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https://issues.apache.org/jira/browse/SPARK-27089?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16794984#comment-16794984
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Marco Gaido commented on SPARK-27089:
-------------------------------------
You can set: {{spark.sql.decimalOperations.allowPrecisionLoss}} to {{false}}
and you will get the original behavior. Please see SPARK-22036 for more details.
> Loss of precision during decimal division
> -----------------------------------------
>
> Key: SPARK-27089
> URL: https://issues.apache.org/jira/browse/SPARK-27089
> Project: Spark
> Issue Type: Bug
> Components: SQL
> Affects Versions: 2.3.0, 2.4.0
> Reporter: ylo0ztlmtusq
> Priority: Major
>
> Spark looses decimal places when dividing decimal numbers.
>
> Expected behavior (In Spark 2.2.3 or before)
>
> {code:java}
> scala> val sql = """select cast(cast(3 as decimal(38,14)) / cast(9 as
> decimal(38,14)) as decimal(38,14)) val"""
> sql: String = select cast(cast(3 as decimal(38,14)) / cast(9 as
> decimal(38,14)) as decimal(38,14)) val
> scala> spark.sql(sql).show
> 19/03/07 21:23:51 WARN ObjectStore: Failed to get database global_temp,
> returning NoSuchObjectException
> +----------------+
> | val|
> +----------------+
> |0.33333333333333|
> +----------------+
> {code}
>
> Current behavior (In Spark 2.3.2 and later)
>
> {code:java}
> scala> val sql = """select cast(cast(3 as decimal(38,14)) / cast(9 as
> decimal(38,14)) as decimal(38,14)) val"""
> sql: String = select cast(cast(3 as decimal(38,14)) / cast(9 as
> decimal(38,14)) as decimal(38,14)) val
> scala> spark.sql(sql).show
> +----------------+
> | val|
> +----------------+
> |0.33333300000000|
> +----------------+
> {code}
>
> Seems to caused by {{promote_precision(38, 6) }}
>
> {code:java}
> scala> spark.sql(sql).explain(true)
> == Parsed Logical Plan ==
> Project [cast((cast(3 as decimal(38,14)) / cast(9 as decimal(38,14))) as
> decimal(38,14)) AS val#20]
> +- OneRowRelation
> == Analyzed Logical Plan ==
> val: decimal(38,14)
> Project [cast(CheckOverflow((promote_precision(cast(cast(3 as decimal(38,14))
> as decimal(38,14))) / promote_precision(cast(cast(9 as decimal(38,14)) as
> decimal(38,14)))), DecimalType(38,6)) as decimal(38,14)) AS val#20]
> +- OneRowRelation
> == Optimized Logical Plan ==
> Project [0.33333300000000 AS val#20]
> +- OneRowRelation
> == Physical Plan ==
> *(1) Project [0.33333300000000 AS val#20]
> +- Scan OneRowRelation[]
> {code}
>
> Source https://stackoverflow.com/q/55046492
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