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Streaming workload generator for testing Billing Mediation Platform in telecom industry

机译:流工作量生成器,用于测试电信行业的计费中介平台

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Billing Mediation Platform (BMP) in Telco is used to process real-time streams of Call Detail Records (CDRs) which can number tens of billions a day. The comprehensive records generated by BMPs can be used for billing and accounting, fraud detection, campaign management, spam filtering, traffic analysis, and churn prediction. Many of these applications are characterized by real-time processing requiring high throughput, low-latency analysis of CDRs. Testing such BMPs has different dimensions, stress testing of analytics for scalability, correctness of analytics, what-if scenarios, all of which require CDRs with realistic volumetric and contextual properties. We propose WLG, a framework for testing and benchmarking BMPs which involves generating high volumes of CDRs representative of real-world data. The framework is flexible in its ability to express and tune the workload generation to simulate CDRs from broad range of traffic patterns while preserving different spatio-temporal correlations and content-level information observed in real-world CDRs.
机译:电信公司的计费中介平台(BMP)用于处理每天可能达数百亿美元的呼叫详细记录(CDR)的实时流。 BMP生成的综合记录可用于计费和记帐,欺诈检测,活动管理,垃圾邮件过滤,流量分析和客户流失预测。这些应用中的许多应用都具有实时处理的特点,这些实时处理要求对CDR进行高吞吐量,低延迟的分析。测试此类BMP具有不同的维度,对分析进行压力测试以实现可伸缩性,分析的正确性,假设场景,所有这些都需要具有现实的体积和上下文属性的CDR。我们提出WLG,这是一个用于测试BMP并对其进行基准测试的框架,该框架涉及生成代表现实世界数据的大量CDR。该框架具有灵活的能力,可以表达和调整工作负载生成,以模拟来自多种流量模式的CDR,同时保留在现实CDR中观察到的不同时空相关性和内容级别信息。

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