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Solving Common Problems with GPU: A Case Study with Sparse Matrices 17 Mar 2011 ARTS Talk

Solving Common Problems with GPU: A Case Study with Sparse Matrices 17 Mar 2011 ARTS Talk

Solving Common Problems with GPU: A Case Study with Sparse Matrices 17 Mar 2011 ARTS Talk. Sean Baxter (324). GPU Architecture. Why GPU? Scan Idiomatic GPU Programming Sparse Matrix Optimization. Why GPU?. Why GPU?. Consider advance of CMOS process technology. CMOS Process Tech.

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943 views • 78 slides
Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors

Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors

Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors. Nathan Bell and Michael Garland. Overview. GPUs deliver high SpMV performance 10+ GFLOP/s on unstructured matrices 140+ GByte/s memory bandwidth No one-size-fits-all approach Match method to matrix structure

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486 views • 28 slides
Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors

Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors

Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors. Nathan Bell and Michael Garland. Overview. GPUs deliver high SpMV performance 10+ GFLOP/s on unstructured matrices 140+ GByte/s memory bandwidth No one-size-fits-all approach Match method to matrix structure

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293 views • 28 slides
Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors

Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors

Sparse Matrix-Vector Multiplication on Throughput-Oriented Processors. Nathan Bell and Michael Garland. Overview. GPUs deliver high SpMV performance 10+ GFLOP/s on unstructured matrices 140+ GByte/s memory bandwidth No one-size-fits-all approach Match method to matrix structure

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305 views • 28 slides
GPU Performance Optimisation

GPU Performance Optimisation

GPU Performance Optimisation. Alan Gray EPCC The University of Edinburgh. Hardware. NVIDIA accelerated system:. Memory. Memory. GPU performance inhibitors. Copying data to/from device Device under- utilisation / GPU memory latency GPU memory bandwidth Code branching

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358 views • 18 slides

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