SQL: Fix bug regarding histograms usage in scripting (#36866)
Allow scripts to correctly reference grouping functions Fix bug in translation of date/time functions mixed with histograms. Enhance Verifier to prevent histograms being nested inside other functions inside GROUP BY (as it implies double grouping) Extend Histogram docs
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@ -36,6 +36,8 @@ The histogram function takes all matching values and divides them into buckets w
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bucket_key = Math.floor(value / interval) * interval
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bucket_key = Math.floor(value / interval) * interval
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----
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----
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NOTE:: The histogram in SQL does *NOT* return empty buckets for missing intervals as the traditional <<search-aggregations-bucket-histogram-aggregation, histogram>> and <<search-aggregations-bucket-datehistogram-aggregation, date histogram>>. Such behavior does not fit conceptually in SQL which treats all missing values as `NULL`; as such the histogram places all missing values in the `NULL` group.
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`Histogram` can be applied on either numeric fields:
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`Histogram` can be applied on either numeric fields:
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@ -51,4 +53,26 @@ or date/time fields:
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include-tagged::{sql-specs}/docs.csv-spec[histogramDate]
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include-tagged::{sql-specs}/docs.csv-spec[histogramDate]
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----
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----
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Expressions inside the histogram are also supported as long as the
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return type is numeric:
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["source","sql",subs="attributes,callouts,macros"]
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----
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include-tagged::{sql-specs}/docs.csv-spec[histogramNumericExpression]
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----
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Do note that histograms (and grouping functions in general) allow custom expressions but cannot have any functions applied to them in the `GROUP BY`. In other words, the following statement is *NOT* allowed:
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["source","sql",subs="attributes,callouts,macros"]
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----
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include-tagged::{sql-specs}/docs.csv-spec[expressionOnHistogramNotAllowed]
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----
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as it requires two groupings (one for histogram followed by a second for applying the function on top of the histogram groups).
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Instead one can rewrite the query to move the expression on the histogram _inside_ of it:
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["source","sql",subs="attributes,callouts,macros"]
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----
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include-tagged::{sql-specs}/docs.csv-spec[histogramDateExpression]
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----
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@ -262,9 +262,51 @@ SELECT HISTOGRAM(birth_date, INTERVAL 1 YEAR) AS h, COUNT(*) as c FROM test_emp
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null |10
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null |10
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;
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;
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histogramDateWithDateFunction-Ignore
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histogramDateWithMonthOnTop
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SELECT YEAR(HISTOGRAM(birth_date, INTERVAL 1 YEAR)) AS h, COUNT(*) as c FROM test_emp GROUP BY h ORDER BY h DESC;
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schema::h:i|c:l
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SELECT HISTOGRAM(MONTH(birth_date), 2) AS h, COUNT(*) as c FROM test_emp GROUP BY h ORDER BY h DESC;
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h | c
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---------------+---------------
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12 |7
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10 |17
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8 |16
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6 |16
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4 |18
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2 |10
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0 |6
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null |10
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;
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histogramDateWithYearOnTop
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schema::h:i|c:l
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SELECT HISTOGRAM(YEAR(birth_date), 2) AS h, COUNT(*) as c FROM test_emp GROUP BY h ORDER BY h DESC;
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h | c
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---------------+---------------
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1964 |5
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1962 |13
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1960 |16
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1958 |16
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1956 |9
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1954 |12
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1952 |19
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null |10
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;
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histogramNumericWithExpression
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schema::h:i|c:l
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SELECT HISTOGRAM(emp_no % 100, 10) AS h, COUNT(*) as c FROM test_emp GROUP BY h ORDER BY h DESC;
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h | c
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---------------+---------------
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90 |10
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80 |10
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70 |10
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60 |10
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50 |10
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40 |10
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30 |10
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20 |10
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10 |10
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0 |10
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;
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;
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@ -725,6 +725,27 @@ SELECT HISTOGRAM(salary, 5000) AS h FROM emp GROUP BY h;
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// end::histogramNumeric
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// end::histogramNumeric
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;
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;
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histogramNumericExpression
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schema::h:i|c:l
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// tag::histogramNumericExpression
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SELECT HISTOGRAM(salary % 100, 10) AS h, COUNT(*) AS c FROM emp GROUP BY h;
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h | c
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---------------+---------------
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0 |10
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10 |15
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20 |10
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30 |14
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40 |9
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50 |9
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60 |8
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70 |13
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80 |3
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90 |9
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// end::histogramNumericExpression
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;
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histogramDate
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histogramDate
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schema::h:ts|c:l
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schema::h:ts|c:l
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// tag::histogramDate
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// tag::histogramDate
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@ -752,6 +773,30 @@ null |10
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// end::histogramDate
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// end::histogramDate
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;
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;
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expressionOnHistogramNotAllowed-Ignore
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// tag::expressionOnHistogramNotAllowed
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SELECT MONTH(HISTOGRAM(birth_date), 2)) AS h, COUNT(*) as c FROM emp GROUP BY h ORDER BY h DESC;
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// end::expressionOnHistogramNotAllowed
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histogramDateExpression
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schema::h:i|c:l
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// tag::histogramDateExpression
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SELECT HISTOGRAM(MONTH(birth_date), 2) AS h, COUNT(*) as c FROM emp GROUP BY h ORDER BY h DESC;
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h | c
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---------------+---------------
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12 |7
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10 |17
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8 |16
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6 |16
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4 |18
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2 |10
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0 |6
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null |10
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// end::histogramDateExpression
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;
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///////////////////////////////
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///////////////////////////////
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//
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//
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// Date/Time
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// Date/Time
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@ -18,6 +18,8 @@ import org.elasticsearch.xpack.sql.expression.function.Function;
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import org.elasticsearch.xpack.sql.expression.function.FunctionAttribute;
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import org.elasticsearch.xpack.sql.expression.function.FunctionAttribute;
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import org.elasticsearch.xpack.sql.expression.function.Functions;
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import org.elasticsearch.xpack.sql.expression.function.Functions;
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import org.elasticsearch.xpack.sql.expression.function.Score;
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import org.elasticsearch.xpack.sql.expression.function.Score;
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import org.elasticsearch.xpack.sql.expression.function.aggregate.AggregateFunctionAttribute;
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import org.elasticsearch.xpack.sql.expression.function.grouping.GroupingFunctionAttribute;
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import org.elasticsearch.xpack.sql.expression.function.scalar.ScalarFunction;
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import org.elasticsearch.xpack.sql.expression.function.scalar.ScalarFunction;
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import org.elasticsearch.xpack.sql.expression.predicate.conditional.ConditionalFunction;
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import org.elasticsearch.xpack.sql.expression.predicate.conditional.ConditionalFunction;
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import org.elasticsearch.xpack.sql.expression.predicate.operator.comparison.In;
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import org.elasticsearch.xpack.sql.expression.predicate.operator.comparison.In;
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@ -224,6 +226,7 @@ public final class Verifier {
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validateConditional(p, localFailures);
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validateConditional(p, localFailures);
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checkFilterOnAggs(p, localFailures);
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checkFilterOnAggs(p, localFailures);
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checkFilterOnGrouping(p, localFailures);
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if (!groupingFailures.contains(p)) {
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if (!groupingFailures.contains(p)) {
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checkGroupBy(p, localFailures, resolvedFunctions, groupingFailures);
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checkGroupBy(p, localFailures, resolvedFunctions, groupingFailures);
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@ -419,7 +422,7 @@ public final class Verifier {
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return true;
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return true;
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}
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}
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// skip aggs (allowed to refer to non-group columns)
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// skip aggs (allowed to refer to non-group columns)
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if (Functions.isAggregate(e)) {
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if (Functions.isAggregate(e) || Functions.isGrouping(e)) {
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return true;
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return true;
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}
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}
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@ -448,6 +451,21 @@ public final class Verifier {
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}
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}
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}));
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}));
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a.groupings().forEach(e -> {
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if (Functions.isGrouping(e) == false) {
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e.collectFirstChildren(c -> {
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if (Functions.isGrouping(c)) {
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localFailures.add(fail(c,
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"Cannot combine [%s] grouping function inside GROUP BY, found [%s];"
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+ " consider moving the expression inside the histogram",
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Expressions.name(c), Expressions.name(e)));
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return true;
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}
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return false;
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});
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}
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});
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if (!localFailures.isEmpty()) {
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if (!localFailures.isEmpty()) {
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return false;
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return false;
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}
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}
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@ -547,19 +565,30 @@ public final class Verifier {
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if (p instanceof Filter) {
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if (p instanceof Filter) {
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Filter filter = (Filter) p;
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Filter filter = (Filter) p;
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if ((filter.child() instanceof Aggregate) == false) {
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if ((filter.child() instanceof Aggregate) == false) {
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filter.condition().forEachDown(f -> {
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filter.condition().forEachDown(e -> {
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if (Functions.isAggregate(f) || Functions.isGrouping(f)) {
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if (Functions.isAggregate(e) || e instanceof AggregateFunctionAttribute) {
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String type = Functions.isAggregate(f) ? "aggregate" : "grouping";
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localFailures.add(
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localFailures.add(fail(f,
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fail(e, "Cannot use WHERE filtering on aggregate function [%s], use HAVING instead", Expressions.name(e)));
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"Cannot use WHERE filtering on %s function [%s], use HAVING instead", type, Expressions.name(f)));
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}
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}
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}, Expression.class);
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}, Function.class);
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}
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}
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}
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}
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}
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}
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private static void checkFilterOnGrouping(LogicalPlan p, Set<Failure> localFailures) {
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if (p instanceof Filter) {
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Filter filter = (Filter) p;
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filter.condition().forEachDown(e -> {
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if (Functions.isGrouping(e) || e instanceof GroupingFunctionAttribute) {
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localFailures
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.add(fail(e, "Cannot filter on grouping function [%s], use its argument instead", Expressions.name(e)));
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}
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}, Expression.class);
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}
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}
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private static void checkForScoreInsideFunctions(LogicalPlan p, Set<Failure> localFailures) {
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private static void checkForScoreInsideFunctions(LogicalPlan p, Set<Failure> localFailures) {
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// Make sure that SCORE is only used in "top level" functions
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// Make sure that SCORE is only used in "top level" functions
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p.forEachExpressions(e ->
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p.forEachExpressions(e ->
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@ -647,4 +676,4 @@ public final class Verifier {
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(left.isNumeric() && right.isNumeric());
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(left.isNumeric() && right.isNumeric());
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}
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}
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}
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}
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}
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}
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@ -346,6 +346,9 @@ public final class InternalSqlScriptUtils {
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}
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}
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public static ZonedDateTime asDateTime(Object dateTime) {
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public static ZonedDateTime asDateTime(Object dateTime) {
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if (dateTime == null) {
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return null;
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}
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if (dateTime instanceof JodaCompatibleZonedDateTime) {
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if (dateTime instanceof JodaCompatibleZonedDateTime) {
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return ((JodaCompatibleZonedDateTime) dateTime).getZonedDateTime();
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return ((JodaCompatibleZonedDateTime) dateTime).getZonedDateTime();
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}
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}
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@ -0,0 +1,24 @@
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/*
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* Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
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* or more contributor license agreements. Licensed under the Elastic License;
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* you may not use this file except in compliance with the Elastic License.
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*/
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package org.elasticsearch.xpack.sql.expression.gen.script;
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import org.elasticsearch.xpack.sql.expression.function.grouping.GroupingFunctionAttribute;
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class Grouping extends Param<GroupingFunctionAttribute> {
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Grouping(GroupingFunctionAttribute groupRef) {
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super(groupRef);
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}
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String groupName() {
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return value().functionId();
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}
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@Override
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public String prefix() {
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return "g";
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}
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}
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@ -85,25 +85,15 @@ public class Params {
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String s = a.aggProperty() != null ? a.aggProperty() : a.aggName();
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String s = a.aggProperty() != null ? a.aggProperty() : a.aggName();
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map.put(p.prefix() + aggs++, s);
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map.put(p.prefix() + aggs++, s);
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}
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}
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if (p instanceof Grouping) {
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Grouping g = (Grouping) p;
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map.put(p.prefix() + aggs++, g.groupName());
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}
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}
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}
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return map;
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return map;
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}
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}
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// return the agg refs
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List<String> asAggRefs() {
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List<String> refs = new ArrayList<>();
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for (Param<?> p : params) {
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if (p instanceof Agg) {
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refs.add(((Agg) p).aggName());
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}
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}
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return refs;
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}
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private static List<Param<?>> flatten(List<Param<?>> params) {
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private static List<Param<?>> flatten(List<Param<?>> params) {
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List<Param<?>> flatten = emptyList();
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List<Param<?>> flatten = emptyList();
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@ -116,6 +106,9 @@ public class Params {
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else if (p instanceof Agg) {
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else if (p instanceof Agg) {
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flatten.add(p);
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flatten.add(p);
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}
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}
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else if (p instanceof Grouping) {
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flatten.add(p);
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}
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else if (p instanceof Var) {
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else if (p instanceof Var) {
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flatten.add(p);
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flatten.add(p);
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}
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}
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@ -131,4 +124,4 @@ public class Params {
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public String toString() {
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public String toString() {
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return params.toString();
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return params.toString();
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}
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}
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}
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}
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@ -6,6 +6,7 @@
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package org.elasticsearch.xpack.sql.expression.gen.script;
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package org.elasticsearch.xpack.sql.expression.gen.script;
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import org.elasticsearch.xpack.sql.expression.function.aggregate.AggregateFunctionAttribute;
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import org.elasticsearch.xpack.sql.expression.function.aggregate.AggregateFunctionAttribute;
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import org.elasticsearch.xpack.sql.expression.function.grouping.GroupingFunctionAttribute;
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import java.util.ArrayList;
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import java.util.ArrayList;
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import java.util.List;
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import java.util.List;
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@ -28,6 +29,11 @@ public class ParamsBuilder {
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return this;
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return this;
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}
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}
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public ParamsBuilder grouping(GroupingFunctionAttribute grouping) {
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params.add(new Grouping(grouping));
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return this;
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}
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public ParamsBuilder script(Params ps) {
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public ParamsBuilder script(Params ps) {
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params.add(new Script(ps));
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params.add(new Script(ps));
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return this;
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return this;
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@ -44,10 +44,6 @@ public class ScriptTemplate {
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return params;
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return params;
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}
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}
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public List<String> aggRefs() {
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return params.asAggRefs();
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}
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public Map<String, String> aggPaths() {
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public Map<String, String> aggPaths() {
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return params.asAggPaths();
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return params.asAggPaths();
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}
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}
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@ -12,6 +12,7 @@ import org.elasticsearch.xpack.sql.expression.Expression;
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import org.elasticsearch.xpack.sql.expression.Expressions;
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import org.elasticsearch.xpack.sql.expression.Expressions;
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import org.elasticsearch.xpack.sql.expression.FieldAttribute;
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import org.elasticsearch.xpack.sql.expression.FieldAttribute;
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import org.elasticsearch.xpack.sql.expression.function.aggregate.AggregateFunctionAttribute;
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import org.elasticsearch.xpack.sql.expression.function.aggregate.AggregateFunctionAttribute;
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||||||
|
import org.elasticsearch.xpack.sql.expression.function.grouping.GroupingFunctionAttribute;
|
||||||
import org.elasticsearch.xpack.sql.expression.function.scalar.ScalarFunctionAttribute;
|
import org.elasticsearch.xpack.sql.expression.function.scalar.ScalarFunctionAttribute;
|
||||||
import org.elasticsearch.xpack.sql.expression.literal.IntervalDayTime;
|
import org.elasticsearch.xpack.sql.expression.literal.IntervalDayTime;
|
||||||
import org.elasticsearch.xpack.sql.expression.literal.IntervalYearMonth;
|
import org.elasticsearch.xpack.sql.expression.literal.IntervalYearMonth;
|
||||||
|
@ -37,6 +38,9 @@ public interface ScriptWeaver {
|
||||||
if (attr instanceof AggregateFunctionAttribute) {
|
if (attr instanceof AggregateFunctionAttribute) {
|
||||||
return scriptWithAggregate((AggregateFunctionAttribute) attr);
|
return scriptWithAggregate((AggregateFunctionAttribute) attr);
|
||||||
}
|
}
|
||||||
|
if (attr instanceof GroupingFunctionAttribute) {
|
||||||
|
return scriptWithGrouping((GroupingFunctionAttribute) attr);
|
||||||
|
}
|
||||||
if (attr instanceof FieldAttribute) {
|
if (attr instanceof FieldAttribute) {
|
||||||
return scriptWithField((FieldAttribute) attr);
|
return scriptWithField((FieldAttribute) attr);
|
||||||
}
|
}
|
||||||
|
@ -83,6 +87,16 @@ public interface ScriptWeaver {
|
||||||
dataType());
|
dataType());
|
||||||
}
|
}
|
||||||
|
|
||||||
|
default ScriptTemplate scriptWithGrouping(GroupingFunctionAttribute grouping) {
|
||||||
|
String template = "{}";
|
||||||
|
if (grouping.dataType() == DataType.DATE) {
|
||||||
|
template = "{sql}.asDateTime({})";
|
||||||
|
}
|
||||||
|
return new ScriptTemplate(processScript(template),
|
||||||
|
paramsBuilder().grouping(grouping).build(),
|
||||||
|
dataType());
|
||||||
|
}
|
||||||
|
|
||||||
default ScriptTemplate scriptWithField(FieldAttribute field) {
|
default ScriptTemplate scriptWithField(FieldAttribute field) {
|
||||||
return new ScriptTemplate(processScript("doc[{}].value"),
|
return new ScriptTemplate(processScript("doc[{}].value"),
|
||||||
paramsBuilder().variable(field.name()).build(),
|
paramsBuilder().variable(field.name()).build(),
|
||||||
|
|
|
@ -281,7 +281,7 @@ class QueryFolder extends RuleExecutor<PhysicalPlan> {
|
||||||
// found match for expression; if it's an attribute or scalar, end the processing chain with
|
// found match for expression; if it's an attribute or scalar, end the processing chain with
|
||||||
// the reference to the backing agg
|
// the reference to the backing agg
|
||||||
if (matchingGroup != null) {
|
if (matchingGroup != null) {
|
||||||
if (exp instanceof Attribute || exp instanceof ScalarFunction) {
|
if (exp instanceof Attribute || exp instanceof ScalarFunction || exp instanceof GroupingFunction) {
|
||||||
Processor action = null;
|
Processor action = null;
|
||||||
ZoneId zi = DataType.DATE == exp.dataType() ? DateUtils.UTC : null;
|
ZoneId zi = DataType.DATE == exp.dataType() ? DateUtils.UTC : null;
|
||||||
/*
|
/*
|
||||||
|
|
|
@ -277,7 +277,7 @@ final class QueryTranslator {
|
||||||
if (h.dataType() == DataType.DATE) {
|
if (h.dataType() == DataType.DATE) {
|
||||||
long intervalAsMillis = Intervals.inMillis(h.interval());
|
long intervalAsMillis = Intervals.inMillis(h.interval());
|
||||||
// TODO: set timezone
|
// TODO: set timezone
|
||||||
if (field instanceof FieldAttribute || field instanceof DateTimeHistogramFunction) {
|
if (field instanceof FieldAttribute) {
|
||||||
key = new GroupByDateHistogram(aggId, nameOf(field), intervalAsMillis, h.zoneId());
|
key = new GroupByDateHistogram(aggId, nameOf(field), intervalAsMillis, h.zoneId());
|
||||||
} else if (field instanceof Function) {
|
} else if (field instanceof Function) {
|
||||||
key = new GroupByDateHistogram(aggId, ((Function) field).asScript(), intervalAsMillis, h.zoneId());
|
key = new GroupByDateHistogram(aggId, ((Function) field).asScript(), intervalAsMillis, h.zoneId());
|
||||||
|
@ -285,7 +285,7 @@ final class QueryTranslator {
|
||||||
}
|
}
|
||||||
// numeric histogram
|
// numeric histogram
|
||||||
else {
|
else {
|
||||||
if (field instanceof FieldAttribute || field instanceof DateTimeHistogramFunction) {
|
if (field instanceof FieldAttribute) {
|
||||||
key = new GroupByNumericHistogram(aggId, nameOf(field), Foldables.doubleValueOf(h.interval()));
|
key = new GroupByNumericHistogram(aggId, nameOf(field), Foldables.doubleValueOf(h.interval()));
|
||||||
} else if (field instanceof Function) {
|
} else if (field instanceof Function) {
|
||||||
key = new GroupByNumericHistogram(aggId, ((Function) field).asScript(),
|
key = new GroupByNumericHistogram(aggId, ((Function) field).asScript(),
|
||||||
|
|
|
@ -11,7 +11,6 @@ import org.elasticsearch.xpack.sql.expression.gen.script.ScriptTemplate;
|
||||||
import org.elasticsearch.xpack.sql.expression.gen.script.Scripts;
|
import org.elasticsearch.xpack.sql.expression.gen.script.Scripts;
|
||||||
import org.elasticsearch.xpack.sql.util.Check;
|
import org.elasticsearch.xpack.sql.util.Check;
|
||||||
|
|
||||||
import java.util.Collection;
|
|
||||||
import java.util.Map;
|
import java.util.Map;
|
||||||
import java.util.Objects;
|
import java.util.Objects;
|
||||||
|
|
||||||
|
@ -32,14 +31,6 @@ public class AggFilter extends PipelineAgg {
|
||||||
this.aggPaths = scriptTemplate.aggPaths();
|
this.aggPaths = scriptTemplate.aggPaths();
|
||||||
}
|
}
|
||||||
|
|
||||||
public Map<String, String> aggPaths() {
|
|
||||||
return aggPaths;
|
|
||||||
}
|
|
||||||
|
|
||||||
public Collection<String> aggRefs() {
|
|
||||||
return scriptTemplate.aggRefs();
|
|
||||||
}
|
|
||||||
|
|
||||||
public ScriptTemplate scriptTemplate() {
|
public ScriptTemplate scriptTemplate() {
|
||||||
return scriptTemplate;
|
return scriptTemplate;
|
||||||
}
|
}
|
||||||
|
|
|
@ -481,8 +481,27 @@ public class VerifierErrorMessagesTests extends ESTestCase {
|
||||||
}
|
}
|
||||||
|
|
||||||
public void testHistogramInFilter() {
|
public void testHistogramInFilter() {
|
||||||
assertEquals("1:63: Cannot use WHERE filtering on grouping function [HISTOGRAM(date)], use HAVING instead",
|
assertEquals("1:63: Cannot filter on grouping function [HISTOGRAM(date)], use its argument instead",
|
||||||
error("SELECT HISTOGRAM(date, INTERVAL 1 MONTH) AS h FROM test WHERE "
|
error("SELECT HISTOGRAM(date, INTERVAL 1 MONTH) AS h FROM test WHERE "
|
||||||
+ "HISTOGRAM(date, INTERVAL 1 MONTH) > CAST('2000-01-01' AS DATE) GROUP BY h"));
|
+ "HISTOGRAM(date, INTERVAL 1 MONTH) > CAST('2000-01-01' AS DATE) GROUP BY h"));
|
||||||
}
|
}
|
||||||
|
|
||||||
|
// related https://github.com/elastic/elasticsearch/issues/36853
|
||||||
|
public void testHistogramInHaving() {
|
||||||
|
assertEquals("1:75: Cannot filter on grouping function [h], use its argument instead",
|
||||||
|
error("SELECT HISTOGRAM(date, INTERVAL 1 MONTH) AS h FROM test GROUP BY h HAVING "
|
||||||
|
+ "h > CAST('2000-01-01' AS DATE)"));
|
||||||
|
}
|
||||||
|
|
||||||
|
public void testGroupByScalarOnTopOfGrouping() {
|
||||||
|
assertEquals(
|
||||||
|
"1:14: Cannot combine [HISTOGRAM(date)] grouping function inside GROUP BY, "
|
||||||
|
+ "found [MONTH_OF_YEAR(HISTOGRAM(date) [Z])]; consider moving the expression inside the histogram",
|
||||||
|
error("SELECT MONTH(HISTOGRAM(date, INTERVAL 1 MONTH)) AS h FROM test GROUP BY h"));
|
||||||
|
}
|
||||||
|
|
||||||
|
public void testAggsInHistogram() {
|
||||||
|
assertEquals("1:47: Cannot use an aggregate [MAX] for grouping",
|
||||||
|
error("SELECT MAX(date) FROM test GROUP BY HISTOGRAM(MAX(int), 1)"));
|
||||||
|
}
|
||||||
}
|
}
|
|
@ -92,8 +92,9 @@ import static org.mockito.Mockito.mock;
|
||||||
*/
|
*/
|
||||||
public class NodeSubclassTests<T extends B, B extends Node<B>> extends ESTestCase {
|
public class NodeSubclassTests<T extends B, B extends Node<B>> extends ESTestCase {
|
||||||
|
|
||||||
private static final List<Class<? extends Node<?>>> CLASSES_WITH_MIN_TWO_CHILDREN = Arrays.asList(
|
|
||||||
IfNull.class, In.class, InPipe.class, Percentile.class, Percentiles.class, PercentileRanks.class);
|
private static final List<Class<?>> CLASSES_WITH_MIN_TWO_CHILDREN = Arrays.<Class<?>> asList(IfNull.class, In.class, InPipe.class,
|
||||||
|
Percentile.class, Percentiles.class, PercentileRanks.class);
|
||||||
|
|
||||||
private final Class<T> subclass;
|
private final Class<T> subclass;
|
||||||
|
|
||||||
|
|
Loading…
Reference in New Issue