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«Automated Design of Finite State Machine Predictors Timothy Sherwood Brad Calder Department of Computer Science and Engineering University of ...»

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We first examine using our automated approach to automatically generate a confidence estimation FSM to use for value prediction in a general purpose processor. The results show that we are able to automatically generate confidence estimation FSMs the can achieve higher accuracy for greater coverage than previously proposed saturating up/down counters. More importantly, our framework automatically finds a Pareto optimal curve of custom FSMs solutions for trading off accuracy versus coverage.

We also present a customized branch prediction architecture that makes use of these custom built finite state machine predictors. The FSM predictors are generated for branches that are not easily captured by local two-bit counters. These custom state machines take up little area, and can efficiently and accurately capture the global correlation behavior of the target application. The global correlation is shown to be captured across input sets and results are presented for a variety of predictor sizes. For all of the programs examined, our custom predictors achieve a misprediction rate less than a general purpose predictor of twice it’s size or more. For two of the programs, the custom branch misprediction rates are lower than general purpose predictors of five times their size.

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[37] T. Sherwood, E. Perelman, and B. Calder. Basic block distribution analysis to find periodic behavior and simulation points in applications. In International Conference on Parallel Architectures and Compilation Techniques, September 2001.

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2002. http://www.cs.ucsd.edu/users/calder/simpoint/.

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[48] K. Wang and M. Franklin. Highly accurate data value prediction using hybrid predictors. In 30th Annual International Symposium on Microarchitecture, December 1997.

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