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MSM Tools as a heterogeneous computing service
A. K. Gorshenina, V. Yu. Kuzminb a Institute of Informatics Problems, Federal Research Center "Computer Science and Control" of the Russian Academy of Sciences, 44-2 Vavilov Str., Moscow 119333, Russian Federation
b Wi2Geo LLC, 3-1 Mira Ave., Moscow 129090, Russian Federation
Abstract:
It is known that mixed probability models allow high-performance data-flow analysis in the information systems. However, the resulting estimated parameters of the model can vary significantly depending on the actual realization of algorithms. To solve this problem, the heterogeneous computing service MSM Tools implementing a number of methods based on the analysis of mixed probability models has been created. This approach satisfies the requirement of necessary virtualization between the actual hardware of a researcher and that of a computing service; so, it eliminates the necessity to install any additional software, as the computing service requires only a browser to perform calculations. Main architectural and interface solutions that were used in the development of MSM Tools are described. Functionality of the service is demonstrated by the example of a profiler data analysis.
Keywords:
mixed probability models; moving separation of mixtures; heterogeneous computing; online service.
Received: 15.02.2017
Citation:
A. K. Gorshenin, V. Yu. Kuzmin, “MSM Tools as a heterogeneous computing service”, Sistemy i Sredstva Inform., 27:1 (2017), 60–72
Linking options:
https://www.mathnet.ru/eng/ssi502 https://www.mathnet.ru/eng/ssi/v27/i1/p60
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Abstract page: | 223 | Full-text PDF : | 80 | References: | 42 |
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