GPUdb C++ API
Version 7.0.19.0
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A set of output parameters for const. More...
#include <gpudb/protocol/aggregate_statistics.h>
Public Member Functions | |
AggregateStatisticsResponse () | |
Constructs an AggregateStatisticsResponse object with default parameter values. More... | |
Public Attributes | |
std::map< std::string, double > | stats |
std::map< std::string, std::string > | info |
A set of output parameters for const.
Calculates the requested statistics of the given column(s) in a given table.
The available statistics are count (number of total objects), mean, stdv (standard deviation), variance, skew, kurtosis, sum, min, max, weighted_average, cardinality (unique count), estimated_cardinality, percentile and percentile_rank.
Estimated cardinality is calculated by using the hyperloglog approximation technique.
Percentiles and percentile ranks are approximate and are calculated using the t-digest algorithm. They must include the desired percentile/percentile_rank. To compute multiple percentiles each value must be specified separately (i.e. 'percentile(75.0),percentile(99.0),percentile_rank(1234.56),percentile_rank(-5)').
A second, comma-separated value can be added to the percentile statistic to calculate percentile resolution, e.g., a 50th percentile with 200 resolution would be 'percentile(50,200)'.
The weighted average statistic requires a weight_column_name to be specified in options. The weighted average is then defined as the sum of the products of columnName times the weight_column_name values divided by the sum of the weight_column_name values.
Additional columns can be used in the calculation of statistics via the additional_column_names option. Values in these columns will be included in the overall aggregate calculation–individual aggregates will not be calculated per additional column. For instance, requesting the count & mean of columnName x and additional_column_names y & z, where x holds the numbers 1-10, y holds 11-20, and z holds 21-30, would return the total number of x, y, & z values (30), and the single average value across all x, y, & z values (15.5).
The response includes a list of key/value pairs of each statistic requested and its corresponding value.
Definition at line 260 of file aggregate_statistics.h.
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Constructs an AggregateStatisticsResponse object with default parameter values.
Definition at line 267 of file aggregate_statistics.h.
std::map<std::string, std::string> gpudb::AggregateStatisticsResponse::info |
Definition at line 274 of file aggregate_statistics.h.
std::map<std::string, double> gpudb::AggregateStatisticsResponse::stats |
Definition at line 273 of file aggregate_statistics.h.