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Boosting Write Performance of KV Stores: An NVM - Enabled Storage Collaboration Approach
IEEE International Conference on Data EngineeringAs the most common data structure for key-value stores, LogStructured Merge Tree (LSM-tree) can eliminate random write operations and keep acceptable read performance.
Yi Wang +7 more
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Novel Weight Mapping Method for Reliable NVM based Neural Network
IEEE International Reliability Physics Symposium, 2021Errors of vector-matrix-multiplication induced by interconnect resistance become a crucial reliability challenge in non-volatile memory (NVM) based neural network. Here, we propose a novel weight mapping method, called weight mapping correction (WMC), to
Li-Xia Han +6 more
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NVM-Enhanced Machine Learning Inference in 6G Edge Computing
IEEE Transactions on Network Science and EngineeringWith the increasing popularization of smart terminals and real-time interactive applications, fast growing technical requirements push both academia and industry to look beyond 5G and conceptualize the sixth generation (6G) mobile network.
Xiao-Jun Shang +3 more
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HiLSM: an LSM-based key-value store for hybrid NVM-SSD storage systems
ACM International Conference on Computing Frontiers, 2020In order to ensure data durability and crash consistency, the LSM-tree based key-value stores suffer from high WAL synchronization overhead. Fortunately, the advent of NVM offers an opportunity to address this issue.
Wenjie Li +3 more
semanticscholar +1 more source
Enabling Secure NVM-Based in-Memory Neural Network Computing by Sparse Fast Gradient Encryption
IEEE transactions on computers, 2020Neural network (NN) computing is energy-consuming on traditional computing systems, owing to the inherent memory wall bottleneck of the von Neumann architecture and the Moore's Law being approaching the end.
Yi Cai +4 more
semanticscholar +1 more source
Unbounded Hardware Transactional Memory for a Hybrid DRAM/NVM Memory System
Micro, 2020Persistent memory programming requires failure atomicity. To achieve this in an efficient manner, recent proposals use hardware-based logging for atomic-durable updates and hardware transactional memory (HTM) for isolation.
Jungi Jeong +4 more
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The inevitable rise of NVM in computing
2010 IEEE Hot Chips 22 Symposium (HCS), 2010This article consists of a collection of slides from the author's conference presentation of a seminar discussing the development and market demand for nonvolatile memory (NVM). Some of the specific topics discussed include: market and demand analyses for NVM technologies; systems that support NVM and applications supported; how flash memories will ...
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Fine-grained metadata journaling on NVM
2016 32nd Symposium on Mass Storage Systems and Technologies (MSST), 2016Journaling file systems have been widely used where data consistency must be assured. However, we observed that the overhead of journaling can cause up to 48.2% performance drop under certain kinds of workloads. On the other hand, the emerging high-performance, byte-addressable Non-volatile Memory (NVM) has the potential to minimize such overhead by ...
Cheng Chen 0008 +4 more
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Fast journaling made simple with NVM
Proceedings of the 35th Annual ACM Symposium on Applied Computing, 2020Journaling file systems (JFS), which base their architecture on traditional database logging, write journals sequentially through a form of centralized logging, primarily to restore file systems in the face of an unexpected failure. Due to the extra write operations required for journaling, the performance of the JFS is negatively impacted, thus ...
Woong Sul +4 more
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Safe and Efficient Remote Application Code Execution on Disaggregated NVM Storage with eBPF
arXiv.org, 2020With rapid improvements in NVM storage devices, the performance bottleneck is gradually shifting to the network, thus giving rise to the notion of "data movement wall".
K. Kourtis, A. Trivedi, Nikolas Ioannou
semanticscholar +1 more source

