumPy for Python exist for Ruby. In this paper we introduce a new library called Bohrium.rb. Bohrium.rb acts as a front end for the Bohrium framework, which generates and runs JIT-compiled OpenMP/OpenCL kernels. It currently supports Python/NumPy and C++, however as it is built of processes communicating hierarchically to each other, we can replace the front ends with new ones. This new Ruby front end is described with examples and is then compared to the standard library and an already established Ruby library Numo/Narray, where Bohrium.rb seems to be faster for still larger matrix calculations. This is also the trend we have seen in similar areas with Bohrium, being faster once its overhead has been amortized.

Original languageEnglish
Title of host publicationCommunicating Process Architectures 2017 and 2018, WoTUG-39 and WoTUG-40 - Proceedings of CPA 2017 (WoTUG-39) and Proceedings of CPA 2018 (WoTUG-40)
EditorsJan Baekgaard Pedersen, Kevin Chalmers, Jan F. Broenink, Brian Vinter, Kevin Vella, Peter H. Welch, Marc L. Smith, Kenneth Skovhede
Number of pages12
PublisherIMIA and IOS Press
Publication date2019
Pages335-346
ISBN (Electronic)9781614999485
DOIs
Publication statusPublished - 2019
Event39th WoTUG Conference on Communicating Process Architectures, CPA 2017 and 40th WoTUG Conference on Communicating Process Architectures, CPA 2018 - Dresden, Germany
Duration: 19 Aug 201822 Aug 2018

Conference

Conference39th WoTUG Conference on Communicating Process Architectures, CPA 2017 and 40th WoTUG Conference on Communicating Process Architectures, CPA 2018
LandGermany
ByDresden
Periode19/08/201822/08/2018
SeriesConcurrent Systems Engineering Series
Volume70
ISSN1383-7575

    Research areas

  • Bohrium, JIT-compile, OpenCL, OpenMP, Parallel computing, Ruby

ID: 241090488