Convergence of edge computing and deep learning: A comprehensive survey

X Wang, Y Han, VCM Leung, D Niyato… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
Ubiquitous sensors and smart devices from factories and communities are generating
massive amounts of data, and ever-increasing computing power is driving the core of …

Serverless computing: state-of-the-art, challenges and opportunities

Y Li, Y Lin, Y Wang, K Ye, C Xu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Serverless computing is growing in popularity by virtue of its lightweight and simplicity of
management. It achieves these merits by reducing the granularity of the computing unit to …

Characterizing microservice dependency and performance: Alibaba trace analysis

S Luo, H Xu, C Lu, K Ye, G Xu, L Zhang… - Proceedings of the …, 2021 - dl.acm.org
Loosely-coupled and light-weight microservices running in containers are replacing
monolithic applications gradually. Understanding the characteristics of microservices is …

{FIRM}: An intelligent fine-grained resource management framework for {SLO-Oriented} microservices

H Qiu, SS Banerjee, S Jha, ZT Kalbarczyk… - 14th USENIX symposium …, 2020 - usenix.org
User-facing latency-sensitive web services include numerous distributed,
intercommunicating microservices that promise to simplify software development and …

Cloudburst: Stateful functions-as-a-service

V Sreekanti, C Wu, XC Lin, J Schleier-Smith… - arXiv preprint arXiv …, 2020 - arxiv.org
Function-as-a-Service (FaaS) platforms and" serverless" cloud computing are becoming
increasingly popular. Current FaaS offerings are targeted at stateless functions that do …

Characterizing serverless platforms with serverlessbench

T Yu, Q Liu, D Du, Y Xia, B Zang, Z Lu, P Yang… - Proceedings of the 11th …, 2020 - dl.acm.org
Serverless computing promises auto-scalability and cost-efficiency (in" pay-as-you-go"
manner) for high-productive software development. Because of its virtue, serverless …

Nightcore: efficient and scalable serverless computing for latency-sensitive, interactive microservices

Z Jia, E Witchel - Proceedings of the 26th ACM International Conference …, 2021 - dl.acm.org
The microservice architecture is a popular software engineering approach for building
flexible, large-scale online services. Serverless functions, or function as a service (FaaS) …

Catalyzer: Sub-millisecond startup for serverless computing with initialization-less booting

D Du, T Yu, Y Xia, B Zang, G Yan, C Qin, Q Wu… - Proceedings of the …, 2020 - dl.acm.org
Serverless computing promises cost-efficiency and elasticity for high-productive software
development. To achieve this, the serverless sandbox system must address two challenges …

Icebreaker: Warming serverless functions better with heterogeneity

RB Roy, T Patel, D Tiwari - Proceedings of the 27th ACM International …, 2022 - dl.acm.org
Serverless computing, an emerging computing model, relies on" warming up" functions prior
to its anticipated execution for faster and cost-effective service to users. Unfortunately …

Sinan: ML-based and QoS-aware resource management for cloud microservices

Y Zhang, W Hua, Z Zhou, GE Suh… - Proceedings of the 26th …, 2021 - dl.acm.org
Cloud applications are increasingly shifting from large monolithic services, to large numbers
of loosely-coupled, specialized microservices. Despite their advantages in terms of …