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The Chunks and Tasks Matrix Library 2.0
- Publication Year :
- 2020
-
Abstract
- We present a C++ header-only parallel sparse matrix library, based on sparse quadtree representation of matrices using the Chunks and Tasks programming model. The library implements a number of sparse matrix algorithms for distributed memory parallelization that are able to dynamically exploit data locality to avoid movement of data. This is demonstrated for the example of block-sparse matrix-matrix multiplication applied to three sequences of matrices with different nonzero structure, using the CHT-MPI 2.0 runtime library implementation of the Chunks and Tasks model. The runtime library succeeds to dynamically load balance the calculation regardless of the sparsity structure.
Details
- Database :
- arXiv
- Publication Type :
- Report
- Accession number :
- edsarx.2011.11762
- Document Type :
- Working Paper