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    • 1. 发明授权
    • Application resource model composition from constituent components
    • 组成部分的应用资源模型组成
    • US09135069B2
    • 2015-09-15
    • US13464386
    • 2012-05-04
    • Henrique AndradeBugra GedikSujay Sunil ParekhKun-Lung WuXiaolan Zhang
    • Henrique AndradeBugra GedikSujay Sunil ParekhKun-Lung WuXiaolan Zhang
    • G06F15/16G06F9/44G06F9/50H04L12/24
    • G06F9/5011H04L41/5035
    • Techniques for composing an application resource model are disclosed. The techniques include obtaining operator-level metrics from an execution of a data stream processing application according to a first configuration, wherein the application is executed by nodes of the data stream processing system and the application includes processing elements comprised of multiple operators, wherein two or more of the operators are combined in a first combination to form a processing element according to the first configuration, generating operator-level resource functions from the first combination of operators based on the obtained operator-level metrics, and generating a processing element-level resource function using the generated operator-level resource functions to predict a model for the processing element formed by a second combination of operators, the processing element-level resource function representing an application resource model usable for predicting characteristics of the application executed according to a second configuration.
    • 公开了组合应用资源模型的技术。 这些技术包括根据第一配置从数据流处理应用的执行获得运营商级度量,其中应用由数据流处理系统的节点执行,并且应用包括由多个运营商组成的处理元件,其中两个或 更多的运营商以第一组合组合以形成根据第一配置的处理元件,基于所获得的运营商级度量从运营商的第一组合生成运营商级资源功能,以及生成处理元件级资源 使用所生成的操作者级资源函数来预测由第二组合运算符形成的处理元素的模型,所述处理元素级资源函数表示可用于根据第二配置来执行的用于预测所述应用的特征的应用资源模型 。
    • 3. 发明授权
    • Application resource model composition from constituent components
    • 组成部分的应用资源模型组成
    • US08255554B2
    • 2012-08-28
    • US12466017
    • 2009-05-14
    • Henrique AndradeBugra GedikSujay Sunil ParekhKun-Lung WuXiaolan Zhang
    • Henrique AndradeBugra GedikSujay Sunil ParekhKun-Lung WuXiaolan Zhang
    • G06F15/16G06F9/44
    • G06F9/5011H04L41/5035
    • Techniques for composing an application resource model in a data stream processing system are disclosed. The application resource model may be used to understand what resources will be consumed by an application when executed by the data stream processing system. For example, a method for composing an application resource model for a data stream processing system comprises the following steps. One or more operator-level metrics are obtained from an execution of a data stream processing application in accordance with a first configuration. The application is executed by one or more nodes of the data stream processing system, and the application is comprised of one or more processing elements that are comprised of one or more operators. One or more operator-level resource functions are generated based on the obtained one or more operator-level metrics. A processing element-level resource function is generated based on the one or more generated operator-level resource functions. The processing element-level resource function represents an application resource model usable for predicting one or more characteristics of the application executed in accordance with a second configuration.
    • 公开了在数据流处理系统中组合应用资源模型的技术。 可以使用应用资源模型来理解由数据流处理系统执行时应用程序将消耗哪些资源。 例如,用于构成数据流处理系统的应用资源模型的方法包括以下步骤。 根据第一配置从数据流处理应用的执行中获得一个或多个运营商级度量。 应用由数据流处理系统的一个或多个节点执行,并且应用由一个或多个由一个或多个运算符组成的处理元件组成。 基于获得的一个或多个运营商级度量,生成一个或多个运营商级资源功能。 基于一个或多个生成的运算符级资源函数生成处理元件级资源功能。 处理元件级资源功能表示可用​​于预测根据第二配置执行的应用的一个或多个特性的应用资源模型。