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Serverless is More: From PaaS to Present Cloud Computing

Erwin van Eyk, Lucian Toader, Sacheendra Talluri, Laurens Versluis, Alexandru Uta, Alexandru Iosup
2018 IEEE Internet Computing  
ACKNOWLEDGMENTS This work is supported by the Dutch projects Vidi MagnaData, by the Dutch Commit and the Commit project Commissioner, and by generous donations from Oracle Labs, USA.  ...  To understand what serverless is and what it can deliver, we trace the evolution of computing technology that has given rise to serverless computing, analyze the current status of serverless technology  ...  What is the status of the current serverless technology? And, what can we expect from the field of the serverless computing in the foreseeable future?  ... 
doi:10.1109/mic.2018.053681358 fatcat:niayqqghojcedlr6yppfacqftm

Serverless Platforms on the Edge: A Performance Analysis [article]

Hamza Javed, Adel N. Toosi, Mohammad S. Aslanpour
2021 arXiv   pre-print
The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move  ...  In this book chapter, first, we introduce the novel concept of serverless edge computing, then, we analyze the performance of multiple serverless platforms, namely, OpenFaaS, AWS Greengrass, Apache OpenWhisk  ...  [30] provides a detailed description and explanation of the serverless computing architecture along with the evolution of cloud computing that led to the rise of serverless computing. Lee et al.  ... 
arXiv:2111.06563v1 fatcat:4dxnvmstvngbrpu7xyjzbl56eu

Serverless Computing Platform for Big Data Storage

2019 International journal of recent technology and engineering  
The framework for Serverless cloud computing is discussed and its performance is tested for the metric of scaling in the Serverless cloud storage for Big Data applications.  ...  This foreshadows that the Serverless computing as the feasible platform for Big Data application's data storages.  ...  PERFORMANCE OF COMPUTING SERVERLSS PLATFORM FOR BIG DATA STORAGE Serverless computing platform was analyzed to check its performance in the storage of Big Data set.  ... 
doi:10.35940/ijrte.c5471.098319 fatcat:6liyzl7dunbrzii4tob4byprbu

Efficiency in the Serverless Cloud Computing Paradigm: A Survey Study [article]

Chavit Denninnart, Mohsen Amini Salehi
2021 arXiv   pre-print
Serverless computing along with Function-as-a-Service (FaaS) are forming a new computing paradigm that is anticipated to found the next generation of cloud systems.  ...  Accordingly, the goal of this survey study is to, first, unfold the internal mechanics of the serverless computing and, second, explore the scope for efficiency within this paradigm via studying function  ...  ACKNOWLEDGMENTS We would like to thank the anonymous reviewers of the paper and members of the HPCC Lab at UL Lafayette who brainstormed with us on this paper.  ... 
arXiv:2110.06508v1 fatcat:gp7dxqmmavfbhf7n5bssws2tje

A Brief History of Cloud Application Architectures

Nane Kratzke
2018 Applied Sciences  
This is astonishing because, with the rise of cloud computing (and its centralized service provisioning concept), the research interest in peer-to-peer based approaches (and its decentralizing philosophy  ...  Cloud computing could head into the future of more decentralized and more meshed services.  ...  Without their hard work, their inspiring ideas, their practitioner awareness, or their outside-the-box-thinking, this contribution would not have been possible.  ... 
doi:10.3390/app8081368 fatcat:va33xyji2rgvdfd2tnpdg62odm

Serving deep learning models in a serverless platform [article]

Vatche Ishakian, Vinod Muthusamy, Aleksander Slominski
2018 arXiv   pre-print
In this work we evaluate the suitability of a serverless computing environment for the inferencing of large neural network models.  ...  Serverless computing has emerged as a compelling paradigm for the development and deployment of a wide range of event based cloud applications.  ...  Serverless Computing The core capability of any serverless computing platform, as exemplified by the Apache OpenWhisk platform [8] , is that of an event processing system that utilizes container technology  ... 
arXiv:1710.08460v2 fatcat:rqpeh5jro5h3hjizfapbv6nz3y

Securing Serverless Computing: Challenges, Solutions, and Opportunities [article]

Xing Li, Xue Leng, Yan Chen
2021 arXiv   pre-print
Nevertheless, some characteristics of serverless computing, such as fragmented application boundaries, have raised new security challenges.  ...  This paper presents the first survey of serverless security that considers both literature work and industrial security measures.  ...  Serverless Computing Virtualization technology is the cornerstone of cloud services.  ... 
arXiv:2105.12581v1 fatcat:djlx2kku5vhrnjh3emgqv3nnn4

Serverless Containers – rising viable approach to Scientific Workflows [article]

Krzysztof Burkat, Maciej Pawlik, Bartosz Balis, Maciej Malawski, Karan Vahi, Mats Rynge, Rafael Ferreira da Silva, Ewa Deelman
2020 arXiv   pre-print
Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure  ...  The experiments proved that serverless containers can be successfully applied for scientific workflows. Also, the results allow us to gain insights on specific advantages and limits of such platforms.  ...  Acknowledgments This work was supported by the National Science Centre, Poland, grant 2016/21/B/ST6/01497.  ... 
arXiv:2010.11320v1 fatcat:oxgqpjud2jdfjhva5pqtxeuvu4

Geospatial Serverless Computing: Architectures, Tools and Future Directions

Sujit Bebortta, Saneev Kumar Das, Meenakshi Kandpal, Rabindra Kumar Barik, Harishchandra Dubey
2020 ISPRS International Journal of Geo-Information  
Some of the most commonly observed factors involve lack of reliability, scalability and exceeding computational costs.  ...  In this paper, we address different well-known scalable serverless frameworks i.e., Amazon Web Services (AWS) Lambda, Google Cloud Functions and Microsoft Azure Functions for the management of geospatial  ...  This gives rise to the concept of FaaS by making use of the serverless framework.  ... 
doi:10.3390/ijgi9050311 fatcat:446ban25svguxpchznpmvojrhm

Enabling Serverless Deployment of Large-Scale AI Workloads

Angelos Christidis, Sotiris Moschoyiannis, Ching-Hsien Hsu, Roy Davies
2020 IEEE Access  
The similarities of a serverless environment to other resource constrained environments (e.g., IoT, telecoms) means the techniques can be applied to a range of use cases.  ...  It is even more important in a serverless environment due to the stringent constraints on serverless functions' runtime before timeout.  ...  To enforce the above, we refer to the 'limitations of serverless computing' mentioned in [25] .  ... 
doi:10.1109/access.2020.2985282 fatcat:pjyqfqhjq5germhr4zxfufixg4

Understanding Characteristics of Commodity Serverless Computing Platforms [article]

Jinfeng Wen, Yi Liu, Zhenpeng Chen, Yun Ma, Haoyu Wang, Xuanzhe Liu
2021 arXiv   pre-print
Due to the great prospects of serverless computing, in recent years, most major cloud vendors have rolled out their commodity serverless computing platforms.  ...  Additionally, we quantitatively evaluate the actual performance of different serverless computing platforms through our designed benchmark platform.  ...  Generally, for the billing model, the price generally rises with the increasing of the allocated memory.  ... 
arXiv:2012.00992v2 fatcat:l2d6hgaa4vcxnjmfeznvnxygem

Formalizing Event-Driven Behavior of Serverless Applications [article]

Matthew Obetz, Stacy Patterson, Ana Milanova
2019 arXiv   pre-print
We use these semantics to define the notion of the service call graph for serverless applications that captures program flows through functions and services.  ...  We present new operational semantics for serverless computing that model the event-driven relationships between serverless functions, as well as their interaction with platforms services such as databases  ...  Section 2 defines the serverless computing model, then Section 3 maps this model onto a set of operational semantics that formalize serverless computation.  ... 
arXiv:1912.03584v1 fatcat:xwet3whnmnfuvp57232qyscy3m

Open-source Serverless Architectures: an Evaluation of Apache OpenWhisk

Karim Djemame, Matthew Parker, Daniel Datsev
2020 2020 IEEE/ACM 13th International Conference on Utility and Cloud Computing (UCC)  
The serverless computing paradigm ushers in new concepts for running applications and services in the cloud.  ...  In this paper, one such open-source solution, Apache OpenWhisk, is investigated to shed light on the capabilities and limitations inherent of such serverless computing architecture, and principally to  ...  It has been linked to mainly two service models, similar to the ones that originally emerged with the rise of cloud computing: 1) Backend as a Service(BaaS): refers to services that offer features traditionally  ... 
doi:10.1109/ucc48980.2020.00052 fatcat:el7q2lbyofgrhfhlktc2k4wxfa

DIY Hosting for Online Privacy

Shoumik Palkar, Matei Zaharia
2017 Proceedings of the 16th ACM Workshop on Hot Topics in Networks - HotNets-XVI  
DIY only relies on the security of container isolation and a key manager as opposed to the large codebase of a high-level application such as Gmail (and all the Google teams using Gmail data).  ...  In this paper, we propose Deploy It Yourself (DIY), a new model for hosting applications based on serverless computing platforms such as Amazon Lambda.  ...  Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.  ... 
doi:10.1145/3152434.3152459 dblp:conf/hotnets/PalkarZ17 fatcat:6mown2tqcvdq7dbqv7csau6iay

Serverless Model Serving for Data Science [article]

Yuncheng Wu, Tien Tuan Anh Dinh, Guoyu Hu, Meihui Zhang, Yeow Meng Chee, Beng Chin Ooi
2021 arXiv   pre-print
In this paper, we study the viability of serverless as a mainstream model serving platform for data science applications.  ...  We conduct a comprehensive evaluation of the performance and cost of serverless against other model serving systems on two clouds: Amazon Web Service (AWS) and Google Cloud Platform (GCP).  ...  Serverless Computing Serverless computing [23] is a recent rise of cloud computing execution paradigm such that the cloud provider runs the server and dynamically manages the allocation of machine resources  ... 
arXiv:2103.02958v1 fatcat:mdfnswimkfce3dxan6zjrliyfm
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