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Cost-Efficient and Robust On-Demand Video Transcoding Using Heterogeneous Cloud Services

机译:采用成本效益和强大的按需视频转码   异构云服务

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摘要

Video streams usually have to be transcoded to match the characteristics ofviewers' devices. Streaming providers have to store numerous transcodedversions of a given video to serve various display devices. Given the fact thatviewers' access pattern to video streams follows a long tail distribution, forthe video streams with low access rate, we propose to transcode them in anon-demand manner using cloud computing services. The challenge in utilizingcloud services for on-demand video transcoding is to maintain a robust QoS forviewers and cost-efficiency for streaming service providers. To address thischallenge, we present the Cloud-based Video Streaming Services (CVS2)architecture. It includes a QoS-aware scheduling that maps transcoding tasks tothe VMs by considering the affinity of the transcoding tasks with the allocatedheterogeneous VMs. To maintain robustness in the presence of varying streamingrequests, the architecture includes a cost-efficient VM Provisioner. Thiscomponent provides a self- configurable cluster of heterogeneous VMs. Thecluster is reconfigured dynamically to maintain the maximum affinity with thearriving workload. Results obtained under diverse workload conditionsdemonstrate that CVS2 architecture can maintain a robust QoS for viewers whilereducing the incurred cost of the streaming service provider up to 85%
机译:视频流通常必须进行转码以匹配观看者设备的特征。流提供者必须存储给定视频的大量转码版本以服务于各种显示设备。鉴于观众对视频流的访问模式遵循长尾分布的事实,对于访问率较低的视频流,我们建议使用云计算服务以按需方式对它们进行转码。利用云服务进行按需视频转码的挑战是,要为观看者保持强大的QoS,并为流服务提供商提供成本效益。为了解决这一挑战,我们提出了基于云的视频流服务(CVS2)架构。它包括一个QoS感知调度,该调度通过考虑转码任务与分配的异构VM的亲和力,将转码任务映射到VM。为了在存在各种流媒体请求的情况下保持鲁棒性,该体系结构包括一个经济高效的VM Provisioner。该组件提供了一个可配置的异构VM集群。动态重新配置集群,以保持与到达的工作负载的最大亲和力。在各种工作负载条件下获得的结果表明,CVS2架构可以为观看者保持强大的QoS,同时将流服务提供商的成本降低多达85%。

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