Predicate-aware scheduling: a technique for reducing resource constraints

M. Smelyanskiy, S. Mahlke, E. Davidson, H. Lee
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引用次数: 22

Abstract

Predicated execution enables the removal of branches wherein segments of branching code are converted into straight-line segments of conditional operations. An important, but generally ignored side effect of this transformation is that the compiler must assign distinct resources to all the predicated operations at a given time to ensure that those resources are available at run-time. However, a resource is only put to productive use when the predicates associated with its operations evaluate to True. We propose predicate-aware scheduling to reduce the superfluous commitment of resources to operations whose predicates evaluate to False at run-time. The central idea is to assign multiple operations to the same resource at the same time, thereby oversubscribing its use. This assignment is intelligently performed to ensure that no two operations simultaneously assigned to the same resource will have both of their predicates evaluate to True. Thus, no resource is dynamically oversubscribed. The overall effect of predicate aware scheduling is to use resources more efficiently, thereby increasing performance when resource constraints are a bottleneck.
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谓词感知调度:一种减少资源约束的技术
谓词执行支持删除分支,其中分支代码段被转换为条件操作的直线段。这种转换的一个重要但通常被忽略的副作用是,编译器必须在给定时间为所有谓词操作分配不同的资源,以确保这些资源在运行时可用。但是,只有当与其操作相关联的谓词的值为True时,资源才会投入生产使用。我们提出了谓词感知调度,以减少对运行时谓词计算为False的操作的多余资源承诺。其核心思想是在同一时间为同一资源分配多个操作,从而过度订阅其使用。智能地执行此赋值,以确保同时分配给同一资源的两个操作的谓词不会同时求值为True。因此,没有资源是动态超额订阅的。谓词感知调度的总体效果是更有效地使用资源,从而在资源约束成为瓶颈时提高性能。
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