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The serverless trilemma: function composition for serverless computing

Proceedings of the 2017 ACM SIGPLAN International Symposium on New Ideas, New Paradigms, and Reflections on Programming and Software, 2017
The field of serverless computing has recently emerged in support of highly scalable, event-driven applications. A serverless application is a set of stateless functions, along with the events that should trigger their activation. A serverless runtime allocates resources as events arrive, avoiding the need for costly pre-allocated or dedicated hardware.
Ioana Baldini   +7 more
openaire   +1 more source

Dilu: Enabling GPU Resourcing-on-Demand for Serverless DL Serving via Introspective Elasticity

International Conference on Architectural Support for Programming Languages and Operating Systems
Serverless computing, with its ease of management, auto-scaling, and cost-effectiveness, is widely adopted by deep learning (DL) applications. DL workloads, especially with large language models, require substantial GPU resources to ensure QoS.
Cunchi Lv   +6 more
semanticscholar   +1 more source

Faashouse: Sustainable Serverless Edge Computing Through Energy-Aware Resource Scheduling

IEEE Transactions on Services Computing
Serverless edge computing is a specialized system design tailored for Internet of Things (IoT) applications. It leverages serverless computing to minimize operational management and enhance resource efficiency, and utilizes the concept of edge computing ...
M. Aslanpour   +3 more
semanticscholar   +1 more source

Deep Reinforcement Learning for Scheduling Applications in Serverless and Serverful Hybrid Computing Environments

IEEE Transactions on Services Computing
Serverless computing has gained popularity as a novel cloud execution model for applications in recent times. Businesses constantly try to leverage this new paradigm to add value to their revenue streams.
Anupama Mampage   +2 more
semanticscholar   +1 more source

Optimizing Distributed Deployment of Mixture-of-Experts Model Inference in Serverless Computing

IEEE Conference on Computer Communications
With the advancement of serverless computing, running machine learning (ML) inference services over a serverless platform has been advocated, given its labor-free scalability and cost effectiveness.
Mengfan Liu, Wei Wang, Chuan Wu
semanticscholar   +1 more source

An Empirical Evaluation of Serverless Cloud Infrastructure for Large-Scale Data Processing

International Conference on Extending Database Technology
Data processing systems are increasingly deployed in the cloud. While monolithic systems run fully on virtual servers, recent systems embrace cloud infrastructure and utilize the disaggregation of compute and storage to scale them independently.
Thomas Bodner   +4 more
semanticscholar   +1 more source

ChunkFunc: Dynamic SLO-Aware Configuration of Serverless Functions

IEEE Transactions on Parallel and Distributed Systems
Serverless computing promises to be a cost effective form of on demand computing. To fully utilize its cost saving potential, workflows must be configured with the appropriate amount of resources to meet their response time Service Level Objective (SLO),
T. Pusztai, Stefan Nastic
semanticscholar   +1 more source

Serverless

2022
William Penberthy, Steve Roberts
openaire   +2 more sources

Reducing Environmental Impact with Sustainable Serverless Computing

Sustainability
Serverless computing has emerged as a transformative paradigm in cloud computing, offering scalability, cost efficiency, and potential environmental benefits. By abstracting infrastructure management and enabling on-demand resource allocation, serverless
Mohammed Akour, M. Alenezi
semanticscholar   +1 more source

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