Communication Avoiding Algorithms and Programming Patterns
A special issue of Algorithms (ISSN 1999-4893).
Deadline for manuscript submissions: closed (30 November 2019) | Viewed by 262
Special Issue Editor
Special Issue Information
Dear Colleagues,
Today’s machines suffer from a wide gap between memory and processor speed, and they suffer from network latency and bandwidth constraints. This suffering is not expected to go away with new machine generations. For scientific computing, data movements—either on-chip or between nodes—have started to hinder upscaling and dominate our energy bill. They throttle insight through simulations. It is thus a timely endeavour to think about algorithmic reformulations of our tools, and about programming paradigms, rationale and patterns: how can we cast algorithms into implementations that take harsh data movement constraints into account? Such approaches can be called communication avoidance, once we use the label communication for intra- and inter-chip data movements. This comprises the elimination of data volume (through online compression, reduced precision or the re-computation of information), but also covers the reduction of the data exchange frequency, avoiding data movement peaks where all compute entities access precious resources at the same time, hiding movements behind computations, the localisation of data movements, and so forth. This list is not comprehensive. The aim of this Special Issue is to collect novel papers introducing new communication-avoidant ideas, applying “communication avoidance” to applications, improving our understanding of the potential limits of communication avoidance, and predicting its impact on future machine generations. Contributions from the area of numerical simulations are particularly welcome, but authors from other areas are encouraged to contribute, too.
Dr. Tobias Weinzierl
Guest Editor
Manuscript Submission Information
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Keywords
- Communication avoidance
- Scientific computing
- Data compression
- Data-centric programming
- Communications management
- Latency-bound
- Bandwidth-bound
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