Suren Byna

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 88

Top Topics

Benchmark Suite

Scientific Data

Top Venues

Publications

Kaveen Hiniduma, Suren Byna, Jean Luca Bez
Data Readiness for AI: A 360-Degree Survey. CoRR (2024)
Runzhou Han, Mai Zheng, Suren Byna, Houjun Tang, Bin Dong, Dong Dai, Yong Chen, Dongkyun Kim, Joseph Hassoun, David Thorsley
PROV-IO$^+$+: A Cross-Platform Provenance Framework for Scientific Data on HPC Systems. IEEE Trans. Parallel Distributed Syst. 35 (5) (2024)
Bin Dong, Kesheng Wu, Suren Byna
The Art of Sparsity: Mastering High-Dimensional Tensor Storage. IPDPS (Workshops) (2024)
Jean Luca Bez, Houjun Tang, M. Scot Breitenfeld, Huihuo Zheng, Wei-Keng Liao, Kaiyuan Hou, Zanhua Huang, Suren Byna
h5bench: A unified benchmark suite for evaluating HDF5 I/O performance on pre-exascale platforms. Concurr. Comput. Pract. Exp. 36 (16) (2024)
Hammad Ather, Jean Luca Bez, Yankun Xia, Suren Byna
Drilling Down I/O Bottlenecks with Cross-layer I/O Profile Exploration. IPDPS (2024)
Ananth Kalyanaraman, Suren Byna
Message from the 2024 Workshops Chair and Vice-chair. IPDPS (Workshops) (2024)
Jean Luca Bez, Suren Byna, Shadi Ibrahim
I/O Access Patterns in HPC Applications: A 360-Degree Survey. ACM Comput. Surv. 56 (2) (2024)
Chris Egersdoerfer, Arnav Sareen, Jean Luca Bez, Suren Byna, Dong Dai
ION: Navigating the HPC I/O Optimization Journey using Large Language Models. HotStorage (2024)
Kaveen Hiniduma, Suren Byna, Jean Luca Bez, Ravi Madduri
AI Data Readiness Inspector (AIDRIN) for Quantitative Assessment of Data Readiness for AI. CoRR (2024)
Neeraj Rajesh, Keith Bateman, Jean Luca Bez, Suren Byna, Anthony Kougkas, Xian-He Sun
TunIO: An AI-powered Framework for Optimizing HPC I/O. IPDPS (2024)
Dong Kyu Sung, Yongseok Son, Alex Sim, Kesheng Wu, Suren Byna, Houjun Tang, Hyeonsang Eom, Changjong Kim, Sunggon Kim
A2FL: Autonomous and Adaptive File Layout in HPC through Real-time Access Pattern Analysis. IPDPS (2024)
Noah Lewis, Jean Luca Bez, Suren Byna
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey. CoRR (2024)
Kaveen Hiniduma, Suren Byna, Jean Luca Bez, Ravi Madduri
AI Data Readiness Inspector (AIDRIN) for Quantitative Assessment of Data Readiness for AI. SSDBM (2024)
John Ravi, Suren Byna, Michela Becchi
Runway: In-transit Data Compression on Heterogeneous HPC Systems. CCGridW (2023)
Runzhou Han, Mai Zheng, Suren Byna, Houjun Tang, Bin Dong, Dong Dai, Yong Chen, Dongkyun Kim, Joseph Hassoun, David Thorsley, Matthew Wolf
PROV-IO+: A Cross-Platform Provenance Framework for Scientific Data on HPC Systems. CoRR (2023)
Chenxu Niu, Wei Zhang, Suren Byna, Yong Chen
PSQS: Parallel Semantic Querying Service for Self-describing File Formats. BigData (2023)
John Ravi, Suren Byna, Quincey Koziol, Houjun Tang, Michela Becchi
Evaluating Asynchronous Parallel I/O on HPC Systems. IPDPS (2023)
John Ravi, Suren Byna, Michela Becchi
Runway: In-transit Data Compression on Heterogeneous HPC Systems. CCGrid (2023)
Hammad Ather, Jean Luca Bez, Boyana Norris, Suren Byna
Illuminating the I/O Optimization Path of Scientific Applications. ISC (2023)
Bin Dong, Jean Luca Bez, Suren Byna
AIIO: Using Artificial Intelligence for Job-Level and Automatic I/O Performance Bottleneck Diagnosis. HPDC (2023)
Arnab K. Paul, Suren Byna
HiPC 2023 Student Research Symposium (HiPC SRS 2023). HiPCW (2023)
Md. Kamal Hossain Chowdhury, Houjun Tang, Jean Luca Bez, Purushotham V. Bangalore, Suren Byna
Efficient Asynchronous I/O with Request Merging. IPDPS Workshops (2023)
Sunggon Kim, Alex Sim, Kesheng Wu, Suren Byna, Yongseok Son
Design and implementation of I/O performance prediction scheme on HPC systems through large-scale log analysis. J. Big Data 10 (1) (2023)
Sriniket Ambatipudi, Suren Byna
A Comparison of HDF5, Zarr, and netCDF4 in Performing Common I/O Operations. CoRR (2022)
Sian Jin, Dingwen Tao, Houjun Tang, Sheng Di, Suren Byna, Zarija Lukic, Franck Cappello
Accelerating Parallel Write via Deeply Integrating Predictive Lossy Compression with HDF5. SC (2022)
Suren Byna
Understanding Parallel I/O Performance and Tuning. SNTA@HPDC (2022)
Sian Jin, Dingwen Tao, Houjun Tang, Sheng Di, Suren Byna, Zarija Lukic, Franck Cappello
Accelerating Parallel Write via Deeply Integrating Predictive Lossy Compression with HDF5. CoRR (2022)
Jean Luca Bez, Ahmad Maroof Karimi, Arnab Kumar Paul, Bing Xie, Suren Byna, Philip H. Carns, Sarp Oral, Feiyi Wang, Jesse Hanley
Access Patterns and Performance Behaviors of Multi-layer Supercomputer I/O Subsystems under Production Load. HPDC (2022)
Bin Dong, Alex Popescu, Verónica Rodríguez Tribaldos, Suren Byna, Jonathan Ajo-Franklin, Kesheng Wu
Real-time and post-hoc compression for data from Distributed Acoustic Sensing. Comput. Geosci. 166 (2022)
Deborah Bard, Cory Snavely, Lisa Gerhardt, Jason Lee, Becci Totzke, Katie Antypas, William Arndt, Johannes P. Blaschke, Suren Byna, Ravi Cheema, Shreyas Cholia, Mark R. Day, Bjoern Enders, Aditi Gaur, Annette Greiner, Taylor Groves, Mariam Kiran, Quincey Koziol, Tom Lehman, Kelly Rowland, Chris Samuel, Ashwin Selvarajan, Alex Sim, David Skinner, Laurie Stephey, Rollin C. Thomas, Gabor Torok
The LBNL Superfacility Project Report. CoRR (2022)
Sunggon Kim, Alex Sim, Kesheng Wu, Suren Byna, Yongseok Son
Design and implementation of dynamic I/O control scheme for large scale distributed file systems. Clust. Comput. 25 (6) (2022)
Runzhou Han, Suren Byna, Houjun Tang, Bin Dong, Mai Zheng
PROV-IO: An I/O-Centric Provenance Framework for Scientific Data on HPC Systems. HPDC (2022)
Chenxu Niu, Wei Zhang, Suren Byna, Yong Chen
Kv2vec: A Distributed Representation Method for Key-value Pairs from Metadata Attributes. HPEC (2022)
Jean Luca Bez, Hammad Ather, Suren Byna
Drishti: Guiding End-Users in the I/O Optimization Journey. PDSW@SC (2022)
Houjun Tang, Quincey Koziol, John Ravi, Suren Byna
Transparent Asynchronous Parallel I/O Using Background Threads. IEEE Trans. Parallel Distributed Syst. 33 (4) (2022)
Sian Jin, Sheng Di, Jiannan Tian, Suren Byna, Dingwen Tao, Franck Cappello
Improving Prediction-Based Lossy Compression Dramatically via Ratio-Quality Modeling. ICDE (2022)
Rajeev Jain, Houjun Tang, Akash Dhruv, James Austin Harris, Suren Byna
Accelerating Flash-X Simulations with Asynchronous I/O. PDSW@SC (2022)
Huihuo Zheng, Venkatram Vishwanath, Quincey Koziol, Houjun Tang, John Ravi, John Mainzer, Suren Byna
HDF5 Cache VOL: Efficient and Scalable Parallel I/O through Caching Data on Node-local Storage. CCGRID (2022)
Jiwoo Bang, Chungyong Kim, Kesheng Wu, Alex Sim, Suren Byna, Hanul Sung, Hyeonsang Eom
An In-Depth I/O Pattern Analysis in HPC Systems. HiPC (2021)
Wei Zhang, Suren Byna, Hyogi Sim, Sangkeun Lee, Sudharshan Vazhkudai, Yong Chen
Exploiting user activeness for data retention in HPC systems. SC (2021)
Cong Xu, Suparna Bhattacharya, Martin Foltin, Suren Byna, Paolo Faraboschi
Data-Aware Storage Tiering for Deep Learning. PDSW@SC (2021)
Houjun Tang, Suren Byna, N. Anders Petersson, David McCallen
Tuning Parallel Data Compression and I/O for Large-scale Earthquake Simulation. IEEE BigData (2021)
Bo Fang, Daoce Wang, Sian Jin, Quincey Koziol, Zhao Zhang, Qiang Guan, Suren Byna, Sriram Krishnamoorthy, Dingwen Tao
Characterizing Impacts of Storage Faults on HPC Applications: A Methodology and Insights. CLUSTER (2021)
Sian Jin, Sheng Di, Jiannan Tian, Suren Byna, Dingwen Tao, Franck Cappello
Improving Prediction-Based Lossy Compression Dramatically Via Ratio-Quality Modeling. CoRR (2021)
Qiao Kang, M. Scot Breitenfeld, Kaiyuan Hou, Wei-keng Liao, Robert B. Ross, Suren Byna
Optimizing Performance of Parallel I/O Accesses to Non-contiguous Blocks in Multiple Array Variables. IEEE BigData (2021)
Bo Fang, Daoce Wang, Sian Jin, Quincey Koziol, Zhao Zhang, Qiang Guan, Suren Byna, Sriram Krishnamoorthy, Dingwen Tao
Characterizing Impacts of Storage Faults on HPC Applications: A Methodology and Insights. CoRR (2021)
Bing Xie, Houjun Tang, Suren Byna, Jesse Hanley, Quincey Koziol, Tonglin Li, Sarp Oral
Battle of the Defaults: Extracting Performance Characteristics of HDF5 under Production Load. CCGRID (2021)
Jean Luca Bez, Houjun Tang, Bing Xie, David B. Williams-Young, Robert Latham, Robert B. Ross, Sarp Oral, Suren Byna
I/O Bottleneck Detection and Tuning: Connecting the Dots using Interactive Log Analysis. PDSW@SC (2021)
Houjun Tang, Bing Xie, Suren Byna, Philip H. Carns, Quincey Koziol, Sudarsun Kannan, Jay F. Lofstead, Sarp Oral
SCTuner: An Autotuner Addressing Dynamic I/O Needs on Supercomputer I/O Subsystems. PDSW@SC (2021)
John Ravi, Suren Byna, Quincey Koziol
GPU Direct I/O with HDF5. PDSW@SC (2020)
Bjoern Enders, Debbie Bard, Cory Snavely, Lisa Gerhardt, Jason Lee, Becci Totzke, Katie Antypas, Suren Byna, Ravi Cheema, Shreyas Cholia, Mark R. Day, Aditi Gaur, Annette Greiner, Taylor Groves, Mariam Kiran, Quincey Koziol, Kelly Rowland, Chris Samuel, Ashwin Selvarajan, Alex Sim, David Skinner, Rollin C. Thomas, Gabor Torok
Cross-facility science with the Superfacility Project at LBNL. XLOOP@SC (2020)
Bin Dong, Verónica Rodríguez Tribaldos, Xin Xing, Suren Byna, Jonathan Ajo-Franklin, Kesheng Wu
DASSA: Parallel DAS Data Storage and Analysis for Subsurface Event Detection. IPDPS (2020)
Jiwoo Bang, Chungyong Kim, Kesheng Wu, Alex Sim, Suren Byna, Sunggon Kim, Hyeonsang Eom
HPC Workload Characterization Using Feature Selection and Clustering. SNTA@HPDC (2020)
Jingqing Mu, Jérome Soumagne, Suren Byna, Quincey Koziol, Houjun Tang, Richard Warren
Interfacing HDF5 with a scalable object-centric storage system on hierarchical storage. Concurr. Comput. Pract. Exp. 32 (20) (2020)
Tirthak Patel, Suren Byna, Glenn K. Lockwood, Nicholas J. Wright, Philip H. Carns, Robert B. Ross, Devesh Tiwari
Uncovering Access, Reuse, and Sharing Characteristics of I/O-Intensive Files on Large-Scale Production HPC Systems. FAST (2020)
Houjun Tang, Suren Byna, Bin Dong, Quincey Koziol
Parallel Query Service for Object-centric Data Management Systems. IPDPS Workshops (2020)
Suren Byna, M. Scot Breitenfeld, Bin Dong, Quincey Koziol, Elena Pourmal, Dana Robinson, Jérome Soumagne, Houjun Tang, Venkatram Vishwanath, Richard Warren
ExaHDF5: Delivering Efficient Parallel I/O on Exascale Computing Systems. J. Comput. Sci. Technol. 35 (1) (2020)
Sunggon Kim, Alex Sim, Kesheng Wu, Suren Byna, Yongseok Son, Hyeonsang Eom
Towards HPC I/O Performance Prediction through Large-scale Log Analysis. HPDC (2020)
Donghe Kang, Oliver Rübel, Suren Byna, Spyros Blanas
Predicting and Comparing the Performance of Array Management Libraries. IPDPS (2020)
Bin Dong, Patrick Kilian, Xiaocan Li, Fan Guo, Suren Byna, Kesheng Wu
Terabyte-scale Particle Data Analysis: An ArrayUDF Case Study. SSDBM (2019)
John Mainzer, Neil Fortner, Gerd Heber, Elena Pourmal, Quincey Koziol, Suren Byna, Marc Paterno
Sparse Data Management in HDF5. XLOOP@SC (2019)
Houjun Tang, Quincey Koziol, Suren Byna, John Mainzer, Tonglin Li
Enabling Transparent Asynchronous I/O using Background Threads. PDSW@SC (2019)
Tirthak Patel, Suren Byna, Glenn K. Lockwood, Devesh Tiwari
Revisiting I/O behavior in large-scale storage systems: the expected and the unexpected. SC (2019)
Teng Wang, Suren Byna, Glenn K. Lockwood, Shane Snyder, Philip H. Carns, Sunggon Kim, Nicholas J. Wright
A Zoom-in Analysis of I/O Logs to Detect Root Causes of I/O Performance Bottlenecks. CCGRID (2019)
Beytullah Yildiz, Kesheng Wu, Suren Byna, Arie Shoshani
Parallel membership queries on very large scientific data sets using bitmap indexes. Concurr. Comput. Pract. Exp. 31 (15) (2019)
Houjun Tang, Suren Byna, Stephen Bailey, Zarija Lukic, Jialin Liu, Quincey Koziol, Bin Dong
Tuning Object-Centric Data Management Systems for Large Scale Scientific Applications. HiPC (2019)
Sunggon Kim, Alex Sim, Kesheng Wu, Suren Byna, Teng Wang, Yongseok Son, Hyeonsang Eom
DCA-IO: A Dynamic I/O Control Scheme for Parallel and Distributed File Systems. CCGRID (2019)
Bin Dong, Kesheng Wu, Suren Byna, Houjun Tang
SLOPE: Structural Locality-Aware Programming Model for Composing Array Data Analysis. ISC (2019)
Glenn K. Lockwood, Shane Snyder, Suren Byna, Philip H. Carns, Nicholas J. Wright
Understanding Data Motion in the Modern HPC Data Center. PDSW@SC (2019)
Megha Agarwal, Divyansh Singhvi, Preeti Malakar, Suren Byna
Active Learning-based Automatic Tuning and Prediction of Parallel I/O Performance. PDSW@SC (2019)
Wei Zhang, Suren Byna, Houjun Tang, Brody Williams, Yong Chen
MIQS: metadata indexing and querying service for self-describing file formats. SC (2019)
Richard Warren, Jérome Soumagne, Jingqing Mu, Houjun Tang, Suren Byna, Bin Dong, Quincey Koziol
Analysis in the Data Path of an Object-Centric Data Management System. HiPC (2019)
Wei Zhang, Suren Byna, Chenxu Niu, Yong Chen
Exploring Metadata Search Essentials for Scientific Data Management. HiPC (2019)
Bharti Wadhwa, Suren Byna, Ali Raza Butt
Toward Transparent Data Management in Multi-Layer Storage Hierarchy of HPC Systems. IC2E (2018)
Wei Zhang, Houjun Tang, Suren Byna, Yong Chen
DART: distributed adaptive radix tree for efficient affix-based keyword search on HPC systems. PACT (2018)
Jialin Liu, Quincey Koziol, Gregory F. Butler, Neil Fortner, Mohamad Chaarawi, Houjun Tang, Suren Byna, Glenn K. Lockwood, Ravi Cheema, Kristy A. Kallback-Rose, Damian Hazen, Prabhat
Evaluation of HPC Application I/O on Object Storage Systems. PDSW-DISCS@SC (2018)
Glenn K. Lockwood, Shane Snyder, Teng Wang, Suren Byna, Philip H. Carns, Nicholas J. Wright
A year in the life of a parallel file system. SC (2018)
Teng Wang, Shane Snyder, Glenn K. Lockwood, Philip H. Carns, Nicholas J. Wright, Suren Byna
IOMiner: Large-Scale Analytics Framework for Gaining Knowledge from I/O Logs. CLUSTER (2018)
Bin Dong, Teng Wang, Houjun Tang, Quincey Koziol, Kesheng Wu, Suren Byna
ARCHIE: Data Analysis Acceleration with Array Caching in Hierarchical Storage. IEEE BigData (2018)
Teng Wang, Suren Byna, Bin Dong, Houjun Tang
UniviStor: Integrated Hierarchical and Distributed Storage for HPC. CLUSTER (2018)
Houjun Tang, Suren Byna, Francois Tessier, Teng Wang, Bin Dong, Jingqing Mu, Quincey Koziol, Jérome Soumagne, Venkatram Vishwanath, Jialin Liu, Richard Warren
Toward Scalable and Asynchronous Object-Centric Data Management for HPC. CCGrid (2018)
Jingqing Mu, Jérome Soumagne, Houjun Tang, Suren Byna, Quincey Koziol, Richard Warren
A Transparent Server-Managed Object Storage System for HPC. CLUSTER (2018)
Haoyuan Xing, Sofoklis Floratos, Spyros Blanas, Suren Byna, Prabhat, Kesheng Wu, Paul Brown
ArrayBridge: Interweaving Declarative Array Processing in SciDB with Imperative HDF5-Based Programs. ICDE (2018)
Glenn K. Lockwood, Wucherl Yoo, Suren Byna, Nicholas J. Wright, Shane Snyder, Kevin Harms, Zachary Nault, Philip H. Carns
UMAMI: a recipe for generating meaningful metrics through holistic I/O performance analysis. PDSW-DISCS@SC (2017)
Haoyuan Xing, Sofoklis Floratos, Spyros Blanas, Suren Byna, Prabhat, Kesheng Wu, Paul Brown
ArrayBridge: Interweaving declarative array processing with high-performance computing. CoRR (2017)
Houjun Tang, Suren Byna, Bin Dong, Jialin Liu, Quincey Koziol
SoMeta: Scalable Object-Centric Metadata Management for High Performance Computing. CLUSTER (2017)
Houjun Tang, Suren Byna, Steve Harenberg, Wenzhao Zhang, Xiaocheng Zou, Daniel F. Martin, Bin Dong, Dharshi Devendran, Kesheng Wu, David Trebotich, Scott Klasky, Nagiza F. Samatova
In Situ Storage Layout Optimization for AMR Spatio-temporal Read Accesses. ICPP (2016)
Bin Dong, Suren Byna, Kesheng Wu, Prabhat, Hans Johansen, Jeffrey N. Johnson, Noel Keen
Data Elevator: Low-Contention Data Movement in Hierarchical Storage System. HiPC (2016)