### What changes were proposed in this pull request? A few improvements to the sql ref SELECT doc: 1. correct the syntax of SELECT query 2. correct the default of null sort order 3. correct the GROUP BY syntax 4. several minor fixes ### Why are the changes needed? refine document ### Does this PR introduce any user-facing change? N/A ### How was this patch tested? N/A Closes #27866 from cloud-fan/doc. Authored-by: Wenchen Fan <wenchen@databricks.com> Signed-off-by: Dongjoon Hyun <dongjoon@apache.org>
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global | GROUP BY Clause | GROUP BY Clause | Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to You under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. |
The GROUP BY
clause is used to group the rows based on a set of specified grouping expressions and compute aggregations on
the group of rows based on one or more specified aggregate functions. Spark also supports advanced aggregations to do multiple
aggregations for the same input record set via GROUPING SETS
, CUBE
, ROLLUP
clauses.
Syntax
{% highlight sql %} GROUP BY group_expression [ , group_expression [ , ... ] ] [ { WITH ROLLUP | WITH CUBE | GROUPING SETS (grouping_set [ , ...]) } ]
GROUP BY GROUPING SETS (grouping_set [ , ...]) {% endhighlight %}
Parameters
GROUPING SETS
-
Groups the rows for each subset of the expressions specified in the grouping sets. For example,
GROUP BY GROUPING SETS (warehouse, product)
is semantically equivalent to union of results ofGROUP BY warehouse
andGROUP BY product
. This clause is a shorthand for aUNION ALL
where each leg of theUNION ALL
operator performs aggregation of subset of the columns specified in theGROUPING SETS
clause. grouping_set
-
A grouping set is specified by zero or more comma-separated expressions in parentheses.
Syntax:([expression [, ...]])
grouping_expression
- Specifies the critieria based on which the rows are grouped together. The grouping of rows is performed based on result values of the grouping expressions. A grouping expression may be a column alias, a column position or an expression.
ROLLUP
-
Specifies multiple levels of aggregations in a single statement. This clause is used to compute aggregations
based on multiple grouping sets.
ROLLUP
is a shorthand forGROUPING SETS
. For example,GROUP BY warehouse, product WITH ROLLUP
is equivalent toGROUP BY GROUPING SETS ((warehouse, product), (warehouse), ())
. The N elements of aROLLUP
specification results in N+1GROUPING SETS
. CUBE
-
CUBE
clause is used to perform aggregations based on combination of grouping columns specified in theGROUP BY
clause.CUBE
is a shorthand forGROUPING SETS
. For example,GROUP BY warehouse, product WITH CUBE
is equivalent toGROUP BY GROUPING SETS ((warehouse, product), (warehouse), (product), ())
. The N elements of aCUBE
specification results in 2^NGROUPING SETS
.
Examples
{% highlight sql %} CREATE TABLE dealer (id INT, city STRING, car_model STRING, quantity INT); INSERT INTO dealer VALUES (100, 'Fremont', 'Honda Civic', 10), (100, 'Fremont', 'Honda Accord', 15), (100, 'Fremont', 'Honda CRV', 7), (200, 'Dublin', 'Honda Civic', 20), (200, 'Dublin', 'Honda Accord', 10), (200, 'Dublin', 'Honda CRV', 3), (300, 'San Jose', 'Honda Civic', 5), (300, 'San Jose', 'Honda Accord', 8);
-- Sum of quantity per dealership. Group by id
.
SELECT id, sum(quantity) FROM dealer GROUP BY id ORDER BY id;
+---+-------------+ |id |sum(quantity)| +---+-------------+ |100|32 | |200|33 | |300|13 | +---+-------------+
-- Use column position in GROUP by clause. SELECT id, sum(quantity) FROM dealer GROUP BY 1 ORDER BY 1;
+---+-------------+ |id |sum(quantity)| +---+-------------+ |100|32 | |200|33 | |300|13 | +---+-------------+
-- Multiple aggregations. -- 1. Sum of quantity per dealership. -- 2. Max quantity per dealership. SELECT id, sum(quantity) AS sum, max(quantity) AS max FROM dealer GROUP BY id ORDER BY id;
+---+---+---+ |id |sum|max| +---+---+---+ |100|32 |15 | |200|33 |20 | |300|13 |8 | +---+---+---+
-- Aggregations using multiple sets of grouping columns in a single statement. -- Following performs aggregations based on four sets of grouping columns. -- 1. city, car_model -- 2. city -- 3. car_model -- 4. Empty grouping set. Returns quantities for all city and car models. SELECT city, car_model, sum(quantity) AS sum FROM dealer GROUP BY GROUPING SETS ((city, car_model), (city), (car_model), ()) ORDER BY city;
+--------+------------+---+ |city |car_model |sum| +--------+------------+---+ |null |null |78 | |null |Honda Accord|33 | |null |Honda CRV |10 | |null |Honda Civic |35 | |Dublin |null |33 | |Dublin |Honda Accord|10 | |Dublin |Honda CRV |3 | |Dublin |Honda Civic |20 | |Fremont |null |32 | |Fremont |Honda Accord|15 | |Fremont |Honda CRV |7 | |Fremont |Honda Civic |10 | |San Jose|null |13 | |San Jose|Honda Accord|8 | |San Jose|Honda Civic |5 | +--------+------------+---+
-- Alternate syntax for GROUPING SETS
in which both GROUP BY
and GROUPING SETS
-- specifications are present.
SELECT city, car_model, sum(quantity) AS sum FROM dealer
GROUP BY city, car_model GROUPING SETS ((city, car_model), (city), (car_model), ())
ORDER BY city, car_model;
+--------+------------+---+ |city |car_model |sum| +--------+------------+---+ |null |null |78 | |null |Honda Accord|33 | |null |Honda CRV |10 | |null |Honda Civic |35 | |Dublin |null |33 | |Dublin |Honda Accord|10 | |Dublin |Honda CRV |3 | |Dublin |Honda Civic |20 | |Fremont |null |32 | |Fremont |Honda Accord|15 | |Fremont |Honda CRV |7 | |Fremont |Honda Civic |10 | |San Jose|null |13 | |San Jose|Honda Accord|8 | |San Jose|Honda Civic |5 | +--------+------------+---+
-- Group by processing with ROLLUP
clause.
-- Equivalent GROUP BY GROUPING SETS ((city, car_model), (city), ())
SELECT city, car_model, sum(quantity) AS sum FROM dealer
GROUP BY city, car_model WITH ROLLUP
ORDER BY city, car_model;
+--------+------------+---+ |city |car_model |sum| +--------+------------+---+ |null |null |78 | |Dublin |null |33 | |Dublin |Honda Accord|10 | |Dublin |Honda CRV |3 | |Dublin |Honda Civic |20 | |Fremont |null |32 | |Fremont |Honda Accord|15 | |Fremont |Honda CRV |7 | |Fremont |Honda Civic |10 | |San Jose|null |13 | |San Jose|Honda Accord|8 | |San Jose|Honda Civic |5 | +--------+------------+---+
-- Group by processing with CUBE
clause.
-- Equivalent GROUP BY GROUPING SETS ((city, car_model), (city), (car_model), ())
SELECT city, car_model, sum(quantity) AS sum FROM dealer
GROUP BY city, car_model WITH CUBE
ORDER BY city, car_model;
+--------+------------+---+ |city |car_model |sum| +--------+------------+---+ |null |null |78 | |null |Honda Accord|33 | |null |Honda CRV |10 | |null |Honda Civic |35 | |Dublin |null |33 | |Dublin |Honda Accord|10 | |Dublin |Honda CRV |3 | |Dublin |Honda Civic |20 | |Fremont |null |32 | |Fremont |Honda Accord|15 | |Fremont |Honda CRV |7 | |Fremont |Honda Civic |10 | |San Jose|null |13 | |San Jose|Honda Accord|8 | |San Jose|Honda Civic |5 | +--------+------------+---+
{% endhighlight %}