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 Applying Perceptrons to Speculation in Computer Architecture. Neural Networks in Future Microprocessors

Applying Perceptrons to Speculation in Computer Architecture. Neural Networks in Future Microprocessors

издательство Книга по Требованию Организация здравоохранения
Cтраниц 256        мягкая обложка       
Аннотация:Perceptrons are then applied to two speculative applications: data value prediction and dataflow critical path prediction. Modern microprocessors make use of speculation, or predictions about future program behavior, to optimize the execution of programs. Perceptrons are simple neural networks that can be highly useful in speculation for their ability to examine larger quantities of available data than more commonly used approaches, and identify which data lead to accurate results. Different training methods, perceptron topologies, and interference reduction strategies are evaluated. These predictors are evaluated against local table-based approaches on a custom cycle-accurate processor simulator, and are shown on average to have both superior accuracy and higher instruction-per-cycle performance. This work is addressed to computer architects and computer engineering researchers. This work first studies how perceptrons can be made to predict accurately when they directly replace the traditional pattern table predictor. Several novel perceptron-based prediction strategies are proposed for each application that can take advantage of a wider scope of past data in making predictions than previous predictors could.
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Поиск: Applying Perceptrons to Speculation in Computer Architecture. Neural Networks in Future Microprocessors
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