It means that there is an invalid attribute reference (i.e. a #n where the
attribute is missing from the child operator).

On Sun, Oct 18, 2015 at 11:38 PM, Xiao Li <gatorsm...@gmail.com> wrote:

> Hi, all,
>
> After turning on the trace, I saw a strange exclamation mark in
> the intermediate plans. This happened in catalyst analyzer.
>
> Join Inner, Some((col1#0 = col1#6))
>  Project [col1#0,col2#1,col3#2,col2_alias#24,col3#2 AS col3_alias#13]
>   Project [col1#0,col2#1,col3#2,col2#1 AS col2_alias#24]
>    LogicalRDD [col1#0,col2#1,col3#2], MapPartitionsRDD[1] at
> createDataFrame at SimpleApp.scala:32
>  Aggregate [col1#6], [col1#6,count(col1#6) AS count(col1)#5L]
>   *!Project [col1#6,col2#7,col3#8,col2_alias#24,col3#8 AS col3_alias#4]*
>    Project [col1#6,col2#7,col3#8,col2#7 AS col2_alias#3]
>     LogicalRDD [col1#6,col2#7,col3#8], MapPartitionsRDD[1] at
> createDataFrame at SimpleApp.scala:32
>
> Could anybody give me a hint why there exists a !(exclamation mark) before
> the node name (Project)? This ! mark does not disappear in the subsequent
> query plan.
>
> Thank you!
>
> Xiao Li
>

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