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Kernel mechanisms with dynamic task-aware scheduling to reduce resource contention in NUMA multi-core systems

机译:具有动态任务感知调度的内核机制,可减少NUMA多核系统中的资源争用

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In NUMA multi-core systems, processors may share different levels of system resources such as the bus, the memory or the cache. When processors attempt to access shared resources simultaneously, resource contention leads to a decrease in performance. This paper proposes a dynamic task-aware scheduling mechanism that reduces resource contention in NUMA multi-core systems. To avoid resource contention, processor cores that share resources are arranged to run complementary tasks. Tasks are classified as either compute-bound or memory-bound, during the run time. Processors are also classified as either compute-bound or memory-bound for running different types of tasks. The proposed dynamic task-aware scheduler then dispatches tasks to run on suitable processors, according to their current types. If power is to be conserved, the processors that are responsible for running memory-bound tasks can be set to the lowest processor frequency to reduce power consumption. Processors can also be set to the highest processor frequency for running compute-bound tasks efficiently. These mechanisms are implemented in the Linux kernel. The experiment results demonstrate that the proposed dynamic task-aware scheduling mechanism improves system performance and reduces power consumption by reducing resource contention among processor cores.
机译:在NUMA多核系统中,处理器可以共享不同级别的系统资源,例如总线,内存或缓存。当处理器尝试同时访问共享资源时,资源争用会导致性能下降。本文提出了一种动态的任务感知调度机制,可以减少NUMA多核系统中的资源争用。为了避免资源争用,共享资源的处理器内核被安排为运行补充任务。在运行期间,任务被分为计算约束或内存约束。对于运行不同类型的任务,处理器也分为计算约束或内存约束。然后,提出的动态任务感知调度器会根据任务的当前类型调度任务以在合适的处理器上运行。如果要节省电源,可以将负责运行内存绑定任务的处理器设置为最低处理器频率,以降低功耗。还可以将处理器设置为最高处理器频率,以有效地运行绑定计算的任务。这些机制是在Linux内核中实现的。实验结果表明,提出的动态任务感知调度机制通过减少处理器内核之间的资源争用,提高了系统性能并降低了功耗。

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