Nothing is urgent. I just don't want to leave it undecided and just keep
adding Java APIs inconsistently as it's currently happening.

We should have a set of coherent APIs. It's very difficult to change APIs
once they are out in releases. I guess I have seen people here agree with
having a general guidance for the same reason at least - please let me know
if I'm taking it wrong.

I don't think we should assume Java programmers know how Scala works with
Java types. Less assumtion might be better.

I feel like we have things on the table to consider at this moment and not
much point of waiting indefinitely.

But sure maybe I am wrong. We can wait for more feedback for a couple of
days.


On Thu, 30 Apr 2020, 18:59 ZHANG Wei, <wezh...@outlook.com> wrote:

> I feel a little pushed... :-) I still don't get the point of why it's
> urgent to make the decision now. AFAIK, it's a common practice to handle
> Scala types conversions by self when Java programmers prepare to
> invoke Scala libraries. I'm not sure which one is the Java programmers'
> root complaint, Scala type instance or Scala Jar file.
>
> My 2 cents.
>
> --
> Cheers,
> -z
>
> On Thu, 30 Apr 2020 09:17:37 +0900
> Hyukjin Kwon <gurwls...@gmail.com> wrote:
>
> > There was a typo in the previous email. I am re-sending:
> >
> > Hm, I thought you meant you prefer 3. over 4 but don't mind particularly.
> > I don't mean to wait for more feedback. It looks likely just a deadlock
> > which will be the worst case.
> > I was suggesting to pick one way first, and stick to it. If we find out
> > something later, we can discuss
> > more about changing it later.
> >
> > Having separate Java specific API (3. way)
> >   - causes maintenance cost
> >   - makes users to search which API for Java every time
> >   - this looks the opposite why against the unified API set Spark
> targeted
> > so far.
> >
> > I don't completely buy the argument about Scala/Java friendly because
> using
> > Java instance is already documented in the official Scala documentation.
> > Users still need to search if we have Java specific methods for *some*
> APIs.
> >
> > 2020년 4월 30일 (목) 오전 8:58, Hyukjin Kwon <gurwls...@gmail.com>님이 작성:
> >
> > > Hm, I thought you meant you prefer 3. over 4 but don't mind
> particularly.
> > > I don't mean to wait for more feedback. It looks likely just a deadlock
> > > which will be the worst case.
> > > I was suggesting to pick one way first, and stick to it. If we find out
> > > something later, we can discuss
> > > more about changing it later.
> > >
> > > Having separate Java specific API (4. way)
> > >   - causes maintenance cost
> > >   - makes users to search which API for Java every time
> > >   - this looks the opposite why against the unified API set Spark
> targeted
> > > so far.
> > >
> > > I don't completely buy the argument about Scala/Java friendly because
> > > using Java instance is already documented in the official Scala
> > > documentation.
> > > Users still need to search if we have Java specific methods for *some*
> > > APIs.
> > >
> > >
> > >
> > > On Thu, 30 Apr 2020, 00:06 Tom Graves, <tgraves...@yahoo.com> wrote:
> > >
> > >> Sorry I'm not sure what your last email means. Does it mean you are
> > >> putting it up for a vote or just waiting to get more feedback?  I
> disagree
> > >> with saying option 4 is the rule but agree having a general rule makes
> > >> sense.  I think we need a lot more input to make the rule as it
> affects the
> > >> api's.
> > >>
> > >> Tom
> > >>
> > >> On Wednesday, April 29, 2020, 09:53:22 AM CDT, Hyukjin Kwon <
> > >> gurwls...@gmail.com> wrote:
> > >>
> > >>
> > >> I think I am not seeing explicit objection here but rather see people
> > >> tend to agree with the proposal in general.
> > >> I would like to step forward rather than leaving it as a deadlock -
> the
> > >> worst choice here is to postpone and abandon this discussion with this
> > >> inconsistency.
> > >>
> > >> I don't currently target to document this as the cases are rather
> > >> rare, and we haven't really documented JavaRDD <> RDD vs DataFrame
> case as
> > >> well.
> > >> Let's keep monitoring and see if this discussion thread clarifies
> things
> > >> enough in such cases I mentioned.
> > >>
> > >> Let me know if you guys think differently.
> > >>
> > >>
> > >> 2020년 4월 28일 (화) 오후 5:03, Hyukjin Kwon <gurwls...@gmail.com>님이 작성:
> > >>
> > >> Spark has targeted to have a unified API set rather than having
> separate
> > >> Java classes to reduce the maintenance cost,
> > >> e.g.) JavaRDD <> RDD vs DataFrame. These JavaXXX are more about the
> > >> legacy.
> > >>
> > >> I think it's best to stick to the approach 4. in general cases.
> > >> Other options might have to be considered based upon a specific
> context.
> > >> For example, if we *must* to add a bunch of Java-specifics
> > >> into a specific class for an inevitable reason somewhere, I would
> > >> consider to have a Java-specific class.
> > >>
> > >>
> > >>
> > >> 2020년 4월 28일 (화) 오후 4:38, ZHANG Wei <wezh...@outlook.com>님이 작성:
> > >>
> > >> Be frankly, I also love the pure Java type in Java API and Scala type
> in
> > >> Scala API. :-)
> > >>
> > >> If we don't treat Java as a "FRIEND" of Scala, just as Python, maybe
> we
> > >> can adopt the status of option 1, the specific Java classes. (But I
> don't
> > >> like the `Java` prefix, which is redundant when I'm coding Java app,
> > >> such as JavaRDD, why not distinct it by package namespace...) The
> specific
> > >> Java API can also leverage some native Java language features with new
> > >> versions.
> > >>
> > >> And just since the friendly relationship between Scala and Java, the
> Java
> > >> user can call Scala API with `.asScala` or `.asJava`'s help if Java
> API
> > >> is not ready. Then switch to Java API when it's well cooked.
> > >>
> > >> The cons is more efforts to maintain.
> > >>
> > >> My 2 cents.
> > >>
> > >> --
> > >> Cheers,
> > >> -z
> > >>
> > >> On Tue, 28 Apr 2020 12:07:36 +0900
> > >> Hyukjin Kwon <gurwls...@gmail.com> wrote:
> > >>
> > >> > The problem is that calling Scala instances in Java side is
> discouraged
> > >> in
> > >> > general up to my best knowledge.
> > >> > A Java user won't likely know asJava in Scala but a Scala user will
> > >> likely
> > >> > know both asScala and asJava.
> > >> >
> > >> >
> > >> > 2020년 4월 28일 (화) 오전 11:35, ZHANG Wei <wezh...@outlook.com>님이 작성:
> > >> >
> > >> > > How about making a small change on option 4:
> > >> > >   Keep Scala API returning Scala type instance with providing a
> > >> > >   `asJava` method to return a Java type instance.
> > >> > >
> > >> > > Scala 2.13 has provided CollectionConverter [1][2][3], in the
> > >> following
> > >> > > Spark dependences upgrade, which can be supported by nature. For
> > >> > > current Scala 2.12 version, we can wrap
> `ImplicitConversionsToJava`[4]
> > >> > > as what Scala 2.13 does and add implicit conversions.
> > >> > >
> > >> > > Just my 2 cents.
> > >> > >
> > >> > > --
> > >> > > Cheers,
> > >> > > -z
> > >> > >
> > >> > > [1]
> > >> > >
> > >>
> https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fdocs.scala-lang.org%2Foverviews%2Fcollections-2.13%2Fconversions-between-java-and-scala-collections.html&amp;data=02%7C01%7C%7C9175b84aa9004ee6da1908d7ec9bea50%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637238026695625983&amp;sdata=Vw8k4x0D0P1Pocr17O6wPUQzt%2FS3iX0lCBigIKdy0yY%3D&amp;reserved=0
> > >> > > [2]
> > >> > >
> > >>
> https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.scala-lang.org%2Fapi%2F2.13.0%2Fscala%2Fjdk%2Fjavaapi%2FCollectionConverters%24.html&amp;data=02%7C01%7C%7C9175b84aa9004ee6da1908d7ec9bea50%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637238026695625983&amp;sdata=9R96UT1W05Wn6K3RhhkMi1lo6bUnHht3qEhKxsr7%2FI0%3D&amp;reserved=0
> > >> > > [3]
> > >> > >
> > >>
> https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.scala-lang.org%2Fapi%2F2.13.0%2Fscala%2Fjdk%2FCollectionConverters%24.html&amp;data=02%7C01%7C%7C9175b84aa9004ee6da1908d7ec9bea50%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637238026695625983&amp;sdata=IBKGT2uSOgMg0KQOLZnDkxMVeUiZDzEvKvxNF%2FZzXxs%3D&amp;reserved=0
> > >> > > [4]
> > >> > >
> > >>
> https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.scala-lang.org%2Fapi%2F2.12.11%2Fscala%2Fcollection%2Fconvert%2FImplicitConversionsToJava%24.html&amp;data=02%7C01%7C%7C9175b84aa9004ee6da1908d7ec9bea50%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637238026695625983&amp;sdata=nkxkT0WUrqpaOUcyvWDDlFK3yrTa7WJBlTw%2Foqjqqks%3D&amp;reserved=0
> > >> > >
> > >> > >
> > >> > > On Tue, 28 Apr 2020 08:52:57 +0900
> > >> > > Hyukjin Kwon <gurwls...@gmail.com> wrote:
> > >> > >
> > >> > > > I would like to make sure I am open for other options that can
> be
> > >> > > > considered situationally and based on the context.
> > >> > > > It's okay, and I don't target to restrict this here. For
> example,
> > >> DSv2, I
> > >> > > > understand it's written in Java because Java
> > >> > > > interfaces arguably brings better performance. That's why
> vectorized
> > >> > > > readers are written in Java too.
> > >> > > >
> > >> > > > Maybe the "general" wasn't explicit in my previous email. Adding
> > >> APIs to
> > >> > > > return a Java instance is still
> > >> > > > rather rare in general given my few years monitoring.
> > >> > > > The problem I would more like to deal with is more about when we
> > >> need to
> > >> > > > add one or a couple of user-facing
> > >> > > > Java-specific APIs to return Java instances, which is relatively
> > >> more
> > >> > > > frequent compared to when we need a bunch
> > >> > > > of Java specific APIs.
> > >> > > >
> > >> > > > In this case, I think it should be guided to use 4. approach.
> There
> > >> are
> > >> > > > pros and cons between 3. and 4., of course.
> > >> > > > But it looks to me 4. approach is closer to what Spark has
> targeted
> > >> so
> > >> > > far.
> > >> > > >
> > >> > > >
> > >> > > >
> > >> > > > 2020년 4월 28일 (화) 오전 8:34, Hyukjin Kwon <gurwls...@gmail.com>님이
> 작성:
> > >> > > >
> > >> > > > > > One thing we could do here is use Java collections
> internally
> > >> and
> > >> > > make
> > >> > > > > the Scala API a thin wrapper around Java -- like how Python
> works.
> > >> > > > > > Then adding a method to the Scala API would require adding
> it
> > >> to the
> > >> > > > > Java API and we would keep the two more in sync.
> > >> > > > >
> > >> > > > > I think it can be an appropriate idea for when we have to deal
> > >> with
> > >> > > this
> > >> > > > > case a lot but I don't think there are so many
> > >> > > > > user-facing APIs to return a Java collections, it's rather
> rare.
> > >> Also,
> > >> > > the
> > >> > > > > Java users are relatively less than Scala users.
> > >> > > > > This case is slightly different from Python in a way that
> there
> > >> are so
> > >> > > > > many differences to deal with in PySpark case.
> > >> > > > >
> > >> > > > > Also, in case of `Seq`, actually we can just use `Array`
> instead
> > >> for
> > >> > > both
> > >> > > > > Scala and Java side simply. I don't find such cases notably
> > >> awkward.
> > >> > > > > This problematic cases might be specific to few Java
> collections
> > >> or
> > >> > > > > instances, and I would like to avoid an overkill here.
> > >> > > > >
> > >> > > > > Of course, if there is a place to consider other options,
> let's
> > >> do. I
> > >> > > > > don't like to say this is the only required option.
> > >> > > > >
> > >> > > > >
> > >> > > > >
> > >> > > > >
> > >> > > > >
> > >> > > > > 2020년 4월 28일 (화) 오전 1:18, Ryan Blue <rb...@netflix.com.invalid
> >님이
> > >> 작성:
> > >> > > > >
> > >> > > > >> I think the right choice here depends on how the object is
> used.
> > >> For
> > >> > > > >> developer and internal APIs, I think standardizing on Java
> > >> collections
> > >> > > > >> makes the most sense.
> > >> > > > >>
> > >> > > > >> For user-facing APIs, it is awkward to return Java
> collections to
> > >> > > Scala
> > >> > > > >> code -- I think that's the motivation for Tom's comment. For
> user
> > >> > > APIs, I
> > >> > > > >> think most methods should return Scala collections, and I
> don't
> > >> have a
> > >> > > > >> strong opinion about whether the conversion (or lack
> thereof) is
> > >> done
> > >> > > in a
> > >> > > > >> separate object (#1) or in parallel methods (#3).
> > >> > > > >>
> > >> > > > >> Both #1 and #3 seem like about the same amount of work and
> have
> > >> the
> > >> > > same
> > >> > > > >> likelihood that a developer will leave out a Java method
> > >> version. One
> > >> > > thing
> > >> > > > >> we could do here is use Java collections internally and make
> the
> > >> > > Scala API
> > >> > > > >> a thin wrapper around Java -- like how Python works. Then
> adding
> > >> a
> > >> > > method
> > >> > > > >> to the Scala API would require adding it to the Java API and
> we
> > >> would
> > >> > > keep
> > >> > > > >> the two more in sync. It would also help avoid Scala
> collections
> > >> > > leaking
> > >> > > > >> into internals.
> > >> > > > >>
> > >> > > > >> On Mon, Apr 27, 2020 at 8:49 AM Hyukjin Kwon <
> > >> gurwls...@gmail.com>
> > >> > > wrote:
> > >> > > > >>
> > >> > > > >>> Let's stick to the less maintenance efforts then rather
> than we
> > >> > > leave it
> > >> > > > >>> undecided and delay with leaving this inconsistency.
> > >> > > > >>>
> > >> > > > >>> I dont think we can have some very meaningful data about
> this
> > >> soon
> > >> > > given
> > >> > > > >>> that we don't hear much complaints about this in general so
> far.
> > >> > > > >>>
> > >> > > > >>> The point of this thread is to make a call rather then
> defer to
> > >> the
> > >> > > > >>> future.
> > >> > > > >>>
> > >> > > > >>> On Mon, 27 Apr 2020, 23:15 Wenchen Fan, <
> cloud0...@gmail.com>
> > >> wrote:
> > >> > > > >>>
> > >> > > > >>>> IIUC We are moving away from having 2 classes for Java and
> > >> Scala,
> > >> > > like
> > >> > > > >>>> JavaRDD and RDD. It's much simpler to maintain and use
> with a
> > >> > > single class.
> > >> > > > >>>>
> > >> > > > >>>> I don't have a strong preference over option 3 or 4. We may
> > >> need to
> > >> > > > >>>> collect more data points from actual users.
> > >> > > > >>>>
> > >> > > > >>>> On Mon, Apr 27, 2020 at 9:50 PM Hyukjin Kwon <
> > >> gurwls...@gmail.com>
> > >> > > > >>>> wrote:
> > >> > > > >>>>
> > >> > > > >>>>> Scala users are arguably more prevailing compared to Java
> > >> users,
> > >> > > yes.
> > >> > > > >>>>> Using the Java instances in Scala side is legitimate, and
> > >> they are
> > >> > > > >>>>> already being used in multiple please. I don't believe
> Scala
> > >> > > > >>>>> users find this not Scala friendly as it's legitimate and
> > >> already
> > >> > > > >>>>> being used. I personally find it's more trouble some to
> let
> > >> Java
> > >> > > > >>>>> users to search which APIs to call. Yes, I understand the
> > >> pros and
> > >> > > > >>>>> cons - we should also find the balance considering the
> actual
> > >> > > usage.
> > >> > > > >>>>>
> > >> > > > >>>>> One more argument from me is, though, I think one of the
> > >> goals in
> > >> > > > >>>>> Spark APIs is the unified API set up to my knowledge
> > >> > > > >>>>>  e.g., JavaRDD <> RDD vs DataFrame.
> > >> > > > >>>>> If either way is not particularly preferred over the
> other, I
> > >> would
> > >> > > > >>>>> just choose the one to have the unified API set.
> > >> > > > >>>>>
> > >> > > > >>>>>
> > >> > > > >>>>>
> > >> > > > >>>>> 2020년 4월 27일 (월) 오후 10:37, Tom Graves <
> tgraves...@yahoo.com>님이
> > >> 작성:
> > >> > > > >>>>>
> > >> > > > >>>>>> I agree a general guidance is good so we keep consistent
> in
> > >> the
> > >> > > apis.
> > >> > > > >>>>>> I don't necessarily agree that 4 is the best solution
> > >> though.  I
> > >> > > agree its
> > >> > > > >>>>>> nice to have one api, but it is less friendly for the
> scala
> > >> side.
> > >> > > > >>>>>> Searching for the equivalent Java api shouldn't be hard
> as it
> > >> > > should be
> > >> > > > >>>>>> very close in the name and if we make it a general rule
> users
> > >> > > should
> > >> > > > >>>>>> understand it.   I guess one good question is what API do
> > >> most of
> > >> > > our users
> > >> > > > >>>>>> use between Java and Scala and what is the ratio?  I
> don't
> > >> know
> > >> > > the answer
> > >> > > > >>>>>> to that. I've seen more using Scala over Java.  If the
> > >> majority
> > >> > > use Scala
> > >> > > > >>>>>> then I think the API should be more friendly to that.
> > >> > > > >>>>>>
> > >> > > > >>>>>> Tom
> > >> > > > >>>>>>
> > >> > > > >>>>>> On Monday, April 27, 2020, 04:04:28 AM CDT, Hyukjin Kwon
> <
> > >> > > > >>>>>> gurwls...@gmail.com> wrote:
> > >> > > > >>>>>>
> > >> > > > >>>>>>
> > >> > > > >>>>>> Hi all,
> > >> > > > >>>>>>
> > >> > > > >>>>>> I would like to discuss Java specific APIs and which
> design
> > >> we
> > >> > > will
> > >> > > > >>>>>> choose.
> > >> > > > >>>>>> This has been discussed in multiple places so far, for
> > >> example, at
> > >> > > > >>>>>>
> > >>
> https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fgithub.com%2Fapache%2Fspark%2Fpull%2F28085%23discussion_r407334754&amp;data=02%7C01%7C%7C9175b84aa9004ee6da1908d7ec9bea50%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637238026695625983&amp;sdata=zEYDV0XyvDbeL5YojcdZWHfuJ%2BVOP5%2ByFlbkTFlHPGM%3D&amp;reserved=0
> > >> > > > >>>>>>
> > >> > > > >>>>>>
> > >> > > > >>>>>> *The problem:*
> > >> > > > >>>>>>
> > >> > > > >>>>>> In short, I would like us to have clear guidance on how
> we
> > >> support
> > >> > > > >>>>>> Java specific APIs when
> > >> > > > >>>>>> it requires to return a Java instance. The problem is
> simple:
> > >> > > > >>>>>>
> > >> > > > >>>>>> def requests: Map[String, ExecutorResourceRequest] = ...
> > >> > > > >>>>>> def requestsJMap: java.util.Map[String,
> > >> ExecutorResourceRequest]
> > >> > > = ...
> > >> > > > >>>>>>
> > >> > > > >>>>>> vs
> > >> > > > >>>>>>
> > >> > > > >>>>>> def requests: java.util.Map[String,
> ExecutorResourceRequest]
> > >> = ...
> > >> > > > >>>>>>
> > >> > > > >>>>>>
> > >> > > > >>>>>> *Current codebase:*
> > >> > > > >>>>>>
> > >> > > > >>>>>> My understanding so far was that the latter is preferred
> and
> > >> more
> > >> > > > >>>>>> consistent and prevailing in the
> > >> > > > >>>>>> existing codebase, for example, see
> StateOperatorProgress and
> > >> > > > >>>>>> StreamingQueryProgress in Structured Streaming.
> > >> > > > >>>>>> However, I realised that we also have other approaches
> in the
> > >> > > current
> > >> > > > >>>>>> codebase. There look
> > >> > > > >>>>>> four approaches to deal with Java specifics in general:
> > >> > > > >>>>>>
> > >> > > > >>>>>>    1. Java specific classes such as JavaRDD and
> > >> JavaSparkContext.
> > >> > > > >>>>>>    2. Java specific methods with the same name that
> overload
> > >> its
> > >> > > > >>>>>>    parameters, see functions.scala.
> > >> > > > >>>>>>    3. Java specific methods with a different name that
> needs
> > >> to
> > >> > > > >>>>>>    return a different type such as
> TaskContext.resourcesJMap
> > >> vs
> > >> > > > >>>>>>    TaskContext.resources.
> > >> > > > >>>>>>    4. One method that returns a Java instance for both
> Scala
> > >> and
> > >> > > > >>>>>>    Java sides. see StateOperatorProgress and
> > >> > > StreamingQueryProgress.
> > >> > > > >>>>>>
> > >> > > > >>>>>>
> > >> > > > >>>>>> *Analysis on the current codebase:*
> > >> > > > >>>>>>
> > >> > > > >>>>>> I agree with 2. approach because the corresponding cases
> > >> give you
> > >> > > a
> > >> > > > >>>>>> consistent API usage across
> > >> > > > >>>>>> other language APIs in general. Approach 1. is from the
> old
> > >> world
> > >> > > > >>>>>> when we didn't have unified APIs.
> > >> > > > >>>>>> This might be the worst approach.
> > >> > > > >>>>>>
> > >> > > > >>>>>> 3. and 4. are controversial.
> > >> > > > >>>>>>
> > >> > > > >>>>>> For 3., if you have to use Java APIs, then, you should
> > >> search if
> > >> > > > >>>>>> there is a variant of that API
> > >> > > > >>>>>> every time specifically for Java APIs. But yes, it gives
> you
> > >> > > > >>>>>> Java/Scala friendly instances.
> > >> > > > >>>>>>
> > >> > > > >>>>>> For 4., having one API that returns a Java instance
> makes you
> > >> > > able to
> > >> > > > >>>>>> use it in both Scala and Java APIs
> > >> > > > >>>>>> sides although it makes you call asScala in Scala side
> > >> > > specifically.
> > >> > > > >>>>>> But you don’t
> > >> > > > >>>>>> have to search if there’s a variant of this API and it
> gives
> > >> you a
> > >> > > > >>>>>> consistent API usage across languages.
> > >> > > > >>>>>>
> > >> > > > >>>>>> Also, note that calling Java in Scala is legitimate but
> the
> > >> > > opposite
> > >> > > > >>>>>> case is not, up to my best knowledge.
> > >> > > > >>>>>> In addition, you should have a method that returns a Java
> > >> instance
> > >> > > > >>>>>> for PySpark or SparkR to support.
> > >> > > > >>>>>>
> > >> > > > >>>>>>
> > >> > > > >>>>>> *Proposal:*
> > >> > > > >>>>>>
> > >> > > > >>>>>> I would like to have a general guidance on this that the
> > >> Spark dev
> > >> > > > >>>>>> agrees upon: Do 4. approach. If not possible, do 3.
> Avoid 1
> > >> > > almost at all
> > >> > > > >>>>>> cost.
> > >> > > > >>>>>>
> > >> > > > >>>>>> Note that this isn't a hard requirement but *a general
> > >> guidance*;
> > >> > > > >>>>>> therefore, the decision might be up to
> > >> > > > >>>>>> the specific context. For example, when there are some
> strong
> > >> > > > >>>>>> arguments to have a separate Java specific API, that’s
> fine.
> > >> > > > >>>>>> Of course, we won’t change the existing methods given
> > >> Micheal’s
> > >> > > > >>>>>> rubric added before. I am talking about new
> > >> > > > >>>>>> methods in unreleased branches.
> > >> > > > >>>>>>
> > >> > > > >>>>>> Any concern or opinion on this?
> > >> > > > >>>>>>
> > >> > > > >>>>>
> > >> > > > >>
> > >> > > > >> --
> > >> > > > >> Ryan Blue
> > >> > > > >> Software Engineer
> > >> > > > >> Netflix
> > >> > > > >>
> > >> > > > >
> > >> > >
> > >>
> > >>
>

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