A bridging model for parallel computation
Communications of the ACM
LogP: towards a realistic model of parallel computation
PPOPP '93 Proceedings of the fourth ACM SIGPLAN symposium on Principles and practice of parallel programming
Proceedings of the seventh annual ACM symposium on Parallel algorithms and architectures
Predictive performance and scalability modeling of a large-scale application
Proceedings of the 2001 ACM/IEEE conference on Supercomputing
POEMS: End-to-End Performance Design of Large Parallel Adaptive Computational Systems
IEEE Transactions on Software Engineering
A framework for performance modeling and prediction
Proceedings of the 2002 ACM/IEEE conference on Supercomputing
FOCS '99 Proceedings of the 40th Annual Symposium on Foundations of Computer Science
A Survey of Parallel Algorithms for Shared-Memory Machines
A Survey of Parallel Algorithms for Shared-Memory Machines
Performance without pain = productivity: data layout and collective communication in UPC
Proceedings of the 13th ACM SIGPLAN Symposium on Principles and practice of parallel programming
Roofline: an insightful visual performance model for multicore architectures
Communications of the ACM - A Direct Path to Dependable Software
A 32x32x32, spatially distributed 3D FFT in four microseconds on Anton
Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis
Auto-tuning 3-D FFT library for CUDA GPUs
Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis
Proceedings of the 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis
An Improved Magma Gemm For Fermi Graphics Processing Units
International Journal of High Performance Computing Applications
The International Exascale Software Project roadmap
International Journal of High Performance Computing Applications
ACM SIGMETRICS Performance Evaluation Review - Special issue on the 1st international workshop on performance modeling, benchmarking and simulation of high performance computing systems (PMBS 10)
The structural simulation toolkit
ACM SIGMETRICS Performance Evaluation Review - Special issue on the 1st international workshop on performance modeling, benchmarking and simulation of high performance computing systems (PMBS 10)
Keeneland: Bringing Heterogeneous GPU Computing to the Computational Science Community
Computing in Science and Engineering
Performance modeling for systematic performance tuning
State of the Practice Reports
On the communication complexity of 3D FFTs and its implications for Exascale
Proceedings of the 26th ACM international conference on Supercomputing
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We present a new approach to analytical performance modeling using Aspen, a domain specific langauge. Aspen (Abstract Scalable Performance Engineering Notation) fills an important gap in existing performance modeling techniques and is designed to enable rapid exploration of new algorithms and architectures. It includes a formal specification of an application's performance behavior and an abstract machine model. We provide an overview of Aspen's features and demonstrate how it can be used to express a performance model for a three dimensional Fast Fourier Transform. We then demonstrate the composability and modularity of Aspen by importing and reusing the FFT model in a molecular dynamics model. We have also created a number of tools that allow scientists to balance application and system factors quickly and accurately.