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Resources

NOTE: Neither the IOTTA TWG nor SNIA vouch for the accuracy or reliability of any of the traces or other information provided below. Please contact us regarding any broken or inaccurate links.

Jump To:

• Tools and Documentation
• Storage Conferences
• Storage Research Centers
• Papers and Publications
  • Papers Relating to Traces
  • Publications That Cite iotta.snia.org

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Tools and Documentation

Microsoft Event Tracing (1) (2)

Storage Research List (Computer Storage Systems Research Discussion Forum)

Traces and Snapshots Public Archive

Re-Animator tracing and replay tool

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Storage Conferences

This is a non-exhaustive list of conferences relating to storage and data management. Note that some of these websites do not have stable domains, so please contact us if a link is broken.

EuroSys
EuroSys is organized by EuroSys, the European Chapter of SIGOPS, sponsored by ACM SIGOPS. Hosted annually in mid-spring. This conference does not have a stable URL, so we have linked to a Google search.

FAST
The USENIX File and Storage Technologies (FAST) conference. Hosted annually in February.

HotStorage
The USENIX Workshop on Hot Topics in Storage and File Systems. Hosted every summer.

ICDCS
The IEEE International Conference on Distributed Computing Systems (ICDCS). This conference does not have a stable URL so we have linked to a Google search.

ICS
The ACM International Conference on Supercomputing (ICS). Hosted every summer.

MSST
The International Conference on Massive Storage Systems and Technology (MSST). Hosted every summer at the Santa Clara University School of Engineering in Santa Clara, CA.

NAS
The IEEE International Conference on Networking, Architecture, and Storage. Hosted annually.

NVMSA
The IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA). Hosted annually in the late summer. This conference does not have a stable URL, so we have linked to a Google search.

OSDI
The USENIX Symposium on Operating Systems Design and Implementation (OSDI). Hosted annually.

SIGMETRICS
The ACM Special Interest Group for the computer systems performance evaluation community. Hosted annually in June.

SIGOPS
The ACM Special Interest Group in Operating Systems. Hosts a number of conferences annually.

SoCC
The ACM Symposium on Cloud Computing (SoCC). Hosted annually. This conference does not have a stable URL, so we have linked to a Google search.

SOSP
The ACM Symposium on Operating Systems Principles (SOSP). Hosted annually.

Supercomputing
The International Conference for High Performance Computing, Networking, Storage, and Analysis. Hosted annually in late fall.

SYSTOR
The ACM International Systems and Storage Conference (SYSTOR). Hosted annually in Haifa, Israel.

VLDB
The Very Large Data Bases (VLDB) Conference. Hosted annually in late August.

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Storage Research Centers

Carnegie Mellon University
Parallel Data Lab (PDL)

San Diego Supercomputer Center (SDSC)

University of Minnesota
Center for Research in Intelligent Storage

Storage Performance Council (SPC)

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Papers and Publications

Papers Relating to Traces

[Harter11] Tyler Harter, Chris Dragga, Michael Vaughn, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau.
A File is Not a File: Understanding the I/O Behavior of Apple Desktop Applications.
Department of Computer Sciences, University of Wisconsin, Madison. 2011.

[Ellard03b] Daniel Ellard, Margo Seltzer.
NFS Tricks and Benchmarking Traps.
Proceedings of the FREENIX Technical Conference, San Antonio, Texas. June, 2003.

[Ellard03a] Daniel Ellard, Jonathan Ledlie, Pia Malkani, Margo Seltzer.
Passive NFS Tracing of Email and Research Workloads.
Proceedings of the Second Annual USENIX File and Storage Technologies Conference, pp. 203-216, San Francisco, CA. March, 2003.

[Roselli00] Drew Roselli, Jacob R. Lorch, Thomas E. Anderson.
A Comparison of File System Workloads.
Proceedings of the 2000 USENIX Technical Conference, pp. 44 - 54. San Diego, CA. June, 2000.

[Vogels99] Werner Vogels.
File system usage in Windows NT 4.0.
Proceedings of the 17th Symposium on Operating System Principles, pp. 93 - 109. Kiawah Island Resort, SC. December, 1999.

[Douceur99] John R. Douceur, William J. Bolosky.
A Large-Scale Study of File-System Contents.
Proceedings of SIGMETRICS '99, pp. 59 - 70. Atlanta, GA. May, 1999.

[Kuenning97] Geoffrey H. Kuenning and Gerald J. Popek.
Automated Hoarding for Mobile Computers.
Proceedings of the 16th ACM Symposium on Operating Systems Principles, St. Malo, France, October 5-8, 1997.

[Uysal97] Mustafa Uysal, Anurag Acharya, Joel Saltz.
Requirements of I/O Systems for Parallel Machines: An Application-driven Study.
Technical Report, CS-TR-3802, University of Maryland, College Park. May 1997.

[Mummert96] L. Mummert, M. Satyanarayanan.
Long Term Distributed File Reference Tracing: Implementation and Experience.
Software - Practice and Experience, Vol. 26, No. 6, pp. 705 - 736. June, 1996.

[Blackwell95] Trevor Blackwell, Jeffrey Harris, Margo Seltzer.
Heuristic Cleaning Algorithms in Log-Structured File Systems.
Proceedings of the 1995 USENIX Technical Conference, pp. 277 - 288. New Orleans, LA. January, 1995.

[Griffioen94] Jim Griffioen, Randy Appleton.
Reducing File System Latency using a Predictive Approach.
Proceedings of the Summer 1994 USENIX Technical Conference, pp. 197 - 207. Boston, MA. June, 1994.

[Chiang93] Chi-ming Chiang, Matt W. Mutka.
Characteristics of User File Usage Patterns.
Systems and Software, Vol. 23, No. 3, pp. 257 - 268. December, 1993.

[Ruemmler93] Chris Ruemmler, John Wilkes.
UNIX Disk Access Patterns.
Proceedings of the Winter 1993 USENIX Technical Conference, pp. 405 - 420. San Diego, CA. January, 1993.

[Ramakrishnan92] K.K. Ramakrishnan, Prabuddha Biswas, Ramakrishna Karedla.
Analysis of File I/O Traces in Commercial Computing Environments.
Proceedings of SIGMETRICS '92, pp. 78 - 90. Newport, RI. June, 1992.

[Roselli98] Drew Roselli, Thomas E. Anderson.
Characteristics of File System Workloads.
University of California Berkeley Computer Science Division Technical Report UCB//CSD-98-1029. 1992.

[Shirriff92] Ken Shirriff, John K. Ousterhout.
A Trace-Driven Analysis of Name and Attribute Caching in a Distributed System.
Proceedings of the Winter 1992 USENIX Technical Conference, pp. 315 - 332. San Francisco, CA. January, 1992.

[Miller91] Ethan L. Miller, Randy H. Katz.
Input/Output Behavior of Supercomputing Applications.
Proceedings of the 1991 Conference on Supercomputing, pp. 567 - 576. Albuquerque, NM. November, 1991.

[Baker91] M. Baker, J. Hartman, M. Kupfer, K. Shirriff, and J. Ousterhout.
Measurements of a Distributed File System.
Proceedings of the 13th ACM Symposium of Operating Systems Principles, pp. 198 - 212. October 1991.

[Bozman91] G.P. Bozman, H.H. Ghannad, E.D. Weinberger.
A trace-driven study of CMS file references.
IBM Journal of Research and Development, Vol. 35, No. 5/6, pp. 815 - 828. September/November, 1991.

[Bennet91] J. Michael Bennet, Michael A. Bauer, David Kinchlea.
Characteristics of Files in NFS Environments.
Proceedings of the 1991 ACM Symposium on Small Systems, pp. 33 - 40. 1991.

[Biswas90] P. Biswas, K.K. Ramakrishnan.
File Access Characterization of VAX/VMS Environments.
Proceedings of the 10th International Conference on Distributed Computing Systems, pp. 227 - 234. Paris, France. May, 1990.

[Floyd86] Rick Floyd.
Short-Term File Reference Patterns in a UNIX Environment.
University of Rochester Computer Science Technical Report #177. March, 1986.

[Ousterhout85] J. Ousterhout, H. Costa, D. Harrison, J. Kunze, M. Kupfer, J. Thompson.
A Trace-Driven Analysis of the UNIX 4.2BSD File System.
Proceedings of the 10th Symposium on Operating System Principles, pp. 15 - 24. Orcas Island, WA. December, 1985.

[Satyanarayanan81] M. Satyanarayanan.
A Study of File Sizes and Functional Lifetimes.
Proceedings of the 8th Symposium on Operating System Principles, pp. 96 - 108. Pacific Grove, CA. December, 1981.

[Smith81] A. J. Smith.
Analysis of Long Term File Reference Patterns for Application to File Migration Algorithms.
IEEE Transactions on Software Engineering, Vol SE-7, No. 4, pp. 403 - 417. July, 1981.

Publications That Cite iotta.snia.org

The following publications cite iotta.snia.org as a source of trace data used in their research. They are organized in reverse chronological order. This list attempts to be comprehensive but is not complete; feel free to contact us to suggest additional entries.

[Li et al., 2023]

Jinhong Li, Qiuping Wang, Patrick P. C. Lee, , and Chao Shi. An in-depth comparative analysis of cloud block storage workloads: Findings and implications. ACM Transactions on Storage, 19(2):1–32, March 2023. (doi:10.1145/3572779)

[Lv et al., 2023]

Yina Lv, Liang Shi, Li Qiao, Congming Gao, Yunpeng Song, Longfei Luo, and Youtao Zhang. MGC: Multiple-gray-code for 3D NAND flash based high-density SSDs. In Proceedings of the 2023 IEEE International Symposium on High Performance Computer Architecture (HPCA), pages 122–136, Montreal, QC, Canada, March 2023. IEEE. (doi:10.1109/HPCA56546.2023.10070946)

[Pang et al., 2023]

Shujie Pang, Yuhui Deng, Genxiong Zhang, Yi Zhou, Yaoqin Huang, , and Xiao Qin. PSA-Cache: A page-state-aware cache scheme for boosting 3D NAND flash performance. ACM Transactions on Storage, 19(2):1–27, March 2023. (doi:10.1145/3574324)

[Zhang et al., 2023]

Chi Zhang, Shiqiang Nie, Jinyu Wang, Song Liu, , and Weiguo Wu. MCB: a multidevice cooperative buffer management strategy for boosting the write performance of the SSD-SMR hybrid storage. Journal of Supercomputing, 79:13462–13489, March 2023. (doi:10.1007/s11227-023-05201-7)

[Zhang et al., 2023]

Xiaoqian Zhang, Allen Yang, Danlin Jia, Li Wang, Mahsa Bayati, Pradeep Subedi, Xuebin Yao, Bo Sheng, and Ningfang Mi. DIRS: Dynamic initial rate setting in congestion control for disaggregated storage systems. In Proceedings of the IEEE International Conference on Computing, Networking and Communications (ICNC), pages 689–693, Honolulu, HI, February 2023. IEEE. (doi:10.1109/ICNC57223.2023.10074382)

[Li et al., 2023]

Huaicheng Li, Martin L. Putra, Ronald Shi, Fadhil I. Kurnia, Xing Lin, Jaeyoung Do, Achmad Imam Kistijantoro, Gregory R. Ganger, and Haryadi S. Gunawi. Extending and programming the NVMe I/O determinism interface for flash arrays. ACM Transactions on Storage, 19(1), January 2023. (doi:10.1145/3568427)

[Yang et al., 2023]

Dongsheng Yang, Daniel S. Berger, Kai Li, , and Wyatt Lloyd. A learned cache eviction framework with minimal overhead. ArXiv, arXiv:2301.11886, January 2023. (doi:10.48550/arXiv.2301.11886)

[Bhimani et al., 2022]

Janki Bhimani, Zhengyu Yang, Jingpei Yang, Adnan Maruf, Ningfang Mi, Rajinikanth Pandurangan, Changho Choi, and Vijay Balakrishnan. Automatic stream identification to improve flash endurance in data centers. ACM Transactions on Storage, 18(2):1–29, 2022.

[Byna et al., 2022]

Suren Byna, Stratos Idreos, Terry Jones, Kathryn Mohror, Rob Ross, and Florin Rusu. Report for the ASCR workshop on the management and storage of scientific data. Technical report, US Department of Energy (USDOE), Washington, DC (United States). Office of Science, 01 2022. (doi:10.2172/1845707)

[Chen et al., 2022]

Tseng-Yi Chen, Shao-Hung Chi, Ming-Chang Yang, and Ting-Ying Chien. Enabling the duo-phase data management to realize longevity bit-alterable flash memory. IEEE Transactions on Computers, 71(8):1982–1997, 2022. (doi:10.1109/TC.2021.3116862)