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    • 4. 发明申请
    • DETERMINING A PERFORMANCE PREDICTION MODEL FOR A TARGET DATA ANALYTICS APPLICATION
    • 确定目标数据分析应用的性能预测模型
    • US20150310335A1
    • 2015-10-29
    • US14689073
    • 2015-04-17
    • International Business Machines Corporation
    • Liya FanChang Sheng LiJing Min XuLin Yang
    • G06N5/04G06N99/00
    • G06N20/00
    • A performance prediction model for a target data analytics application, where: (i) a reference data analytics application similar to the target data analytics application is determined; (ii) a configuration-performance data pair of the target data analytics application are acquired; and (iii) the performance prediction model for the target data analytics application is determined based on the configuration-performance data pair of the target data analytics application and a configuration-performance data pair of the at least one reference data analytics application. This can reduce the time required to accumulate the configuration-performance data pairs for determining the performance prediction model by combining the configuration-performance data pairs of the existing data analytics applications, thereby accelerating determination of the performance prediction model.
    • 用于目标数据分析应用的性能预测模型,其中:(i)确定与目标数据分析应用程序类似的参考数据分析应用程序; (ii)获取目标数据分析应用的配置性能数据对; 以及(iii)基于所述目标数据分析应用的配置性能数据对和所述至少一个参考数据分析应用的配置性能数据对来确定所述目标数据分析应用的性能预测模型。 这可以通过组合现有数据分析应用的配置性能数据对来减少累积用于确定性能预测模型的配置性能数据对所需的时间,从而加速性能预测模型的确定。
    • 8. 发明授权
    • Vehicle domain multi-level parallel buffering and context-based streaming data pre-processing system
    • 车载多级并行缓冲和基于上下文的流数据预处理系统
    • US09537914B1
    • 2017-01-03
    • US14955218
    • 2015-12-01
    • International Business Machines Corporation
    • Wei Shan DongNing DuanPeng GaoChang Sheng LiChun Yang MaXin ZhangJun Zhu
    • G06F15/16H04L29/06H04L12/861
    • H04L65/4069G06F9/4881G08G1/0112H04L67/12
    • A vehicle domain multi-level parallel buffering and context-based streaming data pre-processing system includes a first data processing level and a second data processing level. The first data processing level includes a first-level buffer configured to buffer data provided from a plurality of raw data streams output from a plurality of vehicles. The second data processing level includes an electronic task-queue-dictionary (TQD) module and a plurality of second-level data processing buffers. The TQD module is configured to create a plurality of tasks in response to receiving a serial data stream output from the first-level buffer. The TQD module is further configured to assign each task to a corresponding second-level buffer, and separate the serial data stream into individual data values that are delivered to a specific second-level buffer based on the task so as to generate a multi-level parallel context-based buffering operation.
    • 车载域多级并行缓冲和基于上下文的流数据预处理系统包括第一数据处理级和第二数据处理级。 第一数据处理级包括被配置为缓冲从多个车辆输出的多个原始数据流提供的数据的第一级缓冲器。 第二数据处理级包括电子任务队列字典(TQD)模块和多个第二级数据处理缓冲器。 TQD模块被配置为响应于接收从第一级缓冲器输出的串行数据流而创建多个任务。 TQD模块还被配置为将每个任务分配给相应的二级缓冲器,并且将串行数据流分离成基于该任务传送到特定二级缓冲器的单独数据值,以便生成多级 并行上下文缓冲操作。
    • 9. 发明申请
    • DETERMINING CHARACTERISTICS OF CONFIGURATION FILES
    • 确定配置文件的特性
    • US20150379034A1
    • 2015-12-31
    • US14735478
    • 2015-06-10
    • International Business Machines Corporation
    • Ajay A. ApteChang Sheng LiFan Jing MengJoseph P. WigglesworthJing Min XuBo YangXue Jun Zhuo
    • G06F17/30
    • G06F9/44505
    • Determining a characteristic of a configuration file that is used to discover configuration files in a target machine, a computer identifies, using information associated with a configuration item of a machine, a candidate configuration file related to the configuration item of the machine, from among a plurality of files from the machine. The computer extracts a value of a feature of the candidate configuration file and aggregates the candidate configuration file with a second candidate configuration file related to the same configuration item identified from among a plurality of files from a second machine, based on the extracted value. The computer then determines a configuration file related to the configuration item from among the aggregated candidate configuration files based on a result of the aggregation, and determines a characteristic of the configuration file related to the configuration item.
    • 确定用于发现目标机器中的配置文件的配置文件的特性,计算机使用与机器的配置项相关联的信息来识别与机器的配置项相关的候选配置文件, 来自机器的多个文件。 计算机提取候选配置文件的特征值,并基于提取的值,从第二机器聚合候选配置文件与从与多个文件中识别的相同配置项目相关的第二候选配置文件。 然后,计算机根据聚合结果从聚合候选配置文件中确定与配置项相关的配置文件,并确定与配置项相关的配置文件的特性。