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Posted to issues@spark.apache.org by "Apache Spark (Jira)" <ji...@apache.org> on 2020/12/12 08:35:00 UTC

[jira] [Assigned] (SPARK-33678) Numerical product aggregation

     [ https://issues.apache.org/jira/browse/SPARK-33678?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Apache Spark reassigned SPARK-33678:
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    Assignee:     (was: Apache Spark)

> Numerical product aggregation
> -----------------------------
>
>                 Key: SPARK-33678
>                 URL: https://issues.apache.org/jira/browse/SPARK-33678
>             Project: Spark
>          Issue Type: Improvement
>          Components: SQL
>    Affects Versions: 2.4.7, 3.0.0, 3.1.0
>            Reporter: Richard Penney
>            Priority: Minor
>
> There is currently no facility in {{spark.sql.functions}} to allow computation of the product of all numbers in a grouping expression. Such a facility would likely be useful when computing statistical quantities such as the combined probability of a set of independent events, or in financial applications when calculating a cumulative interest rate.
> Although it is certainly possible to emulate this by an expression of the form {{exp(sum(log(column)))}}, this has a number of significant drawbacks:
>  * It involves computationally costly functions (exp, log)
>  * It is more verbose than something like {{product(column)}}
>  * It is more prone to numerical inaccuracies when handling quantities that are close to one than by directly multiplying a set of numbers
>  * It will not handle zeros or negative numbers cleanly
> I am currently developing an addition to {{sql.functions}}, which involvesĀ [a new Catalyst aggregation expression|https://github.com/rwpenney/spark/blob/feature/agg-product/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/aggregate/Product.scala]. This needs some additional testing, and I hope to issue a pull-request soon.



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