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    • 1. 发明授权
    • System and method for benchmarking correlated stream processing systems
    • 用于基准相关流处理系统的系统和方法
    • US07467066B2
    • 2008-12-16
    • US11418740
    • 2006-05-05
    • Kay S. AndersonJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • Kay S. AndersonJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F15/00G01R31/00
    • G06F11/263
    • A system, method, and computer program product for benchmarking a stream processing system are disclosed. The method comprises generating a plurality of correlated test streams. A semantically related data set is embedded within each of the test streams in the plurality of correlated test streams. The plurality of correlated test streams is provided to at least one stream processing system. A summary is generated for each of the semantically related embedded data sets. A common identifier, which is transparent to the system being tested, is embedded within each stream in the plurality of correlated test streams. The common identifier is extracted from the output data set generated by the stream processing system. At least one of the stored copies of the summaries and the common identifier are compared to an output data set including a set of zero or more correlation results generated by the stream processing system.
    • 公开了一种用于基准流处理系统的系统,方法和计算机程序产品。 该方法包括生成多个相关测试流。 语义相关的数据集嵌入在多个相关测试流中的每个测试流内。 多个相关测试流被提供给至少一个流处理系统。 为每个语义相关的嵌入式数据集生成一个摘要。 对被测系统透明的公共标识符嵌入在多个相关测试流中的每个流内。 从流处理系统生成的输出数据集中提取公共标识符。 将总结的存储副本和公共标识符中的至少一个与包括由流处理系统生成的一组零个或多个相关结果的输出数据集进行比较。
    • 2. 发明申请
    • SYSTEM AND METHOD FOR BENCHMARKING CORRELATED STREAM PROCESSING SYSTEMS
    • 用于对相关流程处理系统进行标定的系统和方法
    • US20080228443A1
    • 2008-09-18
    • US11926208
    • 2007-10-29
    • KAY S. ANDERSONJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • KAY S. ANDERSONJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F19/00
    • G06F11/263
    • A system, method, and computer program product for benchmarking a stream processing system are disclosed. The method comprises generating a plurality of correlated test streams. A semantically related data set is embedded within each of the test streams in the plurality of correlated test streams. The plurality of correlated test streams is provided to at least one stream processing system. A summary is generated for each of the semantically related embedded data sets. A common identifier, which is transparent to the system being tested, is embedded within each stream in the plurality of correlated test streams. The common identifier is extracted from the output data set generated by the stream processing system. At least one of the stored copies of the summaries and the common identifier are compared to an output data set including a set of zero or more correlation results generated by the stream processing system.
    • 公开了一种用于基准流处理系统的系统,方法和计算机程序产品。 该方法包括生成多个相关测试流。 语义相关的数据集嵌入在多个相关测试流中的每个测试流内。 多个相关测试流被提供给至少一个流处理系统。 为每个语义相关的嵌入式数据集生成一个摘要。 对被测系统透明的公共标识符嵌入在多个相关测试流中的每个流内。 从流处理系统生成的输出数据集中提取公共标识符。 将总结的存储副本和公共标识符中的至少一个与包括由流处理系统生成的一组零个或多个相关结果的输出数据集进行比较。
    • 3. 发明授权
    • Benchmarking correlated stream processing systems
    • 基准相关流处理系统
    • US08185352B2
    • 2012-05-22
    • US12140418
    • 2008-06-17
    • Kay S. AndersonJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • Kay S. AndersonJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F11/30G06F11/00
    • G06F11/263
    • A system, method, and computer program product for benchmarking a stream processing system are disclosed. The method comprises generating a plurality of correlated test streams. A semantically related data set is embedded within each of the test streams in the plurality of correlated test streams. The plurality of correlated test streams is provided to at least one stream processing system. A summary is generated for each of the semantically related embedded data sets. A common identifier, which is transparent to the system being tested, is embedded within each stream in the plurality of correlated test streams. The common identifier is extracted from the output data set generated by the stream processing system. At least one of the stored copies of the summaries and the common identifier are compared to an output data set including a set of zero or more correlation results generated by the stream processing system.
    • 公开了一种用于基准流处理系统的系统,方法和计算机程序产品。 该方法包括生成多个相关测试流。 语义相关的数据集嵌入在多个相关测试流中的每个测试流内。 多个相关测试流被提供给至少一个流处理系统。 为每个语义相关的嵌入式数据集生成一个摘要。 对被测系统透明的公共标识符嵌入在多个相关测试流中的每个流内。 从流处理系统生成的输出数据集中提取公共标识符。 将总结的存储副本和公共标识符中的至少一个与包括由流处理系统生成的一组零个或多个相关结果的输出数据集进行比较。
    • 4. 发明授权
    • System and method for benchmarking correlated stream processing systems
    • 用于基准相关流处理系统的系统和方法
    • US07698106B2
    • 2010-04-13
    • US11926208
    • 2007-10-29
    • Kay S. AndersonJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • Kay S. AndersonJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F11/30G06F11/00
    • G06F11/263
    • A system, method, and computer program product for benchmarking a stream processing system are disclosed. The method comprises generating a plurality of correlated test streams. A semantically related data set is embedded within each of the test streams in the plurality of correlated test streams. The plurality of correlated test streams is provided to at least one stream processing system. A summary is generated for each of the semantically related embedded data sets. A common identifier, which is transparent to the system being tested, is embedded within each stream in the plurality of correlated test streams. The common identifier is extracted from the output data set generated by the stream processing system. At least one of the stored copies of the summaries and the common identifier are compared to an output data set including a set of zero or more correlation results generated by the stream processing system.
    • 公开了一种用于基准流处理系统的系统,方法和计算机程序产品。 该方法包括生成多个相关测试流。 语义相关的数据集嵌入在多个相关测试流中的每个测试流内。 多个相关测试流被提供给至少一个流处理系统。 为每个语义相关的嵌入式数据集生成一个摘要。 对被测系统透明的公共标识符嵌入在多个相关测试流中的每个流内。 从流处理系统生成的输出数据集中提取公共标识符。 将总结的存储副本和公共标识符中的至少一个与包括由流处理系统生成的一组零个或多个相关结果的输出数据集进行比较。
    • 5. 发明申请
    • BENCHMARKING CORRELATED STREAM PROCESSING SYSTEMS
    • 基准相关流程处理系统
    • US20090024358A1
    • 2009-01-22
    • US12140418
    • 2008-06-17
    • KAY S. ANDERSONJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • KAY S. ANDERSONJoseph P. BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F15/00
    • G06F11/263
    • A system, method, and computer program product for benchmarking a stream processing system are disclosed. The method comprises generating a plurality of correlated test streams. A semantically related data set is embedded within each of the test streams in the plurality of correlated test streams. The plurality of correlated test streams is provided to at least one stream processing system. A summary is generated for each of the semantically related embedded data sets. A common identifier, which is transparent to the system being tested, is embedded within each stream in the plurality of correlated test streams. The common identifier is extracted from the output data set generated by the stream processing system. At least one of the stored copies of the summaries and the common identifier are compared to an output data set including a set of zero or more correlation results generated by the stream processing system.
    • 公开了一种用于基准流处理系统的系统,方法和计算机程序产品。 该方法包括生成多个相关测试流。 语义相关的数据集嵌入在多个相关测试流中的每个测试流内。 多个相关测试流被提供给至少一个流处理系统。 为每个语义相关的嵌入式数据集生成一个摘要。 对被测系统透明的公共标识符嵌入在多个相关测试流中的每个流内。 从流处理系统生成的输出数据集中提取公共标识符。 将总结的存储副本和公共标识符中的至少一个与包括由流处理系统生成的一组零个或多个相关结果的输出数据集进行比较。
    • 6. 发明申请
    • TEMPLATE-BASED APPROACH FOR WORKLOAD GENERATION
    • 基于模板的工作生成方法
    • US20090327492A1
    • 2009-12-31
    • US12128959
    • 2008-05-29
    • Kay S. AndersonEric P. BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • Kay S. AndersonEric P. BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F15/16
    • G06Q10/06G06F11/3414G06Q10/10
    • A system and method for workload generation include a processor for identifying a workload model by determining each of a hierarchy for workload generation, time scales for workload generation, and states and transitions at each of the time scales, and defining a parameter by determining each of fields for user specific attributes, application specific attributes, network specific attributes, content specific attributes, and a probability distribution function for each of the attributes; a user level template unit corresponding to a relatively slow time scale in signal communication with the processor; an application level template corresponding to a relatively faster time scale in signal communication with the processor; a stream level template corresponding to a relatively fastest time scale in signal communication with the processor; and a communications adapter in signal communication with the processor for defining a workload generating unit responsive to the template units.
    • 用于工作负载生成的系统和方法包括:通过确定工作负载生成的层次结构,工作负载生成的时间标度以及每个时间尺度上的状态和转换来确定工作负载模型的每个处理器,以及通过确定每个 针对用户特定属性的字段,应用特定属性,网络特定属性,内容特定属性以及每个属性的概率分布函数; 用户级模板单元,其对应于与处理器进行信号通信的相对较慢的时标; 应用级模板对应于与处理器进行信号通信的相对较快的时间尺度; 对应于与处理器进行信号通信的相对较快的时标的流级模板; 以及与处理器进行信号通信的通信适配器,用于响应于模板单元来定义工作量生成单元。
    • 7. 发明授权
    • Template-based approach for workload generation
    • 基于模板的工作量生成方法
    • US08924189B2
    • 2014-12-30
    • US12128959
    • 2008-05-29
    • Kay S. AndersonEric P. BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • Kay S. AndersonEric P. BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F11/34G06G7/48G06F15/173G06Q10/06G06Q10/10
    • G06Q10/06G06F11/3414G06Q10/10
    • A system and method for workload generation include a processor for identifying a workload model by determining each of a hierarchy for workload generation, time scales for workload generation, and states and transitions at each of the time scales, and defining a parameter by determining each of fields for user specific attributes, application specific attributes, network specific attributes, content specific attributes, and a probability distribution function for each of the attributes; a user level template unit corresponding to a relatively slow time scale in signal communication with the processor; an application level template corresponding to a relatively faster time scale in signal communication with the processor; a stream level template corresponding to a relatively fastest time scale in signal communication with the processor; and a communications adapter in signal communication with the processor for defining a workload generating unit responsive to the template units.
    • 用于工作负载生成的系统和方法包括:通过确定工作负载生成的层次结构,工作负载生成的时间标度以及每个时间尺度上的状态和转换来确定工作负载模型的每个处理器,以及通过确定每个 针对用户特定属性的字段,应用特定属性,网络特定属性,内容特定属性以及每个属性的概率分布函数; 用户级模板单元,其对应于与处理器进行信号通信的相对较慢的时标; 应用级模板对应于与处理器进行信号通信的相对较快的时间尺度; 对应于与处理器进行信号通信的相对较快的时标的流级模板; 以及与处理器进行信号通信的通信适配器,用于响应于模板单元来定义工作量生成单元。
    • 8. 发明申请
    • Template-based approach for workload generation
    • 基于模板的工作量生成方法
    • US20070162602A1
    • 2007-07-12
    • US11327071
    • 2006-01-06
    • Kay AndersonEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • Kay AndersonEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F15/173
    • G06Q10/06G06F11/3414G06Q10/10
    • A system and method for workload generation include a processor for identifying a workload model by determining each of a hierarchy for workload generation, time scales for workload generation, and states and transitions at each of the time scales, and defining a parameter by determining each of fields for user specific attributes, application specific attributes, network specific attributes, content specific attributes, and a probability distribution function for each of the attributes; a user level template unit corresponding to a relatively slow time scale in signal communication with the processor; an application level template corresponding to a relatively faster time scale in signal communication with the processor; a stream level template corresponding to a relatively fastest time scale in signal communication with the processor; and a communications adapter in signal communication with the processor for defining a workload generating unit responsive to the template units.
    • 用于工作负载生成的系统和方法包括:通过确定工作负载生成的层次结构,工作负载生成的时间标度以及每个时间尺度上的状态和转换来确定工作负载模型的每个处理器,以及通过确定每个 针对用户特定属性的字段,应用特定属性,网络特定属性,内容特定属性以及每个属性的概率分布函数; 用户级模板单元,其对应于与处理器进行信号通信的相对较慢的时标; 应用级模板对应于与处理器进行信号通信的相对较快的时间尺度; 对应于与处理器进行信号通信的相对较快的时标的流级模板; 以及与处理器进行信号通信的通信适配器,用于响应于模板单元来定义工作量生成单元。
    • 9. 发明申请
    • System and method for benchmarking correlated stream processing systems
    • 用于基准相关流处理系统的系统和方法
    • US20070260428A1
    • 2007-11-08
    • US11418740
    • 2006-05-05
    • Kay AndersonJoseph BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • Kay AndersonJoseph BigusEric BouilletParijat DubeZhen LiuDimitrios Pendarakis
    • G06F19/00
    • G06F11/263
    • A system, method, and computer program product for benchmarking a stream processing system are disclosed. The method comprises generating a plurality of correlated test streams. A semantically related data set is embedded within each of the test streams in the plurality of correlated test streams. The plurality of correlated test streams is provided to at least one stream processing system. A summary is generated for each of the semantically related embedded data sets. A common identifier, which is transparent to the system being tested, is embedded within each stream in the plurality of correlated test streams. The common identifier is extracted from the output data set generated by the stream processing system. At least one of the stored copies of the summaries and the common identifier are compared to an output data set including a set of zero or more correlation results generated by the stream processing system.
    • 公开了一种用于基准流处理系统的系统,方法和计算机程序产品。 该方法包括生成多个相关测试流。 语义相关的数据集嵌入在多个相关测试流中的每个测试流内。 多个相关测试流被提供给至少一个流处理系统。 为每个语义相关的嵌入式数据集生成一个摘要。 对被测系统透明的公共标识符嵌入在多个相关测试流中的每个流内。 从流处理系统生成的输出数据集中提取公共标识符。 将总结的存储副本和公共标识符中的至少一个与包括由流处理系统生成的一组零个或多个相关结果的输出数据集进行比较。
    • 10. 发明申请
    • Method for efficient construction of network overlays through interconnection topology embedding
    • 通过互连拓扑嵌入有效构建网络覆盖的方法
    • US20060087986A1
    • 2006-04-27
    • US10973329
    • 2004-10-26
    • Parijat DubeZhen LiuDimitrios PendarakisGeorge Popescu
    • Parijat DubeZhen LiuDimitrios PendarakisGeorge Popescu
    • H04L1/00
    • H04L41/12H04L41/22H04L67/104H04L67/1044H04L67/1089H04L67/16
    • Methods and arrangements for constructing a network overlay via embedding an interconnection network in a network overlay graph. Presented herein is one example of an approximation algorithm for efficient mapping of hypercube topology on a network overlay of N nodes such that the average network delay distance measured on the network overlay is minimized. The network delay distances between pairs of overlay nodes are measured on the shortest network paths. The mapping of the interconnection topology to the network overlay nodes preferably involves assigning 2m m-length binary indexes to the network overlay nodes. There is proposed herein a polynomial time algorithm for interconnection topology embedding using iterative cluster division and node binary index assignment. There is further proposed herein a method for construction of network overlays through interconnection network topology embedding, with the objective of optimizing a quality of service metric (e.g. minimization of the average network overlay routing delay).
    • 通过在网络覆盖图中嵌入互连网络构建网络覆盖的方法和布置。 这里呈现的是用于在N个节点的网络覆盖上有效映射超立方体拓扑的近似算法的一个示例,使得在网络覆盖上测量的平均网络延迟距离被最小化。 在最短的网络路径上测量覆盖节点对之间的网络延迟距离。 互连拓扑到网络覆盖节点的映射优选地涉及向网络覆盖节点分配2m m长度二进制索引。 本文提出了一种使用迭代集群划分和节点二进制索引分配的互连拓扑嵌入的多项式时间算法。 此外还提出了通过互连网络拓扑嵌入来构建网络覆盖的方法,目的是优化服务质量度量(例如,平均网络覆盖路由延迟的最小化)。