I'd vote for explicitly not supported. We should keep our primitives narrow.

On Wed, Nov 27, 2019, 1:17 PM David Li <li.david...@gmail.com> wrote:

> Thanks for the feedback.
>
> I do think if we had explicitly embraced gRPC from the beginning,
> there are a lot of places where things could be made more ergonomic,
> including with the metadata fields. But it would also have locked out
> us of potential future transports.
>
> On another note: I hesitate to put too much into this method, but we
> are looking at use cases where potentially, a client may want to
> upload multiple distinct datasets (with differing schemas). (This is a
> little tentative, and I can get more details...) Right now, each
> logical stream in Flight must have a single, consistent schema; would
> it make sense to look at ways to relax this, or declare this
> explicitly out of scope (and require multiple calls and coordination
> with the deployment topology) in order to accomplish this?
>
> Best,
> David
>
> On 11/27/19, Jacques Nadeau <jacq...@apache.org> wrote:
> > Fair enough. I'm okay with the bytes approach and the proposal looks good
> > to me.
> >
> > On Fri, Nov 8, 2019 at 11:37 AM David Li <li.david...@gmail.com> wrote:
> >
> >> I've updated the proposal.
> >>
> >> On the subject of Protobuf Any vs bytes, and how to handle
> >> errors/metadata, I still think using bytes is preferable:
> >> - It doesn't require (conditionally) exposing or wrapping Protobuf
> types,
> >> - We wouldn't be able to practically expose the Protobuf field to C++
> >> users without causing build pains,
> >> - We can't let Python users take advantage of the Protobuf field
> >> without somehow being compatible with the Protobuf wheels (by linking
> >> to the same version, and doing magic to turn the C++ Protobufs into
> >> the Python ones),
> >> - All our other application-defined fields are already bytes.
> >>
> >> Applications that want structure can encode JSON or Protobuf Any into
> >> the bytes field themselves, much as you can already do for Ticket,
> >> commands in FlightDescriptors, and application metadata in
> >> DoGet/DoPut. I don't think this is (much) less efficient than using
> >> Any directly, since Any itself is a bytes field with a tag, and must
> >> invoke the Protobuf deserializer again to read the actual message.
> >>
> >> If we decide on using bytes, then I don't think it makes sense to
> >> define a new message with a oneof either, since it would be redundant.
> >>
> >> Thanks,
> >> David
> >>
> >> On 11/7/19, David Li <li.david...@gmail.com> wrote:
> >> > I've been extremely backlogged, I will update the proposal when I get
> >> > a chance and reply here when done.
> >> >
> >> > Best,
> >> > David
> >> >
> >> > On 11/7/19, Wes McKinney <wesmck...@gmail.com> wrote:
> >> >> Bumping this discussion since a couple of weeks have passed. It seems
> >> >> there are still some questions here, could we summarize what are the
> >> >> alternatives along with any public API implications so we can try to
> >> >> render a decision?
> >> >>
> >> >> On Sat, Oct 26, 2019 at 7:19 PM David Li <li.david...@gmail.com>
> >> >> wrote:
> >> >>>
> >> >>> Hi Wes,
> >> >>>
> >> >>> Responses inline:
> >> >>>
> >> >>> On Sat, Oct 26, 2019, 13:46 Wes McKinney <wesmck...@gmail.com>
> wrote:
> >> >>>
> >> >>> > On Mon, Oct 21, 2019 at 7:40 PM David Li <li.david...@gmail.com>
> >> >>> > wrote:
> >> >>> > >
> >> >>> > > The question is whether to repurpose the existing FlightData
> >> >>> > > structure, and allow for the metadata field to be filled in and
> >> data
> >> >>> > > fields to be blank (as a control message), or to wrap the
> >> FlightData
> >> >>> > > structure in another structure that explicitly distinguishes
> >> between
> >> >>> > > control and data messages.
> >> >>> >
> >> >>> > I'm not super against having metadata-only FlightData with empty
> >> body.
> >> >>> > One question to consider is what changes (if any) would need to be
> >> >>> > made to public APIs in either scenario.
> >> >>> >
> >> >>>
> >> >>> We could leave DoGet/DoPut as-is for now, and allow empty data
> >> >>> messages
> >> >>> in
> >> >>> the future. This would be a breaking change, but wouldn't change the
> >> >>> wire
> >> >>> format. I think the APIs could be changed backwards compatibly,
> >> >>> though.
> >> >>>
> >> >>>
> >> >>>
> >> >>> > > The other question is how to handle the metadata fields. So far,
> >> >>> > > we've
> >> >>> > > used bytestring fields for application-defined data. This is
> >> >>> > > workable
> >> >>> > > if you want to use Protobuf to define the contents of those
> >> >>> > > fields,
> >> >>> > > but requires you to pack/unpack your Protobuf into/from the
> >> >>> > > bytestring
> >> >>> > > field. If we instead used the Protobuf Any field, a dynamically
> >> >>> > > typed
> >> >>> > > field, this would be more convenient, but then we'd be exposing
> >> >>> > > Protobuf types. We could alternatively use a combination of a
> >> >>> > > type
> >> >>> > > field and a bytestring field, mimicking what the Protobuf Any
> >> >>> > > type
> >> >>> > > looks like on the wire. I'm not sure this is actually cleaner in
> >> any
> >> >>> > > of the language APIs, though.
> >> >>> >
> >> >>> > Leaving the deserialization of the app metadata to the particular
> >> >>> > Flight implementation seems on first principles like the most
> >> flexible
> >> >>> > thing, if Any is used, does that mean the metadata _must_ be a
> >> >>> > protobuf?
> >> >>> >
> >> >>>
> >> >>>
> >> >>> If Any is used, we could still expose a bytes-based API, but it
> would
> >> >>> have
> >> >>> some more wrapping. (We could put a ByteString in Any.) Then the
> >> >>> question
> >> >>> would just be how to expose this (would be easier in Java, harder in
> >> >>> C++).
> >> >>>
> >> >>>
> >> >>>
> >> >>> > > David
> >> >>> > >
> >> >>> > > On 10/21/19, Antoine Pitrou <anto...@python.org> wrote:
> >> >>> > > >
> >> >>> > > > Can one of you explain what is being proposed in non-protobuf
> >> >>> > > > terms?
> >> >>> > > > Knowledge of protobuf shouldn't be required to use Flight.
> >> >>> > > >
> >> >>> > > > Regards
> >> >>> > > >
> >> >>> > > > Antoine.
> >> >>> > > >
> >> >>> > > >
> >> >>> > > > Le 21/10/2019 à 15:46, David Li a écrit :
> >> >>> > > >> Oneof doesn't actually change the wire encoding; it would
> just
> >> be
> >> >>> > > >> application-level logic. (The official guide doesn't even
> >> mention
> >> >>> > > >> it
> >> >>> > > >> in the encoding docs; I found
> >> >>> > > >>
> >> >>> >
> >>
> https://stackoverflow.com/questions/52226409/how-protobuf-encodes-oneof-message-construct
> >> >>> > > >> as well.)
> >> >>> > > >>
> >> >>> > > >> If I follow you, Jacques, then you are proposing essentially
> >> >>> > > >> inlining
> >> >>> > > >> the definition of Any, e.g.
> >> >>> > > >>
> >> >>> > > >> message FlightMessage {
> >> >>> > > >>   oneof message {
> >> >>> > > >>     FlightData data = 1;
> >> >>> > > >>     FlightAny metadata = 2;
> >> >>> > > >>   }
> >> >>> > > >> }
> >> >>> > > >>
> >> >>> > > >> message FlightAny {
> >> >>> > > >>   string type = 1;
> >> >>> > > >>   bytes data = 2;
> >> >>> > > >> }
> >> >>> > > >>
> >> >>> > > >> Is this correct?
> >> >>> > > >>
> >> >>> > > >> It might be nice to consider the wrapper message for
> >> >>> > > >> DoGet/DoPut
> >> >>> > > >> as
> >> >>> > > >> well, but at that point, I'd rather we be consistent with all
> >> >>> > > >> of
> >> >>> > > >> them,
> >> >>> > > >> rather than have one of the three methods do its own thing.
> >> >>> > > >>
> >> >>> > > >> Thanks,
> >> >>> > > >> David
> >> >>> > > >>
> >> >>> > > >> On 10/20/19, Jacques Nadeau <jacq...@apache.org> wrote:
> >> >>> > > >>> I think we could probably expose the oneof behavior without
> >> >>> > > >>> exposing
> >> >>> > the
> >> >>> > > >>> protobuf functions. On the any... hmm. I guess we could
> >> >>> > > >>> expose
> >> >>> > > >>> as
> >> >>> > > >>> two
> >> >>> > > >>> fields: type and data. Then users could use it for whatever
> >> >>> > > >>> but
> >> >>> > > >>> if
> >> >>> > > >>> people
> >> >>> > > >>> wanted to treat it as any, it would work. (Basically a user
> >> >>> > > >>> could
> >> >>> > > >>> use
> >> >>> > > >>> any
> >> >>> > > >>> with it easily but they could also use any other mechanism).
> >> >>> > > >>> At
> >> >>> > least in
> >> >>> > > >>> java, the any concepts are pretty simple/diy. Are other
> >> language
> >> >>> > > >>> bindings
> >> >>> > > >>> less diy?
> >> >>> > > >>>
> >> >>> > > >>> I'm *not* hardcore against the empty FlightData + metadata
> >> >>> > > >>> but
> >> >>> > > >>> it
> >> >>> > just
> >> >>> > > >>> seemed a bit janky.
> >> >>> > > >>>
> >> >>> > > >>> Thinking about the control message/wrapper object thing, I
> >> >>> > > >>> wonder
> >> >>> > > >>> if
> >> >>> > we
> >> >>> > > >>> should redefine DoPut and DoGet to have the same property if
> >> >>> > > >>> we
> >> >>> > think it
> >> >>> > > >>> is
> >> >>> > > >>> a good idea...
> >> >>> > > >>>
> >> >>> > > >>> On Wed, Oct 16, 2019 at 5:13 PM David Li <
> >> li.david...@gmail.com>
> >> >>> > wrote:
> >> >>> > > >>>
> >> >>> > > >>>> I was definitely considering having control messages
> without
> >> >>> > > >>>> data,
> >> >>> > and
> >> >>> > > >>>> I thought that could be encoded by a FlightData with only
> >> >>> > app_metadata
> >> >>> > > >>>> set. I think I understand your position now: FlightData
> >> >>> > > >>>> should
> >> >>> > always
> >> >>> > > >>>> carry (some) data (with optional metadata)?
> >> >>> > > >>>>
> >> >>> > > >>>> That makes sense to me, and is consistent with the
> >> >>> > > >>>> documentation
> >> >>> > > >>>> on
> >> >>> > > >>>> FlightData in the Protobuf file. I was worried about having
> >> >>> > > >>>> a
> >> >>> > > >>>> redundant metadata field, but oneof prevents that from
> >> >>> > > >>>> happening,
> >> >>> > and
> >> >>> > > >>>> overall having a clear separation between data and control
> >> >>> > > >>>> messages
> >> >>> > is
> >> >>> > > >>>> cleaner.
> >> >>> > > >>>>
> >> >>> > > >>>> As for using Protobuf's Any: so far, we've refrained from
> >> >>> > > >>>> exposing
> >> >>> > > >>>> Protobuf by using bytes, would we want to change that now?
> >> >>> > > >>>>
> >> >>> > > >>>> Best,
> >> >>> > > >>>> David
> >> >>> > > >>>>
> >> >>> > > >>>> On 10/16/19, Jacques Nadeau <jacq...@apache.org> wrote:
> >> >>> > > >>>>> Hey David,
> >> >>> > > >>>>>
> >> >>> > > >>>>> RE: Async: I was trying to match the pattern we use for
> >> >>> > > >>>>> doget/doput
> >> >>> > > >>>>> for
> >> >>> > > >>>>> async. Yes, more thinking java given java grpc's async
> >> >>> > > >>>>> always
> >> >>> > pattern.
> >> >>> > > >>>>>
> >> >>> > > >>>>> On the comment around the FlightData, I think it is
> >> >>> > > >>>>> overloading
> >> >>> > > >>>>> the
> >> >>> > > >>>> message
> >> >>> > > >>>>> to use metadata for this. If I want to send a control
> >> >>> > > >>>>> message
> >> >>> > > >>>> independently
> >> >>> > > >>>>> of the data message, I would have to define something like
> >> >>> > > >>>>> an
> >> >>> > > >>>>> empty
> >> >>> > > >>>> flight
> >> >>> > > >>>>> data message that has custom metadata. Why not support a
> >> >>> > > >>>>> container
> >> >>> > > >>>>> object
> >> >>> > > >>>>> with a oneof{FlightData, Any} in it instead so users can
> >> >>> > > >>>>> add
> >> >>> > > >>>>> more
> >> >>> > data
> >> >>> > > >>>>> as
> >> >>> > > >>>>> desired. The default impl could be a noop for the Any
> >> >>> > > >>>>> messages.
> >> >>> > > >>>>>
> >> >>> > > >>>>> On Tue, Oct 15, 2019 at 6:50 PM David Li
> >> >>> > > >>>>> <li.david...@gmail.com>
> >> >>> > > >>>>> wrote:
> >> >>> > > >>>>>
> >> >>> > > >>>>>> Hi Jacques,
> >> >>> > > >>>>>>
> >> >>> > > >>>>>> Thanks for the comments.
> >> >>> > > >>>>>>
> >> >>> > > >>>>>> - I do agree DoExchange is a better name!
> >> >>> > > >>>>>> - FlightData already has metadata fields as a result of
> >> prior
> >> >>> > > >>>>>> proposals, so I don't think we need a new message to
> carry
> >> >>> > > >>>>>> that
> >> >>> > kind
> >> >>> > > >>>>>> of information.
> >> >>> > > >>>>>> - I like the suggestion of an async handler to handle
> >> >>> > > >>>>>> incoming
> >> >>> > > >>>>>> messages as the fundamental API; it would actually be
> >> >>> > > >>>>>> quite
> >> >>> > natural
> >> >>> > > >>>>>> to
> >> >>> > > >>>>>> implement in Flight/Java. I will note that it's not
> >> >>> > > >>>>>> possible
> >> >>> > > >>>>>> in
> >> >>> > > >>>>>> C++/Python without spawning a thread, though. (In
> essence,
> >> >>> > gRPC-Java
> >> >>> > > >>>>>> is async-always and gRPC-C++ is sync-always.) There are
> >> >>> > experimental
> >> >>> > > >>>>>> C++ APIs that would let us do something similar to Java,
> >> >>> > > >>>>>> but
> >> >>> > > >>>>>> those
> >> >>> > > >>>>>> are
> >> >>> > > >>>>>> only in relatively recent gRPC versions and are still
> >> >>> > > >>>>>> under
> >> >>> > > >>>>>> development (contrary to the interceptor APIs which have
> >> been
> >> >>> > around
> >> >>> > > >>>>>> for quite a while).
> >> >>> > > >>>>>>
> >> >>> > > >>>>>> Thanks,
> >> >>> > > >>>>>> David
> >> >>> > > >>>>>>
> >> >>> > > >>>>>> On 10/15/19, Jacques Nadeau <jacq...@apache.org> wrote:
> >> >>> > > >>>>>>> I like it. Added some comments to the doc. Might worth
> >> >>> > > >>>>>>> discussion
> >> >>> > > >>>>>>> here
> >> >>> > > >>>>>>> depending on your thoughts.
> >> >>> > > >>>>>>>
> >> >>> > > >>>>>>> On Tue, Oct 15, 2019 at 7:11 AM David Li
> >> >>> > > >>>>>>> <li.david...@gmail.com>
> >> >>> > > >>>> wrote:
> >> >>> > > >>>>>>>
> >> >>> > > >>>>>>>> Hey Ryan,
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>> Thanks for the comments.
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>> Concrete example: I've edited the doc to provide a
> >> >>> > > >>>>>>>> Python
> >> >>> > strawman.
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>> Sync vs async: while I don't touch on it, you could
> >> >>> > > >>>>>>>> interleave
> >> >>> > > >>>> uploads
> >> >>> > > >>>>>>>> and downloads if you were so inclined. Right now,
> >> >>> > > >>>>>>>> synchronous
> >> >>> > APIs
> >> >>> > > >>>>>>>> make this error-prone, e.g. if both client and server
> >> >>> > > >>>>>>>> wait
> >> >>> > > >>>>>>>> for
> >> >>> > each
> >> >>> > > >>>>>>>> other due to an application logic bug. (gRPC doesn't
> >> >>> > > >>>>>>>> give
> >> >>> > > >>>>>>>> us
> >> >>> > > >>>>>>>> the
> >> >>> > > >>>>>>>> ability to have per-read timeouts, only an overall
> >> >>> > > >>>>>>>> timeout.)
> >> >>> > > >>>>>>>> As
> >> >>> > an
> >> >>> > > >>>>>>>> example of this happening with DoPut, see ARROW-6063:
> >> >>> > > >>>>>>>> https://issues.apache.org/jira/browse/ARROW-6063
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>> This is mostly tangential though, eventually we will
> >> >>> > > >>>>>>>> want
> >> >>> > > >>>>>>>> to
> >> >>> > design
> >> >>> > > >>>>>>>> asynchronous APIs for Flight as a whole. A
> bidirectional
> >> >>> > > >>>>>>>> stream
> >> >>> > > >>>>>>>> like
> >> >>> > > >>>>>>>> this (and like DoPut) just makes these pitfalls easier
> >> >>> > > >>>>>>>> to
> >> >>> > > >>>>>>>> run
> >> >>> > into.
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>> Using DoPut+DoGet: I discussed this in the proposal,
> but
> >> >>> > > >>>>>>>> the
> >> >>> > main
> >> >>> > > >>>>>>>> concern is that depending on how you deploy, two
> >> >>> > > >>>>>>>> separate
> >> >>> > > >>>>>>>> calls
> >> >>> > > >>>>>>>> could
> >> >>> > > >>>>>>>> get routed to different instances. Additionally, gRPC
> >> >>> > > >>>>>>>> has
> >> >>> > > >>>>>>>> some
> >> >>> > > >>>>>>>> reconnection behaviors; if the server goes away in
> >> >>> > > >>>>>>>> between
> >> >>> > > >>>>>>>> the
> >> >>> > two
> >> >>> > > >>>>>>>> calls, but it then restarts or there is another
> instance
> >> >>> > available,
> >> >>> > > >>>>>>>> the client will happily reconnect to the new server
> >> without
> >> >>> > > >>>>>>>> warning.
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>> Thanks,
> >> >>> > > >>>>>>>> David
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>> On 10/15/19, Ryan Murray <rym...@dremio.com> wrote:
> >> >>> > > >>>>>>>>> Hey David,
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> I think this proposal makes a lot of sense. I like it
> >> >>> > > >>>>>>>>> and
> >> >>> > > >>>>>>>>> the
> >> >>> > > >>>>>>>>> possibility
> >> >>> > > >>>>>>>>> of remote compute via arrow buffers. One thing that
> >> >>> > > >>>>>>>>> would
> >> >>> > > >>>>>>>>> help
> >> >>> > me
> >> >>> > > >>>>>> would
> >> >>> > > >>>>>>>> be
> >> >>> > > >>>>>>>>> a concrete example of the API in a real life use case.
> >> >>> > > >>>>>>>>> Also,
> >> >>> > what
> >> >>> > > >>>>>> would
> >> >>> > > >>>>>>>> the
> >> >>> > > >>>>>>>>> client experience be in terms of sync vs asyc? Would
> >> >>> > > >>>>>>>>> the
> >> >>> > > >>>>>>>>> client
> >> >>> > > >>>>>>>>> block
> >> >>> > > >>>>>>>> till
> >> >>> > > >>>>>>>>> the bidirectional call return ie c =
> >> flight.vector_mult(a,
> >> >>> > > >>>>>>>>> b)
> >> >>> > or
> >> >>> > > >>>>>>>>> would
> >> >>> > > >>>>>>>> the
> >> >>> > > >>>>>>>>> client wait to be signaled that computation was done.
> >> >>> > > >>>>>>>>> If
> >> >>> > > >>>>>>>>> the
> >> >>> > > >>>>>>>>> later
> >> >>> > > >>>>>>>>> how
> >> >>> > > >>>>>>>>> is
> >> >>> > > >>>>>>>>> that different from a DoPut then DoGet? I suppose that
> >> >>> > > >>>>>>>>> this
> >> >>> > could
> >> >>> > > >>>> be
> >> >>> > > >>>>>>>>> implemented without extending the RPC interface but
> >> rather
> >> >>> > > >>>>>>>>> by a
> >> >>> > > >>>>>>>>> function/util?
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> Best,
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> Ryan
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> On Sun, Oct 13, 2019 at 9:24 PM David Li <
> >> >>> > li.david...@gmail.com>
> >> >>> > > >>>>>> wrote:
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>>> Hi all,
> >> >>> > > >>>>>>>>>>
> >> >>> > > >>>>>>>>>> We've been using Flight quite successfully so far,
> but
> >> we
> >> >>> > > >>>>>>>>>> have
> >> >>> > > >>>>>>>>>> identified a new use case on the horizon: being able
> >> >>> > > >>>>>>>>>> to
> >> >>> > > >>>>>>>>>> both
> >> >>> > > >>>>>>>>>> send
> >> >>> > > >>>>>>>>>> and
> >> >>> > > >>>>>>>>>> retrieve Arrow data within a single RPC call. To that
> >> >>> > > >>>>>>>>>> end,
> >> >>> > I've
> >> >>> > > >>>>>>>>>> written up a proposal for a new RPC method:
> >> >>> > > >>>>>>>>>>
> >> >>> > > >>>>>>>>>>
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>
> >> >>> > > >>>>
> >> >>> >
> >>
> https://docs.google.com/document/d/1Hh-3Z0hK5PxyEYFxwVxp77jens3yAgC_cpp0TGW-dcw/edit?usp=sharing
> >> >>> > > >>>>>>>>>>
> >> >>> > > >>>>>>>>>> Please let me know if you can't view or comment on
> the
> >> >>> > document.
> >> >>> > > >>>>>>>>>> I'd
> >> >>> > > >>>>>>>>>> appreciate any feedback; I think this is a relatively
> >> >>> > > >>>>>>>>>> straightforward
> >> >>> > > >>>>>>>>>> addition - it is essentially "DoPutThenGet".
> >> >>> > > >>>>>>>>>>
> >> >>> > > >>>>>>>>>> This is a format change and would require a vote.
> I've
> >> >>> > > >>>>>>>>>> decided
> >> >>> > > >>>>>>>>>> to
> >> >>> > > >>>>>>>>>> table the other format change I had proposed (on
> >> >>> > > >>>>>>>>>> DoPut),
> >> >>> > > >>>>>>>>>> as
> >> >>> > > >>>>>>>>>> it
> >> >>> > > >>>>>> doesn't
> >> >>> > > >>>>>>>>>> functionally change Flight, just the interpretation
> of
> >> >>> > > >>>>>>>>>> the
> >> >>> > > >>>>>>>>>> semantics.
> >> >>> > > >>>>>>>>>>
> >> >>> > > >>>>>>>>>> Thanks,
> >> >>> > > >>>>>>>>>> David
> >> >>> > > >>>>>>>>>>
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> --
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> Ryan Murray  | Principal Consulting Engineer
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> +447540852009 | rym...@dremio.com
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>> <https://www.dremio.com/>
> >> >>> > > >>>>>>>>> Check out our GitHub <https://www.github.com/dremio>,
> >> join
> >> >>> > > >>>>>>>>> our
> >> >>> > > >>>>>>>>> community
> >> >>> > > >>>>>>>>> site <https://community.dremio.com/> & Download
> Dremio
> >> >>> > > >>>>>>>>> <https://www.dremio.com/download>
> >> >>> > > >>>>>>>>>
> >> >>> > > >>>>>>>>
> >> >>> > > >>>>>>>
> >> >>> > > >>>>>>
> >> >>> > > >>>>>
> >> >>> > > >>>>
> >> >>> > > >>>
> >> >>> > > >
> >> >>> >
> >> >>
> >> >
> >>
> >
>

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