27 citations · 109 across the 24 of their papers we have counts for
5 papers · 1 filter
UMap: Enabling Application-driven Optimizations for Page Management
Ivy B. Peng, Marty McFadden, Eric Green +5
Leadership supercomputers feature a diversity of storage, from node-local persistent memory and NVMe SSDs to network-interconnected flash memory and HDD. Memory mapping files on di…
Sentinel: Runtime Data Management on Heterogeneous Main MemorySystems for Deep Learning
Jie Ren, Jiaolin Luo, Kai Wu +2
Software-managed heterogeneous memory (HM) provides a promising solution to increase memory capacity and cost efficiency. However, to release the performance potential of HM, we fa…
EasyCrash: Exploring Non-Volatility of Non-Volatile Memory for High Performance Computing Under Failures
Jie Ren, Kai Wu, Dong Li
Emerging non-volatile memory (NVM) is promising for building future HPC. Leveraging the non-volatility of NVM as main memory, we can restart the application using data objects rema…
Performance Analysis and Characterization of Training Deep Learning Models on Mobile Devices
Jie Liu, Jiawen Liu, Wan Du +1
Training deep learning models on mobile devices recently becomes possible, because of increasing computation power on mobile hardware and the advantages of enabling high user exper…
Architecture-Aware, High Performance Transaction for Persistent Memory
Kai Wu, Jie Ren, Dong Li
Byte-addressable non-volatile main memory (NVM) demands transactional mechanisms to access and manipulate data on NVM atomically. Those transaction mechanisms often employ a loggin…