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[Poster] Extending the HDF Library to Support Intelligent I/O Buffering for Deep Memory and Storage Hierarchy Systems

Xian-He Sun
2022 Zenodo  
Extending the HDF Library to Support Intelligent I/O Buffering for Deep Memory and Storage Hierarchy Systems  ...  A new prefetching scheme by looking at how data are accessed instead of how applications access it.  ...  . • HCompress Profiler • Runs a exhaustive benchmark to capture system and compression characteristics for predefined and user-defined inputs  ... 
doi:10.5281/zenodo.6862310 fatcat:3nrbly6eevfb5jodnyw4pv4y5m

[Poster] Extending the HDF Library to Support Intelligent I/O Buffering for Deep Memory and Storage Hierarchy Systems

Xian-He Sun
2022 Zenodo  
Extending the HDF Library to Support Intelligent I/O Buffering for Deep Memory and Storage Hierarchy Systems  ...  A new prefetching scheme by looking at how data are accessed instead of how applications access it.  ...  Complex data placement among the tiers of a deep memory and storage hierarchy Current Situation • Server-Push • Event are captured by kernel's inotify utility • Prefetched data is push to the hierarchy  ... 
doi:10.5281/zenodo.6876917 fatcat:327v7goz6zbx7ctgn7zgoafdci

[Poster] Extending the HDF Library to Support Intelligent I/O Buffering for Deep Memory and Storage Hierarchy Systems

Xian-He Sun
2022 Zenodo  
Extending the HDF Library to Support Intelligent I/O Buffering for Deep Memory and Storage Hierarchy Systems  ...  A new prefetching scheme by looking at how data are accessed instead of how applications access it.  ...  • Data Centric (Score Incorporates) • Recency, Frequency, and Sequencing • Hierarchical Placement • The engine calculates placement of prefetch data based on multi-tiered storage and data characteristics  ... 
doi:10.5281/zenodo.6859369 fatcat:7friw3rjxrcylctqt6ddmbygze

XRootd, disk-based, caching proxy for optimization of data access, data placement and data replication

L A T Bauerdick, K Bloom, B Bockelman, D C Bradley, S Dasu, J M Dost, I Sfiligoi, A Tadel, M Tadel, F Wuerthwein, A Yagil
2014 Journal of Physics, Conference Series  
Extensions to the Hadoop file-system have been developed to allow for an immediate fallback to network access when local HDFS storage fails to provide the requested block.  ...  Extensions to the Hadoop file-system have been developed to allow foran immediate fallback to network access when local HDFS storage fails to provide the requested block.  ...  The first stage happened in the US in 2011 by exposing all Tier 1 and Tier 2 storage to the collaboration via the XRootd system [3] and by implementing a comprehensive monitoring framework [4] .  ... 
doi:10.1088/1742-6596/513/4/042044 fatcat:zfdqrgib2fdfbjjtghudvkbkju

Tombolo: Performance enhancements for cloud storage gateways

Suli Yang, Kiran Srinivasan, Kishore Udayashankar, Swetha Krishnan, Jingxin Feng, Yupu Zhang, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
2016 2016 32nd Symposium on Mass Storage Systems and Technologies (MSST)  
Object-based cloud storage has been widely adopted for their agility in deploying storage with a very low up-front cost.  ...  We also provide insights on how to build such cloud gateways, especially with respect to caching and prefetching techniques.  ...  We thank the members of the NetApp ATG group and ADSL research group for their suggestions and comments.  ... 
doi:10.1109/msst.2016.7897076 dblp:conf/mss/YangSUKFZAA16 fatcat:avvx4affuzfv3dwuajxnabqlp4

Automatic and Scalable Data Replication Manager in Distributed Computation and Storage Infrastructure of Cyber-Physical Systems

Zhengyu Yang, Janki Bhimani, Jiayin Wang, David Evans, Ningfang Mi
2017 Scalable Computing : Practice and Experience  
infrastructure of cyber-physical systems, using tiering storage with SSD (solid state disk) and HDD (hard disk drive).  ...  Cyber-Physical System (CPS) is a rising technology that utilizes computation and storage resources for sensing, processing, analysis, predicting, understanding of field-data, and then uses communication  ...  This work was completed during Zhengyu Yang, Janki Bhimani and Jiayin Wang's internship at Storage Software Group and Performance and Datacenter Team, Memory Solution Lab, Samsung Semiconductor Inc.  ... 
doi:10.12694/scpe.v18i4.1330 fatcat:w42pkr7klbgahknuuseqjhqfea

VENU: Orchestrating SSDs in hadoop storage

K. R. Krish, M. Safdar Iqbal, Ali R. Butt
2014 2014 IEEE International Conference on Big Data (Big Data)  
To this end, we present VENU, a dynamic data management system for Hadoop.  ...  In addition, we design placement and retrieval schemes to efficiently use the SSD cache.  ...  They propose a re-design of HDFS into a multi-tiered storage system that seamlessly integrates heterogeneous storage technologies such as HDDs and SSDs into HDFS and propose data placement and retrieval  ... 
doi:10.1109/bigdata.2014.7004234 dblp:conf/bigdataconf/RIB14 fatcat:zhqbashywvaxpe75d7tyaeykci

Energy-aware data prefetching for multi-speed disks

Seung Woo Son, Mahmut Kandemir
2006 Proceedings of the 3rd conference on Computing frontiers - CF '06  
Power consumption of disk based storage systems is becoming an increasingly pressing issue for both commercial and scientific application domains.  ...  Specifically, we propose and experimentally evaluate a compiler-directed energyaware data prefetching scheme for scientific applications that process disk-resident data sets.  ...  A couple of recent papers (e.g., providing multi-speed setting for server disks [5, 14] , power-aware storage cache management schemes [32, 33] , and compiler-guided disk power management schemes [25  ... 
doi:10.1145/1128022.1128038 dblp:conf/cf/SonK06 fatcat:emhmyihoqzhtjjppbv6aplcswm

Netco

Virajith Jalaparti, Chris Douglas, Mainak Ghosh, Ashvin Agrawal, Avrilia Floratou, Srikanth Kandula, Ishai Menache, Joseph Seffi Naor, Sriram Rao
2018 Proceedings of the ACM Symposium on Cloud Computing - SoCC '18  
We consider a common setting where storage is disaggregated from the compute in data-parallel systems.  ...  We design a system Netco, which prefetches data into the cache (based on workload predictability), and appropriately divides the cache space and network bandwidth between the prefetches and serving ongoing  ...  The primary method to increase the interconnect bandwidth today, is to pay for an even larger compute tier and/or storage tier [1, 10] .  ... 
doi:10.1145/3267809.3267827 dblp:conf/cloud/JalapartiDGAFKM18 fatcat:a5iuiv5sfjcbpdbrzs3ud3ooqi

Advection-Based Sparse Data Management for Visualizing Unsteady Flow

Hanqi Guo, Jiang Zhang, Richen Liu, Lu Liu, Xiaoru Yuan, Jian Huang, Xiangfei Meng, Jingshan Pan
2014 IEEE Transactions on Visualization and Computer Graphics  
In this work, we explore a novel advection-based scheme to manage flow field data for both efficiency and scalability.  ...  We demonstrate our method using a prototype system that works on workstation and also in supercomputing environments.  ...  Qingdong Cai for providing the TB-scale turbulence simulation data. This work is supported by NSFC No. 61170204.  ... 
doi:10.1109/tvcg.2014.2346418 pmid:26356969 fatcat:4m4nxsxalnhxfaskwlpfmigoim

Profiler and compiler assisted adaptive I/O prefetching for shared storage caches

Seung Woo Son, Sai Prashanth Muralidhara, Ozcan Ozturk, Mahmut Kandemir, Ibrahim Kolcu, Mustafa Karakoy
2008 Proceedings of the 17th international conference on Parallel architectures and compilation techniques - PACT '08  
scheme targeting shared storage caches.  ...  We implemented this new I/O prefetching scheme using a compiler and the PVFS file system running on Linux, and the empirical data collected clearly underline the importance of adapting I/O prefetching  ...  Figure 6 shows the architecture of a typical modern storage system interfaced with a computation system.  ... 
doi:10.1145/1454115.1454133 dblp:conf/IEEEpact/SonMOKKK08 fatcat:ffawp3we5zbz7g2nti664ja4la

Multiuser prefetching with queuing prioritization in heterogeneous wireless systems

Ben Liang, Stephen Drew
2006 Proceedings of the 3rd international conference on Quality of service in heterogeneous wired/wireless networks - QShine '06  
We study the performance of a multi-user prefetching strategy in a two-tier heterogeneous wireless network.  ...  We propose to alleviate the system traffic load through optimizing a prefetch thresholding algorithm, accounting for server queuing prioritization.  ...  Acknowledgments The authors would like to thank the anonymous reviewers for their helpful comments and Mr. Da Wang for his contribution to part of the computer simulation and technical discussion.  ... 
doi:10.1145/1185373.1185417 dblp:conf/qshine/LiangD06 fatcat:d2bt6p7fjfbedgasrqh4w6t3ea

How Could a Flash Cache Degrade Database Performance Rather Than Improve It? Lessons to be Learnt from Multi-Tiered Storage

Hyojun Kim, Ioannis Koltsidas, Nikolas Ioannou, Sangeetha Seshadri, Paul Muench, Clement L. Dickey, Lawrence Chiu
2014 USENIX Symposium on Operating Systems Design and Implementation  
We believe that some lessons learnt from multi-tiered storage systems can be applied to flash cache management.  ...  Multi-tiered storage systems migrate data based on long-term I/O monitoring, carefully ensuring that the background data migration does not adversely affect foreground I/O performance.  ...  We apply the lessons learned from the data migration process of multi-tiered storage systems to flash cache population.  ... 
dblp:conf/osdi/KimKISMDC14 fatcat:t3vr433ymrdk5msnnf3cnhmxju

Prefetch throttling and data pinning for improving performance of shared caches

Ozcan Ozturk, Seung Woo Son, Mahmut Kandemir, Mustafa Karakoy
2008 2008 SC - International Conference for High Performance Computing, Networking, Storage and Analysis  
We show that these two schemes can be applied in isolation or combined together, and they can be applied at a coarse or fine granularity.  ...  data pinning schemes to improve performance of I/O prefetching.  ...  ACKNOWLEDGMENT We would like to thank our shepherd, Xiaosong Ma, for her useful feedback, and the anonymous reviewers for their insightful comments.  ... 
doi:10.1109/sc.2008.5213128 dblp:conf/sc/OzturkSKK08 fatcat:clyktl2e2zadxprz3ux4el55oy

On caching and prefetching of virtual objects in distributed virtual environments

Jimmy H. P. Chim, Mark Green, Rynson W. H. Lau, Hong Va Leong, Antonio Si
1998 Proceedings of the sixth ACM international conference on Multimedia - MULTIMEDIA '98  
Prefetching object mod~by predicting those which~e &dy to be used in the near fnture and dotioading them in advance wiU lead to a Mar improvement. Third, the bt.ernet often tiers from disconnection.  ...  The caching mechanism is further complemented with severs object prefetching m echanLms for predicting future acc~ed objects.  ...  There are mmy eye tracking systems a~dable for detecting he of sight 120].  ... 
doi:10.1145/290747.290769 dblp:conf/mm/ChimGLLS98 fatcat:2ygmvrbv35fivoei5agietndoi
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