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- research-articleNovember 2024
Combining genetic algorithms and bayesian neural networks for resource usage prediction in multi-tenant container environments
AbstractTraditional cloud architectures struggle to effectively allocate resources to container-based workloads due to fluctuating usage patterns and potential interference among multi-tenants. Conventional scheduling methods, which primarily rely on user-...
- research-articleNovember 2024
CSMD: Container state management for deployment in cloud data centers
Future Generation Computer Systems (FGCS), Volume 162, Issue Chttps://doi.org/10.1016/j.future.2024.107495AbstractAs the containers are lightweight in resource usage, they are preferred for cloud and edge computing service deployment. Containers serve the requests whenever a user sends a query; however, they remain idle when no user request comes. Again, ...
Highlights- Improving the consolidation ratio in cloud data centers by an efficient state management of the containers.
- Proposing a system architecture along with problem formulation for performing the state checkpointing and resumption of the ...
- research-articleNovember 2024
Snapipeline: Accelerating Snapshot Startup for FaaS Containers
SoCC '24: Proceedings of the 2024 ACM Symposium on Cloud ComputingPages 144–159https://doi.org/10.1145/3698038.3698513Due to the frequent starts and stops of numerous services in FaaS (Function as a Service), reducing cold start overhead is a core issue in improving the performance of container-based FaaS services. Snapshot and restore-based mechanisms effectively ...
- research-articleJanuary 2025
Performance evaluation of containers for low-latency packet processing in virtualized network environments
AbstractPacket processing in current network scenarios faces complex challenges due to the increasing prevalence of requirements such as low latency, high reliability, and resource sharing. Virtualization is a potential solution to mitigate these ...
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Highlights- Overhead caused by virtualization is negligible in tail latencies.
- Container can process low-latency traffic with careful optimizations.
- Container can process low-latency traffic depending on the hardware cache design.
- Modeling ...
- research-articleSeptember 2024
Insights on Implementing a Metrics Baseline for Post-Deployment AI Container Monitoring
- Jose Morales,
- Luiz Antunes,
- Patrick Earl,
- Robert Edman,
- Jeffrey Hamed,
- Douglas Reynolds,
- Katherine R Maffey,
- Joseph Yankel,
- Hasan Yasar
ICSSP '24: Proceedings of the 2024 International Conference on Software and Systems ProcessesPages 46–55https://doi.org/10.1145/3666015.3666018Post-deployment monitoring (PDM) occurs in the late stages of a DevSecOps (DSO) pipeline. Its role in DSO is critical in providing feedback loops on system performance leading to desirable changes achieving long-term system and application sustainment. ...
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- research-articleJuly 2024
MDB-KCP: persistence framework of in-memory database with CRIU-based container checkpoint in Kubernetes
Journal of Cloud Computing: Advances, Systems and Applications (JOCCASA), Volume 13, Issue 1https://doi.org/10.1186/s13677-024-00687-9AbstractAs the demand for container technology and platforms increases due to the efficiency of IT resources, various workloads are being containerized. Although there are efforts to integrate various workloads into Kubernetes, the most widely used ...
- posterJuly 2024
Transforming Container Experience: Turning Singularity Images into Loadable Environment Modules
PEARC '24: Practice and Experience in Advanced Research Computing 2024: Human Powered ComputingArticle No.: 98, Pages 1–2https://doi.org/10.1145/3626203.3670551In High Performance Computing (HPC), containers are becoming increasingly vital for efficient software management, yet their complexity limits broader adoption. The need for extensive knowledge and complex commands sets a high entry barrier, burdening ...
- research-articleJuly 2024
A new approach for service activation management in fog computing using Cat Swarm Optimization algorithm
AbstractToday, with the increasing expansion of IoT devices and the growing number of user requests, processing their demands in computational environments has become increasingly challenging.The large volume of user requests and the appropriate ...
- research-articleJuly 2024
Detection of quality of service degradation on multi-tenant containerized services
Journal of Network and Computer Applications (JNCA), Volume 224, Issue Chttps://doi.org/10.1016/j.jnca.2024.103839AbstractComputational services are progressively migrating to container-based solutions due to their faster provision time and lower resource allocation overhead. Service providers rely on container multi-tenancy to share their computing infrastructure ...
- research-articleMay 2024
DeepCTS: A Deep Reinforcement Learning Approach for AI Container Task Scheduling
CACML '24: Proceedings of the 2024 3rd Asia Conference on Algorithms, Computing and Machine LearningPages 342–347https://doi.org/10.1145/3654823.3654885Container technology is a new paradigm of virtualization technology that has developed very rapidly in recent years. In view of container clusters for AI tasks, tasks can be divided into training tasks and inference tasks. Among them, the scheduling ...
- research-articleMarch 2024
Cost-efficient Workflow as a Service using Containers
AbstractWorkflows are special applications used to solve complex scientific problems. The emerging Workflow as a Service (WaaS) model provides scientists with an effective way of deploying their workflow applications in Cloud environments. The WaaS model ...
- research-articleJune 2024
Automatic data featurization for enhanced proactive service auto-scaling: Boosting forecasting accuracy and mitigating oscillation
Journal of King Saud University - Computer and Information Sciences (JKSUCIS), Volume 36, Issue 2https://doi.org/10.1016/j.jksuci.2024.101924AbstractEdge computing has gained widespread adoption for time-sensitive applications by offloading a portion of IoT system workloads from the cloud to edge nodes. However, the limited resources of IoT edge devices hinder service deployment, making auto-...
- research-articleJanuary 2024
Improving fault tolerance in LinuX container-based distributed systems using blockchain
Cluster Computing (KLU-CLUS), Volume 27, Issue 4Pages 5285–5294https://doi.org/10.1007/s10586-024-04279-9AbstractNowadays, with the development of science and technology, as well as the increase of important data and transactions, maintaining these data and transactions has become a big challenge. On the one hand, their maintenance cost is a very important ...
- ArticleJanuary 2024
Scheduling of Containerized Resources for Microservices in Cloud
Distributed Computing and Intelligent TechnologyPages 34–49https://doi.org/10.1007/978-3-031-50583-6_3AbstractMost developers consider that microservice-based application design and development can improve scalability and maintainability. The microservices are developed as small independent modules and deployed in containers. The containers are deployed ...
- research-articleJanuary 2024
Towards Optimal Preemptive GPU Time-Sharing for Edge Model Serving
WoC '23: Proceedings of the 9th International Workshop on Container Technologies and Container CloudsPages 13–18https://doi.org/10.1145/3631311.3632401With GPUs increasingly shared by DNN models at the edge, a crucial tradeoff arises between high GPU utilization and the ability of fast preemption when a high-priority request arrives. To reduce inference delay, an inference job can "burst" DNN kernels ...
- research-articleJanuary 2024
A formal approach for the identification of redundant authorization policies in Kubernetes
AbstractApplication containerization allows for efficient resource utilization and improved performance when compared to traditional virtualization techniques. However, managing multiple containers and providing services such as load balancing and fault ...
- ArticleNovember 2023
Energy-Efficient and Communication-Aware Resource Allocation in Container-Based Cloud with Group Genetic Algorithm
AbstractMicroservice is a new architecture for application development that makes applications more flexible to deploy, extend and update compared to monolithic architectures. As container-based clouds rapidly gained popularity in recent years, more ...
- research-articleFebruary 2024
Self-clearing Strategy of Container Image in High Performance Job Scheduling
CECCT '23: Proceedings of the 2023 International Conference on Electronics, Computers and Communication TechnologyPages 92–97https://doi.org/10.1145/3637494.3637511Container based service deployment, operation and maintenance are widely used with the advent of the container technology. As an actual industry standard, image allows applications and their dependencies and execution environment to be packaged in a ...
- research-articleNovember 2023
Malware detection for container runtime based on virtual machine introspection
The Journal of Supercomputing (JSCO), Volume 80, Issue 6Pages 7245–7268https://doi.org/10.1007/s11227-023-05727-wAbstractThe isolation technique of containers introduces uncertain security risks to malware detection in the current container environment. In this paper, we propose a framework called Malware Detection for Container Runtime based on Virtual Machine ...
- extended-abstractJanuary 2024
Prototype proposal for an interactive container aimed at primary school children aged 6 to 8 years old to promote plastic collection and sorting.
CLIHC '23: Proceedings of the XI Latin American Conference on Human Computer InteractionArticle No.: 30, Pages 1–3https://doi.org/10.1145/3630970.3631070Recycling in Mexican society faces challenges due to the lack of successful programs and limited citizen interest, resulting in the accumulation of solid waste in landfills. To address this issue, it is proposed to develop an interactive prototype of a ...