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https://issues.apache.org/jira/browse/SPARK-60248?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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ASF GitHub Bot updated SPARK-60248:
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Labels: pull-request-available (was: )
> Nearest sort-merge AS-OF join can skip the nearest row after right rows that
> share an as-of value
> -------------------------------------------------------------------------------------------------
>
> Key: SPARK-60248
> URL: https://issues.apache.org/jira/browse/SPARK-60248
> Project: Spark
> Issue Type: Bug
> Components: SQL
> Affects Versions: 4.3.0, 4.4.0
> Reporter: sepuri sai krishna
> Priority: Major
> Labels: pull-request-available
>
> With {{spark.sql.join.sortMergeAsOfJoin.enabled=true}}, a nearest AS-OF join
> can return a right row that is not the nearest one.
> {{SortMergeAsOfJoinScanner.findNearest}} scans the sorted right rows of a
> group and stops at the first row whose distance is not smaller than the best
> so far, as the distance is V-shaped over the sorted rows. It is only V-shaped
> in the non-strict sense: right rows that share an as-of value are the same
> distance from the left row. So when two right rows share a value before the
> nearest row, the scan stops at the second one and returns the first.
> {code:scala}
> val left = Seq((1, 10)).toDF("lid", "t")
> val right = Seq((1, 1), (2, 1), (3, 9)).toDF("rid", "rt")
> left.joinAsOf(right, left("t"), right("rt"), Seq.empty, "inner", null, true,
> "nearest")
> {code}
> ||spark.sql.join.sortMergeAsOfJoin.enabled||result||
> |false (default)|[1,3,9] (distance 1)|
> |true|[1,1,1] (distance 9)|
> Without the duplicate (right values 1, 5, 9) both return rt=9.
> This is reached through the nearest direction of the DataFrame AS-OF join,
> e.g. {{pyspark.pandas.merge_asof(..., direction="nearest")}}. SQL ASOF JOIN
> has no nearest direction, and backward and forward scans are not affected.
> The scan has been like this since the operator was added in SPARK-56887.
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