Results 91 to 100 of about 3,474 (205)
Practical Efficient Microservice Autoscaling with QoS Assurance
, 2022 Cloud applications are increasingly moving away from monolithic services to agile microservices-based deployments. However, efficient resource management for microservices poses a significant hurdle due to the sheer number of loosely coupled and ...
Islam, Mohammad A. +2 more
core
Journal of Information Systems and InformaticsFailures in deploying digital public services can disrupt essential systems and affect millions of citizens. Machine learning (ML)-based software deployment decision support, including build risk prediction, release gating, autoscaling, rollback ...
Johnson Nuviadenu +3 more
doaj +1 more source
Evaluation of explainability in autoscaling frameworks
, 2022 Mit der Einführung von Container- und Microservice-basierten Software-Architekturen steigt die Arbeitsbelastung von Betreibern bei der Überwachung und Verwaltung dieser Systeme. Um mit der Komplexität dieser Software-Architekturen Schritt halten zu können, benötigen die Betreiber nun immer mehr Software-Unterstützung.
openaire +3 more sources
On Optimized Scheduling Scheme for Rapid Pod Autoscaling in Kubernetes
Applied SciencesKubernetes, an open-source project initiated by Google for managing and organizing containers in cloud platforms, has become the preferred choice for deploying large-scale containerized microservice architectures.
Bowen Zhou +3 more
doaj +1 more source
ENOVA: Autoscaling towards Cost-effective and Stable Serverless LLM Serving [PDF]
Since the increasing popularity of large language model (LLM) backend systems, it is common and necessary to deploy stable serverless serving of LLM on multi-GPU clusters with autoscaling.
Bright, Zachary +7 more
core +1 more source
Application of Proximal Policy Optimization for Resource Orchestration in Serverless Edge Computing
ComputersServerless computing is a new cloud computing model suitable for providing services in both large cloud and edge clusters. In edge clusters, the autoscaling functions play a key role on serverless platforms as the dynamic scaling of function instances ...
Mauro Femminella, Gianluca Reali
doaj +1 more source
Fast autoscaling algorithm for cost optimization of container clusters
Journal of Cloud Computing: Advances, Systems and ApplicationsContainer clusters are widely used to execute containerized applications in cloud environments. An essential characteristic implemented by these clusters is autoscaling, which is the ability to automatically adapt the computing resources of a cluster to ...
José María López +5 more
doaj +1 more source
IEEE AccessContainer orchestration platforms have made cloud-native deployment routine, but autoscaling at the cluster level remains a persistent source of capacity-pressure service-level objective (SLO) violations under bursty workloads.
Pooyan Habibi +2 more
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On the Optimization of Kubernetes toward the Enhancement of Cloud Computing
MathematicsWith the vigorous development of big data and cloud computing, containers are becoming the main platform for running applications due to their flexible and lightweight features.
Subrota Kumar Mondal +2 more
doaj +1 more source