Serverless computing: a survey of opportunities, challenges, and applications

H Shafiei, A Khonsari, P Mousavi - ACM Computing Surveys, 2022 - dl.acm.org
The emerging serverless computing paradigm has attracted attention from both academia
and industry. This paradigm brings benefits such as less operational complexity, a pay-as …

Rise of the planet of serverless computing: A systematic review

J Wen, Z Chen, X Jin, X Liu - ACM Transactions on Software …, 2023 - dl.acm.org
Serverless computing is an emerging cloud computing paradigm, being adopted to develop
a wide range of software applications. It allows developers to focus on the application logic …

Wisefuse: Workload characterization and dag transformation for serverless workflows

A Mahgoub, EB Yi, K Shankar, E Minocha… - Proceedings of the …, 2022 - dl.acm.org
We characterize production workloads of serverless DAGs at a major cloud provider. Our
analysis highlights two major factors that limit performance:(a) lack of efficient …

faas‐sim: A trace‐driven simulation framework for serverless edge computing platforms

P Raith, T Rausch, A Furutanpey… - Software: Practice and …, 2023 - Wiley Online Library
This paper presents faas‐sim, a simulation framework tailored to serverless edge computing
platforms. In serverless computing, platform operators are tasked with efficiently managing …

Serverless computing: What it is, and what it is not?

S Kounev, N Herbst, CL Abad, A Iosup, I Foster… - Communications of the …, 2023 - dl.acm.org
Serverless Computing: What It Is, and What It Is Not? Page 1 FULL AUTOMATION OF IT
infrastructure and the delivery of efficient IT operations as billed services have been long-standing …

Owl: Performance-aware scheduling for resource-efficient function-as-a-service cloud

H Tian, S Li, A Wang, W Wang, T Wu… - Proceedings of the 13th …, 2022 - dl.acm.org
This work documents our experience of improving the scheduler in Alibaba Function
Compute, a public FaaS platform. It commences with our observation that memory and CPU …

ML-FaaS: Toward Exploiting the Serverless Paradigm to Facilitate Machine Learning Functions as a Service

E Paraskevoulakou, D Kyriazis - IEEE Transactions on Network …, 2023 - ieeexplore.ieee.org
Serverless computing has emerged as a revolutionary model that enables the deployment of
applications and services by raising the level of abstraction from the underline resources. Its …

Fine-grained performance and cost modeling and optimization for faas applications

C Lin, N Mahmoudi, C Fan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Function-as-a-Service (FaaS) has become a mainstream cloud computing paradigm for
developers to build cloud-native applications in recent years. By taking advantage of …

FLASH: Fast model adaptation in ML-centric cloud platforms

H Qiu, W Mao, A Patke, S Cui, C Wang… - Proceedings of …, 2024 - proceedings.mlsys.org
The emergence of ML in various cloud system management tasks (eg, workload autoscaling
and job scheduling) has become a core driver of ML-centric cloud platforms. However, there …

[HTML][HTML] A reference architecture for serverless big data processing

S Werner, S Tai - Future Generation Computer Systems, 2024 - Elsevier
Despite significant advances in data management systems in recent decades, the
processing of big data at scale remains very challenging. While cloud computing has been …