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From Jakub Dubovsky <spark.dubovsky.ja...@gmail.com>
Subject Re: Why there is no top method in dataset api
Date Mon, 05 Sep 2016 12:01:31 GMT
Thanks Sean,

I was under impression that spark creators are trying to persuade user
community not to use RDD api directly. Spark summit I attended was full of
this. So I am a bit surprised that I hear use-rdd-api as an advice from
you. But if this is a way then I have a second question. For conversion
from dataset to rdd I would use Dataset.rdd lazy val. Since it is a lazy
val it suggests there is some computation going on to create rdd as a copy.
The question is how much computationally expansive is this conversion? If
there is a significant overhead then it is clear why one would want to have
top method directly on Dataset class.

Ordering whole dataset only to take first 10 or so top records is not
really an acceptable option for us. Comparison function can be expansive
and the size of dataset is (unsurprisingly) big.

To be honest I do not really understand what do you mean by b). Since
DataFrame is now only an alias for Dataset[Row] what do you mean by
"DataFrame-like counterpart"?

Thanks

On Thu, Sep 1, 2016 at 2:31 PM, Sean Owen <sowen@cloudera.com> wrote:

> You can always call .rdd.top(n) of course. Although it's slightly
> clunky, you can also .orderBy($"value".desc).take(n). Maybe there's an
> easier way.
>
> I don't think if there's a strong reason other than it wasn't worth it
> to write this and many other utility wrappers that a) already exist on
> the underlying RDD API if you want them, and b) have a DataFrame-like
> counterpart already that doesn't really need wrapping in a different
> API.
>
> On Thu, Sep 1, 2016 at 12:53 PM, Jakub Dubovsky
> <spark.dubovsky.jakub@gmail.com> wrote:
> > Hey all,
> >
> > in RDD api there is very usefull method called top. It finds top n
> records
> > in according to certain ordering without sorting all records. Very
> usefull!
> >
> > There is no top method nor similar functionality in Dataset api. Has
> anybody
> > any clue why? Is there any specific reason for this?
> >
> > Any thoughts?
> >
> > thanks
> >
> > Jakub D.
>

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