AI-based fog and edge computing: A systematic review, taxonomy and future directions

S Iftikhar, SS Gill, C Song, M Xu, MS Aslanpour… - Internet of Things, 2023 - Elsevier
Resource management in computing is a very challenging problem that involves making
sequential decisions. Resource limitations, resource heterogeneity, dynamic and diverse …

The serverless computing survey: A technical primer for design architecture

Z Li, L Guo, J Cheng, Q Chen, BS He… - ACM Computing Surveys …, 2022 - dl.acm.org
The development of cloud infrastructures inspires the emergence of cloud-native computing.
As the most promising architecture for deploying microservices, serverless computing has …

Pond: Cxl-based memory pooling systems for cloud platforms

H Li, DS Berger, L Hsu, D Ernst, P Zardoshti… - Proceedings of the 28th …, 2023 - dl.acm.org
Public cloud providers seek to meet stringent performance requirements and low hardware
cost. A key driver of performance and cost is main memory. Memory pooling promises to …

Serverless in the wild: Characterizing and optimizing the serverless workload at a large cloud provider

M Shahrad, R Fonseca, I Goiri, G Chaudhry… - 2020 USENIX annual …, 2020 - usenix.org
Function as a Service (FaaS) has been gaining popularity as a way to deploy computations
to serverless backends in the cloud. This paradigm shifts the complexity of allocating and …

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 …

Borg: the next generation

M Tirmazi, A Barker, N Deng, ME Haque… - Proceedings of the …, 2020 - dl.acm.org
This paper analyzes a newly-published trace that covers 8 different Borg [35] clusters for the
month of May 2019. The trace enables researchers to explore how scheduling works in …

[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 …

Pocket: Elastic ephemeral storage for serverless analytics

A Klimovic, Y Wang, P Stuedi, A Trivedi… - … USENIX Symposium on …, 2018 - usenix.org
Serverless computing is becoming increasingly popular, enabling users to quickly launch
thousands of shortlived tasks in the cloud with high elasticity and fine-grain billing. These …

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 …

Who limits the resource efficiency of my datacenter: An analysis of alibaba datacenter traces

J Guo, Z Chang, S Wang, H Ding, Y Feng… - Proceedings of the …, 2019 - dl.acm.org
Cloud platform provides great flexibility and cost-efficiency for end-users and cloud
operators. However, low resource utilization in modern datacenters brings huge wastes of …