Title :
NetMap-software tool for mapping neural networks onto parallel computers
Author :
Przytula, K. Wojtek ; Prasanna, Viktor ; Lin, Wei-Ming
Author_Institution :
Hughes Res. Lab., Malibu, CA, USA
fDate :
31 Aug-2 Sep 1992
Abstract :
The authors present a software tool for mapping neural network computations onto mesh-connected SIMD (single instruction stream multiple data stream) computers. The tool, called NetMap, contains complete mapping programs for built-in network models and a library of elemental routing routines. For built-in models the user is required to provide only minimum information about the network. For example, for a backpropagation network with fully connected layers, it is enough to provide the number of neurons in each layer of the network. If the network has been pruned or structured in some other way, so that the layers are no longer fully interconnected, a complete connectivity matrix needs to be provided. Thus, NetMap can be used for networks of arbitrary topology
Keywords :
development systems; neural nets; parallel architectures; software tools; NetMap; arbitrary topology; backpropagation network; built-in network models; connectivity matrix; elemental routing routines; fully connected layers; mesh-connected SIMD computers; neural network computations; parallel computers; software tool; Artificial neural networks; Computer networks; Concurrent computing; Neural networks; Neurons; Radar signal processing; Radar tracking; Signal processing algorithms; Software tools; Speech recognition;
Conference_Titel :
Neural Networks for Signal Processing [1992] II., Proceedings of the 1992 IEEE-SP Workshop
Conference_Location :
Helsingoer
Print_ISBN :
0-7803-0557-4
DOI :
10.1109/NNSP.1992.253653
