On the Serverless Nature of Blockchains and Smart Contracts
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Benchmarking, Analysis, and Optimization of Serverless Function Snapshots
Benchmarking, Analysis, and Optimization of Serverless Function Snapshots Dmitrii Ustiugov∗ Plamen Petrov Marios Kogias† University of Edinburgh University of Edinburgh Microsoft Research United Kingdom United Kingdom United Kingdom Edouard Bugnion Boris Grot EPFL University of Edinburgh Switzerland United Kingdom ABSTRACT CCS CONCEPTS Serverless computing has seen rapid adoption due to its high scala- • Computer systems organization ! Cloud computing; • In- bility and flexible, pay-as-you-go billing model. In serverless, de- formation systems ! Computing platforms; Data centers; • velopers structure their services as a collection of functions, spo- Software and its engineering ! n-tier architectures. radically invoked by various events like clicks. High inter-arrival time variability of function invocations motivates the providers KEYWORDS to start new function instances upon each invocation, leading to cloud computing, datacenters, serverless, virtualization, snapshots significant cold-start delays that degrade user experience. To reduce ACM Reference Format: cold-start latency, the industry has turned to snapshotting, whereby Dmitrii Ustiugov, Plamen Petrov, Marios Kogias, Edouard Bugnion, and Boris an image of a fully-booted function is stored on disk, enabling a Grot. 2021. Benchmarking, Analysis, and Optimization of Serverless Func- faster invocation compared to booting a function from scratch. tion Snapshots . In Proceedings of the 26th ACM International Conference on This work introduces vHive, an open-source framework for Architectural Support for Programming Languages and Operating Systems serverless experimentation with the goal of enabling researchers (ASPLOS ’21), April 19–23, 2021, Virtual, USA. ACM, New York, NY, USA, to study and innovate across the entire serverless stack. Using 14 pages. https://doi.org/10.1145/3445814.3446714 vHive, we characterize a state-of-the-art snapshot-based serverless infrastructure, based on industry-leading Containerd orchestra- 1 INTRODUCTION tion framework and Firecracker hypervisor technologies. -
Facing the Unplanned Migration of Serverless Applications: a Study on Portability Problems, Solutions, and Dead Ends
Institute of Architecture of Application Systems Facing the Unplanned Migration of Serverless Applications: A Study on Portability Problems, Solutions, and Dead Ends Vladimir Yussupov, Uwe Breitenbücher, Frank Leymann, Christian Müller Institute of Architecture of Application Systems, University of Stuttgart, Germany, {yussupov, breitenbuecher, leymann}@iaas.uni-stuttgart.de [email protected] : @inproceedings{Yussupov2019_FaaSPortability, author = {Vladimir Yussupov and Uwe Breitenb{\"u}cher and Frank Leymann and Christian M{\"u}ller}, title = {{Facing the Unplanned Migration of Serverless Applications: A Study on Portability Problems, Solutions, and Dead Ends}}, booktitle = {Proceedings of the 12th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2019)}, publisher = {ACM}, year = 2019, month = dec, pages = {273--283}, doi = {10.1145/3344341.3368813} } © Yussupov et al. 2019. This is the author's version of the work. It is posted here by permission of ACM for your personal use. Not for redistribution. The definitive version is available at ACM: https://doi.org/10.1145/3344341.3368813. Facing the Unplanned Migration of Serverless Applications: A Study on Portability Problems, Solutions, and Dead Ends Vladimir Yussupov Uwe Breitenbücher Institute of Architecture of Application Systems Institute of Architecture of Application Systems University of Stuttgart, Germany University of Stuttgart, Germany [email protected] [email protected] Frank Leymann Christian Müller Institute of Architecture of Application Systems Institute of Architecture of Application Systems University of Stuttgart, Germany University of Stuttgart, Germany [email protected] [email protected] ABSTRACT 1 INTRODUCTION Serverless computing focuses on developing cloud applications that Cloud computing [20] becomes a necessity for businesses at any comprise components fully managed by providers. -
Using Blockchain Technology to Secure the Internet of Things
Using Blockchain Technology to Secure the Internet of Things Presented by the Blockchain/ Distributed Ledger Working Group © 2018 Cloud Security Alliance – All Rights Reserved. You may download, store, display on your computer, view, print, and link to Using Blockchain Technology to Secure the Internet of Things subject to the following: (a) the Document may be used solely for your personal, informational, non- commercial use; (b) the Report may not be modified or altered in any way; (c) the Document may not be redistributed; and (d) the trademark, copyright or other notices may not be removed. You may quote portions of the Document as permitted by the Fair Use provisions of the United States Copyright Act, provided that you attribute the portions to the Using Blockchain Technology to Secure the Internet of Things paper. Blockchain/Distributed Ledger Technology Working Group | Using Blockchain Technology to Secure the Internet of Things 2 © Copyright 2018, Cloud Security Alliance. All rights reserved. ABOUT CSA The Cloud Security Alliance is a not-for-profit organization with a mission to promote the use of best practices for providing security assurance within Cloud Computing, and to provide education on the uses of Cloud Computing to help secure all other forms of computing. The Cloud Security Alliance is led by a broad coalition of industry practitioners, corporations, associations and other key stakeholders. For further information, visit us at www.cloudsecurityalliance.org and follow us on Twitter @cloudsa. Blockchain/Distributed Ledger Technology Working Group | Using Blockchain Technology to Secure the Internet of Things 3 © Copyright 2018, Cloud Security Alliance. All rights reserved. -
Models to Evaluate Service Provisioning Over Cloud
View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by Archives of the Faculty of Veterinary Medicine UFRGS Revista de Informatica´ Teorica´ e Aplicada - RITA - ISSN 2175-2745 Vol. 26, Num. 3 (2019) 65-74 RESEARCH ARTICLE Models to evaluate service Provisioning over Cloud Computing Environments - A Blockchain-As-A-Service case study Modelos para o provimento de Servic¸os em Ambientes de Computac¸ao˜ em Nuvem - Um estudo de caso aplicado a Blockchain como Servic¸o Carlos Melo1*, Jamilson Dantas2, Paulo Pereira3, Ronierison Maciel4, Paulo Maciel5 Abstract: The strictness of the Service Level Agreements (SLAs) is mainly due to a set of constraints related to performance and dependability attributes, such as availability. This paper shows that system’s availability values may be improved by deploying services over a private environment, which may obtain better availability values with improved management, security, and control. However, how much a company needs to afford to keep this improved availability? As an additional activity, this paper compares the obtained availability values with the infrastructure deployment expenses and establishes a cost × benefit relationship. As for the system’s evaluation technique, we choose modeling; while for the service used to demonstrate the models’ feasibility, the blockchain-as-a-service was the selected one. This paper proposes and evaluate four different infrastructures hosting blockchains: (i) baseline; (ii) double redundant; (iii) triple redundant, and (iv) hyper-converged. The obtained results pointed out that the hyper-converged architecture had an advantage over a full triple redundant environment regarding availability and deployment cost. -
A Scoping Review of Integrated Blockchain-Cloud (Bcc) Architecture for Healthcare: Applications, Challenges and Solutions
sensors Review A Scoping Review of Integrated Blockchain-Cloud (BcC) Architecture for Healthcare: Applications, Challenges and Solutions Leila Ismail 1,2,∗ , Huned Materwala 1,2 and Alain Hennebelle 3 1 Intelligent Distributed Computing and Systems Research Laboratory, Department of Computer Science and Software Engineering, College of Information Technology, United Arab Emirates University, Al Ain, Abu Dhabi 15551, United Arab Emirates; [email protected] 2 National Water and Energy Center, United Arab Emirates University, Al Ain, Abu Dhabi 15551, United Arab Emirates 3 Independent Researcher, Al Ain, Abu Dhabi 15551, United Arab Emirates; [email protected] * Correspondence: [email protected] Abstract: Blockchain is a disruptive technology for shaping the next era of a healthcare system striving for efficient and effective patient care. This is thanks to its peer-to-peer, secure, and transparent characteristics. On the other hand, cloud computing made its way into the healthcare system thanks to its elasticity and cost-efficiency nature. However, cloud-based systems fail to provide a secured and private patient-centric cohesive view to multiple healthcare stakeholders. In this situation, blockchain provides solutions to address security and privacy concerns of the cloud because of its decentralization feature combined with data security and privacy, while cloud provides solutions to the blockchain scalability and efficiency challenges. Therefore a novel paradigm of blockchain-cloud integration (BcC) emerges for the domain of healthcare. In this paper, we provide an in-depth Citation: Ismail, L.; Materwala, H.; analysis of the BcC integration for the healthcare system to give the readers the motivations behind Hennebelle, A. -
A Centralized Ledger Database for Universal Audit and Verification
LedgerDB: A Centralized Ledger Database for Universal Audit and Verification Xinying Yangy, Yuan Zhangy, Sheng Wangx, Benquan Yuy, Feifei Lix, Yize Liy, Wenyuan Yany yAnt Financial Services Group xAlibaba Group fxinying.yang,yuenzhang.zy,sh.wang,benquan.ybq,lifeifei,yize.lyz,[email protected] ABSTRACT certain consensus protocol (e.g., PoW [32], PBFT [14], Hon- The emergence of Blockchain has attracted widespread at- eyBadgerBFT [28]). Decentralization is a fundamental basis tention. However, we observe that in practice, many ap- for blockchain systems, including both permissionless (e.g., plications on permissioned blockchains do not benefit from Bitcoin, Ethereum [21]) and permissioned (e.g., Hyperledger the decentralized architecture. When decentralized architec- Fabric [6], Corda [11], Quorum [31]) systems. ture is used but not required, system performance is often A permissionless blockchain usually offers its cryptocur- restricted, resulting in low throughput, high latency, and rency to incentivize participants, which benefits from the significant storage overhead. Hence, we propose LedgerDB decentralized ecosystem. However, in permissioned block- on Alibaba Cloud, which is a centralized ledger database chains, it has not been shown that the decentralized archi- with tamper-evidence and non-repudiation features similar tecture is indispensable, although they have been adopted to blockchain, and provides strong auditability. LedgerDB in many scenarios (such as IP protection, supply chain, and has much higher throughput compared to blockchains. It merchandise provenance). Interestingly, many applications offers stronger auditability by adopting a TSA two-way peg deploy all their blockchain nodes on a BaaS (Blockchain- protocol, which prevents malicious behaviors from both users as-a-Service) environment maintained by a single service and service providers. -
Accelerating Software Delivery with Cloudbees
BLOCKCHAIN-AS-A-SERVICE ACCELERATINGTaking POCs to production with SOFTWARE BlockApps and Red DELIVERY Hat WITH CLOUDBEES JENKINS & RED HAT OPENSTACK SOLUTION BRIEF SOLUTION BRIEF BLOCKAPPS EXPERIENCE BUILD AND TEST NEW ENTERPRISE BLOCKCHAIN APPS RAPIDLY • Over 1,000 BlockApps blockchain Pressure to meet the growing demands of international customers are driving financial services organi- projects in development zations to look for innovative software solutions to distinguish themselves in the marketplace. One of the • Over 100 enterprises building most significant technologies to emerge is the blockchain application, a disruptive shift in architecture solutions on BlockApps that will change how enterprises manage their data, applications, transactions, and business processes. • Contributing member of Ethereum developer community Until now, it has been costly to test and prove the value of blockchain applications in a secure, enterprise- ready environment built on proprietary software. Red Hat and BlockApps are removing those barriers. We have joined forces to help you build innovative proofs-of-concepts and enterprise-ready blockchain applications— RED HAT OPENSHIFT all running on Red Hat® Enterprise Linux® in an OpenShift container. BUSINESS VALUE According to IDC,1 Red Hat The BlockApps STRATO Blockchain Platform includes Ethereum-based features and tools that are designed OpenShift customers experienced: specifically for enterprise businesses to build proofs-of-concepts (POCs) quickly and cost-effectively. Using Red • 66% faster application Hat Enterprise Linux and Red Hat OpenShift Container Platform, you can seamlessly move from development development life cycles and test to full production of your blockchain applications. • 35% less IT staff per applications • 38% lower IT infrastructure costs per application BLOCKAPPPS STRATO BLOCKCHAIN PLATFORM The BlockApps STRATO Blockchain Platform offers customizable transaction processing capabilities and con- 1 IDC White Paper – “The Business Value of Red Hat OpenShift,” Oct. -
Blockchain Deployment Toolkit
Redesigning Trust: Blockchain Deployment Toolkit Supply Chain Focus April 2020 EXPERIENCE THE INTERACTIVE VERSION AT: wef.ch/blockchain-toolkit World Economic Forum 91-93 route de la Capite CH-1223 Cologny/Geneva Switzerland Tel.: +41 (0)22 869 1212 Fax: +41 (0)22 786 2744 Email: [email protected] www.weforum.org © 2020 World Economic Forum. This publication has been published by the World Economic Forum All rights reserved. No part of this as a contribution to a project, insight areas or interaction. The publication may be reproduced findings, interpretations and conclusions expressed herein area or transmitted in any form or by result of a collaborative process facilitated and endorsed by the any means, including World Economic Forum, but whose results do not necessarily photocopying and recording, or represent the views of the World Economic Forum, nor the entirety of by any information storage and its Members, Partners or other stakeholders. retrieval system. Preface The emergence of blockchain technology holds great promise for supply-chain organisations, perhaps as much as any new development in the industry’s infrastructure since it switched to standardised containers decades ago. The case for blockchain is stronger as the COVID-19 pandemic underscores the need for more resilient global supply chains, trusted data and an economic recovery enabled through trade digitization. At the same time, blockchain may engender a fair share of puzzlement and anxiety among supply-chain leaders unfamiliar with it as a new and unfamiliar digitisation tool. This toolkit is designed to help with the deployment journey, whether your organisation is seeking to gain increased efficiency, greater trust with counterparties, or other potential benefits offered by blockchain technology. -
Blockchain As a Service for Iot Cloud Versus Fog
2016 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) Blockchain as a Service for IoT Cloud versus Fog Mayra Samaniego, Uurtsaikh Jamsrandorj Ralph Deters Department of Computer Science Department of Computer Science University of Saskatchewan University of Saskatchewan Saskatoon, Canada Saskatoon, Canada [email protected], [email protected] [email protected] Abstract—A blockchain is a distributed and decentralized ledger that preceding block is entered. Once a new block is formed, any contains connected blocks of transactions. Unlike other ledger changes to a previous block would result in different hashcode approaches, blockchain guarantees tamper proof storage of approved transactions. Due to its distributed and decentralized organization, and would thus be immediately visible to all participants in the blockchain is beeing used within IoT e.g. to manage device configuration, blockchain. Consequently, blockchains are considered store sensor data and enable micro-payments. A key challenge in the tamperproof distributed transaction ledgers. Originally deployment of blockchain technology is the hosting location. This paper designed as the distributed transaction ledger for BitCoin [3], evaluates the use of cloud and fog as hosting platforms. the idea of using blockchains has spread. Keywords—IoT, Virtual Resource, Software-Defined IoT, Edge The ability to create/store/transfer digital assets in a distributed, Computing, Multi-Tenancy decentralized and tamper-proof way is of a large practical value for IoT systems. While micro-payments in IoT may be the most obvious use of blockchain technology, we consider the I. -
Serverless Computing Platform for Big Data Storage
International Journal of Recent Technology and Engineering (IJRTE) ISSN: 2277-3878, Volume-8 Issue-3, September 2019 Serverless Computing Platform for Big Data Storage Annie Christina. A, A.R. Kavitha Abstract: This paper describes various challenges faced by the Big Data cloud providers and the challenges encountered by its users. This foreshadows that the Serverless computing as the feasible platform for Big Data application’s data storages. The literature research undertaken focuses on various Serverless computing architectural designs, computational methodologies, performance, data movement and functions. 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. The results of the analyses and its outcome are also discussed. Thus suggesting that the scaling of Serverless cloud storage for data storage during random load increase as the optimal solution for cloud provider and Big Data application user. Keywords: Serverless computing, Big Data, Data Storage, Big Data Cloud, Serverless cloud I. INTRODUCTOIN In recent years it has been noted that there has been a drastic increase in the volume of data captured by organizations, Industries and the high devices used by a common man. In some examples such as the rise of Internet of Things (IoT), Fig.1.Big Data in cloud social media multimedia [12], smart homes, smart cities Emerging cloud computing space like the Google Cloud etc., this is resulting in an overwhelming flow of data both Platform, Microsoft Azure, Rackspace, or Qubole etc [3] are in structured or unstructured format. Data creation is taking discussed in Table.1. -
Evaluation of Serverless Computing Frameworks Based on Kubernetes
Aalto University School of Science Degree Programme of Computer Science and Engineering Sunil Kumar Mohanty Evaluation of Serverless Computing Frame- works Based on Kubernetes Master's Thesis Espoo, July 6, 2018 Supervisor: Professor Mario Di Francesco, Aalto University Instructor: Gopika Premsankar M.Sc. (Tech.) Aalto University School of Science ABSTRACT OF Degree Programme of Computer Science and Engineering MASTER'S THESIS Author: Sunil Kumar Mohanty Title: Evaluation of Serverless Computing Frameworks Based on Kubernetes Date: July 6, 2018 Pages: 76 Professorship: Mobile Computing, Services and Secu- Code: SCI3045 rity Supervisor: Professor Mario Di Francesco Instructor: Gopika Premsankar M.Sc. (Tech.) Recent advancements in virtualization and software architectures have led to the birth of the new paradigm of serverless computing. Serverless computing, also known as function-as-a-service, allows developers to deploy functions as comput- ing units without worrying about the underlying infrastructure. Moreover, no resources are allocated or billed until a function is invoked. Thus, the major ben- efits of serverless computing are reduced developer concern about infrastructure, reduced time to market and lower cost. Currently, serverless computing is gener- ally available through various public cloud service providers. However, there are certain bottlenecks on public cloud platforms, such as vendor lock-in, computa- tion restrictions and regulatory restrictions. Thus, there is a growing interest to implement serverless computing on a private infrastructure. One of the preferred ways of implementing serverless computing is through the use of containers. A container-based solution allows to utilize features of existing orchestration frame- works, such as Kubernetes. This thesis discusses the implementation of serverless computing on Kubernetes. -
Models to Evaluate Service Provisioning Over
Revista de Informatica´ Teorica´ e Aplicada - RITA - ISSN 2175-2745 Vol. 26, Num. 3 (2019) 65-74 RESEARCH ARTICLE Models to evaluate service Provisioning over Cloud Computing Environments - A Blockchain-As-A-Service case study Modelos para o provimento de Servic¸os em Ambientes de Computac¸ao˜ em Nuvem - Um estudo de caso aplicado a Blockchain como Servic¸o Carlos Melo1*, Jamilson Dantas2, Paulo Pereira3, Ronierison Maciel4, Paulo Maciel5 Abstract: The strictness of the Service Level Agreements (SLAs) is mainly due to a set of constraints related to performance and dependability attributes, such as availability. This paper shows that system’s availability values may be improved by deploying services over a private environment, which may obtain better availability values with improved management, security, and control. However, how much a company needs to afford to keep this improved availability? As an additional activity, this paper compares the obtained availability values with the infrastructure deployment expenses and establishes a cost × benefit relationship. As for the system’s evaluation technique, we choose modeling; while for the service used to demonstrate the models’ feasibility, the blockchain-as-a-service was the selected one. This paper proposes and evaluate four different infrastructures hosting blockchains: (i) baseline; (ii) double redundant; (iii) triple redundant, and (iv) hyper-converged. The obtained results pointed out that the hyper-converged architecture had an advantage over a full triple redundant environment regarding availability and deployment cost. Keywords: Availability — Blockchain-as-a-Service — Hyper-converged — Virtualization Resumo: O rigor nos Acordos de N´ıvel de Servic¸o (ANS) deve-se a um conjunto de restric¸oes˜ nos principais atributos de desempenho e dependabilidade de sistemas.