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Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and applications.
Cloud Programming Simplified: A Berkeley View on Serverless Computing
Eric Jonas, Johann Schleier-Smith, Vikram Sreekanti, Chia-che Tsai, Anurag Khandelwal, Qifan Pu, Vaishaal Shankar, Joao Carreira, Karl Krauth, Neeraja Jayant Yadwadkar, Joseph E. Gonzalez, Raluca Ada Popa, Ion Stoica, and David A. Patterson. 2019 · 1902
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ServerMix: Tradeoffs and Challenges of Serverless Data Analytics
Pedro García López, Marc Sánchez Artigas, Simon Shillaker, Peter R. Pietzuch, David Breitgand, Gil Vernik, Pierre Sutra, Tristan Tarrant, and Ana Juan Ferrer. 2019 · 1907
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MLPerf Inference Benchmark
Vijay Janapa Reddi, Christine Cheng, David Kanter, Peter Mattson, Guenther Schmuelling, Carole-Jean Wu, Brian Anderson, Maximilien Breughe, Mark Charlebois, William Chou, Ramesh Chukka, Cody Coleman, Sam Davis, Pan Deng, Greg Diamos, Jared Duke, Dave Fick, J. Scott Gardner, Itay Hubara, Sachin Idgunji, Thomas B. Jablin, Jeff Jiao, Tom St. John, Pankaj Kanwar, David Lee, Jeffery Liao, Anton Lokhmotov, Francisco Massa, Peng Meng, Paulius Micikevicius, Colin Osborne, Gennady Pekhimenko, Arun Tejusve Raghunath Rajan, Dilip Sequeira, Ashish Sirasao, Fei Sun, Hanlin Tang, Michael Thomson, Frank Wei, Ephrem Wu, Lingjie Xu, Koichi Yamada, Bing Yu, George Yuan, Aaron Zhong, Peizhao Zhang, and Yuchen Zhou. 2019 · 1911
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TOP500 supercomputer sites
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Combinatorial optimization: algorithms and complexity
Christos H Papadimitriou and Kenneth Steiglitz. 1998 · 1998
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The pagerank citation ranking: Bringing order to the web
Lawrence Page, Sergey Brin, Rajeev Motwani, and Terry Winograd. 1999 · 1999
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A survey on PageRank computing
Pavel Berkhin. 2005 · 2005
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The DaCapo Benchmarks: Java Benchmarking Development and Analysis
Stephen M. Blackburn, Robin Garner, Chris Hoffmann, Asjad M. Khang, Kathryn S. McKinley, Rotem Bentzur, Amer Diwan, Daniel Feinberg, Daniel Frampton, Samuel Z. Guyer, Martin Hirzel, Antony Hosking, Maria Jump, Han Lee, J. Eliot B. Moss, Aashish Phansalkar, Darko Stefanović, Thomas VanDrunen, Daniel von Dincklage, and Ben Wiedermann. 2006 · 2006
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Minimum spanning tree based clustering algorithms. In 2006 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI’06) . IEEE, 73–81
Oleksandr Grygorash, Yan Zhou, and Zach Jorgensen. 2006 · 2006
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Centrality estimation in large networks
Ulrik Brandes and Christian Pich. 2007 · 2007
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Challenges in parallel graph processing
Andrew Lumsdaine, Douglas Gregor, Bruce Hendrickson, and Jonathan Berry. 2007 · 2007
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Accurately measuring collective operations at massive scale. In 2008 IEEE International Symposium on Parallel and Distributed Processing . 1–8
T. Hoefler, T. Schneider, and A. Lumsdaine. 2008 · 2008
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Above the Clouds: A Berkeley View of Cloud Computing
Michael Armbrust, Armando Fox, Rean Griffith, Anthony D. Joseph, Randy H. Katz, Andrew Konwinski, Gunho Lee, David A. Patterson, Ariel Rabkin, and Matei Zaharia. 2009 · 2009
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How is the Weather Tomorrow?: Towards a Benchmark for the Cloud. In Proceedings of the Second International Workshop on Testing Database Systems (Providence, Rhode Island) (DBTest ’09) . ACM, New York, NY, USA, Article 9, 6 pages
Carsten Binnig, Donald Kossmann, Tim Kraska, and Simon Loesing. 2009 · 2009
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Maximal flow through a network
Lester Randolph Ford and Delbert R Fulkerson. 2009 · 2009
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Collecting Performance Data with PAPI-C. In Tools for High Performance Computing 2009 , Matthias S. Müller, Michael M. Resch, Alexander Schulz, and Wolfgang E. Nagel (Eds.). Springer Berlin Heidelberg, Berlin, Heidelberg, 157–173
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Introducing the graph 500
Richard C Murphy, Kyle B Wheeler, Brian W Barrett, and James A Ang. 2010 · 2010
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Performance Evaluation of Computer and Communication Systems
Jean-Yves Le Boudec. 2011 · 2011
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Direction-optimizing breadth-first search
Scott Beamer, Krste Asanović, and David Patterson. 2013 · 2013
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Benchmarking in the Cloud: What It Should, Can, and Cannot Be. In Selected Topics in Performance Evaluation and Benchmarking , Raghunath Nambiar and Meikel Poess (Eds.). Springer Berlin Heidelberg, Berlin, Heidelberg, 173–188
Enno Folkerts, Alexander Alexandrov, Kai Sachs, Alexandru Iosup, Volker Markl, and Cafer Tosun. 2013 · 2013
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Scott Beamer, Krste Asanović, and David Patterson. 2015 · 2015
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Accelerating irregular computations with hardware transactional memory and active messages. In ACM HPDC
Maciej Besta and Torsten Hoefler. 2015 · 2015
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Profiling a Warehouse-Scale Computer
Svilen Kanev, Juan Pablo Darago, Kim Hazelwood, Parthasarathy Ranganathan, Tipp Moseley, Gu-Yeon Wei, and David Brooks. 2015 · 2015
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Evaluating the cost of atomic operations on modern architectures. In IEEE PACT . 445–456
Hermann Schweizer, Maciej Besta, and Torsten Hoefler. 2015 · 2015
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How to Build a Benchmark. In Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering (Austin, Texas, USA) (ICPE ’15) . ACM, New York, NY, USA, 333–336
Jóakim v. Kistowski, Jeremy A. Arnold, Karl Huppler, Klaus-Dieter Lange, John L. Henning, and Paul Cao. 2015 · 2015
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Microarchitectural implications of event-driven server-side web applications. In 2015 48th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) . 762–774
Y. Zhu, D. Richins, M. Halpern, and V. J. Reddi. 2015 · 2015
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LDBC Graphalytics: A benchmark for large-scale graph analysis on parallel and distributed platforms
Alexandru Iosup, Tim Hegeman, Wing Lung Ngai, Stijn Heldens, Arnau Prat-Pérez, Thomas Manhardto, Hassan Chafio, Mihai Capotă, Narayanan Sundaram, Michael Anderson, et al · 2016
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Encoding, Fast and Slow: Low-Latency Video Processing Using Thousands of Tiny Threads. In Proceedings of the 14th USENIX Conference on Networked Systems Design and Implementation (Boston, MA, USA) (NSDI’17) . USENIX Association, USA, 363–376
Sadjad Fouladi, Riad S. Wahby, Brennan Shacklett, Karthikeyan Vasuki Balasubramaniam, William Zeng, Rahul Bhalerao, Anirudh Sivaraman, George Porter, and Keith Winstein. 2017 · 2017
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Occupy the Cloud: Distributed Computing for the 99%
Eric Jonas, Shivaram Venkataraman, Ion Stoica, and Benjamin Recht. 2017 · 2017
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My VM is Lighter (and Safer) than Your Container. In Proceedings of the 26th Symposium on Operating Systems Principles (Shanghai, China) (SOSP ’17) . Association for Computing Machinery, New York, NY, USA, 218–233
Filipe Manco, Costin Lupu, Florian Schmidt, Jose Mendes, Simon Kuenzer, Sumit Sati, Kenichi Yasukata, Costin Raiciu, and Felipe Huici. 2017 · 2017
Cited alongside, same era.
Scaling betweenness centrality using communication-efficient sparse matrix multiplication. In ACM/IEEE Supercomputing . 47
Edgar Solomonik, Maciej Besta, Flavio Vella, and Torsten Hoefler. 2017 · 2017
Cited alongside, same era.
SAND: Towards High-Performance Serverless Computing. In Proceedings of the 2018 USENIX Conference on Usenix Annual Technical Conference (Boston, MA, USA) (USENIX ATC ’18) . USENIX Association, USA, 923–935
Istemi Ekin Akkus, Ruichuan Chen, Ivica Rimac, Manuel Stein, Klaus Satzke, Andre Beck, Paarijaat Aditya, and Volker Hilt. 2018 · 2018
Cited alongside, same era.
Sprocket: A Serverless Video Processing Framework. In Proceedings of the ACM Symposium on Cloud Computing (Carlsbad, CA, USA) (SoCC ’18) . Association for Computing Machinery, New York, NY, USA, 263–274
PyTorch: An Imperative Style, High-Performance Deep Learning Library
Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas Kopf, Edward Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala. 2019 · 2019
Later among the works it cites.
Shuffling, Fast and Slow: Scalable Analytics on Serverless Infrastructure. In 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19) . USENIX Association, Boston, MA, 193–206
Qifan Pu, Shivaram Venkataraman, and Ion Stoica. 2019 · 2019
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Architectural Implications of Function-as-a-Service Computing. In Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture (Columbus, OH, USA) (MICRO ’52) . Association for Computing Machinery, New York, NY, USA, 1063–1075
Mohammad Shahrad, Jonathan Balkind, and David Wentzlaff. 2019 · 2019
Later among the works it cites.
Video Processing with Serverless Computing: A Measurement Study. In Proceedings of the 29th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video (Amherst, Massachusetts) (NOSSDAV ’19) . Association for Computing Machinery, New York, NY, USA, 61–66
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Lixiang Ao, Liz Izhikevich, Geoffrey M. Voelker, and George Porter. 2018 · 2018
Cited alongside, same era.
Using a Microbenchmark to Compare Function as a Service Solutions
Timon Back and Vasilios Andrikopoulos. 2018 · 2018
Cited alongside, same era.
Log (graph): a near-optimal high-performance graph representation.. In PACT . 7–1
Maciej Besta, Dimitri Stanojevic, Tijana Zivic, Jagpreet Singh, Maurice Hoerold, and Torsten Hoefler. 2018 · 2018
Cited alongside, same era.
EdgeBench: Benchmarking Edge Computing Platforms. In 2018 IEEE/ACM International Conference on Utility and Cloud Computing Companion (UCC Companion) . IEEE
Anirban Das, Stacy Patterson, and Mike Wittie. 2018 · 2018
Cited alongside, same era.
Exploring Serverless Computing for Neural Network Training. In 2018 IEEE 11th International Conference on Cloud Computing (CLOUD) . 334–341
L. Feng, P. Kudva, D. Da Silva, and J. Hu. 2018 · 2018
Cited alongside, same era.
Communication-avoiding parallel minimum cuts and connected components. In ACM SIGPLAN Notices , Vol. 53. ACM, 219–232
Lukas Gianinazzi, Pavel Kalvoda, Alessandro De Palma, Maciej Besta, and Torsten Hoefler. 2018 · 2018
Cited alongside, same era.
Serverless Computing: One Step Forward, Two Steps Back
Joseph M. Hellerstein, Jose M. Faleiro, Joseph E. Gonzalez, Johann Schleier-Smith, Vikram Sreekanti, Alexey Tumanov, and Chenggang Wu. 2018 · 2018
Cited alongside, same era.
Serving Deep Learning Models in a Serverless Platform. In 2018 IEEE International Conference on Cloud Engineering (IC2E) . 257–262
V. Ishakian, V. Muthusamy, and A. Slominski. 2018 · 2018
Cited alongside, same era.
Understanding Ephemeral Storage for Serverless Analytics. In 2018 USENIX Annual Technical Conference (USENIX ATC 18) . USENIX Association, Boston, MA, 789–794
Ana Klimovic, Yawen Wang, Christos Kozyrakis, Patrick Stuedi, Jonas Pfefferle, and Animesh Trivedi. 2018a · 2018
Cited alongside, same era.
Miao Zhang, Yifei Zhu, Cong Zhang, and Jiangchuan Liu. 2019 · 2019
Later among the works it cites.
AWS Lambda
2014 · 2020
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Azure: Bandwidth Pricing
2016a · 2020
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Azure Functions
2016b · 2020
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IBM Cloud Functions
2016 · 2020
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Google Cloud Functions
2017 · 2020
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Firecracker
2018 · 2020
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DNAvisualization.org
2019 · 2020
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MinIO Object Storage
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SLURM Generic Resource (GRES) Scheduling
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AWS API Pricing
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AWS Lambda Limits
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2020 · 2020
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FaaSTest
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Google Cloud Functions Pricing
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Google Cloud Functions Quotas
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Serverless Framework
2020 · 2020
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Standard Performance Evaluation Corporation (SPEC) Benchmarks
2020 · 2020
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High-performance parallel graph coloring with strong guarantees on work, depth, and quality. In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis . 1–17
Maciej Besta, Armon Carigiet, Kacper Janda, Zur Vonarburg-Shmaria, Lukas Gianinazzi, and Torsten Hoefler. 2020 · 2020
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CF Serverless: Attempts at a Benchmark for Serverless Computing
N. Kaviani and M. Maximilien. 2018 · 2020
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The Future is Big Graphs! A Community View on Graph Processing Systems
Sherif Sakr, Angela Bonifati, Hannes Voigt, Alexandru Iosup, Khaled Ammar, Renzo Angles, Walid Aref, Marcelo Arenas, Maciej Besta, Peter A Boncz, et al · 2020
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PanOpticon: A Comprehensive Benchmarking Tool for Serverless Applications. In 2020 International Conference on COMmunication Systems NETworkS (COMSNETS) . 144–151
N. Somu, N. Daw, U. Bellur, and P. Kulkarni. 2020 · 2020
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Cloudburst: Stateful Functions-as-a-Service
Vikram Sreekanti, Chenggang Wu, Xiayue Charles Lin, Johann Schleier-Smith, Joseph E. Gonzalez, Joseph M. Hellerstein, and Alexey Tumanov. 2020 · 2020
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Characterizing Serverless Platforms with Serverlessbench. In Proceedings of the 11th ACM Symposium on Cloud Computing (Virtual Event, USA) (SoCC ’20) . Association for Computing Machinery, New York, NY, USA, 30–44
Tianyi Yu, Qingyuan Liu, Dong Du, Yubin Xia, Binyu Zang, Ziqian Lu, Pingchao Yang, Chenggang Qin, and Haibo Chen. 2020 · 2020
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Kappa: A Programming Framework for Serverless Computing. In Proceedings of the 11th ACM Symposium on Cloud Computing (Virtual Event, USA) (SoCC ’20) . Association for Computing Machinery, New York, NY, USA, 328–343
Wen Zhang, Vivian Fang, Aurojit Panda, and Scott Shenker. 2020 · 2020
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