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Books > Science & Mathematics > Mathematics > Algebra
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Developing Linear Algebra Codes on Modern Processors - Emerging Research and Opportunities (Hardcover)
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Developing Linear Algebra Codes on Modern Processors - Emerging Research and Opportunities (Hardcover)
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Optimized linear algebra (LA) libraries that are able to exploit
the underlying hardware are always of interest in the
high-performance computing community. The implementation of LA
software has evolved along with computer architecture, while the
specification remains unaltered almost from the beginning. It is
important to differentiate between the specification of LA
libraries and their implementation. Because LA libraries pursue
high performance, the implementation for a given architecture needs
to be optimized for it specifically. However, the type of
operations included in the libraries, the input/output parameters,
and the data types to be handled are common to all of them. This is
why, while the specification remains constant, the implementation
evolves with the creation of new architectures. Developing Linear
Algebra Codes on Modern Processors: Emerging Research and
Opportunities presents the main characteristics of LA libraries,
showing the differences between the standards for sparse and dense
versions. It further explores relevant linear algebra problems and
shows, in a clear and understandable way, how to solve them using
different computer architectures. Covering topics such as
programming models, batched computing, and distributed memory
platforms, this premier reference source is an excellent resource
for programmers, computer scientists, engineers, students and
faculty of higher education, librarians, researchers, and
academicians.
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