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In Spark SQL, gli utenti possono utilizzare il suggerimento Join per suggerire quale tipo di Join Spark deve utilizzare. Prima di Spark 3.0, erano supportati solo i suggerimenti di partecipazione come BROADCAST. A partire da Spark 3.0 sono stati aggiunti tre Join Hint, MERGE, SHUFFLE_HASH e SHUFFLE_REPLICATE_NL. La priorità è BROADCAST > MERGE > SHUFFLE_HASH > SHUFFLE_REPLICATE_NL. Se BROADCAST o SHUFFLE_HASH viene aggiunto a entrambi i lati del join, Spark sceglierà quale lato creare in base al joinType e alla dimensione di entrambi i lati.

-- Join Hints for broadcast join
SELECT /*+ BROADCAST(t1) */ * FROM t1 INNER JOIN t2 ON t1.key = t2.key;
SELECT /*+ BROADCASTJOIN (t1) */ * FROM t1 left JOIN t2 ON t1.key = t2.key;
SELECT /*+ MAPJOIN(t2) */ * FROM t1 right JOIN t2 ON t1.key = t2.key;
 
-- Join Hints for shuffle sort merge join
SELECT /*+ SHUFFLE_MERGE(t1) */ * FROM t1 INNER JOIN t2 ON t1.key = t2.key;
SELECT /*+ MERGEJOIN(t2) */ * FROM t1 INNER JOIN t2 ON t1.key = t2.key;
SELECT /*+ MERGE(t1) */ * FROM t1 INNER JOIN t2 ON t1.key = t2.key;
 
-- Join Hints for shuffle hash join
SELECT /*+ SHUFFLE_HASH(t1) */ * FROM t1 INNER JOIN t2 ON t1.key = t2.key;
 
-- Join Hints for shuffle-and-replicate nested loop join
SELECT /*+ SHUFFLE_REPLICATE_NL(t1) */ * FROM t1 INNER JOIN t2 ON t1.key = t2.key;
 
-- When different join strategy hints are specified on both sides of a join, Spark
-- prioritizes the BROADCAST hint over the MERGE hint over the SHUFFLE_HASH hint
-- over the SHUFFLE_REPLICATE_NL hint.
-- Spark will issue Warning in the following example
-- org.apache.spark.sql.catalyst.analysis.HintErrorLogger: Hint (strategy=merge)
-- is overridden by another hint and will not take effect.
SELECT /*+ BROADCAST(t1), MERGE(t1, t2) */ * FROM t1 INNER JOIN t2 ON t1.key = t2.key;

Rapporto di utilizzo nel suggerimento scintilla: https://blog.51cto.com/u_15435003/5296344