HPCVIEW: A Tool for Top-down Analysis of Node Performance
The Journal of Supercomputing
Automatically characterizing large scale program behavior
Proceedings of the 10th international conference on Architectural support for programming languages and operating systems
What Is the Nearest Neighbor in High Dimensional Spaces?
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Experiments with Random Projection
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
Scalable analysis techniques for microprocessor performance counter metrics
Proceedings of the 2002 ACM/IEEE conference on Supercomputing
Prophesy: an infrastructure for performance analysis and modeling of parallel and grid applications
ACM SIGMETRICS Performance Evaluation Review
An Algebra for Cross-Experiment Performance Analysis
ICPP '04 Proceedings of the 2004 International Conference on Parallel Processing
GYRO: A 5-D Gyrokinetic-Maxwell Solver
Proceedings of the 2004 ACM/IEEE conference on Supercomputing
Design and Implementation of a Parallel Performance Data Management Framework
ICPP '05 Proceedings of the 2005 International Conference on Parallel Processing
The Tau Parallel Performance System
International Journal of High Performance Computing Applications
Constructing a performance database for large-scale quantum chemistry packages
Proceedings of the 2008 Spring simulation multiconference
Knowledge support and automation for performance analysis with PerfExplorer 2.0
Scientific Programming - Large-Scale Programming Tools and Environments
Observing Performance Dynamics Using Parallel Profile Snapshots
Euro-Par '08 Proceedings of the 14th international Euro-Par conference on Parallel Processing
A component infrastructure for performance and power modeling of parallel scientific applications
Proceedings of the 2008 compFrame/HPC-GECO workshop on Component based high performance
Data mining for simulation algorithm selection
Proceedings of the 2nd International Conference on Simulation Tools and Techniques
OptiScope: Performance Accountability for Optimizing Compilers
Proceedings of the 7th annual IEEE/ACM International Symposium on Code Generation and Optimization
Supporting nested OpenMP parallelism in the TAU performance system
International Journal of Parallel Programming
Space-efficient time-series call-path profiling of parallel applications
Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis
An automated component-based performance experiment environment
Proceedings of the 2009 Workshop on Component-Based High Performance Computing
Workload characterization using the TAU performance system
PARA'06 Proceedings of the 8th international conference on Applied parallel computing: state of the art in scientific computing
Clustering performance data efficiently at massive scales
Proceedings of the 24th ACM International Conference on Supercomputing
Supporting nested OpenMP parallelism in the TAU performance system
IWOMP'05/IWOMP'06 Proceedings of the 2005 and 2006 international conference on OpenMP shared memory parallel programming
Automated tracing of I/O stack
EuroMPI'10 Proceedings of the 17th European MPI users' group meeting conference on Recent advances in the message passing interface
Automatic performance debugging of SPMD-style parallel programs
Journal of Parallel and Distributed Computing
Capacity metric for chip heterogeneous multiprocessors
CODES+ISSS '11 Proceedings of the seventh IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis
A balanced approach to application performance tuning
LCPC'09 Proceedings of the 22nd international conference on Languages and Compilers for Parallel Computing
Mining opportunities for code improvement in a just-in-time compiler
CC'10/ETAPS'10 Proceedings of the 19th joint European conference on Theory and Practice of Software, international conference on Compiler Construction
Novel views of performance data to analyze large-scale adaptive applications
SC '12 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Automatic detection of performance deviations in the load testing of large scale systems
Proceedings of the 2013 International Conference on Software Engineering
On the usefulness of object tracking techniques in performance analysis
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Tools for machine-learning-based empirical autotuning and specialization
International Journal of High Performance Computing Applications
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Parallel applications running on high-end computer systems manifest a complexity of performance phenomena. Tools to observe parallel performance attempt to capture these phenomena in measurement datasets rich with information relating multiple performance metrics to execution dynamics and parameters specific to the application-system experiment. However, the potential size of datasets and the need to assimilate results from multiple experiments makes it a daunting challenge to not only process the information, but discover and understand performance insights. In this paper, we present PerfExplorer, a framework for parallel performance data mining and knowledge discovery. The framework architecture enables the development and integration of data mining operations that will be applied to large-scale parallel performance profiles. PerfExplorer operates as a client-server system and is built on a robust parallel performance database (PerfDMF) to access the parallel profiles and save its analysis results. Examples are given demonstrating these techniques for performance analysis of ASCI applications.