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https://issues.apache.org/jira/browse/SPARK-6910?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14957194#comment-14957194
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Cheolsoo Park commented on SPARK-6910:
--------------------------------------

You're right that 2nd query is faster because the table/partition metadata is 
cached. Particularly, if you set {{spark.sql.hive.metastorePartitionPruning}} 
false (by default, false), Spark will cache metadata for all the partitions and 
any query against the same table will run faster even with a different 
predicate. See relevant code 
[here|https://github.com/apache/spark/blob/master/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveMetastoreCatalog.scala#L830-L839].

> Support for pushing predicates down to metastore for partition pruning
> ----------------------------------------------------------------------
>
>                 Key: SPARK-6910
>                 URL: https://issues.apache.org/jira/browse/SPARK-6910
>             Project: Spark
>          Issue Type: Sub-task
>          Components: SQL
>            Reporter: Michael Armbrust
>            Assignee: Cheolsoo Park
>            Priority: Critical
>             Fix For: 1.5.0
>
>




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