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Preparing sparse solvers for exascale computing.
Sparse solvers provide essential functionality for a wide variety of scientific applications. Highly parallel sparse solvers are essential for continuing advances in high-fidelity, multi-physics and multi-scale simulations, especially as we target exascale platforms. This paper describes the challenges, strategies and progress of the US Department of Energy Exascale Computing project towards providing sparse solvers for exascale computing platforms. We address the demands of systems with thousands of high-performance node devices where exposing concurrency, hiding latency and creating alternative algorithms become essential. The efforts described here are works in progress, highlighting current success and upcoming challenges. This article is part of a discussion meeting issue 'Numerical algorithms for high-performance computational science'
A synchronous program algebra: a basis for reasoning about shared-memory and event-based concurrency
This research started with an algebra for reasoning about rely/guarantee
concurrency for a shared memory model. The approach taken led to a more
abstract algebra of atomic steps, in which atomic steps synchronise (rather
than interleave) when composed in parallel. The algebra of rely/guarantee
concurrency then becomes an instantiation of the more abstract algebra. Many of
the core properties needed for rely/guarantee reasoning can be shown to hold in
the abstract algebra where their proofs are simpler and hence allow a higher
degree of automation. The algebra has been encoded in Isabelle/HOL to provide a
basis for tool support for program verification.
In rely/guarantee concurrency, programs are specified to guarantee certain
behaviours until assumptions about the behaviour of their environment are
violated. When assumptions are violated, program behaviour is unconstrained
(aborting), and guarantees need no longer hold. To support these guarantees a
second synchronous operator, weak conjunction, was introduced: both processes
in a weak conjunction must agree to take each atomic step, unless one aborts in
which case the whole aborts. In developing the laws for parallel and weak
conjunction we found many properties were shared by the operators and that the
proofs of many laws were essentially the same. This insight led to the idea of
generalising synchronisation to an abstract operator with only the axioms that
are shared by the parallel and weak conjunction operator, so that those two
operators can be viewed as instantiations of the abstract synchronisation
operator. The main differences between parallel and weak conjunction are how
they combine individual atomic steps; that is left open in the axioms for the
abstract operator.Comment: Extended version of a Formal Methods 2016 paper, "An algebra of
synchronous atomic steps
A synchronous program algebra: a basis for reasoning about shared-memory and event-based concurrency
This research started with an algebra for reasoning about rely/guarantee
concurrency for a shared memory model. The approach taken led to a more
abstract algebra of atomic steps, in which atomic steps synchronise (rather
than interleave) when composed in parallel. The algebra of rely/guarantee
concurrency then becomes an instantiation of the more abstract algebra. Many of
the core properties needed for rely/guarantee reasoning can be shown to hold in
the abstract algebra where their proofs are simpler and hence allow a higher
degree of automation. The algebra has been encoded in Isabelle/HOL to provide a
basis for tool support for program verification.
In rely/guarantee concurrency, programs are specified to guarantee certain
behaviours until assumptions about the behaviour of their environment are
violated. When assumptions are violated, program behaviour is unconstrained
(aborting), and guarantees need no longer hold. To support these guarantees a
second synchronous operator, weak conjunction, was introduced: both processes
in a weak conjunction must agree to take each atomic step, unless one aborts in
which case the whole aborts. In developing the laws for parallel and weak
conjunction we found many properties were shared by the operators and that the
proofs of many laws were essentially the same. This insight led to the idea of
generalising synchronisation to an abstract operator with only the axioms that
are shared by the parallel and weak conjunction operator, so that those two
operators can be viewed as instantiations of the abstract synchronisation
operator. The main differences between parallel and weak conjunction are how
they combine individual atomic steps; that is left open in the axioms for the
abstract operator.Comment: Extended version of a Formal Methods 2016 paper, "An algebra of
synchronous atomic steps
Better Answers to Real Questions
We consider existential problems over the reals. Extended quantifier
elimination generalizes the concept of regular quantifier elimination by
providing in addition answers, which are descriptions of possible assignments
for the quantified variables. Implementations of extended quantifier
elimination via virtual substitution have been successfully applied to various
problems in science and engineering. So far, the answers produced by these
implementations included infinitesimal and infinite numbers, which are hard to
interpret in practice. We introduce here a post-processing procedure to
convert, for fixed parameters, all answers into standard real numbers. The
relevance of our procedure is demonstrated by application of our implementation
to various examples from the literature, where it significantly improves the
quality of the results
Abstract State Machines 1988-1998: Commented ASM Bibliography
An annotated bibliography of papers which deal with or use Abstract State
Machines (ASMs), as of January 1998.Comment: Also maintained as a BibTeX file at http://www.eecs.umich.edu/gasm
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