State of the art and future trends in data reduction for high-performance computing

K Duwe, J Lüttgau, G Mania, J Squar… - Supercomputing …, 2020 - superfri.susu.ru
Research into data reduction techniques has gained popularity in recent years as storage
capacity and performance become a growing concern. This survey paper provides an …

Smartds: Middle-tier-centric smartnic enabling application-aware message split for disaggregated block storage

J Zhang, H Huang, L Zhu, S Ma, D Rong… - Proceedings of the 50th …, 2023 - dl.acm.org
The widespread deployment of storage disaggregation in the cloud has facilitated flexible
scaling and storage overprovisioning, allowing for high utilization of storage capacity and …

Dcomp: Efficient offload of lsm-tree compaction with data processing units

C Ding, J Zhou, J Wan, Y Xiong, S Li, S Chen… - Proceedings of the …, 2023 - dl.acm.org
LSM-based Key-value stores suffer from sub-optimal performance due to their slow and
heavy background compactions. The compaction overhead shifts to the CPU as the storage …

Characterization of data compression in datacenters

G Jeong, B Sharma, N Terrell… - … Analysis of Systems …, 2023 - ieeexplore.ieee.org
Data compression has emerged as a promising technique to alleviate the memory, storage,
and network cost with some associated compute overheads in warehouse-scale datacenter …

HD-IOV: SW-HW Co-designed I/O Virtualization with Scalability and Flexibility for Hyper-Density Cloud

Z Zhang, J Chen, B Ying, Y Cao, L Liu, J Li… - Proceedings of the …, 2024 - dl.acm.org
As the resource density of cloud servers increases, cloud providers deploy hundreds of VMs
concurrently on a single server, requiring a high-performance, scalable, flexible and high …

Extremely-Compressed SSDs with I/O Behavior Prediction

X Yao, Q Li, K Lin, X Gan, J Zhang, C Gao… - ACM Transactions on …, 2024 - dl.acm.org
As the data volume continues to grow exponentially, there is an increasing demand for large
storage system capacity. Data compression techniques effectively reduce the volume of …

gCom: Fine-grained Compressors in Graphics Memory of Mobile GPU

D Tang, Z Wu, Y Wang, Y Gu, F Liu, Z Qi - ACM Transactions on …, 2025 - dl.acm.org
Nowadays, GPUs significantly boost rendering performance. However, the high memory
requirements limit their use, especially on low-end mobile platforms. Compression …

D2Comp: Efficient Offload of LSM-tree Compaction with Data Processing Units on Disaggregated Storage

C Ding, J Zhou, K Lu, S Li, Y Xiong, J Wan… - ACM Transactions on …, 2024 - dl.acm.org
LSM-based key-value stores suffer from sub-optimal performance due to their slow and
heavy background compactions. The compaction brings severe CPU and network overhead …

HA-CSD: Host and SSD Coordinated Compression for Capacity and Performance

X Chen, T Lu, J Wang, Y Zhong, G Xie… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Integrating data compression capability into SSDs has demonstrated great potential to
improve the utilization and lifetime of the storage device and also the performance of the …

QZRAM: A Transparent Kernel Memory Compression System Design for Memory-Intensive Applications with QAT Accelerator Integration

C Gao, X Xu, Z Yang, L Lin, J Li - Applied Sciences, 2023 - mdpi.com
In recent decades, memory-intensive applications have experienced a boom, eg, machine
learning, natural language processing (NLP), and big data analytics. Such applications often …