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Autopilot: workload autoscaling at google
K Rzadca, P Findeisen, J Swiderski, P Zych… - Proceedings of the …, 2020 - dl.acm.org
In many public and private Cloud systems, users need to specify a limit for the amount of
resources (CPU cores and RAM) to provision for their workloads. A job that exceeds its limits …
resources (CPU cores and RAM) to provision for their workloads. A job that exceeds its limits …
{FIRM}: An intelligent fine-grained resource management framework for {SLO-Oriented} microservices
User-facing latency-sensitive web services include numerous distributed,
intercommunicating microservices that promise to simplify software development and …
intercommunicating microservices that promise to simplify software development and …
Teastore: A micro-service reference application for benchmarking, modeling and resource management research
Modern distributed applications offer complex performance behavior and many degrees of
freedom regarding deployment and configuration. Researchers employ various methods of …
freedom regarding deployment and configuration. Researchers employ various methods of …
Scalability analysis comparisons of cloud-based software services
Performance and scalability testing and measurements of cloud-based software services are
necessary for future optimizations and growth of cloud computing. Scalability, elasticity, and …
necessary for future optimizations and growth of cloud computing. Scalability, elasticity, and …
The workflow trace archive: Open-access data from public and private computing infrastructures
Realistic, relevant, and reproducible experiments often need input traces collected from real-
world environments. In this work, we focus on traces of workflows—common in datacenters …
world environments. In this work, we focus on traces of workflows—common in datacenters …
Quantifying cloud performance and dependability: Taxonomy, metric design, and emerging challenges
In only a decade, cloud computing has emerged from a pursuit for a service-driven
information and communication technology (ICT), becoming a significant fraction of the ICT …
information and communication technology (ICT), becoming a significant fraction of the ICT …
Predictive auto-scaling of multi-tier applications using performance varying cloud resources
The performance of the same type of cloud resources, such as virtual machines (VMs),
varies over time mainly due to hardware heterogeneity, resource contention among co …
varies over time mainly due to hardware heterogeneity, resource contention among co …
Proactive container auto-scaling for cloud native machine learning services
Understanding the resource usage behaviors of the ever-increasing machine learning
workloads are critical to cloud providers offering Machine Learning (ML) services. Capable …
workloads are critical to cloud providers offering Machine Learning (ML) services. Capable …
Iaas reactive autoscaling performance challenges
The main feature of a cloud application is its scalability. Major IaaS cloud services providers
(CSP) employ autoscaling on the level of virtual machines (VM). Other virtualization …
(CSP) employ autoscaling on the level of virtual machines (VM). Other virtualization …
A survey on auto-scaling: how to exploit cloud elasticity
Elasticity plays an essential role as far as the wide diffusion of cloud computing is
concerned. It enables a cloud application deployment to'scale'automatically, adapting to …
concerned. It enables a cloud application deployment to'scale'automatically, adapting to …