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 …

A holistic view on resource management in serverless computing environments: Taxonomy and future directions

A Mampage, S Karunasekera, R Buyya - ACM Computing Surveys …, 2022 - dl.acm.org
Serverless computing has emerged as an attractive deployment option for cloud
applications in recent times. The unique features of this computing model include rapid auto …

[HTML][HTML] {SONIC}: Application-aware data passing for chained serverless applications

A Mahgoub, L Wang, K Shankar, Y Zhang… - 2021 USENIX Annual …, 2021 - s.usenix.org
The conference papers and full proceedings are available to registered attendees now and
will be available to everyone beginning Wednesday, July 14, 2021. Paper abstracts and …

Sebs: A serverless benchmark suite for function-as-a-service computing

M Copik, G Kwasniewski, M Besta… - Proceedings of the …, 2021 - dl.acm.org
Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud
services, and serverless functions have immediately become a new middleware for building …

Towards demystifying serverless machine learning training

J Jiang, S Gan, Y Liu, F Wang, G Alonso… - Proceedings of the …, 2021 - dl.acm.org
The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-
intensive applications such as ETL, query processing, or machine learning (ML). Several …

Faa $ T: A transparent auto-scaling cache for serverless applications

F Romero, GI Chaudhry, Í Goiri, P Gopa… - Proceedings of the …, 2021 - dl.acm.org
Function-as-a-Service (FaaS) has become an increasingly popular way for users to deploy
their applications without the burden of managing the underlying infrastructure. However …

OFC: an opportunistic caching system for FaaS platforms

D Mvondo, M Bacou, K Nguetchouang… - Proceedings of the …, 2021 - dl.acm.org
Cloud applications based on the" Functions as a Service"(FaaS) paradigm have become
very popular. Yet, due to their stateless nature, they must frequently interact with an external …

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 …

Optimizing inference serving on serverless platforms

A Ali, R Pinciroli, F Yan, E Smirni - Proceedings of the VLDB Endowment, 2022 - par.nsf.gov
Serverless computing is gaining popularity for machine learning (ML) serving workload due
to its autonomous resource scaling, easy to use and pay-per-use cost model. Existing …

Durable functions: Semantics for stateful serverless

S Burckhardt, C Gillum, D Justo, K Kallas… - Proceedings of the …, 2021 - dl.acm.org
Serverless, or Functions-as-a-Service (FaaS), is an increasingly popular paradigm for
application development, as it provides implicit elastic scaling and load based billing …