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Value Speculation through Equality Prediction

机译:通过平等预测进行价值投机

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Modern context-based value predictors tightly associate recurring values with instructions and contexts by building confidence upon them. However, when execution monotony exists in the form of intervals, the potential prediction coverage is limited, since prediction confidence is reset at the beginning of each new interval. In this paper, we address this challenge by introducing the notion of Equality Prediction (EP), which represents the binary facet of value prediction. Following a twofold decision scheme (similar to branch prediction), EP makes use of control-flow history to determine equality between the last committed result read at fetch time, and the result of the fetched occurrence. When equality is predicted with high confidence, the read value is used. Our experiments show that this technique obtains the same level of performance as previously proposed state-of-the-art context-based predictors. However, by virtue of better exploiting patterns of interval equality, our design complements the established way that value prediction is performed, and when combined with contemporary prediction models, improves the delivered speedup by 19% on average.
机译:现代的基于上下文的价值预测器通过建立对重复值的信任,将重复出现的值与指令和上下文紧密相关。但是,当执行单调以间隔的形式存在时,由于在每个新间隔的开始重置了预测置信度,因此潜在的预测覆盖范围受到限制。在本文中,我们通过引入平等预测(EP)的概念来应对这一挑战,该概念代表了价值预测的二元方面。遵循双重决策方案(类似于分支预测),EP利用控制流历史来确定在获取时间读取的最后提交结果与获取的结果之间的相等性。当以高置信度预测相等时,将使用读取值。我们的实验表明,该技术可获得与以前提出的基于上下文的最先进预测器相同的性能水平。但是,通过更好地利用间隔相等的模式,我们的设计补充了执行值预测的既定方式,并且当与现代预测模型结合使用时,平均可将交付速度提高19%。

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