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Posted to issues@spark.apache.org by "Robert Joseph Evans (Jira)" <ji...@apache.org> on 2020/08/20 21:41:00 UTC

[jira] [Commented] (SPARK-32672) Data corruption in some cached compressed boolean columns

    [ https://issues.apache.org/jira/browse/SPARK-32672?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17181459#comment-17181459 ] 

Robert Joseph Evans commented on SPARK-32672:
---------------------------------------------

I verified that this is still happening on 3.0.2-SNAPSHOT

> Data corruption in some cached compressed boolean columns
> ---------------------------------------------------------
>
>                 Key: SPARK-32672
>                 URL: https://issues.apache.org/jira/browse/SPARK-32672
>             Project: Spark
>          Issue Type: Bug
>          Components: SQL
>    Affects Versions: 2.4.6, 3.0.0
>            Reporter: Robert Joseph Evans
>            Priority: Blocker
>         Attachments: bad_order.snappy.parquet
>
>
> I found that when sorting some boolean data into the cache that the results can change when the data is read back out.
> It needs to be a non-trivial amount of data, and it is highly dependent on the order of the data.  If I disable compression in the cache the issue goes away.  I was able to make this happen in 3.0.0.  I am going to try and reproduce it in other versions too.
> I'll attach the parquet file with boolean data in an order that causes this to happen. As you can see after the data is cached a single null values switches over to be false.
> {code}
> scala> val bad_order = spark.read.parquet("./bad_order.snappy.parquet")
> bad_order: org.apache.spark.sql.DataFrame = [b: boolean]                        
> scala> bad_order.groupBy("b").count.show
> +-----+-----+
> |    b|count|
> +-----+-----+
> | null| 7153|
> | true|54334|
> |false|54021|
> +-----+-----+
> scala> bad_order.cache()
> res1: bad_order.type = [b: boolean]
> scala> bad_order.groupBy("b").count.show
> +-----+-----+
> |    b|count|
> +-----+-----+
> | null| 7152|
> | true|54334|
> |false|54022|
> +-----+-----+
> scala> 
> {code}



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