GBDI: Going Beyond Base-Delta-Immediate Compression with Global Bases
Alexandra Angerd, Angelos Arelakis, Vasilis Spiliopoulos, Erik Sintorn, Per Stenström
Abstract
Memory bandwidth is limiting performance for many emerging applications. While compression techniques can unlock a higher memory bandwidth, prior art offers only modestly better bandwidth. This paper contributes with a new compression method – Global Base Delta Immediate compression (GBDI) – that offers substantially higher memory bandwidth by, unlike prior art, selecting base values across memory blocks. GBDI uses a novel clustering algorithm through data analysis in the background. The presented accelerator infrastructure offers low area overhead and latency. This paper shows that GBDI offers a compression ratio of 2.3×, and yields 1.5× higher bandwidth and 1.1× higher performance compared with a baseline without compression support, on average, for SPEC2017 benchmarks requiring medium to high memory bandwidth.
Ask about this paper
Ask your agent about it.
Lune has read the top-tier papers around this one, so every answer names the papers it rests on.
Your agent calls
Lunesearch_papers
Free to start. No credit card required.
Terminal
Install the CLIlune papers get 55c91190-a61b-4441-a9a2-c0de01c971e4Cited by top-tier papers4
- SAGe: A Lightweight Algorithm-Architecture Co-Design for Mitigating the Data Preparation Bottleneck in Large-Scale Genome Sequence AnalysisNika Mansouri-Ghiasi, Talu Güloglu, Harun Mustafa, Can Firtina et al.HPCA 2026 · 3 citations
- Memory Allocation Under Hardware CompressionMuhammad Laghari, Yuqing Liu, Gagandeep Panwar, David Bears et al.MICRO 2024 · 2 citations
- The XOR Cache: A Catalyst for CompressionZhewen Pan, Joshua San MiguelISCA 2025 · 1 citation
- MedFS: Pursuing Low Update Overhead via Metadata-Enabled Delta Compression for Log-structured File System on Mobile DeviceChao Wu, Cheng Ji, Li-Pin Chang, Zongwei Zhu et al.FAST 2025
Related papers
- Exploiting Inter-block Entropy to Enhance the Compressibility of Blocks with Diverse DataJinkwon Kim, Mincheol Kang, Jeongkyu Hong, Soontae KimHPCA 2022 · 5 citations
- Random-Access Hardware Sequence CompressionNolan Chu, Yoon Lee, Gagandeep Panwar, Xun Steve JianISCA 2026
- Buddy Compression: Enabling Larger Memory for Deep Learning and HPC Workloads on GPUsEsha Choukse, Michael B. Sullivan, Mike O'Connor, Mattan Erez et al.ISCA 2020 · 58 citations
- Baryon: Efficient Hybrid Memory Management with Compression and Sub-BlockingYiwei Li, Mingyu GaoHPCA 2023 · 14 citations
- Thesaurus: Efficient Cache Compression via Dynamic ClusteringAmin Ghasemazar, Prashant J. Nair, Mieszko LisASPLOS 2020 · 22 citations
