Hey Wes,

Thanks for the review. I've broken out the format change into this PR:
https://github.com/apache/arrow/pull/6686

Best,
David

On 3/22/20, Wes McKinney <wesmck...@gmail.com> wrote:
> hi David,
>
> I did a preliminary view and things look to be on the right track
> there. What do you think about breaking out the protocol changes (and
> adding appropriate comments) so we can have a vote on that in
> relatively short order?
>
> - Wes
>
> On Wed, Mar 18, 2020 at 9:06 AM David Li <li.david...@gmail.com> wrote:
>>
>> Following up here, I've submitted a draft implementation for C++:
>> https://github.com/apache/arrow/pull/6656
>>
>> The core functionality is there, but there are still holes that I need
>> to implement. Compared to the draft spec, the client also sends a
>> FlightDescriptor to begin with, though it's currently not exposed.
>> This provides consistency with DoGet/DoPut which also send a message
>> to begin with to describe the stream to the server.
>>
>> Andy, I hope this helps clarify whether it meets your needs.
>>
>> Best,
>> David
>>
>> On 2/25/20, David Li <li.david...@gmail.com> wrote:
>> > Hey Andy,
>> >
>> > I've been rather busy unfortunately. I had started on an
>> > implementation in C++ to provide as part of this discussion, but it's
>> > not complete. I'm hoping to have more done in March.
>> >
>> > Best,
>> > David
>> >
>> > On 2/25/20, Andy Grove <andygrov...@gmail.com> wrote:
>> >> I was wondering if there had been any momentum on this (the
>> >> BiDirectional
>> >> RPC design)?
>> >>
>> >> I'm interested in this for the use case of Apache Spark sending a
>> >> stream
>> >> of
>> >> data to another process to invoke custom code and then receive a
>> >> stream
>> >> back with the transformed data.
>> >>
>> >> Thanks,
>> >>
>> >> Andy.
>> >>
>> >>
>> >>
>> >> On Fri, Dec 13, 2019 at 12:12 PM Jacques Nadeau <jacq...@apache.org>
>> >> wrote:
>> >>
>> >>> I support moving forward with the current proposal.
>> >>>
>> >>> On Thu, Dec 12, 2019 at 12:20 PM David Li <li.david...@gmail.com>
>> >>> wrote:
>> >>>
>> >>> > Just following up here again, any other thoughts?
>> >>> >
>> >>> > I think we do have justifications for potentially separate streams
>> >>> > in
>> >>> > a call, but that's more of an orthogonal question - it doesn't need
>> >>> > to
>> >>> > be addressed here. I do agree that it very much complicates things.
>> >>> >
>> >>> > Thanks,
>> >>> > David
>> >>> >
>> >>> > On 11/29/19, Wes McKinney <wesmck...@gmail.com> wrote:
>> >>> > > I would generally agree with this. Note that you have the
>> >>> > > possibility
>> >>> > > to use unions-of-structs to send record batches with different
>> >>> > > schemas
>> >>> > > in the same stream, though with some added complexity on each
>> >>> > > side
>> >>> > >
>> >>> > > On Thu, Nov 28, 2019 at 10:37 AM Jacques Nadeau
>> >>> > > <jacq...@apache.org>
>> >>> > wrote:
>> >>> > >>
>> >>> > >> 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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