We introduce Sibyl, the first technique that uses reinforcement learning for data placement in hybrid storage systems.
no code implementations • 22 Dec 2020 • Nastaran Hajinazar, Geraldo F. Oliveira, Sven Gregorio, João Dinis Ferreira, Nika Mansouri Ghiasi, Minesh Patel, Mohammed Alser, Saugata Ghose, Juan Gómez-Luna, Onur Mutlu
Compared to a CPU and a high-end GPU, SIMDRAM is 257x and 31x more energy-efficient, while providing 93x and 6x higher operation throughput, respectively.
Hardware Architecture Distributed, Parallel, and Cluster Computing Emerging Technologies
There are several tools that attempt to accelerate the process of updating a read data set from one reference to another (i. e., remapping).
As a result, the combined DRAM-workload behavior is often difficult to intuitively determine today, which can hinder memory optimizations in both hardware and software.
Hardware Architecture Performance