15-719 Advanced Cloud Computing: Reading List
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Wed 05/02 -- Lecture : Exam 2
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Wed 03/07 -- Lecture : Exam 1
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Wed 01/17 -- Lecture 1: Introduction and Use cases
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Armbrust, Michael and Fox, Armando and Griffith, Rean and Joseph, Anthony D. and Katz, Randy and Konwinski, Andy and Lee, Gunho and Patterson, David and Rabkin, Ariel and Stoica, Ion and Zaharia, Matei
A view of cloud computing
In Communications of the ACM, Apr 2010, pages 50--58
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Peter Mell and Tim Grance
The NIST Definition of Cloud Computing. Special publication 800-145
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Fang Liu and Jin Tong and Jian Mao and Robert Bohn and John Messina and Lee Badger and Dawn Leaf
NIST cloud computing reference architecture. Special publication 500-292
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Rackspace Support
Understanding the cloud computing stack: SaaS, PaaS, IaaS
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Reza Shafii
PaaS is not middleware over IaaS
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Dean, Jeff
The Rise of Cloud Computing Systems
In SOSP History Day 2015, 2015, pages 12:1--12:40
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Cano, Ignacio and Aiyar, Srinivas and Krishnamurthy, Arvind
Characterizing Private Clouds: A Large-Scale Empirical Analysis of Enterprise Clusters
In Proceedings of the Seventh ACM Symposium on Cloud Computing, 2016, pages 29--41
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Vieira, Stephen A.
Why virtual desktop at CCRI?: finding sustainability for desktop support
In Proceedings of the 40th annual ACM SIGUCCS conference, 2012, pages 81--86
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Werner Vogels
AWS Summit New York 2016 Keynote
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Ruthbea Y. Clarke
Desktop virtualization in state and local governments: saving money without sacrificing citizen service (white paper)
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Reiss, Charles and Tumanov, Alexey and Ganger, Gregory R and Katz, Randy H and Kozuch, Michael A
Heterogeneity and dynamicity of clouds at scale: Google trace analysis
In Proceedings of the Third ACM Symposium on Cloud Computing, 2012, pages 7
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Mon 01/22 -- Lecture 2: Elasticity
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Vaquero, Luis M. and Rodero-Merino, Luis and Buyya, Rajkumar
Dynamically scaling applications in the cloud
In SIGCOMM Comput. Commun. Rev., Jan 2011, pages 45--52
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Ferguson, Andrew D. and Bodik, Peter and Kandula, Srikanth and Boutin, Eric and Fonseca, Rodrigo
Jockey: guaranteed job latency in data parallel clusters
In Proceedings of the 7th ACM european conference on Computer Systems, 2012, pages 99--112
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Rajagopalan, Shriram and Williams, Dan and Jamjoom, Hani and Warfield, Andrew
Split/merge: system support for elastic execution in virtual middleboxes
In Proceedings of the 10th USENIX conference on Networked Systems Design and Implementation, 2013, pages 227--240
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Das, Sudipto and Agrawal, Divyakant and El Abbadi, Amr
ElasTraS: An elastic, scalable, and self-managing transactional database for the cloud
In ACM Trans. Database Syst., Apr 2013, pages 5:1--5:45
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Wed 01/24 -- Lecture 3: Building a Carnegie Mellon cloud and Openstack
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Sotomayor, Borja and Montero, Rub\'en S and Llorente, Ignacio M and Foster, Ian
Virtual infrastructure management in private and hybrid clouds
In IEEE Internet computing, 2009
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Nurmi, D. and Wolski, R. and Grzegorczyk, C. and Obertelli, G. and Soman, S. and Youseff, L. and Zagorodnov, D.
The Eucalyptus Open-Source Cloud-Computing System
In Cluster Computing and the Grid, 2009. CCGRID '09. 9th IEEE/ACM International Symposium on, 2009, pages 124-131
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Jeff Chase and Laura Grit and David Irwin and Varun Marupadi and Piyush Shivam and Aydan Yumerefendi
Beyond virtual data centers: Toward an open resource control architecture
In in Selected Papers from the International Conference on the Virtual Computing Initiative (ACM Digital Library), ACM, 2007
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OpenStack Documentation, Liberty Release (October 2015)
Get started with OpenStack
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Mon 01/29 -- Lecture 4: Programming Models and Frameworks I
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Dean, Jeffrey and Ghemawat, Sanjay
MapReduce: simplified data processing on large clusters
In Proceedings of the 6th conference on Symposium on Opearting Systems Design \& Implementation - Volume 6, 2004, pages 10--10
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Zaharia, Matei and Chowdhury, Mosharaf and Franklin, Michael J and Shenker, Scott and Stoica, Ion
Spark: cluster computing with working sets
In Proceedings of the 2nd USENIX conference on Hot topics in cloud computing, 2010, pages 10--10
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Yu, Yuan and Isard, Michael and Fetterly, Dennis and Budiu, Mihai and Erlingsson, \'Ulfar and Gunda, Pradeep Kumar and Currey, Jon
DryadLINQ: a system for general-purpose distributed data-parallel computing using a high-level language
In Proceedings of the 8th USENIX conference on Operating systems design and implementation, 2008, pages 1--14
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Yucheng Low and Joseph Gonzalez and Aapo Kyrola and Danny Bickson and Carlos Guestrin and Joseph M. Hellerstein
GraphLab: A New Parallel Framework for Machine Learning
In Conference on Uncertainty in Artificial Intelligence (UAI), July 2010
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Abadi, Mart\'\in and Barham, Paul and Chen, Jianmin and Chen, Zhifeng and Davis, Andy and Dean, Jeffrey and Devin, Matthieu and Ghemawat, Sanjay and Irving, Geoffrey and Isard, Michael and others
TensorFlow: A system for large-scale machine learning
In Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI). Savannah, Georgia, USA, 2016
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Wed 01/31 -- Lecture 5: Encapsulating computation
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Barham, Paul and Dragovic, Boris and Fraser, Keir and Hand, Steven and Harris, Tim and Ho, Alex and Neugebauer, Rolf and Pratt, Ian and Warfield, Andrew
Xen and the art of virtualization
In Proceedings of the nineteenth ACM symposium on Operating systems principles, 2003, pages 164--177
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Wes Felter and Alexandre Ferreira and Ram Rajamony and Juan Rubio
An Updated Performance Comparison of Virtual Machines and Linux Containers
In IBM Research Report, RC25482 (AUS1407-001), Computer Science, 2014
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Goldberg, Robert P.
Survey of virtual machine research
In Computer, 1974, pages 34-45
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Chen, P.M. and Noble, B.D.
When virtual is better than real [operating system relocation to virtual machines]
In Hot Topics in Operating Systems, 2001. Proceedings of the Eighth Workshop on, 2001, pages 133-138
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Agesen, Ole and Garthwaite, Alex and Sheldon, Jeffrey and Subrahmanyam, Pratap
The evolution of an x86 virtual machine monitor
In ACM SIGOPS Operating Systems Review, 2010, pages 3--18
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Wang, Chenxi
Containers 101: Linux containers and Docker explained
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Mon 02/05 -- Lecture 6: Storage in the cloud I
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Ghemawat, Sanjay and Gobioff, Howard and Leung, Shun-Tak
The Google file system
In Proceedings of the nineteenth ACM symposium on Operating systems principles, 2003, pages 29--43
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Beaver, Doug and Kumar, Sanjeev and Li, Harry C. and Sobel, Jason and Vajgel, Peter
Finding a needle in Haystack: facebook's photo storage
In Proceedings of the 9th USENIX conference on Operating systems design and implementation, 2010, pages 1--8
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Abe, Y. and Gibson, G.
pWalrus: Towards better integration of parallel file systems into cloud storage
In Cluster Computing Workshops and Posters (CLUSTER WORKSHOPS), 2010 IEEE International Conference on, 2010, pages 1-7
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Wed 02/07 -- Lecture 7: Storage in the cloud II
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Alba, A and Alatorre, G and Bolik, C and Corrao, A and Clark, T and Gopisetty, S and Haas, R and Kat, RI and Langston, BS and Mandagere, NS and others
Efficient and agile storage management in software defined environments
In IBM Journal of Research and Development, 2014, pages 1--12
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Thereska, Eno and Ballani, Hitesh and O'Shea, Greg and Karagiannis, Thomas and Rowstron, Antony and Talpey, Tom and Black, Richard and Zhu, Timothy
Ioflow: A software-defined storage architecture
In Proceedings of the Twenty-Fourth ACM Symposium on Operating Systems Principles, 2013, pages 182--196
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Gao, Xiaoming and Lowe, M. and Ma, Yu and Pierce, M.
Supporting Cloud Computing with the Virtual Block Store System
In e-Science, 2009. e-Science '09. Fifth IEEE International Conference on, 2009, pages 208-215
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Tyler Harter and Brandon Salmon and Rose Liu and Andrea C. Arpaci-Dusseau and Remzi H. Arpaci-Dusseau
Slacker: Fast Distribution with Lazy Docker Containers
In 14th USENIX Conference on File and Storage Technologies (FAST 16), 2016, pages 181--195
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Kai Ren and Garth Gibson
TABLEFS: Enhancing Metadata Efficiency in the Local File System
In Presented as part of the 2013 USENIX Annual Technical Conference (USENIX ATC 13), 2013, pages 145--156
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Mon 02/12 -- Lecture 8: Key-Value Stores
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Andersen, David G. and Franklin, Jason and Kaminsky, Michael and Phanishayee, Amar and Tan, Lawrence and Vasudevan, Vijay
FAWN: a fast array of wimpy nodes
In Proceedings of the ACM SIGOPS 22nd symposium on Operating systems principles, 2009, pages 1--14
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Fan, Bin and Andersen, David G. and Kaminsky, Michael
MemC3: compact and concurrent MemCache with dumber caching and smarter hashing
In Proceedings of the 10th USENIX conference on Networked Systems Design and Implementation, 2013, pages 371--384
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Wed 02/14 -- Lecture 9: Mobility and the Cloud
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Mahadev Satyanarayanan and Bahl, P. and Caceres, R. and Davies, N.
The Case for VM-Based Cloudlets in Mobile Computing
In Pervasive Computing, IEEE, 2009, pages 14-23
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Clinch, S. and Harkes, J. and Friday, A. and Davies, N. and Mahadev Satyanarayanan
How close is close enough? Understanding the role of cloudlets in supporting display appropriation by mobile users
In Pervasive Computing and Communications (PerCom), 2012 IEEE International Conference on, 2012, pages 122-127
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Kiryong Ha and Pillai, P. and Lewis, G. and Simanta, S. and Clinch, S. and Davies, N. and Satyanarayanan, M.
The Impact of Mobile Multimedia Applications on Data Center Consolidation
In Cloud Engineering (IC2E), 2013 IEEE International Conference on, 2013, pages 166-176
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Simoens, Pieter and Xiao, Yu and Pillai, Padmanabhan and Chen, Zhuo and Ha, Kiryong and Satyanarayanan, Mahadev
Scalable Crowd-sourcing of Video from Mobile Devices
In Proceeding of the 11th Annual International Conference on Mobile Systems, Applications, and Services, 2013, pages 139--152
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Ha, Kiryong and Pillai, Padmanabhan and Richter, Wolfgang and Abe, Yoshihisa and Satyanarayanan, Mahadev
Just-in-time Provisioning for Cyber Foraging
In Proceeding of the 11th Annual International Conference on Mobile Systems, Applications, and Services, 2013, pages 153--166
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Mon 02/19 -- Lecture 10: Programming Models and Frameworks II
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Yucheng Low and Joseph Gonzalez and Aapo Kyrola and Danny Bickson and Carlos Guestrin and Joseph M. Hellerstein
GraphLab: A New Parallel Framework for Machine Learning
In Conference on Uncertainty in Artificial Intelligence (UAI), July 2010
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Zaharia, Matei and Chowdhury, Mosharaf and Franklin, Michael J and Shenker, Scott and Stoica, Ion
Spark: cluster computing with working sets
In Proceedings of the 2nd USENIX conference on Hot topics in cloud computing, 2010, pages 10--10
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Yu, Yuan and Isard, Michael and Fetterly, Dennis and Budiu, Mihai and Erlingsson, \'Ulfar and Gunda, Pradeep Kumar and Currey, Jon
DryadLINQ: a system for general-purpose distributed data-parallel computing using a high-level language
In Proceedings of the 8th USENIX conference on Operating systems design and implementation, 2008, pages 1--14
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Abadi, Mart\'\in and Barham, Paul and Chen, Jianmin and Chen, Zhifeng and Davis, Andy and Dean, Jeffrey and Devin, Matthieu and Ghemawat, Sanjay and Irving, Geoffrey and Isard, Michael and others
TensorFlow: A system for large-scale machine learning
In Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI). Savannah, Georgia, USA, 2016
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Wed 02/21 -- Lecture 11: Scheduling I
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Ajay Gulati, Anne Holler, Minwen Ji, Ganesha Shanmuganathan, Carl Waldspurger, Xiaoyun Zhu
VMware Distributed Resource Management: Design, Implementation and Lessons Learned
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Tumanov, Alexey and Zhu, Timothy and Park, Jun Woo and Kozuch, Michael A and Harchol-Balter, Mor and Ganger, Gregory R
TetriSched: global rescheduling with adaptive plan-ahead in dynamic heterogeneous clusters
In Proceedings of the Eleventh European Conference on Computer Systems, 2016, pages 35
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Ghodsi, Ali and Zaharia, Matei and Hindman, Benjamin and Konwinski, Andy and Shenker, Scott and Stoica, Ion
Dominant resource fairness: fair allocation of multiple resource types
In Proceedings of the 8th USENIX conference on Networked systems design and implementation, 2011, pages 24--24
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Reiss, Charles and Tumanov, Alexey and Ganger, Gregory R. and Katz, Randy H. and Kozuch, Michael A.
Heterogeneity and dynamicity of clouds at scale: Google trace analysis
In Proceedings of the Third ACM Symposium on Cloud Computing, 2012, pages 7:1--7:13
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Mon 02/26 -- Lecture 12: Scheduling II
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Vavilapalli, Vinod Kumar and Murthy, Arun C and Douglas, Chris
Apache hadoop yarn: Yet another resource negotiator
In Proceedings of the 4th annual Symposium on Cloud Computing, 2013, pages 5
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Hindman, Benjamin and Konwinski, Andy and Zaharia, Matei and Ghodsi, Ali and Joseph, Anthony D. and Katz, Randy and Shenker, Scott and Stoica, Ion
Mesos: a platform for fine-grained resource sharing in the data center
In Proceedings of the 8th USENIX conference on Networked systems design and implementation, 2011, pages 22--22
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Schwarzkopf, Malte and Konwinski, Andy and Abd-El-Malek, Michael and Wilkes, John
Omega: flexible, scalable schedulers for large compute clusters
In Proceedings of the 8th ACM European Conference on Computer Systems, 2013, pages 351--364
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Konstantinos Karanasos and Sriram Rao and Carlo Curino and Chris Douglas and Kishore Chaliparambil and Giovanni Matteo Fumarola and Solom Heddaya and Raghu Ramakrishnan and Sarvesh Sakalanaga
Mercury: Hybrid Centralized and Distributed Scheduling in Large Shared Clusters
In 2015 USENIX Annual Technical Conference (USENIX ATC 15), Jul 2015, pages 485--497
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Wed 02/28 -- Lecture 13: Function as a service
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Baldini, Ioana and Castro, Paul and Chang, Kerry and Cheng, Perry and Fink, Stephen and Ishakian, Vatche and Mitchell, Nick and Muthusamy, Vinod and Rabbah, Rodric and Slominski, Aleksander and Suter, Philippe
Serverless Computing: Current Trends and Open Problems
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Baldini, Ioana and Cheng, Perry and Fink, Stephen J. and Mitchell, Nick and Muthusamy, Vinod and Rabbah, Rodric and Suter, Philippe and Tardieu, Olivier
The Serverless Trilemma: Function Composition for Serverless Computing
In Proceedings of the 2017 ACM SIGPLAN International Symposium on New Ideas, New Paradigms, and Reflections on Programming and Software, 2017, pages 89--103
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Mon 03/19 -- Lecture 17: Exam 1 debrief
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Wed 03/21 -- Lecture 18: Middleboxes as a Service
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Sherry, Justine and Hasan, Shaddi and Scott, Colin and Krishnamurthy, Arvind and Ratnasamy, Sylvia and Sekar, Vyas
Making Middleboxes Someone else's Problem: Network Processing As a Cloud Service
In Proceedings of the ACM SIGCOMM 2012 Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication, 2012, pages 13--24
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Palkar, Shoumik and Lan, Chang and Han, Sangjin and Jang, Keon and Panda, Aurojit and Ratnasamy, Sylvia and Rizzo, Luigi and Shenker, Scott
E2: A Framework for NFV Applications
In Proceedings of the 25th Symposium on Operating Systems Principles, 2015, pages 121--136
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Mon 03/26 -- Lecture 19: Diagnosis via monitoring & tracing
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Sambasivan, Raja R. and Shafer, Ilari and Mace, Jonathan and Sigelman, Benjamin H. and Fonseca, Rodrigo and Ganger, Gregory R.
Principled Workflow-centric Tracing of Distributed Systems
In Proceedings of the Seventh ACM Symposium on Cloud Computing, 2016, pages 401--414
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Matthew L Massie and Brent N Chun and David E Culler
The ganglia distributed monitoring system: design, implementation, and experience
In Parallel Computing , 2004, pages 817 - 840
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Benjamin H. Sigelman and Luiz André Barroso and Mike Burrows and Pat Stephenson and Manoj Plakal and Donald Beaver and Saul Jaspan and Chandan Shanbhag
Dapper, a Large-Scale Distributed Systems Tracing Infrastructure
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Chow, Michael and Meisner, David and Flinn, Jason and Peek, Daniel and Wenisch, Thomas F
The Mystery Machine: End-to-end Performance Analysis of Large-scale Internet Services.
In OSDI, 2014, pages 217--231
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Wed 03/28 -- Lecture 20: Tail latency & interference
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Dean, Jeffrey and Barroso, Luiz Andr\'e
The Tail at Scale
In Commun. ACM, Feb 2013, pages 74--80
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Xu, Yunjing and Musgrave, Zachary and Noble, Brian and Bailey, Michael
Bobtail: Avoiding Long Tails in the Cloud
In Proceedings of the 10th USENIX Conference on Networked Systems Design and Implementation, 2013, pages 329--342
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Mon 04/02 -- Lecture 21: Reliability & fault tolerance
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Schneider, Fred B.
Implementing fault-tolerant services using the state machine approach: a tutorial
In ACM Comput. Surv., Dec 1990, pages 299--319
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Candea, George and Kawamoto, Shinichi and Fujiki, Yuichi and Friedman, Greg and Fox, Armando
Microreboot \&\#8212; A technique for cheap recovery
In Proceedings of the 6th conference on Symposium on Opearting Systems Design \& Implementation - Volume 6, 2004, pages 3--3
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Vishwanath, Kashi Venkatesh and Nagappan, Nachiappan
Characterizing cloud computing hardware reliability
In Proceedings of the 1st ACM symposium on Cloud computing, 2010, pages 193--204
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Schroeder, Bianca and Gibson, Garth A.
Disk failures in the real world: what does an MTTF of 1,000,000 hours mean to you?
In Proceedings of the 5th USENIX conference on File and Storage Technologies, 2007
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Wed 04/04 -- Lecture 22: Geo-replication
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Wyatt Lloyd
STRONGER CONSISTENCY AND SEMANTICS FOR LOW-LATENCY GEO-REPLICATED STORAGE
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Introducing Geo-replication for Windows Azure Storage
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A Short Primer on Causal Consistency
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Bailis, Peter and Ghodsi, Ali
Eventual consistency today: limitations, extensions, and beyond.
In Commun. ACM, , pages 55-63
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DeCandia, Giuseppe and Hastorun, Deniz and Jampani, Madan and Kakulapati, Gunavardhan and Lakshman, Avinash and Pilchin, Alex and Sivasubramanian, Swaminathan and Vosshall, Peter and Vogels, Werner
Dynamo: Amazon's Highly Available Key-value Store
In Proceedings of Twenty-first ACM SIGOPS Symposium on Operating Systems Principles, 2007, pages 205--220
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Mon 04/09 -- Lecture 23: Networking
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Greenberg, Albert and Hamilton, James and Maltz, David A. and Patel, Parveen
The Cost of a Cloud: Research Problems in Data Center Networks
In SIGCOMM Comput. Commun. Rev., Dec 2008, pages 68--73
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Niranjan Mysore, Radhika and Pamboris, Andreas and Farrington, Nathan and Huang, Nelson and Miri, Pardis and Radhakrishnan, Sivasankar and Subramanya, Vikram and Vahdat, Amin
PortLand: A Scalable Fault-tolerant Layer 2 Data Center Network Fabric
In Proceedings of the ACM SIGCOMM 2009 Conference on Data Communication, 2009, pages 39--50
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Jain, Sushant and Kumar, Alok and Mandal, Subhasree and Ong, Joon and Poutievski, Leon and Singh, Arjun and Venkata, Subbaiah and Wanderer, Jim and Zhou, Junlan and Zhu, Min and Zolla, Jon and H\olzle, Urs and Stuart, Stephen and Vahdat, Amin
B4: Experience with a Globally-deployed Software Defined Wan
In Proceedings of the ACM SIGCOMM 2013 Conference on SIGCOMM, 2013, pages 3--14
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Koponen, Teemu and Casado, Martin and Gude, Natasha and Stribling, Jeremy and Poutievski, Leon and Zhu, Min and Ramanathan, Rajiv and Iwata, Yuichiro and Inoue, Hiroaki and Hama, Takayuki and others
Onix: A Distributed Control Platform for Large-scale Production Networks.
In Proceedings of the 9th USENIX conference on Operating Systems Design and Implementation, 2010, pages 1--6
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Vasudevan, Vijay and Phanishayee, Amar and Shah, Hiral and Krevat, Elie and Andersen, David G. and Ganger, Gregory R. and Gibson, Garth A. and Mueller, Brian
Safe and Effective Fine-grained TCP Retransmissions for Datacenter Communication
In Proceedings of the ACM SIGCOMM 2009 Conference on Data Communication, 2009, pages 303--314
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Singh, Arjun and Ong, Joon and Agarwal, Amit and Anderson, Glen and Armistead, Ashby and Bannon, Roy and Boving, Seb and Desai, Gaurav and Felderman, Bob and Germano, Paulie and Kanagala, Anand and Provost, Jeff and Simmons, Jason and Tanda, Eiichi and Wanderer, Jim and H\olzle, Urs and Stuart, Stephen and Vahdat, Amin
Jupiter Rising: A Decade of Clos Topologies and Centralized Control in Google's Datacenter Network
In Proceedings of the 2015 ACM Conference on Special Interest Group on Data Communication, 2015, pages 183--197
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Wed 04/11 -- Lecture 24: Formal Verification of Cloud Services
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Chris Hawblitzel and Jon Howell and Jacob R. Lorch and Arjun Narayan and Bryan Parno and Danfeng Zhang and Brian Zill
Ironclad Apps: End-to-End Security via Automated Full-System Verification
In 11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14), 2014, pages 165--181
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Hawblitzel, Chris and Howell, Jon and Kapritsos, Manos and Lorch, Jacob R. and Parno, Bryan and Roberts, Michael L. and Setty, Srinath and Zill, Brian
IronFleet: Proving Practical Distributed Systems Correct
In Proceedings of the 25th Symposium on Operating Systems Principles, 2015, pages 1--17
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Karthikeyan Bhargavan and Barry Bond and Antoine Delignat-Lavaud and C\'edric Fournet and Chris Hawblitzel and Catalin Hritcu and Samin Ishtiaq and Markulf Kohlweiss and Rustan Leino and Jay Lorch and Kenji Maillard and Jianyang Pan and Bryan Parno and Jonathan Protzenko and Tahina Ramananandro and Ashay Rane and Aseem Rastogi and Nikhil Swamy and Laure Thompson and Peng Wang and Santiago Zanella-B\'eguelin and Jean-Karim Zinzindohou\'e
Everest: Towards a Verified, Drop-in Replacement of HTTPS
In 2nd Summit on Advances in Programming Languages (SNAPL 2017), 2017, pages 1:1--1:12
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Mon 04/16 -- Lecture 25: Kubernetes
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Brendan Burns and Brian Grant and David Oppenheimer and Eric Brewer and John Wilkes
Borg, Omega, and Kubernetes
In ACM Queue, 2016, pages 70--93
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Wed 04/18 -- Lecture 26: Resource Central
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Cortez, Eli and Bonde, Anand and Muzio, Alexandre and Russinovich, Mark and Fontoura, Marcus and Bianchini, Ricardo
Resource Central: Understanding and Predicting Workloads for Improved Resource Management in Large Cloud Platforms
In Proceedings of the 26th Symposium on Operating Systems Principles, 2017, pages 153--167
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Jim Gao
Machine Learning Applications for Data Center Optimization
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Lo, David and Cheng, Liqun and Govindaraju, Rama and Ranganathan, Parthasarathy and Kozyrakis, Christos
Heracles: Improving Resource Efficiency at Scale
In Proceedings of the 42Nd Annual International Symposium on Computer Architecture, 2015, pages 450--462
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Q. Wu and Q. Deng and L. Ganesh and C. H. Hsu and Y. Jin and S. Kumar and B. Li and J. Meza and Y. J. Song
Dynamo: Facebook's Data Center-Wide Power Management System
In 2016 ACM/IEEE 43rd Annual International Symposium on Computer Architecture (ISCA), June 2016, pages 469-480
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Daniel Crankshaw and Xin Wang and Guilio Zhou and Michael J. Franklin and Joseph E. Gonzalez and Ion Stoica
Clipper: A Low-Latency Online Prediction Serving System
In 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17), 2017, pages 613--627
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Mon 04/23 -- Lecture 27: Exploiting Spot Pricing
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Harlap, Aaron and Tumanov, Alexey and Chung, Andrew and Ganger, Gregory R and Gibbons, Phillip B
Proteus: agile ML elasticity through tiered reliability in dynamic resource markets
In Proceedings of the Twelfth European Conference on Computer Systems, 2017, pages 589--604
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Harlap, Aaron and Chung, Andrew and Tumanov, Alexey and Ganger, Gregory R and Gibbons, Phillip B
Tributary: Spot-dancing for elastic services with latency SLOs
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Sharma, Prateek and Guo, Tian and He, Xin and Irwin, David and Shenoy, Prashant
Flint: Batch-interactive Data-intensive Processing on Transient Servers
In Proceedings of the Eleventh European Conference on Computer Systems, 2016, pages 6:1--6:15
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Wed 04/25 -- Lecture 28: Supercomputing
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Rob Neely
Supercomputing 101: A History of Platform Evolution and Future Trends
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A. Putnam and A. M. Caulfield and E. S. Chung and D. Chiou and K. Constantinides and J. Demme and H. Esmaeilzadeh and J. Fowers and G. P. Gopal and J. Gray and M. Haselman and S. Hauck and S. Heil and A. Hormati and J. Y. Kim and S. Lanka and J. Larus and E. Peterson and S. Pope and A. Smith and J. Thong and P. Y. Xiao and D. Burger
A Reconfigurable Fabric for Accelerating Large-Scale Datacenter Services
In IEEE Micro, May 2015, pages 10-22
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A. M. Caulfield and E. S. Chung and A. Putnam and H. Angepat and J. Fowers and M. Haselman and S. Heil and M. Humphrey and P. Kaur and J. Y. Kim and D. Lo and T. Massengill and K. Ovtcharov and M. Papamichael and L. Woods and S. Lanka and D. Chiou and D. Burger
A cloud-scale acceleration architecture
In 2016 49th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), Oct 2016, pages 1-13
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Jouppi, Norman P. and Young, Cliff and Patil, Nishant and Patterson, David and Agrawal, Gaurav and Bajwa, Raminder and Bates, Sarah and Bhatia, Suresh and Boden, Nan and Borchers, Al and Boyle, Rick and Cantin, Pierre-luc and Chao, Clifford and Clark, Chris and Coriell, Jeremy and Daley, Mike and Dau, Matt and Dean, Jeffrey and Gelb, Ben and Ghaemmaghami, Tara Vazir and Gottipati, Rajendra and Gulland, William and Hagmann, Robert and Ho, C. Richard and Hogberg, Doug and Hu, John and Hundt, Robert and Hurt, Dan and Ibarz, Julian and Jaffey, Aaron and Jaworski, Alek and Kaplan, Alexander and Khaitan, Harshit and Killebrew, Daniel and Koch, Andy and Kumar, Naveen and Lacy, Steve and Laudon, James and Law, James and Le, Diemthu and Leary, Chris and Liu, Zhuyuan and Lucke, Kyle and Lundin, Alan and MacKean, Gordon and Maggiore, Adriana and Mahony, Maire and Miller, Kieran and Nagarajan, Rahul and Narayanaswami, Ravi and Ni, Ray and Nix, Kathy and Norrie, Thomas and Omernick, Mark and Penukonda, Narayana and Phelps, Andy and Ross, Jonathan and Ross, Matt and Salek, Amir and Samadiani, Emad and Severn, Chris and Sizikov, Gregory and Snelham, Matthew and Souter, Jed and Steinberg, Dan and Swing, Andy and Tan, Mercedes and Thorson, Gregory and Tian, Bo and Toma, Horia and Tuttle, Erick and Vasudevan, Vijay and Walter, Richard and Wang, Walter and Wilcox, Eric and Yoon, Doe Hyun
In-Datacenter Performance Analysis of a Tensor Processing Unit
In Proceedings of the 44th Annual International Symposium on Computer Architecture, 2017, pages 1--12
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Mon 05/07 -- Lecture 30: No class meeting
Last Updated 2018-05-07 19:28:30 -0400