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Utilizing NVDIMM to alleviate the I/O performance gap for big data workloads

机译:利用NVDIMM缓解大数据工作负载的I / O性能差距

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In this talk, I will present our recent work to utilize NVDIMM (Non-Volatile Dual Inline Memory Module) to bridge the I/O performance gap for big data workloads. Specially, we develop a scheduling scheme in memory controller to minimize the interference between the native and the l/O-derived memory traffic by exploiting both data access criticality and resource utilization. Several mechanisms are designed to better orchestrate traffic between the memory controller and NAND flash to alleviate the speed discrepancy issue. We also propose a proactive GC scheme for the NVDIMM controller and flash controller to intelligently synchronize and transfer data involving in forthcoming GC operations. Our experimental results show that overall the proposed techniques yield 10%∼35% performance improvements over the state-of-the-art baseline schemes.
机译:在本次演讲中,我将介绍我们最近的工作,利用NVDIMM(非易失性双列直插式内存模块)弥合大数据工作负载的I / O性能差距。特别地,我们在内存控制器中开发了一种调度方案,以通过利用数据访问关键性和资源利用率来最小化本机和L / O派生的内存流量之间的干扰。设计了几种机制来更好地协调内存控制器和NAND闪存之间的流量,以缓解速度差异问题。我们还为NVDIMM控制器和闪存控制器提出了一种主动式GC方案,以智能地同步和传输涉及即将进行的GC操作的数据。我们的实验结果表明,与最先进的基准方案相比,总体而言,所提出的技术可将性能提高10%至35%。

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