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Aggregated HPC resources have rigid allocation systems and programming models which struggle to adapt to diverse and changing workloads. Consequently, HPC systems fail to efficiently use the large pools of unused memory and increase the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-29 Marcin Copik , Marcin Chrapek , Larissa Schmid , Alexandru Calotoiu , Torsten Hoefler

Along with the wide-adoption of Serverless Computing, more and more applications are developed and deployed on cloud platforms. Major cloud providers present their serverless workflow services to orchestrate serverless functions, making it…

Software Engineering · Computer Science 2021-01-14 Jinfeng Wen , Yi Liu

Infrastructure as a Service (IaaS) Cloud services allow users to deploy distributed applications in a virtualized environment without having to customize their applications to a specific Platform as a Service (PaaS) stack. It is common…

Software Engineering · Computer Science 2018-01-30 Christian Stier , Jörg Domaschka , Anne Koziolek , Sebastian Krach , Jakub Krzywda , Ralf Reussner

Data loading has been one of the most common performance bottlenecks for many big data applications, especially when they are running on inefficient human-readable formats, such as JSON or CSV. Parsing, validating, integrity checking and…

Databases · Computer Science 2021-02-24 Cong Ding , Dixin Tang , Xi Liang , Aaron J. Elmore , Sanjay Krishnan

Proliferation of cloud computing has revolutionized hosting and delivery of Internet-based application services. However, with the constant launch of new cloud services and capabilities almost every month by both big (e.g., Amazon Web…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-04-09 Miranda Zhang , Rajiv Ranjan , Michael Menzel , Surya Nepal , Peter Strazdins , Lizhe Wang

Enterprises are driving towards less cost, more availability, agility, managed risk - all of which is accelerated towards Cloud Computing. Cloud is not a particular product, but a way of delivering IT services that are consumable on demand,…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-07 Arokia Paul Rajan , Shanmugapriyaa

Elasticity is a key property of cloud computing. However, elasticity is offered today at the granularity of virtual machines, which take tens of seconds to start. This is insufficient to react to load spikes and sudden failures in latency…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

The increasing momentum of service-oriented architecture has led to the emergence of divergent delivered services, where service selection is meritedly required to obtain the target service fulfilling the requirements from both users and…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-13 Songyuan Li , Jiwei Huang , Bo Cheng , Lizhen Cui , Yuliang Shi

The Dynamic Scalability of resources, a problem in Infrastructure as a Service (IaaS) has been the hotspot for research and industry communities. The heterogeneous and dynamic nature of the Cloud workloads depends on the Quality of Service…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-11-26 Sukhpal Singh , Inderveer Chana

Following the increasing interest and adoption of FaaS systems, benchmarking frameworks for determining non-functional properties have also emerged. While existing (microbenchmark) frameworks only evaluate single aspects of FaaS platforms,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-02 Martin Grambow , Tobias Pfandzelter , Luk Burchard , Carsten Schubert , Max Zhao , David Bermbach

Serverless platforms essentially face a tradeoff between container startup time and provisioned concurrency (i.e., cached instances), which is further exaggerated by the frequent need for remote container initialization. This paper presents…

Operating Systems · Computer Science 2022-09-20 Xingda Wei , Fangming Lu , Tianxia Wang , Jinyu Gu , Yuhan Yang , Rong Chen , Haibo Chen

Users of cloud computing are overwhelmed with choice, even within the services offered by one provider. As such, many users select cloud services based on description alone. We investigate the degree to which such strategy is optimal. In…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-13 Yehia Elkhatib , Faiza Samreen , Gordon S. Blair

Current serverless platforms struggle to optimize resource utilization due to their dynamic and fine-grained nature. Conventional techniques like overcommitment and autoscaling fall short, often sacrificing utilization for practicability or…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-04 Qingyuan Liu , Yanning Yang , Dong Du , Yubin Xia , Ping Zhang , Jia Feng , James Larus , Haibo Chen

Serverless computing promises convenient abstractions for developing and deploying functions that execute in response to events. In such Function-as-a-Service (FaaS) platforms, scheduling is an integral task, but current scheduling…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-08 Saman Akbari , Manfred Hauswirth

Due to the popularity of the FaaS programming model, there is now a wide variety of commercial and open-source FaaS systems. Hence, for comparison of different FaaS systems and their configuration options, FaaS application developers rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-29 Martin Grambow , Tobias Pfandzelter , David Bermbach

Serverless computing has recently experienced significant adoption by several applications, especially Internet of Things (IoT) applications. In serverless computing, rather than deploying and managing dedicated virtual machines, users are…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-27 Tarek Elgamal , Atul Sandur , Klara Nahrstedt , Gul Agha

Serverless computing enables developers to deploy code without managing infrastructure, but suffers from cold start overhead when initializing new function instances. Existing solutions such as "keep-alive" or "pre-warming" are costly and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-31 Saman Akbari , Manfred Hauswirth

The Function-as-a-service (FaaS) computing model has recently seen significant growth especially for highly scalable, event-driven applications. The easy-to-deploy and cost-efficient fine-grained billing of FaaS is highly attractive to big…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-11 Yuze Li , Kevin Assogba , Abhijit Tripathy , Moiz Arif , M. Mustafa Rafique , Ali R. Butt , Dimitrios Nikolopoulos

Resource sharing between multiple workloads has become a prominent practice among cloud service providers, motivated by demand for improved resource utilization and reduced cost of ownership. Effective resource sharing, however, remains an…

Enhancements in technology always follow Consumer requirements. Consumer requires best of service with least possible mismatch and on time. Numerous applications available today are based on Web Services and Cloud Computing. Recently, there…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-12-02 Debajyoti Mukhopadhyay , Falguni J. Chathly , Nagesh N. Jadhav