Abstract
SpiNNaker is a massively parallel architecture designed to model large-scale spiking neural networks in (biological) real-time. Its design is based around ad-hoc multi-core System-on-Chips which are interconnected using a two-dimensional toroidal triangular mesh. Neurons are modeled in software and their spikes generate packets that propagate through the on- and inter-chip communication fabric relying on custom-made on-chip multicast routers. This paper models and evaluates large-scale instances of its novel interconnect (more than 65 thousand nodes, or over one million computing cores), focusing on real-time features and fault-tolerance. The key contribution can be summarized as understanding the properties of the feasible topologies and establishing the stable operation of the SpiNNaker under different levels of degradation. First we derive analytically the topological characteristics of the network, which are later confirmed by experimental work. With the computational model developed, we investigate the topology of SpiNNaker, and compare it with a standard 3-dimensional torus. The novel emergency routing mechanism, implemented within the routers, allows the topology of SpiNNaker to be more robust than the 3-dimensional torus, regardless of the latter having better topological characteristics. Furthermore, we obtain optimal values of two router parameters related with livelock and deadlock avoidance mechanisms. Copyright 2009 ACM.
Original language | English |
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Title of host publication | Proceedings of the International Conference on Supercomputing|Proc Int Conf Supercomputing |
Publisher | Association for Computing Machinery |
Pages | 286-295 |
Number of pages | 9 |
ISBN (Print) | 9781605584980 |
DOIs | |
Publication status | Published - 2009 |
Event | 23rd International Conference on Supercomputing, ICS'09 - Yorktown Heights, NY Duration: 1 Jul 2009 → … http://dblp.uni-trier.de/db/conf/ics/ics2009.html#NavaridasLMPF09http://dblp.uni-trier.de/rec/bibtex/conf/ics/NavaridasLMPF09.xmlhttp://dblp.uni-trier.de/rec/bibtex/conf/ics/NavaridasLMPF09 |
Conference
Conference | 23rd International Conference on Supercomputing, ICS'09 |
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City | Yorktown Heights, NY |
Period | 1/07/09 → … |
Internet address |
Keywords
- Analytical evaluation
- Biologically inspired architecture
- Fault tolerance
- Interconnection networks
- Massively parallel architecture
- Performance evaluation
- Real-time applications
- Spiking neurons
- Systems on chip