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The Janus project: Boosting spin-glass simulations using FPGAs
- Source :
- PDeS
- Publication Year :
- 2013
- Publisher :
- IFAC Secretariat, 2013.
-
Abstract
- Spin-glasses have become one of the most computing-demanding problems of the last 50 years in Statistical Physics. These extremely slow systems represent a clear example of an easy-to-describe but hard-to-simulate numerical problem. We have developed an FPGAs architecture, called Janus, able to exploit the simplicity of the problem by an extensive parallelization of the computing units. In this work we describe the architecture after motivating the problem. We give the performance figures compared with other more usual architectures. We have obtained a clear advantage in terms of computing power which produced several top results in the field. In addition, we describe the current development of the next generation of the infrastructure: Janus II.
- Subjects :
- Boosting (machine learning)
Spin glass
Computer science
fpgas
Numerical problems
General Medicine
Parallel computing
algorithms
Parallel Computation
computer architectures
computer simulation
parallel computation
Computing units
Computing power
Janus
Statistical physics
Field-programmable gate array
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- PDeS
- Accession number :
- edsair.doi.dedup.....9bf27a69a7bab8efd3986819266df7cd