ACE-GPU:解决近阈值计算GPU中瓶颈导致的性能瓶颈

Tahmoures Shabanian, Aatreyi Bal, Prabal Basu, Koushik Chakraborty, Sanghamitra Roy
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引用次数: 7

摘要

具有严格热预算的多核器件的激增有助于近阈值计算(NTC)的研究。然而,图形处理单元(GPU)在NTC区域的操作仍然是未知的。在这项工作中,我们探讨了NTC的一个重要的可靠性困境,称为扼流点,它严重限制了gpu的性能。采用跨层方法,我们证明了在NTC区域操作的GPU中,瓶颈点在诱导时序误差方面的效力。我们提出了一个整体的电路架构解决方案,通过优雅地解决扼流点引起的时序错误,促进了节能的NTC-GPU设计范式。我们提出的方案在NTC-GPU性能和能量延迟产品方面分别提供了3.18倍和88.5%的改进,而不是最先进的时间误差缓解技术,具有边际面积和功率开销。
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ACE-GPU: Tackling Choke Point Induced Performance Bottlenecks in a Near-Threshold Computing GPU
The proliferation of multicore devices with a strict thermal budget has aided to the research in Near-Threshold Computing (NTC). However, the operation of a Graphics Processing Unit (GPU) at the NTC region has still remained recondite. In this work, we explore an important reliability predicament of NTC, called choke points, that severely throttles the performance of GPUs. Employing a cross-layer methodology, we demonstrate the potency of choke points in inducing timing errors in a GPU, operating at the NTC region. We propose a holistic circuit-architectural solution, that promotes an energy-efficient NTC-GPU design paradigm by gracefully tackling the choke point induced timing errors. Our proposed scheme offers 3.18x and 88.5% improvements in NTC-GPU performance and energy delay product, respectively, over a state-of-the-art timing error mitigation technique, with marginal area and power overheads.
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