This paper explores the need for asynchronous iteration algorithms as smoothers in multigrid methods. The hardware target for the new algorithms is top-of-the-line, highly parallel hybrid architectures -- multicore-based systems enhanced with GPGPUs. These architectures are the most likely candidates for future high-end supercomputers. To pave the road for their efficient use, challenges related to the established notion that "data movement, not FLOPS, is the bottleneck to performance" must be resolved. Our work is in this direction -- we designed block-asynchronous multigrid smoothers that perform more flops in order to reduce synchronization, and hence data movement. We show that the extra flops are done for "free", while synchronization ...
It is well known that synchronization and communication delays are the major sources of performance ...
Abstract. Algebraic multigrid methods for large, sparse linear systems are a necessity in many compu...
We describe Asaga, an asynchronous parallel version of the incremental gradient algorithm Saga that ...
AbstractThis paper explores the need for asynchronous iteration algorithms as smoothers in multigrid...
Abstract This paper explores the need for asynchronous iteration algorithms as smoothers in multigri...
In this paper, we analyze the potential of asynchronous relaxation methods on Graphics Processing Un...
Efficient solution of partial differential equations require a match between the algorithm and the t...
Efficient solution of partial differential equations require a match between the algorithm and the t...
International audienceWe study the impact of asynchronism on parallel iterative algorithms in the pa...
Multigrid algorithms are widely used to solve large-scale sparse linear systems, which is essential ...
In hardware-aware high performance computing, block-asynchronous iteration and mixed precision itera...
International audienceWe study the impact of asynchronism on parallel iterative algorithms in the pa...
We describe heterogeneous multi-CPU and multi-GPU implementations of Jacobi's iterative method for t...
The Ruge-Stuben algebraic multigrid method (AMG) is an optimal-complexity black-box approach to solv...
The convergence rate of standard multigrid algorithms degenerates on problems with stretched grids o...
It is well known that synchronization and communication delays are the major sources of performance ...
Abstract. Algebraic multigrid methods for large, sparse linear systems are a necessity in many compu...
We describe Asaga, an asynchronous parallel version of the incremental gradient algorithm Saga that ...
AbstractThis paper explores the need for asynchronous iteration algorithms as smoothers in multigrid...
Abstract This paper explores the need for asynchronous iteration algorithms as smoothers in multigri...
In this paper, we analyze the potential of asynchronous relaxation methods on Graphics Processing Un...
Efficient solution of partial differential equations require a match between the algorithm and the t...
Efficient solution of partial differential equations require a match between the algorithm and the t...
International audienceWe study the impact of asynchronism on parallel iterative algorithms in the pa...
Multigrid algorithms are widely used to solve large-scale sparse linear systems, which is essential ...
In hardware-aware high performance computing, block-asynchronous iteration and mixed precision itera...
International audienceWe study the impact of asynchronism on parallel iterative algorithms in the pa...
We describe heterogeneous multi-CPU and multi-GPU implementations of Jacobi's iterative method for t...
The Ruge-Stuben algebraic multigrid method (AMG) is an optimal-complexity black-box approach to solv...
The convergence rate of standard multigrid algorithms degenerates on problems with stretched grids o...
It is well known that synchronization and communication delays are the major sources of performance ...
Abstract. Algebraic multigrid methods for large, sparse linear systems are a necessity in many compu...
We describe Asaga, an asynchronous parallel version of the incremental gradient algorithm Saga that ...