GitHub user gatorsmile opened a pull request:

    https://github.com/apache/spark/pull/18717

    [SPARK-21510] [SQL] Add isMaterialized() and eager persist() to Dataset APIs

    ### What changes were proposed in this pull request?
    Currently, when using Spark, the beginners do not realize our persist API 
is lazy. They do not know what is the most efficient way to materialize it. 
Sometimes, they just use collect(), which is very expensive when the data set 
is big. This PR is to add a simple API to enable users to do eager persist. 
    
    In addition, we also need another Dataset API to verify whether the Dataset 
has been cached and materialized.
    
    ### How was this patch tested?
    Added two test cases and simplify the existing test cases by using the 
newly added API.

You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/gatorsmile/spark eagerPersist

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/spark/pull/18717.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #18717
    
----
commit 7f82e38f8edca611cdf55266ff07ac4523799603
Author: gatorsmile <gatorsm...@gmail.com>
Date:   2017-07-23T00:17:26Z

    fix

commit 80e7123c3905c44776233e0a56a8d8315f1313a0
Author: gatorsmile <gatorsm...@gmail.com>
Date:   2017-07-23T04:17:56Z

    fix

----


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