Heterogeneous HMC+DDRx Memory Management for Performance-Temperature Tradeoffs.

JETC(2018)

引用 7|浏览40
暂无评分
摘要
Three-dimensional DRAMs (3D-DRAMs) are emerging as a promising solution to address the memory wall problem in computer systems. However, high fabrication cost per bit and thermal issues are the main reasons that prevent architects from using 3D-DRAM alone as the main memory building block. In this article, we address this issue by proposing a heterogeneous memory system that combines a double data rate (DDRx) DRAM with an emerging 3D hybrid memory cube (HMC) technology. Bandwidth and temperature management are the challenging issues for this heterogeneous memory architecture. To address these challenges, first we introduce a memory page allocation policy for the heterogeneous memory system to maximize performance. Then, using the proposed policy, we introduce a temperature-aware algorithm that dynamically distributes the requested bandwidth between HMC and DDRx DRAM to reduce the thermal hotspot while maintaining high performance. We take into account the impact of both core count and HMC channel count on performance while using the proposed policies. The results show that the proposed memory page allocation policy can utilize the memory bandwidth close to 99% of the ideal bandwidth utilization. Moreover, our temperate-aware bandwidth adaptation reduces the average steady-state temperature of the HMC hotspot across various workloads by 4.5 K while incurring 2.5% performance overhead.
更多
查看译文
关键词
Heterogeneous memory, bandwidth, hybrid memory cube, temperature
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要