The visual display of quantitative information
The visual display of quantitative information
Envisioning information
Analyzing parallel program executions using multiple views
Journal of Parallel and Distributed Computing - Special issue: software tools for parallel programming and visualization
Visualizing the performance of SPMD and data-parallel programs
Journal of Parallel and Distributed Computing - Special issue on tools and methods for visualization of parallel systems and computations
Categories and context in scalable execution visualization
Journal of Parallel and Distributed Computing - Special issue on tools and methods for visualization of parallel systems and computations
Journal of Parallel and Distributed Computing - Special issue on tools and methods for visualization of parallel systems and computations
What to draw? When to draw?: an essay on parallel program visualization
Journal of Parallel and Distributed Computing - Special issue on tools and methods for visualization of parallel systems and computations
Dynamic control of performance monitoring on large scale parallel systems
ICS '93 Proceedings of the 7th international conference on Supercomputing
Visual Cues: Practical Data Visualization
Visual Cues: Practical Data Visualization
Visualizing the Performance of Parallel Programs
IEEE Software
Proceedings of the 8th International Symposium on Parallel Processing
Software unit profiles & Kiviat figures
ACM SIGMETRICS Performance Evaluation Review
Animation for performance debugging of parallel computing systems
VRML '97 Proceedings of the second symposium on Virtual reality modeling language
An enhanced 3-D animation tool for performance tuning of parallel programs based on dynamic models
SPDT '98 Proceedings of the SIGMETRICS symposium on Parallel and distributed tools
Web-based dynamic information visualization using exact-time animation
SAC '98 Proceedings of the 1998 ACM symposium on Applied Computing
Proceedings of the 14th international conference on Supercomputing
Statistical scalability analysis of communication operations in distributed applications
PPoPP '01 Proceedings of the eighth ACM SIGPLAN symposium on Principles and practices of parallel programming
Dynamic statistical profiling of communication activity in distributed applications
SIGMETRICS '02 Proceedings of the 2002 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Algorithm Visualization For Distributed Environments
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
Workload Characterization Issues and Methodologies
Performance Evaluation: Origins and Directions
An approach to creating performance visualizations in a parallel profile analysis tool
Euro-Par'11 Proceedings of the 2011 international conference on Parallel Processing - Volume 2
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Parallel performance visualization presents fundamental challenges--complex data sets, the artificial aspects of parallel computation, the need for integrated analysis and visual models, and the dependence on the user's mental perspective. Despite these challenges, important concepts for visualization design and use have begun to emerge.A history of the practice of implementing and using visualization in performance analysis tools reveals an underlying theory in the form of an abstract model of performance visualization and applied visualization concepts. The model is based on the integration of performance evaluation models and performance displays. The concepts involve aspects of context, scaling, user perception and interaction, comparison, and extraction of information.Several performance scenarios demonstrate how to apply the model and concepts and principles in real tools to overcome the problems of understanding performance. These scenarios measure utilization and communication, utilization statistics, data access, and parallel performance optimization. The model and concepts form a solid basis for future research in parallel performance visualization.