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HLSpower: Hybrid Statistical Modeling of the Superscalar Power-Performance Design Space

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Part of the book series:Lecture Notes in Computer Science ((LNCS,volume 2552))

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Abstract

As power densities increase and mobile applications become pervasive, power-aware microprocessor design has become a critical issue. We present HLSpower, a unique tool for power-aware design space exploration of superscalar processors. HLSpower is based upon HLS [OCF00], a tool which used a novel blend of statistical modeling and symbolic execution to accelerate performance modeling more than 100-1000X over conventional cycle-based simulators.

In this paper, we extend the HLSmetho dology to model energy efficiency of superscalars. We validate our results against the Wattch [BTM00] cycle-based power simulator. While minor second order power effects continue to require detailed cycle-by-cycle simulation, HLSpower is useful for large-scale exploration of the significant power-performance design space. For example, we can show that the instruction cache hit rate and pipeline depth interact with power efficiency in a non-trivial way as they are varied over significant ranges. In particular, we note that, while the IPC of a superscalar increases monotonically with both optimizations, the energy efficiency does not. We highlight the design capabilities by focusing on these non-monotonic contour graphs to demonstrate how HLSpower can help build intuition in power-aware design.

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Author information

Authors and Affiliations

  1. University of California at Davis, USA

    Ravishankar Rao & Frederic T. Chong

  2. University of Washington, USA

    Mark H. Oskin

Authors
  1. Ravishankar Rao

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  2. Mark H. Oskin

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  3. Frederic T. Chong

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Editor information

Editors and Affiliations

  1. CISE Department, University of Florida, 32611, FL, Gainesville, USA

    Sartaj Sahni

  2. Department of Electrical Engineering, EEB 200C, University of Southern California, 3740 McClintok Ave., 90089-2562, CA, Los Angeles, USA

    Viktor K. Prasanna

  3. India Software Lab, IBM Global Services India Exports, Golden Enclave, TISL Tower, Airport Road, 560 017, Bangalore, India

    Uday Shukla

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© 2002 Springer-Verlag Berlin Heidelberg

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Rao, R., Oskin, M.H., Chong, F.T. (2002). HLSpower: Hybrid Statistical Modeling of the Superscalar Power-Performance Design Space. In: Sahni, S., Prasanna, V.K., Shukla, U. (eds) High Performance Computing — HiPC 2002. HiPC 2002. Lecture Notes in Computer Science, vol 2552. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-36265-7_58

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