分布式系统监控数据交互可视化的通用体系结构研究

SHCIS '17 Pub Date : 2017-06-19 DOI:10.1145/3099012.3099017
Noëlle Rakotondravony, Johannes Köstler, Hans P. Reiser
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引用次数: 0

摘要

在分布式系统中收集监视数据可以用于许多不同的目的,例如系统状态监视、性能评估和优化。在这些领域有许多行之有效的数据收集和可视化方法。对于调试复杂的分布式应用程序、深入分析恶意攻击和取证调查等目标,对系统不同层收集的大量数据进行联合分析和可视化具有重要价值。使用重要的监测技术需要有成本意识的按需启动这种监测。我们提出了一种架构,用于在分布式系统中对来自多个来源的监测数据进行交互式和成本意识可视化。我们介绍了两个不同的特性:重新配置数据收集的可能性和成本预测机制,该机制支持用户在交互式深度分析中对成本有意识、动态激活监控组件。我们使用基于vmi的机制来说明这种成本预测在监控中的使用。
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Towards a Generic Architecture for Interactive Cost-Aware Visualization of Monitoring Data in Distributed Systems
The collection of monitoring data in distributed systems can serve many different purposes, such as system status monitoring, performance evaluation, and optimization. There are many well-established approaches for data collection and visualization in these areas. For objectives such as debugging complex distributed applications, in-depth analysis of malicious attacks, and forensic investigations, the joint analysis and visualization of a large variety of data gathered at different layers of the system is of great value. The utilization of heavy-weight monitoring techniques requires a cost-aware on-demand activation of such monitoring. We present an architecture for an interactive and cost-aware visualization of monitoring data combined from multiple sources in distributed systems. We introduce two distinguishing properties: the possibilities to reconfigure data collection and a cost prediction mechanism that supports the user in a cost-aware, dynamic activation of monitoring components in an interactive in-depth analysis. We illustrate the use of such cost prediction for monitoring using VMI-based mechanisms.
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