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METHODS AND SYSTEMS THAT EFFICIENTLY STORE AND ANALYZE MULTIDIMENSIONAL METRIC DATA

机译:有效存储和分析多维度量数据的方法和系统

摘要

The current document is directed to methods and systems that collect metric data within computing facilities, including large data centers and cloud-computing facilities. In a described implementation, two or more metric-data sets are combined to generate a multidimensional metric-data set. The multidimensional metric-data set is compressed for efficient storage by clustering the multidimensional data points within the multidimensional metric-data set to produce a covering subset of multidimensional data points and by then representing the multidimensional-data-point members of each cluster by a cluster identifier rather than by a set of floating-point values, integer values, or other types of data representations. The covering set is constructed to ensure that the compression does not result in greater than a specified level of distortion of the original data.
机译:当前文档针对在包括大型数据中心和云计算设施在内的计算设施内收集度量标准数据的方法和系统。在所描述的实施方式中,两个或更多个度量数据集被组合以生成多维度量数据集。通过将多维度量数据集中的多维数据点聚类以生成多维数据点的覆盖子集,然后通过聚类表示每个聚类的多维数据点成员,可以对多维度量数据集进行压缩以进行有效存储标识符,而不是一组浮点值,整数值或其他类型的数据表示形式。覆盖集的构造可确保压缩不会导致原始数据的失真程度不超过指定的程度。

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