diff --git a/docs/_data/menu-sql.yaml b/docs/_data/menu-sql.yaml index 289a9d3a1e9da..219e6809a96f0 100644 --- a/docs/_data/menu-sql.yaml +++ b/docs/_data/menu-sql.yaml @@ -171,22 +171,22 @@ url: sql-ref-syntax-qry-select-limit.html - text: Common Table Expression url: sql-ref-syntax-qry-select-cte.html + - text: Hints + url: sql-ref-syntax-qry-select-hints.html - text: Inline Table url: sql-ref-syntax-qry-select-inline-table.html - text: JOIN url: sql-ref-syntax-qry-select-join.html - - text: Join Hints - url: sql-ref-syntax-qry-select-hints.html - text: LIKE Predicate url: sql-ref-syntax-qry-select-like.html - text: Set Operators url: sql-ref-syntax-qry-select-setops.html - text: TABLESAMPLE - url: sql-ref-syntax-qry-sampling.html + url: sql-ref-syntax-qry-select-sampling.html - text: Table-valued Function url: sql-ref-syntax-qry-select-tvf.html - text: Window Function - url: sql-ref-syntax-qry-window.html + url: sql-ref-syntax-qry-select-window.html - text: EXPLAIN url: sql-ref-syntax-qry-explain.html - text: Auxiliary Statements diff --git a/docs/sql-performance-tuning.md b/docs/sql-performance-tuning.md index 7cd85b6a9ab4c..5e6f049a51e95 100644 --- a/docs/sql-performance-tuning.md +++ b/docs/sql-performance-tuning.md @@ -179,7 +179,7 @@ SELECT /*+ BROADCAST(r) */ * FROM records r JOIN src s ON r.key = s.key -For more details please refer to the documentation of [Join Hints](sql-ref-syntax-qry-select-hints.html). +For more details please refer to the documentation of [Join Hints](sql-ref-syntax-qry-select-hints.html#join-hints). ## Coalesce Hints for SQL Queries @@ -196,6 +196,8 @@ The "REPARTITION_BY_RANGE" hint must have column names and a partition number is SELECT /*+ REPARTITION_BY_RANGE(c) */ * FROM t SELECT /*+ REPARTITION_BY_RANGE(3, c) */ * FROM t +For more details please refer to the documentation of [Partitioning Hints](sql-ref-syntax-qry-select-hints.html#partitioning-hints). + ## Adaptive Query Execution Adaptive Query Execution (AQE) is an optimization technique in Spark SQL that makes use of the runtime statistics to choose the most efficient query execution plan. AQE is disabled by default. Spark SQL can use the umbrella configuration of `spark.sql.adaptive.enabled` to control whether turn it on/off. As of Spark 3.0, there are three major features in AQE, including coalescing post-shuffle partitions, converting sort-merge join to broadcast join, and skew join optimization. diff --git a/docs/sql-ref-syntax-qry-select-hints.md b/docs/sql-ref-syntax-qry-select-hints.md index 4bb48b08d5e3b..247ce48e79445 100644 --- a/docs/sql-ref-syntax-qry-select-hints.md +++ b/docs/sql-ref-syntax-qry-select-hints.md @@ -1,7 +1,7 @@ --- layout: global -title: Join Hints -displayTitle: Join Hints +title: Hints +displayTitle: Hints license: | Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with @@ -21,15 +21,86 @@ license: | ### Description -Join Hints allow users to suggest the join strategy that Spark should use. Prior to Spark 3.0, only the `BROADCAST` Join Hint was supported. `MERGE`, `SHUFFLE_HASH` and `SHUFFLE_REPLICATE_NL` Joint Hints support was added in 3.0. When different join strategy hints are specified on both sides of a join, Spark prioritizes hints in the following order: `BROADCAST` over `MERGE` over `SHUFFLE_HASH` over `SHUFFLE_REPLICATE_NL`. When both sides are specified with the `BROADCAST` hint or the `SHUFFLE_HASH` hint, Spark will pick the build side based on the join type and the sizes of the relations. Since a given strategy may not support all join types, Spark is not guaranteed to use the join strategy suggested by the hint. +Hints give users a way to suggest how Spark SQL to use specific approaches to generate its execution plan. ### Syntax ```sql -/*+ join_hint [ , ... ] */ +/*+ hint [ , ... ] */ ``` -### Join Hints Types +### Partitioning Hints + +Partitioning hints allow users to suggest a partitioning stragety that Spark should follow. `COALESCE`, `REPARTITION`, +and `REPARTITION_BY_RANGE` hints are supported and are equivalent to `coalesce`, `repartition`, and +`repartitionByRange` [Dataset APIs](api/scala/org/apache/spark/sql/Dataset.html), respectively. These hints give users +a way to tune performance and control the number of output files in Spark SQL. When multiple partitioning hints are +specified, multiple nodes are inserted into the logical plan, but the leftmost hint is picked by the optimizer. + +#### Partitioning Hints Types + +* **COALESCE** + + The `COALESCE` hint can be used to reduce the number of partitions to the specified number of partitions. It takes a partition number as a parameter. + +* **REPARTITION** + + The `REPARTITION` hint can be used to repartition to the specified number of partitions using the specified partitioning expressions. It takes a partition number, column names, or both as parameters. + +* **REPARTITION_BY_RANGE** + + The `REPARTITION_BY_RANGE` hint can be used to repartition to the specified number of partitions using the specified partitioning expressions. It takes column names and an optional partition number as parameters. + +#### Examples + +```sql +SELECT /*+ COALESCE(3) */ * FROM t; + +SELECT /*+ REPARTITION(3) */ * FROM t; + +SELECT /*+ REPARTITION(c) */ * FROM t; + +SELECT /*+ REPARTITION(3, c) */ * FROM t; + +SELECT /*+ REPARTITION_BY_RANGE(c) */ * FROM t; + +SELECT /*+ REPARTITION_BY_RANGE(3, c) */ * FROM t; + +-- multiple partitioning hints +EXPLAIN EXTENDED SELECT /*+ REPARTITION(100), COALESCE(500), REPARTITION_BY_RANGE(3, c) */ * FROM t; +== Parsed Logical Plan == +'UnresolvedHint REPARTITION, [100] ++- 'UnresolvedHint COALESCE, [500] + +- 'UnresolvedHint REPARTITION_BY_RANGE, [3, 'c] + +- 'Project [*] + +- 'UnresolvedRelation [t] + +== Analyzed Logical Plan == +name: string, c: int +Repartition 100, true ++- Repartition 500, false + +- RepartitionByExpression [c#30 ASC NULLS FIRST], 3 + +- Project [name#29, c#30] + +- SubqueryAlias spark_catalog.default.t + +- Relation[name#29,c#30] parquet + +== Optimized Logical Plan == +Repartition 100, true ++- Relation[name#29,c#30] parquet + +== Physical Plan == +Exchange RoundRobinPartitioning(100), false, [id=#121] ++- *(1) ColumnarToRow + +- FileScan parquet default.t[name#29,c#30] Batched: true, DataFilters: [], Format: Parquet, + Location: CatalogFileIndex[file:/spark/spark-warehouse/t], PartitionFilters: [], + PushedFilters: [], ReadSchema: struct +``` + +### Join Hints + +Join hints allow users to suggest the join strategy that Spark should use. Prior to Spark 3.0, only the `BROADCAST` Join Hint was supported. `MERGE`, `SHUFFLE_HASH` and `SHUFFLE_REPLICATE_NL` Joint Hints support was added in 3.0. When different join strategy hints are specified on both sides of a join, Spark prioritizes hints in the following order: `BROADCAST` over `MERGE` over `SHUFFLE_HASH` over `SHUFFLE_REPLICATE_NL`. When both sides are specified with the `BROADCAST` hint or the `SHUFFLE_HASH` hint, Spark will pick the build side based on the join type and the sizes of the relations. Since a given strategy may not support all join types, Spark is not guaranteed to use the join strategy suggested by the hint. + +#### Join Hints Types * **BROADCAST** @@ -47,7 +118,7 @@ Join Hints allow users to suggest the join strategy that Spark should use. Prior Suggests that Spark use shuffle-and-replicate nested loop join. -### Examples +#### Examples ```sql -- Join Hints for broadcast join diff --git a/docs/sql-ref-syntax-qry-select-join.md b/docs/sql-ref-syntax-qry-select-join.md index 28b21f5e3f0ff..09b0efd7b5751 100644 --- a/docs/sql-ref-syntax-qry-select-join.md +++ b/docs/sql-ref-syntax-qry-select-join.md @@ -235,4 +235,4 @@ SELECT * FROM employee ANTI JOIN department ON employee.deptno = department.dept ### Related Statements * [SELECT](sql-ref-syntax-qry-select.html) -* [Join Hints](sql-ref-syntax-qry-select-hints.html) +* [Hints](sql-ref-syntax-qry-select-hints.html) diff --git a/docs/sql-ref-syntax-qry-sampling.md b/docs/sql-ref-syntax-qry-select-sampling.md similarity index 100% rename from docs/sql-ref-syntax-qry-sampling.md rename to docs/sql-ref-syntax-qry-select-sampling.md diff --git a/docs/sql-ref-syntax-qry-window.md b/docs/sql-ref-syntax-qry-select-window.md similarity index 100% rename from docs/sql-ref-syntax-qry-window.md rename to docs/sql-ref-syntax-qry-select-window.md diff --git a/docs/sql-ref-syntax-qry-select.md b/docs/sql-ref-syntax-qry-select.md index 1aeecdb982c4c..987e6479ab20a 100644 --- a/docs/sql-ref-syntax-qry-select.md +++ b/docs/sql-ref-syntax-qry-select.md @@ -151,11 +151,11 @@ SELECT [ hints , ... ] [ ALL | DISTINCT ] { named_expression [ , ... ] } * [DISTRIBUTE BY Clause](sql-ref-syntax-qry-select-distribute-by.html) * [LIMIT Clause](sql-ref-syntax-qry-select-limit.html) * [Common Table Expression](sql-ref-syntax-qry-select-cte.html) +* [Hints](sql-ref-syntax-qry-select-hints.html) * [Inline Table](sql-ref-syntax-qry-select-inline-table.html) * [JOIN](sql-ref-syntax-qry-select-join.html) -* [Join Hints](sql-ref-syntax-qry-select-hints.html) * [LIKE Predicate](sql-ref-syntax-qry-select-like.html) * [Set Operators](sql-ref-syntax-qry-select-setops.html) -* [TABLESAMPLE](sql-ref-syntax-qry-sampling.html) +* [TABLESAMPLE](sql-ref-syntax-qry-select-sampling.html) * [Table-valued Function](sql-ref-syntax-qry-select-tvf.html) -* [Window Function](sql-ref-syntax-qry-window.html) +* [Window Function](sql-ref-syntax-qry-select-window.html) diff --git a/docs/sql-ref-syntax-qry.md b/docs/sql-ref-syntax-qry.md index 8accdfe30764a..167c394d0fe49 100644 --- a/docs/sql-ref-syntax-qry.md +++ b/docs/sql-ref-syntax-qry.md @@ -37,12 +37,12 @@ ability to generate logical and physical plan for a given query using * [DISTRIBUTE BY Clause](sql-ref-syntax-qry-select-distribute-by.html) * [LIMIT Clause](sql-ref-syntax-qry-select-limit.html) * [Common Table Expression](sql-ref-syntax-qry-select-cte.html) + * [Hints](sql-ref-syntax-qry-select-hints.html) * [Inline Table](sql-ref-syntax-qry-select-inline-table.html) * [JOIN](sql-ref-syntax-qry-select-join.html) - * [Join Hints](sql-ref-syntax-qry-select-hints.html) * [LIKE Predicate](sql-ref-syntax-qry-select-like.html) * [Set Operators](sql-ref-syntax-qry-select-setops.html) - * [TABLESAMPLE](sql-ref-syntax-qry-sampling.html) + * [TABLESAMPLE](sql-ref-syntax-qry-select-sampling.html) * [Table-valued Function](sql-ref-syntax-qry-select-tvf.html) - * [Window Function](sql-ref-syntax-qry-window.html) + * [Window Function](sql-ref-syntax-qry-select-window.html) * [EXPLAIN Statement](sql-ref-syntax-qry-explain.html) diff --git a/docs/sql-ref-syntax.md b/docs/sql-ref-syntax.md index 98e30652245f6..d78a01fd655a2 100644 --- a/docs/sql-ref-syntax.md +++ b/docs/sql-ref-syntax.md @@ -54,18 +54,18 @@ Spark SQL is Apache Spark's module for working with structured data. The SQL Syn * [DISTRIBUTE BY Clause](sql-ref-syntax-qry-select-distribute-by.html) * [GROUP BY Clause](sql-ref-syntax-qry-select-groupby.html) * [HAVING Clause](sql-ref-syntax-qry-select-having.html) + * [Hints](sql-ref-syntax-qry-select-hints.html) * [Inline Table](sql-ref-syntax-qry-select-inline-table.html) * [JOIN](sql-ref-syntax-qry-select-join.html) - * [Join Hints](sql-ref-syntax-qry-select-hints.html) * [LIKE Predicate](sql-ref-syntax-qry-select-like.html) * [LIMIT Clause](sql-ref-syntax-qry-select-limit.html) * [ORDER BY Clause](sql-ref-syntax-qry-select-orderby.html) * [Set Operators](sql-ref-syntax-qry-select-setops.html) * [SORT BY Clause](sql-ref-syntax-qry-select-sortby.html) - * [TABLESAMPLE](sql-ref-syntax-qry-sampling.html) + * [TABLESAMPLE](sql-ref-syntax-qry-select-sampling.html) * [Table-valued Function](sql-ref-syntax-qry-select-tvf.html) * [WHERE Clause](sql-ref-syntax-qry-select-where.html) - * [Window Function](sql-ref-syntax-qry-window.html) + * [Window Function](sql-ref-syntax-qry-select-window.html) * [EXPLAIN](sql-ref-syntax-qry-explain.html) ### Auxiliary Statements