Yeah, definitely since this a forming feature.

BR,
G


On Mon, Mar 31, 2025 at 9:41 AM Zakelly Lan <zakelly....@gmail.com> wrote:

> Hi Gabor,
>
> Only one minor suggestion, is it possible to make this \@Experimental?  I
> could expect some new metadata columns added or changed in the near future,
> just want to maintain some flexibility until the feature reaches maturity.
>
>
> Best,
> Zakelly
>
> On Fri, Mar 28, 2025 at 8:47 PM Gabor Somogyi <gabor.g.somo...@gmail.com>
> wrote:
>
> > Just to avoid jumping from one thread to another here's Timo's
> suggestion:
> >
> > "if I understand the discussion correctly, you want to use a PTF without
> > table arguments to return a table (read from savepoint metadata)? If
> > this is the case, you don't need a PTF for it. A regular table function
> > can also do the job. IIRC we support TVF with constant args."
> >
> > I've tried the TVF out and works with batch mode like charm.
> >
> > > I'd also suggest we make it built-in without registration.
> > I basically agree to have this as built-in.
> >
> > From my perspective there are no further questions/concerns and updated
> the
> > FLIP accordingly.
> > If somebody has then please share, otherwise I would like to go on with
> the
> > vote.
> >
> > All in all thanks for everybody for the constructive suggestions, we've
> > made things really better.
> >
> > BR,
> > G
> >
> >
> > On Fri, Mar 28, 2025 at 9:19 AM Zakelly Lan <zakelly....@gmail.com>
> wrote:
> >
> > > Hi all,
> > >
> > > Given the simplicity, I also +1 for PTF or any other function
> > > implementation if PTF is not applicable for this.
> > >
> > > I would like to raise a consideration regarding the usage
> implementation:
> > > > Would it be necessary to allow users to utilize the CREATE FUNCTION
> > > > statement for registering the PTF?
> > >
> > >
> > >  I'd also suggest we make it built-in without registration.
> > >
> > > Currently, Flink SQL supports letting external systems register modules
> > and
> > > > leverage these modules to centrally manage all function definitions.
> > > Given
> > > > this architectural approach, I’m curious if the plan involves
> > introducing
> > > > additional functions in the future. If so, I would advocate for
> > > introducing
> > > > a dedicated state module to centralize such management. This would
> > > empower
> > > > users to:
> > >
> > >
> > > I can’t think of any further functions for now, but I'd +1 for a module
> > if
> > > it could omit the registration.
> > >
> > >
> > > Best,
> > > Zakelly.
> > >
> > >
> > >
> > > On Fri, Mar 28, 2025 at 10:25 AM Shengkai Fang <fskm...@gmail.com>
> > wrote:
> > >
> > > > One more question about the FLIP.
> > > >
> > > > I think the output schema is definitely a public API to users. If
> users
> > > > use the `CREATE FUNCTION` statement, is it means the class path is
> > also a
> > > > public API to users. Alternatively, this is merely an experimental
> > > feature
> > > > and we don't have any promise about this function.
> > > >
> > > > Best,
> > > > Shengkai
> > > >
> > > > Shengkai Fang <fskm...@gmail.com> 于2025年3月28日周五 10:20写道:
> > > >
> > > >> +1 to use PTF.
> > > >>
> > > >> I would like to raise a consideration regarding the usage
> > > implementation:
> > > >> Would it be necessary to allow users to utilize the CREATE FUNCTION
> > > >> statement for registering the PTF?
> > > >>
> > > >> Currently, Flink SQL supports letting external systems register
> > modules
> > > >> and leverage these modules to centrally manage all function
> > definitions.
> > > >> Given this architectural approach, I’m curious if the plan involves
> > > >> introducing additional functions in the future. If so, I would
> > advocate
> > > for
> > > >> introducing a dedicated state module to centralize such management.
> > This
> > > >> would empower users to:
> > > >>
> > > >> 1. Simply execute the LOAD MODULE command to load the required
> module,
> > > and
> > > >> 2. Directly invoke read_metadata thereafter.
> > > >>
> > > >> For more details about the module, please refer to this document[1].
> > > >>
> > > >> Best,
> > > >> Shengkai
> > > >>
> > > >> [1]
> > > >>
> > >
> >
> https://nightlies.apache.org/flink/flink-docs-master/docs/dev/table/modules/
> > > >>
> > > >> Gabor Somogyi <gabor.g.somo...@gmail.com> 于2025年3月28日周五 00:26写道:
> > > >>
> > > >>> Just found out that PTF in batch mode is not supported, plz see the
> > dev
> > > >>> mailing about it [1].
> > > >>>
> > > >>> [1]
> https://lists.apache.org/thread/ytm9m1qt4pq2q2gjngfktrn8vrlvkf07
> > > >>>
> > > >>> BR,
> > > >>> G
> > > >>>
> > > >>>
> > > >>> On Thu, Mar 27, 2025 at 3:38 PM Gabor Somogyi <
> > > gabor.g.somo...@gmail.com
> > > >>> >
> > > >>> wrote:
> > > >>>
> > > >>> > In the meantime I've just updated the FLIP according to this to
> be
> > > >>> > optimistic 🙂
> > > >>> >
> > > >>> > BR,
> > > >>> > G
> > > >>> >
> > > >>> > On Thu, Mar 27, 2025 at 2:15 PM Gabor Somogyi <
> > > >>> gabor.g.somo...@gmail.com>
> > > >>> > wrote:
> > > >>> >
> > > >>> >> Considering all the facts I also +1 on PTF. Even if something is
> > > >>> missing
> > > >>> >> we can add later.
> > > >>> >>
> > > >>> >> @Zakelly Lan <zakelly....@gmail.com> @Shengkai Fang are you
> also
> > on
> > > >>> the
> > > >>> >> same page or have something to add?
> > > >>> >>
> > > >>> >> BR,
> > > >>> >> G
> > > >>> >>
> > > >>> >>
> > > >>> >> On Thu, Mar 27, 2025 at 1:50 PM Lincoln Lee <
> > lincoln.8...@gmail.com
> > > >
> > > >>> >> wrote:
> > > >>> >>
> > > >>> >>> +1 for PTF
> > > >>> >>>
> > > >>> >>> > Is it possible to describe such function to see the column
> > > >>> names/types?
> > > >>> >>>
> > > >>> >>> Although Flink SQL does not directly support this feature,
> users
> > > can
> > > >>> >>> achieve
> > > >>> >>> similar results with the help of `explain` syntax, e.g.
> > > >>> >>> 'explain select * from read_state_metadata(...)'
> > > >>> >>>
> > > >>> >>>
> > > >>> >>> Best,
> > > >>> >>> Lincoln Lee
> > > >>> >>>
> > > >>> >>>
> > > >>> >>> Gyula Fóra <gyula.f...@gmail.com> 于2025年3月27日周四 20:41写道:
> > > >>> >>>
> > > >>> >>> > Hey!
> > > >>> >>> >
> > > >>> >>> > I think the PTF approach strikes a great balance in
> simplicity
> > > and
> > > >>> the
> > > >>> >>> > capabilities that we get out of it.
> > > >>> >>> >
> > > >>> >>> > I think this could be a completely viable alternative to the
> > > >>> dedicated
> > > >>> >>> > connector, +1.
> > > >>> >>> >
> > > >>> >>> > Cheers,
> > > >>> >>> > Gyula
> > > >>> >>> >
> > > >>> >>> > On Thu, Mar 27, 2025 at 10:37 AM Shengkai Fang <
> > > fskm...@gmail.com>
> > > >>> >>> wrote:
> > > >>> >>> >
> > > >>> >>> > > Hi, Gabor.
> > > >>> >>> > >
> > > >>> >>> > > > Do I understand correctly that this is 2.x only feature
> and
> > > we
> > > >>> >>> can't
> > > >>> >>> > > backport it to 1.x line
> > > >>> >>> > >
> > > >>> >>> > > Yes. PTF is only supported in 2.x verison.
> > > >>> >>> > >
> > > >>> >>> > > > Is it possible to describe such function to see the
> column
> > > >>> >>> names/types?
> > > >>> >>> > >
> > > >>> >>> > > Flink SQL doesn't support this feature, but postgres[2] or
> > > >>> mysql[1]
> > > >>> >>> has
> > > >>> >>> > > similar feature.
> > > >>> >>> > >
> > > >>> >>> > > [1]
> > > >>> >>>
> > https://dev.mysql.com/doc/refman/8.4/en/show-create-procedure.html
> > > >>> >>> > > [2]
> > > >>> >>> > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://stackoverflow.com/questions/6898453/show-the-code-of-a-function-procedure-and-trigger-in-postgresql
> > > >>> >>> > >
> > > >>> >>> > > Best,
> > > >>> >>> > > Shengkai
> > > >>> >>> > >
> > > >>> >>> > >
> > > >>> >>> > > Gabor Somogyi <gabor.g.somo...@gmail.com> 于2025年3月27日周四
> > > 16:25写道:
> > > >>> >>> > >
> > > >>> >>> > > > Hi Shengkai,
> > > >>> >>> > > >
> > > >>> >>> > > > Thanks for your effort with the example, this looks
> > > promising.
> > > >>> >>> > > > I like the fact that users wouldn't need to sweat with
> > > complex
> > > >>> >>> create
> > > >>> >>> > > table
> > > >>> >>> > > > statements.
> > > >>> >>> > > >
> > > >>> >>> > > > Couple of questions:
> > > >>> >>> > > > * Do I understand correctly that this is 2.x only feature
> > and
> > > >>> we
> > > >>> >>> can't
> > > >>> >>> > > > backport it to 1.x line?
> > > >>> >>> > > > I'm not intended to do any backport, just would like to
> > know
> > > >>> the
> > > >>> >>> > > technical
> > > >>> >>> > > > constraints.
> > > >>> >>> > > > * Is it possible to describe such function to see the
> > column
> > > >>> >>> > names/types?
> > > >>> >>> > > >
> > > >>> >>> > > > BR,
> > > >>> >>> > > > G
> > > >>> >>> > > >
> > > >>> >>> > > >
> > > >>> >>> > > > On Thu, Mar 27, 2025 at 3:17 AM Shengkai Fang <
> > > >>> fskm...@gmail.com>
> > > >>> >>> > wrote:
> > > >>> >>> > > >
> > > >>> >>> > > > > Many thanks for your reminder, Leonard. Here's the
> link I
> > > >>> >>> > mentioned[1].
> > > >>> >>> > > > >
> > > >>> >>> > > > > Best,
> > > >>> >>> > > > > Shengkai
> > > >>> >>> > > > >
> > > >>> >>> > > > > [1] https://github.com/apache/flink/pull/26358
> > > >>> >>> > > > >
> > > >>> >>> > > > > Leonard Xu <xbjt...@gmail.com> 于2025年3月27日周四 10:05写道:
> > > >>> >>> > > > >
> > > >>> >>> > > > > > Your link is broken, Shengkai
> > > >>> >>> > > > > >
> > > >>> >>> > > > > > Best,
> > > >>> >>> > > > > > Leonard
> > > >>> >>> > > > > >
> > > >>> >>> > > > > > > 2025年3月27日 10:01,Shengkai Fang <fskm...@gmail.com>
> > 写道:
> > > >>> >>> > > > > > >
> > > >>> >>> > > > > > > Hi, All.
> > > >>> >>> > > > > > >
> > > >>> >>> > > > > > > I write a simple demo to illustrate my idea. Hope
> > this
> > > >>> helps.
> > > >>> >>> > > > > > >
> > > >>> >>> > > > > > > Best,
> > > >>> >>> > > > > > > Shengkai
> > > >>> >>> > > > > > >
> > > >>> >>> > > > > > >
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://github.com/apache/flink/compare/master...fsk119:flink:example?expand=1
> > > >>> >>> > > > > > >
> > > >>> >>> > > > > > > Gabor Somogyi <gabor.g.somo...@gmail.com>
> > > 于2025年3月26日周三
> > > >>> >>> 15:54写道:
> > > >>> >>> > > > > > >
> > > >>> >>> > > > > > >>> I'm fine with a seperate SQL connector for
> > metadata,
> > > so
> > > >>> >>> maybe
> > > >>> >>> > we
> > > >>> >>> > > > > could
> > > >>> >>> > > > > > >> update the FLIP about our discussion?
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > > >> Sorry, I've forgotten this part. Yeah, no matter
> we
> > > >>> choose
> > > >>> >>> I'm
> > > >>> >>> > > going
> > > >>> >>> > > > > to
> > > >>> >>> > > > > > >> update the FLIP.
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > > >> G
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > > >> On Wed, Mar 26, 2025 at 8:51 AM Gabor Somogyi <
> > > >>> >>> > > > > > gabor.g.somo...@gmail.com>
> > > >>> >>> > > > > > >> wrote:
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > > >>> Hi All,
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>> I've also lack of the knowledge of PTF so I've
> read
> > > >>> just
> > > >>> >>> the
> > > >>> >>> > > > > motivation
> > > >>> >>> > > > > > >>> part:
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>> "The SQL 2016 standard introduced a way of
> defining
> > > >>> custom
> > > >>> >>> SQL
> > > >>> >>> > > > > > operators
> > > >>> >>> > > > > > >>> defined by ISO/IEC 19075-7:2021 (Part 7:
> > Polymorphic
> > > >>> table
> > > >>> >>> > > > > functions).
> > > >>> >>> > > > > > >>> ~200 pages define how this new kind of function
> can
> > > >>> >>> consume and
> > > >>> >>> > > > > produce
> > > >>> >>> > > > > > >>> tables with various execution properties.
> > > >>> >>> > > > > > >>> Unfortunately, this part of the standard is not
> > > >>> publicly
> > > >>> >>> > > > available."
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>> Of course we can take a look at some examples but
> > do
> > > we
> > > >>> >>> really
> > > >>> >>> > > want
> > > >>> >>> > > > > to
> > > >>> >>> > > > > > >>> expose state data with this construct
> > > >>> >>> > > > > > >>> which is described in ~200 pages and part of the
> > > >>> standard
> > > >>> >>> is
> > > >>> >>> > not
> > > >>> >>> > > > > > publicly
> > > >>> >>> > > > > > >>> available? 🙂
> > > >>> >>> > > > > > >>> I mean the dataset is couple of rows and the
> > use-case
> > > >>> is
> > > >>> >>> join
> > > >>> >>> > > with
> > > >>> >>> > > > > > >> another
> > > >>> >>> > > > > > >>> table like with state data.
> > > >>> >>> > > > > > >>> If somebody can give advantages I would buy that
> > but
> > > >>> from
> > > >>> >>> my
> > > >>> >>> > > > limited
> > > >>> >>> > > > > > >>> understanding this would be an overkill here.
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>> BR,
> > > >>> >>> > > > > > >>> G
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>> On Wed, Mar 26, 2025 at 8:28 AM Gyula Fóra <
> > > >>> >>> > gyula.f...@gmail.com
> > > >>> >>> > > >
> > > >>> >>> > > > > > wrote:
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>>> Hi Zakelly , Shengkai!
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>>> I don't know too much about PTFs, it would be
> > > >>> interesting
> > > >>> >>> to
> > > >>> >>> > see
> > > >>> >>> > > > how
> > > >>> >>> > > > > > the
> > > >>> >>> > > > > > >>>> usage would look in practice.
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>>> Do you have some mockup/example in mind how the
> > PTF
> > > >>> would
> > > >>> >>> look
> > > >>> >>> > > for
> > > >>> >>> > > > > > >> example
> > > >>> >>> > > > > > >>>> when want to:
> > > >>> >>> > > > > > >>>> - Simply display/aggregate whats in the metadata
> > > >>> >>> > > > > > >>>> - Join keyed state with some metadata columns
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>>> Thanks
> > > >>> >>> > > > > > >>>> Gyula
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>>> On Wed, Mar 26, 2025 at 7:33 AM Zakelly Lan <
> > > >>> >>> > > > zakelly....@gmail.com>
> > > >>> >>> > > > > > >>>> wrote:
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>>>> Hi everyone,
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>> I'm fine with a seperate SQL connector for
> > > metadata,
> > > >>> so
> > > >>> >>> maybe
> > > >>> >>> > > we
> > > >>> >>> > > > > > could
> > > >>> >>> > > > > > >>>>> update the FLIP about our discussion? And
> > Shengkai
> > > >>> >>> provides a
> > > >>> >>> > > PTF
> > > >>> >>> > > > > > >>>>> implementation, does that also meet the
> > > requirement?
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>> Best,
> > > >>> >>> > > > > > >>>>> Zakelly
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>> On Thu, Mar 20, 2025 at 4:47 PM Gabor Somogyi <
> > > >>> >>> > > > > > >>>> gabor.g.somo...@gmail.com>
> > > >>> >>> > > > > > >>>>> wrote:
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>>> Hi All,
> > > >>> >>> > > > > > >>>>>>
> > > >>> >>> > > > > > >>>>>> @Zakelly: Gyula summarised it correctly what I
> > > >>> meant so
> > > >>> >>> > please
> > > >>> >>> > > > > treat
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>> content as mine.
> > > >>> >>> > > > > > >>>>>> As an addition I'm not against to add CLI at
> > all,
> > > >>> I'm
> > > >>> >>> just
> > > >>> >>> > > > stating
> > > >>> >>> > > > > > >>>> that
> > > >>> >>> > > > > > >>>>> in
> > > >>> >>> > > > > > >>>>>> some cases like this, users would like to have
> > > >>> >>> > > > > > >>>>>> a self-serving solution where they can provide
> > SQL
> > > >>> >>> > statements
> > > >>> >>> > > > > which
> > > >>> >>> > > > > > >>>> can
> > > >>> >>> > > > > > >>>>>> trigger alerts automatically.
> > > >>> >>> > > > > > >>>>>>
> > > >>> >>> > > > > > >>>>>> My personal opinion is that CLI would be
> > > beneficial
> > > >>> for
> > > >>> >>> > > several
> > > >>> >>> > > > > > >>>> cases. A
> > > >>> >>> > > > > > >>>>>> good example is when users want to restart job
> > > >>> >>> > > > > > >>>>>> from specific Kafka offsets which are
> persisted
> > > in a
> > > >>> >>> > > savepoint.
> > > >>> >>> > > > > For
> > > >>> >>> > > > > > >>>> such
> > > >>> >>> > > > > > >>>>>> scenario users are more than happy since they
> > > >>> >>> > > > > > >>>>>> expect manual intervention with full control.
> So
> > > >>> all in
> > > >>> >>> all
> > > >>> >>> > > one
> > > >>> >>> > > > > can
> > > >>> >>> > > > > > >>>> count
> > > >>> >>> > > > > > >>>>>> on my +1 when CLI FLIP would come up...
> > > >>> >>> > > > > > >>>>>>
> > > >>> >>> > > > > > >>>>>> BR,
> > > >>> >>> > > > > > >>>>>> G
> > > >>> >>> > > > > > >>>>>>
> > > >>> >>> > > > > > >>>>>>
> > > >>> >>> > > > > > >>>>>> On Thu, Mar 20, 2025 at 8:20 AM Gyula Fóra <
> > > >>> >>> > > > gyula.f...@gmail.com>
> > > >>> >>> > > > > > >>>> wrote:
> > > >>> >>> > > > > > >>>>>>
> > > >>> >>> > > > > > >>>>>>> Hi!
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>>> @Zakelly Lan <zakelly....@gmail.com>
> > > >>> >>> > > > > > >>>>>>> I think what Gabor means is that users want
> to
> > > have
> > > >>> >>> > > predefined
> > > >>> >>> > > > > SQL
> > > >>> >>> > > > > > >>>>> scripts
> > > >>> >>> > > > > > >>>>>>> to perform state analysis tasks to
> > debug/identify
> > > >>> >>> problems.
> > > >>> >>> > > > > > >>>>>>> Such as write a SQL script that joins the
> > > metadata
> > > >>> >>> table
> > > >>> >>> > with
> > > >>> >>> > > > the
> > > >>> >>> > > > > > >>>> state
> > > >>> >>> > > > > > >>>>>>> and
> > > >>> >>> > > > > > >>>>>>> do some analytics on it.
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>>> If we have a meta table then the SQL script
> > that
> > > >>> can do
> > > >>> >>> > this
> > > >>> >>> > > is
> > > >>> >>> > > > > > >> fixed
> > > >>> >>> > > > > > >>>>> and
> > > >>> >>> > > > > > >>>>>>> users can trigger this on demand by simply
> > > >>> providing a
> > > >>> >>> new
> > > >>> >>> > > > > > >> savepoint
> > > >>> >>> > > > > > >>>>> path.
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>>> If we have a different mechanism to extract
> > > >>> metadata
> > > >>> >>> that
> > > >>> >>> > is
> > > >>> >>> > > > not
> > > >>> >>> > > > > > >> SQL
> > > >>> >>> > > > > > >>>>>>> native
> > > >>> >>> > > > > > >>>>>>> then manual steps need to be executed and a
> > > custom
> > > >>> SQL
> > > >>> >>> > script
> > > >>> >>> > > > > would
> > > >>> >>> > > > > > >>>> need
> > > >>> >>> > > > > > >>>>>>> to
> > > >>> >>> > > > > > >>>>>>> be written that adds the manually extracted
> > > >>> metadata
> > > >>> >>> into
> > > >>> >>> > the
> > > >>> >>> > > > > > >> script.
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>>> Cheers,
> > > >>> >>> > > > > > >>>>>>> Gyula
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>>> On Thu, Mar 20, 2025 at 4:32 AM Zakelly Lan <
> > > >>> >>> > > > > zakelly....@gmail.com
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>>>> Hi all,
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>> Thanks for your answers! Getting everyone
> > > aligned
> > > >>> on
> > > >>> >>> this
> > > >>> >>> > > > topic
> > > >>> >>> > > > > > >> is
> > > >>> >>> > > > > > >>>>>>>> challenging, but it’s definitely worth the
> > > effort
> > > >>> >>> since it
> > > >>> >>> > > > will
> > > >>> >>> > > > > > >>>> help
> > > >>> >>> > > > > > >>>>>>>> streamline things moving forward.
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>> @Gabor are you saying that users are using
> > some
> > > >>> >>> scripts to
> > > >>> >>> > > > > define
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>> SQL
> > > >>> >>> > > > > > >>>>>>>> metadata connector and get the information,
> > > >>> right? If
> > > >>> >>> so,
> > > >>> >>> > > > would
> > > >>> >>> > > > > a
> > > >>> >>> > > > > > >>>> CLI
> > > >>> >>> > > > > > >>>>>>> tool
> > > >>> >>> > > > > > >>>>>>>> be more convenient? It's easy to invoke and
> > can
> > > >>> get
> > > >>> >>> the
> > > >>> >>> > > result
> > > >>> >>> > > > > > >>>>> swiftly.
> > > >>> >>> > > > > > >>>>>>> And
> > > >>> >>> > > > > > >>>>>>>> there should be some other systems to track
> > the
> > > >>> >>> checkpoint
> > > >>> >>> > > > > > >> lineage
> > > >>> >>> > > > > > >>>> and
> > > >>> >>> > > > > > >>>>>>>> analyze if there are outliers in metadata
> > (e.g.
> > > >>> state
> > > >>> >>> size
> > > >>> >>> > > of
> > > >>> >>> > > > > one
> > > >>> >>> > > > > > >>>>>>> operator)
> > > >>> >>> > > > > > >>>>>>>> right? Well, maybe I missed something so
> > please
> > > >>> >>> correct me
> > > >>> >>> > > if
> > > >>> >>> > > > > I'm
> > > >>> >>> > > > > > >>>>> wrong.
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>> I think the overall vision in Flink SQL is
> to
> > > >>> provide
> > > >>> >>> a
> > > >>> >>> > SQL
> > > >>> >>> > > > > > >> native
> > > >>> >>> > > > > > >>>>>>>>> environment where we can serve complex
> > > use-cases
> > > >>> >>> like you
> > > >>> >>> > > > would
> > > >>> >>> > > > > > >>>>> expect
> > > >>> >>> > > > > > >>>>>>>> in a
> > > >>> >>> > > > > > >>>>>>>>> regular database.
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>> @Gyula Well, this is a good point. From the
> > > >>> >>> perspective of
> > > >>> >>> > > > > > >>>>> comprehensive
> > > >>> >>> > > > > > >>>>>>>> SQL experience, I'd +1 for treating metadata
> > as
> > > >>> data.
> > > >>> >>> > > > Although I
> > > >>> >>> > > > > > >>>> doubt
> > > >>> >>> > > > > > >>>>>>> if
> > > >>> >>> > > > > > >>>>>>>> there is a need for processing metadata, I
> > won't
> > > >>> be
> > > >>> >>> > against
> > > >>> >>> > > a
> > > >>> >>> > > > > > >>>> separate
> > > >>> >>> > > > > > >>>>>>>> connector.
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>> Regarding the CLI tool, I still think it’s
> > worth
> > > >>> >>> > > implementing.
> > > >>> >>> > > > > > >>>> Such a
> > > >>> >>> > > > > > >>>>>>> tool
> > > >>> >>> > > > > > >>>>>>>> could provide savepoint information before
> > > >>> resuming
> > > >>> >>> from a
> > > >>> >>> > > > > > >>>> savepoint,
> > > >>> >>> > > > > > >>>>>>> which
> > > >>> >>> > > > > > >>>>>>>> would enhance the user experience in
> CLI-based
> > > >>> >>> workflows.
> > > >>> >>> > It
> > > >>> >>> > > > > > >> would
> > > >>> >>> > > > > > >>>> be
> > > >>> >>> > > > > > >>>>>>> good
> > > >>> >>> > > > > > >>>>>>>> if someone could implement this feature. We
> > > >>> shouldn’t
> > > >>> >>> > worry
> > > >>> >>> > > > > about
> > > >>> >>> > > > > > >>>>>>> whether
> > > >>> >>> > > > > > >>>>>>>> this tool might be retired in the future.
> > > >>> Regardless
> > > >>> >>> of
> > > >>> >>> > the
> > > >>> >>> > > > > > >>>> SQL-based
> > > >>> >>> > > > > > >>>>>>>> solution we eventually adopt, this
> capability
> > > will
> > > >>> >>> remain
> > > >>> >>> > > > > > >> essential
> > > >>> >>> > > > > > >>>>> for
> > > >>> >>> > > > > > >>>>>>> CLI
> > > >>> >>> > > > > > >>>>>>>> users. This is another topic.
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>> Zakelly
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>> On Thu, Mar 20, 2025 at 10:37 AM Shengkai
> > Fang <
> > > >>> >>> > > > > > >> fskm...@gmail.com>
> > > >>> >>> > > > > > >>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> Hi.
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> After reading the doc[1], I think Spark
> > > provides
> > > >>> a
> > > >>> >>> > function
> > > >>> >>> > > > for
> > > >>> >>> > > > > > >>>>> users
> > > >>> >>> > > > > > >>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>> consume the metadata from the savepoint.
> In
> > > >>> Flink
> > > >>> >>> SQL,
> > > >>> >>> > > > similar
> > > >>> >>> > > > > > >>>>>>>>> functionality is implemented through
> > > Polymorphic
> > > >>> >>> Table
> > > >>> >>> > > > > > >> Functions
> > > >>> >>> > > > > > >>>>>>> (PTF) as
> > > >>> >>> > > > > > >>>>>>>>> proposed in FLIP-440[2]. Below is a code
> > > >>> example[3]
> > > >>> >>> > > > > > >> illustrating
> > > >>> >>> > > > > > >>>>> this
> > > >>> >>> > > > > > >>>>>>>>> concept:
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> ```
> > > >>> >>> > > > > > >>>>>>>>>    public static class ScalarArgsFunction
> > > extends
> > > >>> >>> > > > > > >>>>>>>>> TestProcessTableFunctionBase {
> > > >>> >>> > > > > > >>>>>>>>>        public void eval(Integer i, Boolean
> > b) {
> > > >>> >>> > > > > > >>>>>>>>>            collectObjects(i, b);
> > > >>> >>> > > > > > >>>>>>>>>        }
> > > >>> >>> > > > > > >>>>>>>>>    }
> > > >>> >>> > > > > > >>>>>>>>> ```
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> ```
> > > >>> >>> > > > > > >>>>>>>>> INSERT INTO sink SELECT * FROM f(i => 42, b
> > =>
> > > >>> >>> > CAST('TRUE'
> > > >>> >>> > > AS
> > > >>> >>> > > > > > >>>>>>> BOOLEAN))
> > > >>> >>> > > > > > >>>>>>>>> ``
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> So we can add a builtin function named
> > > >>> >>> > > `read_state_metadata`
> > > >>> >>> > > > to
> > > >>> >>> > > > > > >>>> read
> > > >>> >>> > > > > > >>>>>>>>> savepoint data.
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>> Shengkai
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> [1]
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://docs.databricks.com/aws/en/structured-streaming/read-state?language=SQL
> > > >>> >>> > > > > > >>>>>>>>> [2]
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://cwiki.apache.org/confluence/pages/viewpage.action?pageId=298781093
> > > >>> >>> > > > > > >>>>>>>>> [3]
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://github.com/apache/flink/blob/master/flink-table/flink-table-planner/src/test/java/org/apache/flink/table/planner/plan/nodes/exec/stream/ProcessTableFunctionTestPrograms.java#L140
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>> Gyula Fóra <gyula.f...@gmail.com>
> > > 于2025年3月19日周三
> > > >>> >>> 18:37写道:
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> Hi All!
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> Thank you for the answers and concerns
> from
> > > >>> >>> everyone.
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> On the CLI vs State Metadata
> Connector/Table
> > > >>> >>> question I
> > > >>> >>> > > > would
> > > >>> >>> > > > > > >>>> also
> > > >>> >>> > > > > > >>>>>>> like
> > > >>> >>> > > > > > >>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>> step back a little and look at the bigger
> > > >>> picture.
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> I think the overall vision in Flink SQL is
> > to
> > > >>> >>> provide a
> > > >>> >>> > > SQL
> > > >>> >>> > > > > > >>>> native
> > > >>> >>> > > > > > >>>>>>>>>> environment where we can serve complex
> > > use-cases
> > > >>> >>> like
> > > >>> >>> > you
> > > >>> >>> > > > > > >> would
> > > >>> >>> > > > > > >>>>>>> expect
> > > >>> >>> > > > > > >>>>>>>>> in a
> > > >>> >>> > > > > > >>>>>>>>>> regular database.
> > > >>> >>> > > > > > >>>>>>>>>> Most features, developments in the recent
> > > years
> > > >>> have
> > > >>> >>> > gone
> > > >>> >>> > > > > > >> this
> > > >>> >>> > > > > > >>>>> way.
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> The State Metadata Table would be a
> natural
> > > and
> > > >>> >>> > > > > > >> straightforward
> > > >>> >>> > > > > > >>>>> fit
> > > >>> >>> > > > > > >>>>>>>> here.
> > > >>> >>> > > > > > >>>>>>>>>> So from my side, +1 for that.
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> However I could understand if we are not
> > ready
> > > >>> to
> > > >>> >>> add a
> > > >>> >>> > > new
> > > >>> >>> > > > > > >>>>>>>>>> connector/format due to maintenance
> concerns
> > > >>> (and in
> > > >>> >>> > > general
> > > >>> >>> > > > > > >>>>> concern
> > > >>> >>> > > > > > >>>>>>>>> about
> > > >>> >>> > > > > > >>>>>>>>>> the design).
> > > >>> >>> > > > > > >>>>>>>>>> If that's the issue then we should spend
> > more
> > > >>> time
> > > >>> >>> on
> > > >>> >>> > the
> > > >>> >>> > > > > > >>>> design
> > > >>> >>> > > > > > >>>>> to
> > > >>> >>> > > > > > >>>>>>> get
> > > >>> >>> > > > > > >>>>>>>>>> comfortable with the approach and seek
> > > feedback
> > > >>> >>> from the
> > > >>> >>> > > > > > >> wider
> > > >>> >>> > > > > > >>>>>>>> community
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> I am -1 for the CLI/tooling approach as
> that
> > > >>> will
> > > >>> >>> not
> > > >>> >>> > > > provide
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>>>> featureset we are looking for that is not
> > > >>> already
> > > >>> >>> > covered
> > > >>> >>> > > by
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>> Java
> > > >>> >>> > > > > > >>>>>>>>>> connector. And that approach would come
> with
> > > the
> > > >>> >>> same
> > > >>> >>> > > > > > >>>> maintenance
> > > >>> >>> > > > > > >>>>>>>>>> implications.
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> Cheers
> > > >>> >>> > > > > > >>>>>>>>>> Gyula
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>> On Wed, Mar 19, 2025 at 11:24 AM Gabor
> > > Somogyi <
> > > >>> >>> > > > > > >>>>>>>>> gabor.g.somo...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> Hi Zaklely, Shengkai
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> Several topics are going on so adding
> gist
> > > >>> answers
> > > >>> >>> to
> > > >>> >>> > > them.
> > > >>> >>> > > > > > >>>> When
> > > >>> >>> > > > > > >>>>>>> some
> > > >>> >>> > > > > > >>>>>>>>>> topic
> > > >>> >>> > > > > > >>>>>>>>>>> is not touched please highlight it.
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> @Shengkai: I've read through all the
> > previous
> > > >>> FLIPs
> > > >>> >>> > > related
> > > >>> >>> > > > > > >>>>>>> catalogs
> > > >>> >>> > > > > > >>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>> if
> > > >>> >>> > > > > > >>>>>>>>>>> we would like to keep the concepts there
> > > >>> >>> > > > > > >>>>>>>>>>> then one-to-one mapping relationship
> > between
> > > >>> >>> savepoint
> > > >>> >>> > > and
> > > >>> >>> > > > > > >>>>> catalog
> > > >>> >>> > > > > > >>>>>>>> is a
> > > >>> >>> > > > > > >>>>>>>>>>> reasonable direction. In short I'm happy
> > that
> > > >>> >>> > > > > > >>>>>>>>>>> you've highlighted this and agree as a
> > whole.
> > > >>> I've
> > > >>> >>> > > written
> > > >>> >>> > > > > > >> it
> > > >>> >>> > > > > > >>>>> down
> > > >>> >>> > > > > > >>>>>>>>>>> previously, just want to double confirm
> > that
> > > >>> state
> > > >>> >>> > > catalog
> > > >>> >>> > > > > > >> is
> > > >>> >>> > > > > > >>>>>>>>>>> essential and planned. When we reach this
> > > point
> > > >>> >>> then
> > > >>> >>> > your
> > > >>> >>> > > > > > >>>> input
> > > >>> >>> > > > > > >>>>> is
> > > >>> >>> > > > > > >>>>>>>> more
> > > >>> >>> > > > > > >>>>>>>>>>> than welcome.
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> @Zakelly: We've tried the CLI and
> separate
> > > >>> library
> > > >>> >>> > > > > > >> approaches
> > > >>> >>> > > > > > >>>>> with
> > > >>> >>> > > > > > >>>>>>>>> users
> > > >>> >>> > > > > > >>>>>>>>>>> already and these are not something which
> > is
> > > >>> >>> welcome
> > > >>> >>> > > > > > >> because
> > > >>> >>> > > > > > >>>> of
> > > >>> >>> > > > > > >>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>> following:
> > > >>> >>> > > > > > >>>>>>>>>>> * Users want to have automated tasks and
> > not
> > > >>> manual
> > > >>> >>> > > > > > >>>> CLI/library
> > > >>> >>> > > > > > >>>>>>>> output
> > > >>> >>> > > > > > >>>>>>>>>>> parsing. This can be hacked around but
> our
> > > >>> >>> experience
> > > >>> >>> > is
> > > >>> >>> > > > > > >>>>> negative
> > > >>> >>> > > > > > >>>>>>> on
> > > >>> >>> > > > > > >>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>> because it's just brittle.
> > > >>> >>> > > > > > >>>>>>>>>>> * From development perspective It's way
> > much
> > > >>> bigger
> > > >>> >>> > > effort
> > > >>> >>> > > > > > >>>> than
> > > >>> >>> > > > > > >>>>> a
> > > >>> >>> > > > > > >>>>>>>>>> connector
> > > >>> >>> > > > > > >>>>>>>>>>> (hard to test, packaging/version handling
> > is
> > > >>> and
> > > >>> >>> extra
> > > >>> >>> > > > > > >> layer
> > > >>> >>> > > > > > >>>> of
> > > >>> >>> > > > > > >>>>>>>>>> complexity,
> > > >>> >>> > > > > > >>>>>>>>>>> external FS authentication is pain for
> > users,
> > > >>> >>> expecting
> > > >>> >>> > > > > > >> them
> > > >>> >>> > > > > > >>>> to
> > > >>> >>> > > > > > >>>>>>>>> download
> > > >>> >>> > > > > > >>>>>>>>>>> savepoints also)
> > > >>> >>> > > > > > >>>>>>>>>>> * Purely personal opinion but if we would
> > > find
> > > >>> >>> better
> > > >>> >>> > > ways
> > > >>> >>> > > > > > >>>> later
> > > >>> >>> > > > > > >>>>>>> then
> > > >>> >>> > > > > > >>>>>>>>>>> retire a CLI is not more lightweight than
> > > >>> retire a
> > > >>> >>> > > > > > >> connector
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> It would be great if you give some
> > examples
> > > >>> on how
> > > >>> >>> > user
> > > >>> >>> > > > > > >>>> could
> > > >>> >>> > > > > > >>>>>>>>> leverage
> > > >>> >>> > > > > > >>>>>>>>>>> the separate connector to process the
> > > metadata.
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> The most simplest cases:
> > > >>> >>> > > > > > >>>>>>>>>>> * give me the overgroving state uids
> > > >>> >>> > > > > > >>>>>>>>>>> * give me the not known (new or renamed)
> > > state
> > > >>> uids
> > > >>> >>> > > > > > >>>>>>>>>>> * give me the state uids where state size
> > > >>> >>> drastically
> > > >>> >>> > > > > > >> dropped
> > > >>> >>> > > > > > >>>>>>> compare
> > > >>> >>> > > > > > >>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>> previous savepoint (accidental state
> loss)
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> Since it was mentioned: as a general
> > offtopic
> > > >>> >>> teaser,
> > > >>> >>> > > yeah
> > > >>> >>> > > > > > >> it
> > > >>> >>> > > > > > >>>>>>> would
> > > >>> >>> > > > > > >>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>> good
> > > >>> >>> > > > > > >>>>>>>>>>> to have some sort of checkpoint/savepoint
> > > >>> lineage
> > > >>> >>> or
> > > >>> >>> > > > > > >> however
> > > >>> >>> > > > > > >>>> we
> > > >>> >>> > > > > > >>>>>>> call
> > > >>> >>> > > > > > >>>>>>>>> it.
> > > >>> >>> > > > > > >>>>>>>>>>> Since we've not yet reached this point
> > there
> > > >>> are no
> > > >>> >>> > > > > > >> technical
> > > >>> >>> > > > > > >>>>>>>> details,
> > > >>> >>> > > > > > >>>>>>>>>> it's
> > > >>> >>> > > > > > >>>>>>>>>>> more like a vision. It's a common pattern
> > > that
> > > >>> >>> > > > > > >>>>>>>>>>> jobs are physically running but somehow
> the
> > > >>> state
> > > >>> >>> > > > > > >> processing
> > > >>> >>> > > > > > >>>> is
> > > >>> >>> > > > > > >>>>>>> stuck
> > > >>> >>> > > > > > >>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>> it would be good to add some way to find
> it
> > > out
> > > >>> >>> > > > > > >>>> automatically.
> > > >>> >>> > > > > > >>>>>>>>>>> The important saying here is automation
> and
> > > not
> > > >>> >>> manual
> > > >>> >>> > > > > > >>>>> evaluation
> > > >>> >>> > > > > > >>>>>>>> since
> > > >>> >>> > > > > > >>>>>>>>>>> handling 10k+ jobs is just not allowing
> > that.
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> BR,
> > > >>> >>> > > > > > >>>>>>>>>>> G
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> On Wed, Mar 19, 2025 at 6:46 AM Shengkai
> > > Fang <
> > > >>> >>> > > > > > >>>>> fskm...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> Hi, All.
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> About State Catalog, I want to share
> more
> > > >>> thoughts
> > > >>> >>> > about
> > > >>> >>> > > > > > >>>> this.
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> In the initial design concept, I
> > understood
> > > >>> that a
> > > >>> >>> > > > > > >>>> savepoint
> > > >>> >>> > > > > > >>>>>>> and a
> > > >>> >>> > > > > > >>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>> catalog have a one-to-one mapping
> > > >>> relationship.
> > > >>> >>> Each
> > > >>> >>> > > > > > >>>> operator
> > > >>> >>> > > > > > >>>>>>>>>> corresponds
> > > >>> >>> > > > > > >>>>>>>>>>>> to a database, and the state of each
> > > operator
> > > >>> is
> > > >>> >>> > > > > > >>>> represented
> > > >>> >>> > > > > > >>>>> as
> > > >>> >>> > > > > > >>>>>>>>>>> individual
> > > >>> >>> > > > > > >>>>>>>>>>>> tables. The rationale behind this design
> > is:
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> *State Diversity*: An operator may
> involve
> > > >>> >>> multiple
> > > >>> >>> > > types
> > > >>> >>> > > > > > >>>> of
> > > >>> >>> > > > > > >>>>>>>> states.
> > > >>> >>> > > > > > >>>>>>>>>> For
> > > >>> >>> > > > > > >>>>>>>>>>>> example, in our VVR design, a
> "multi-join"
> > > >>> >>> operator
> > > >>> >>> > uses
> > > >>> >>> > > > > > >>>> keyed
> > > >>> >>> > > > > > >>>>>>>> states
> > > >>> >>> > > > > > >>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>> two input streams and a broadcast state
> > for
> > > >>> the
> > > >>> >>> third
> > > >>> >>> > > > > > >>>> stream.
> > > >>> >>> > > > > > >>>>>>> This
> > > >>> >>> > > > > > >>>>>>>>>> makes
> > > >>> >>> > > > > > >>>>>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>>>> challenging to represent all states of
> an
> > > >>> operator
> > > >>> >>> > > > > > >> within a
> > > >>> >>> > > > > > >>>>>>> single
> > > >>> >>> > > > > > >>>>>>>>>> table.
> > > >>> >>> > > > > > >>>>>>>>>>>> *Scalability*: Internally, an operator
> > might
> > > >>> have
> > > >>> >>> > > > > > >> multiple
> > > >>> >>> > > > > > >>>>> keyed
> > > >>> >>> > > > > > >>>>>>>>> states
> > > >>> >>> > > > > > >>>>>>>>>>>> (e.g., value state and list state).
> > However,
> > > >>> large
> > > >>> >>> > list
> > > >>> >>> > > > > > >>>> states
> > > >>> >>> > > > > > >>>>>>> may
> > > >>> >>> > > > > > >>>>>>>>> not
> > > >>> >>> > > > > > >>>>>>>>>>> fit
> > > >>> >>> > > > > > >>>>>>>>>>>> entirely in memory. To address this, we
> > > >>> recommend
> > > >>> >>> > > > > > >>>> implementing
> > > >>> >>> > > > > > >>>>>>> each
> > > >>> >>> > > > > > >>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>> as a separate table.
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> To resolve the loosely coupled
> > relationships
> > > >>> >>> between
> > > >>> >>> > > > > > >>>> operator
> > > >>> >>> > > > > > >>>>>>>> states,
> > > >>> >>> > > > > > >>>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>>> propose embedding predefined views
> within
> > > the
> > > >>> >>> catalog.
> > > >>> >>> > > > > > >>>> These
> > > >>> >>> > > > > > >>>>>>> views
> > > >>> >>> > > > > > >>>>>>>>>>> simplify
> > > >>> >>> > > > > > >>>>>>>>>>>> user understanding of operator
> > > >>> implementations and
> > > >>> >>> > > > > > >> provide
> > > >>> >>> > > > > > >>>> a
> > > >>> >>> > > > > > >>>>>>> more
> > > >>> >>> > > > > > >>>>>>>>>>> intuitive
> > > >>> >>> > > > > > >>>>>>>>>>>> perspective. For instance, a join
> operator
> > > may
> > > >>> >>> have
> > > >>> >>> > > > > > >>>> multiple
> > > >>> >>> > > > > > >>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>> implementations (depending on whether
> the
> > > >>> join key
> > > >>> >>> > > > > > >> includes
> > > >>> >>> > > > > > >>>>>>> unique
> > > >>> >>> > > > > > >>>>>>>>>>>> attributes), but users primarily care
> > about
> > > >>> the
> > > >>> >>> data
> > > >>> >>> > > > > > >>>>> associated
> > > >>> >>> > > > > > >>>>>>>> with
> > > >>> >>> > > > > > >>>>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>>> specific join key across input streams.
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> Returning to the one-to-one mapping
> > between
> > > >>> >>> savepoints
> > > >>> >>> > > > > > >> and
> > > >>> >>> > > > > > >>>>>>>> catalogs,
> > > >>> >>> > > > > > >>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>> aim
> > > >>> >>> > > > > > >>>>>>>>>>>> to manage multiple user state catalogs
> > > >>> through a
> > > >>> >>> > catalog
> > > >>> >>> > > > > > >>>>> store.
> > > >>> >>> > > > > > >>>>>>>> When
> > > >>> >>> > > > > > >>>>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>> user
> > > >>> >>> > > > > > >>>>>>>>>>>> triggers a savepoint for a job on the
> > > >>> platform:
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> 1. The platform sends a REST request to
> > the
> > > >>> >>> > JobManager.
> > > >>> >>> > > > > > >>>>>>>>>>>> 2. Simultaneously, it registers a new
> > state
> > > >>> >>> catalog in
> > > >>> >>> > > > > > >> the
> > > >>> >>> > > > > > >>>>>>> catalog
> > > >>> >>> > > > > > >>>>>>>>>> store,
> > > >>> >>> > > > > > >>>>>>>>>>>> enabling immediate analysis of state
> data
> > on
> > > >>> the
> > > >>> >>> > > > > > >> platform.
> > > >>> >>> > > > > > >>>>>>>>>>>> 3. Deleting a savepoint would also
> trigger
> > > the
> > > >>> >>> removal
> > > >>> >>> > > of
> > > >>> >>> > > > > > >>>> its
> > > >>> >>> > > > > > >>>>>>>>>> associated
> > > >>> >>> > > > > > >>>>>>>>>>>> catalog.
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> This vision assumes that states are
> > > >>> >>> self-describing or
> > > >>> >>> > > > > > >>>> that a
> > > >>> >>> > > > > > >>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>> metaservice is introduced to analyze
> > > savepoint
> > > >>> >>> > > > > > >> structures.
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> How can users create logic to identify
> > > >>> >>> differences
> > > >>> >>> > > > > > >>>> between
> > > >>> >>> > > > > > >>>>>>>> multiple
> > > >>> >>> > > > > > >>>>>>>>>>>> savepoints?
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> Since savepoints and state catalogs are
> > > >>> one-to-one
> > > >>> >>> > > > > > >> mapped,
> > > >>> >>> > > > > > >>>>> users
> > > >>> >>> > > > > > >>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>> query
> > > >>> >>> > > > > > >>>>>>>>>>>> metadata via their respective catalogs.
> > For
> > > >>> >>> example:
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> 1.
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> `savepoint-${id}`.`system`.`metadata_table`.`<operator-name>`
> > > >>> >>> > > > > > >>>>>>>>>> provides
> > > >>> >>> > > > > > >>>>>>>>>>>> operator-specific metadata (e.g., state
> > > size,
> > > >>> >>> type).
> > > >>> >>> > > > > > >>>>>>>>>>>> 2. Comparing metadata tables (e.g.,
> schema
> > > >>> >>> versions,
> > > >>> >>> > > > > > >> state
> > > >>> >>> > > > > > >>>>> entry
> > > >>> >>> > > > > > >>>>>>>>>> counts)
> > > >>> >>> > > > > > >>>>>>>>>>>> across catalogs reveals structural or
> > > >>> quantitative
> > > >>> >>> > > > > > >>>>> differences.
> > > >>> >>> > > > > > >>>>>>>>>>>> 3. For deeper analysis, users could
> write
> > > SQL
> > > >>> >>> queries
> > > >>> >>> > to
> > > >>> >>> > > > > > >>>>> compare
> > > >>> >>> > > > > > >>>>>>>>>> specific
> > > >>> >>> > > > > > >>>>>>>>>>>> state partitions or leverage the
> > metaservice
> > > >>> to
> > > >>> >>> track
> > > >>> >>> > > > > > >> state
> > > >>> >>> > > > > > >>>>>>>> evolution
> > > >>> >>> > > > > > >>>>>>>>>>>> (e.g., added/removed operators, modified
> > > state
> > > >>> >>> > > > > > >>>>> configurations).
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> If we plan to introduce a state catalog
> in
> > > the
> > > >>> >>> > future, I
> > > >>> >>> > > > > > >>>> would
> > > >>> >>> > > > > > >>>>>>> lean
> > > >>> >>> > > > > > >>>>>>>>>>> toward
> > > >>> >>> > > > > > >>>>>>>>>>>> using metadata tables. If a utility tool
> > can
> > > >>> >>> address
> > > >>> >>> > the
> > > >>> >>> > > > > > >>>>>>> challenges
> > > >>> >>> > > > > > >>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>>> face, could we avoid introducing an
> > > additional
> > > >>> >>> > > connector?
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>> Shengkai
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> Gyula Fóra <gyula.f...@gmail.com>
> > > >>> 于2025年3月17日周一
> > > >>> >>> > > 20:25写道:
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> Hi All!
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> Without going into too much detail here
> > are
> > > >>> my 2
> > > >>> >>> > cents
> > > >>> >>> > > > > > >>>>>>> regarding
> > > >>> >>> > > > > > >>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>> virtual column / catalog metadata /
> table
> > > >>> >>> (connector)
> > > >>> >>> > > > > > >>>>>>> discussion
> > > >>> >>> > > > > > >>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>> State metadata.
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> State metadata such as the types of
> > states,
> > > >>> their
> > > >>> >>> > > > > > >>>>> properties,
> > > >>> >>> > > > > > >>>>>>>>> names,
> > > >>> >>> > > > > > >>>>>>>>>>>> sizes
> > > >>> >>> > > > > > >>>>>>>>>>>>> etc are all valuable information that
> can
> > > be
> > > >>> >>> used to
> > > >>> >>> > > > > > >>>> enrich
> > > >>> >>> > > > > > >>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>> computations we do on state.
> > > >>> >>> > > > > > >>>>>>>>>>>>> We can either analyze it standalone
> (such
> > > as
> > > >>> >>> discover
> > > >>> >>> > > > > > >>>>>>> anomalies,
> > > >>> >>> > > > > > >>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>> large
> > > >>> >>> > > > > > >>>>>>>>>>>>> jobs with many states), across multiple
> > > >>> >>> savepoints
> > > >>> >>> > > > > > >>>> (discover
> > > >>> >>> > > > > > >>>>>>> how
> > > >>> >>> > > > > > >>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>>> changed over time) or by joining it
> with
> > > >>> keyed or
> > > >>> >>> > > > > > >>>> non-keyed
> > > >>> >>> > > > > > >>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>> data
> > > >>> >>> > > > > > >>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>> serve more complex queries on the
> state.
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> The only solution that seems to serve
> all
> > > >>> these
> > > >>> >>> > > > > > >> use-cases
> > > >>> >>> > > > > > >>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>> requirements
> > > >>> >>> > > > > > >>>>>>>>>>>>> in a straightforward and SQL canonical
> > way
> > > >>> is to
> > > >>> >>> > simply
> > > >>> >>> > > > > > >>>>> expose
> > > >>> >>> > > > > > >>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>>> metadata as a separate table. This is a
> > > >>> metadata
> > > >>> >>> > table
> > > >>> >>> > > > > > >>>> but
> > > >>> >>> > > > > > >>>>> you
> > > >>> >>> > > > > > >>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>> also
> > > >>> >>> > > > > > >>>>>>>>>>>>> think of it as data table, it makes no
> > > >>> practical
> > > >>> >>> > > > > > >>>> difference
> > > >>> >>> > > > > > >>>>>>> here.
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> Once we have a catalog later, the
> catalog
> > > can
> > > >>> >>> offer
> > > >>> >>> > > > > > >> this
> > > >>> >>> > > > > > >>>>> table
> > > >>> >>> > > > > > >>>>>>>> out
> > > >>> >>> > > > > > >>>>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>> box, the same way databases provide
> > > metadata
> > > >>> >>> tables.
> > > >>> >>> > > > > > >> For
> > > >>> >>> > > > > > >>>>> this
> > > >>> >>> > > > > > >>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>> work
> > > >>> >>> > > > > > >>>>>>>>>>>>> however we need another, simpler
> > connector
> > > >>> that
> > > >>> >>> > creates
> > > >>> >>> > > > > > >>>> this
> > > >>> >>> > > > > > >>>>>>>> table.
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> +1 for state metadata as a separate
> > > >>> >>> connector/table,
> > > >>> >>> > > > > > >>>> instead
> > > >>> >>> > > > > > >>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>> adding
> > > >>> >>> > > > > > >>>>>>>>>>>>> virtual columns and adhoc catalog
> > metadata
> > > >>> that
> > > >>> >>> is
> > > >>> >>> > hard
> > > >>> >>> > > > > > >>>> to
> > > >>> >>> > > > > > >>>>> use
> > > >>> >>> > > > > > >>>>>>>> in a
> > > >>> >>> > > > > > >>>>>>>>>>> large
> > > >>> >>> > > > > > >>>>>>>>>>>>> number of queries.
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> Cheers,
> > > >>> >>> > > > > > >>>>>>>>>>>>> Gyula
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>> On Mon, Mar 17, 2025 at 12:44 PM Gabor
> > > >>> Somogyi <
> > > >>> >>> > > > > > >>>>>>>>>>>> gabor.g.somo...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> 1. State TTL for Value Columns
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> I’m planning on adding this, and we
> may
> > > >>> >>> collaborate
> > > >>> >>> > > > > > >>>> on
> > > >>> >>> > > > > > >>>>> it
> > > >>> >>> > > > > > >>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>> future.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> +1 on this, just ping me.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> 2. Metadata Table vs. Metadata Column
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> After some code digging and POC all I
> > can
> > > >>> say
> > > >>> >>> that
> > > >>> >>> > > > > > >> with
> > > >>> >>> > > > > > >>>>>>> heavy
> > > >>> >>> > > > > > >>>>>>>>>> effort
> > > >>> >>> > > > > > >>>>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>> maybe add such changes that we're able
> > to
> > > >>> show
> > > >>> >>> > > > > > >> metadata
> > > >>> >>> > > > > > >>>>> of a
> > > >>> >>> > > > > > >>>>>>>>>>> savepoint
> > > >>> >>> > > > > > >>>>>>>>>>>>> from
> > > >>> >>> > > > > > >>>>>>>>>>>>>> catalog.
> > > >>> >>> > > > > > >>>>>>>>>>>>>> I'm not against that but from user
> > > >>> perspective
> > > >>> >>> this
> > > >>> >>> > > > > > >> has
> > > >>> >>> > > > > > >>>>>>> limited
> > > >>> >>> > > > > > >>>>>>>>>>> value,
> > > >>> >>> > > > > > >>>>>>>>>>>>> let
> > > >>> >>> > > > > > >>>>>>>>>>>>>> me explain why.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> From high level perspective I see the
> > > >>> following
> > > >>> >>> > > > > > >> which I
> > > >>> >>> > > > > > >>>>> see
> > > >>> >>> > > > > > >>>>>>>>>> agreement
> > > >>> >>> > > > > > >>>>>>>>>>>> on:
> > > >>> >>> > > > > > >>>>>>>>>>>>>> * We should have a catalog which is
> > > >>> >>> representing one
> > > >>> >>> > > > > > >> or
> > > >>> >>> > > > > > >>>>> more
> > > >>> >>> > > > > > >>>>>>>> jobs
> > > >>> >>> > > > > > >>>>>>>>>>>>> savepoint
> > > >>> >>> > > > > > >>>>>>>>>>>>>> data set (future plan)
> > > >>> >>> > > > > > >>>>>>>>>>>>>> * Savepoints should be able to be
> > > >>> registered in
> > > >>> >>> the
> > > >>> >>> > > > > > >>>>> catalog
> > > >>> >>> > > > > > >>>>>>>> which
> > > >>> >>> > > > > > >>>>>>>>>> are
> > > >>> >>> > > > > > >>>>>>>>>>>>> then
> > > >>> >>> > > > > > >>>>>>>>>>>>>> databases (future plan)
> > > >>> >>> > > > > > >>>>>>>>>>>>>> * There must be a possiblity to create
> > > >>> tables
> > > >>> >>> from
> > > >>> >>> > > > > > >>>>> databases
> > > >>> >>> > > > > > >>>>>>>>> where
> > > >>> >>> > > > > > >>>>>>>>>>>> users
> > > >>> >>> > > > > > >>>>>>>>>>>>>> can read state data (exists already)
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> In terms of metadata, If I understand
> > > >>> correctly
> > > >>> >>> then
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>>> suggested
> > > >>> >>> > > > > > >>>>>>>>>>>>> approach
> > > >>> >>> > > > > > >>>>>>>>>>>>>> would be to access
> > > >>> >>> > > > > > >>>>>>>>>>>>>> it from the catalog describe command,
> > > right?
> > > >>> >>> Adding
> > > >>> >>> > > > > > >>>> that
> > > >>> >>> > > > > > >>>>>>> info
> > > >>> >>> > > > > > >>>>>>>>> when
> > > >>> >>> > > > > > >>>>>>>>>>>>> specific
> > > >>> >>> > > > > > >>>>>>>>>>>>>> database describe command
> > > >>> >>> > > > > > >>>>>>>>>>>>>> is executed could be done.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> The question is for instance how can
> > users
> > > >>> >>> create
> > > >>> >>> > > > > > >> such
> > > >>> >>> > > > > > >>>> a
> > > >>> >>> > > > > > >>>>>>> logic
> > > >>> >>> > > > > > >>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>> tells
> > > >>> >>> > > > > > >>>>>>>>>>>>>> them what is
> > > >>> >>> > > > > > >>>>>>>>>>>>>> the difference between multiple
> > > savepoints?
> > > >>> >>> > > > > > >>>>>>>>>>>>>> Just to give some examples:
> > > >>> >>> > > > > > >>>>>>>>>>>>>> * per operator size changes between
> > > >>> savepoints
> > > >>> >>> > > > > > >>>>>>>>>>>>>> * show values from operator data where
> > > state
> > > >>> >>> size
> > > >>> >>> > > > > > >>>> reaches
> > > >>> >>> > > > > > >>>>> a
> > > >>> >>> > > > > > >>>>>>>>>> boundary
> > > >>> >>> > > > > > >>>>>>>>>>>>>> * in general "find which checkpoint
> > ruined
> > > >>> >>> things"
> > > >>> >>> > is
> > > >>> >>> > > > > > >>>>> quite
> > > >>> >>> > > > > > >>>>>>>>> common
> > > >>> >>> > > > > > >>>>>>>>>>>>> pattern
> > > >>> >>> > > > > > >>>>>>>>>>>>>> What I would like to highlight here is
> > > that
> > > >>> from
> > > >>> >>> > > > > > >> Flink
> > > >>> >>> > > > > > >>>>>>> point of
> > > >>> >>> > > > > > >>>>>>>>>> view
> > > >>> >>> > > > > > >>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>> metadata can be
> > > >>> >>> > > > > > >>>>>>>>>>>>>> considered as a static side output
> > > >>> information
> > > >>> >>> but
> > > >>> >>> > > > > > >> for
> > > >>> >>> > > > > > >>>>> users
> > > >>> >>> > > > > > >>>>>>>>> these
> > > >>> >>> > > > > > >>>>>>>>>>>> values
> > > >>> >>> > > > > > >>>>>>>>>>>>>> are actual real data
> > > >>> >>> > > > > > >>>>>>>>>>>>>> where logic is planned to build
> around.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> The metadata is more like one-time
> > > >>> information
> > > >>> >>> > > > > > >>>> instead
> > > >>> >>> > > > > > >>>>> of
> > > >>> >>> > > > > > >>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>> streaming
> > > >>> >>> > > > > > >>>>>>>>>>>>>> data that changes all
> > > >>> >>> > > > > > >>>>>>>>>>>>>> the time, so a single connector seems
> to
> > > be
> > > >>> an
> > > >>> >>> > > > > > >>>> overkill.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> State data is also static within a
> > > >>> savepoint and
> > > >>> >>> > > > > > >> that's
> > > >>> >>> > > > > > >>>>> the
> > > >>> >>> > > > > > >>>>>>>>> reason
> > > >>> >>> > > > > > >>>>>>>>>>> why
> > > >>> >>> > > > > > >>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>> state processor API is working in
> batch
> > > >>> mode.
> > > >>> >>> > > > > > >>>>>>>>>>>>>> When we handle multiple checkpoints
> in a
> > > >>> >>> streaming
> > > >>> >>> > > > > > >>>> fashion
> > > >>> >>> > > > > > >>>>>>> then
> > > >>> >>> > > > > > >>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>> viewed from another angle.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> We can come up with more lightweight
> > > >>> solution
> > > >>> >>> other
> > > >>> >>> > > > > > >>>> than a
> > > >>> >>> > > > > > >>>>>>> new
> > > >>> >>> > > > > > >>>>>>>>>>>> connector
> > > >>> >>> > > > > > >>>>>>>>>>>>>> but enforcing users to parse the
> catalog
> > > >>> >>> > > > > > >>>>>>>>>>>>>> describe command output in order to
> > > compare
> > > >>> >>> multiple
> > > >>> >>> > > > > > >>>>>>> savepoints
> > > >>> >>> > > > > > >>>>>>>>>>> doesn't
> > > >>> >>> > > > > > >>>>>>>>>>>>>> sound smooth user experience.
> > > >>> >>> > > > > > >>>>>>>>>>>>>> Honestly I've no other idea how
> exposing
> > > >>> >>> metadata as
> > > >>> >>> > > > > > >>>> real
> > > >>> >>> > > > > > >>>>>>> user
> > > >>> >>> > > > > > >>>>>>>>> data
> > > >>> >>> > > > > > >>>>>>>>>>> so
> > > >>> >>> > > > > > >>>>>>>>>>>>>> waiting on other approaches.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> BR,
> > > >>> >>> > > > > > >>>>>>>>>>>>>> G
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> On Thu, Mar 13, 2025 at 2:44 AM
> Shengkai
> > > >>> Fang <
> > > >>> >>> > > > > > >>>>>>>> fskm...@gmail.com
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> Looking forward to hearing the good
> > news!
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> Shengkai
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> Gabor Somogyi <
> > gabor.g.somo...@gmail.com
> > > >
> > > >>> >>> > > > > > >>>> 于2025年3月12日周三
> > > >>> >>> > > > > > >>>>>>>>> 22:24写道:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> Thanks for both the valuable input!
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> Let me take a closer look at the
> > > >>> suggestions,
> > > >>> >>> > > > > > >> like
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>>> Catalog
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> capabilities
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> and possibility of embedding
> > > >>> TypeInformation
> > > >>> >>> or
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> StateDescriptor metadata directly
> into
> > > >>> the raw
> > > >>> >>> > > > > > >>>> state
> > > >>> >>> > > > > > >>>>>>>> files...
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> BR,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> G
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> On Wed, Mar 12, 2025 at 8:17 AM
> > Shengkai
> > > >>> Fang
> > > >>> >>> <
> > > >>> >>> > > > > > >>>>>>>>>> fskm...@gmail.com
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> Thanks for Zakelly's clarification.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> 1. State TTL for Value Columns
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> +1 to delay the discussion about
> > this.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> 2. Metadata Table vs. Metadata
> Column
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> I’d like to share my perspective on
> > the
> > > >>> State
> > > >>> >>> > > > > > >>>>> Catalog
> > > >>> >>> > > > > > >>>>>>>>>> proposal.
> > > >>> >>> > > > > > >>>>>>>>>>>>> While
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> introducing this capability is
> > > >>> beneficial,
> > > >>> >>> > > > > > >> there
> > > >>> >>> > > > > > >>>> is
> > > >>> >>> > > > > > >>>>> a
> > > >>> >>> > > > > > >>>>>>>>>> blocker:
> > > >>> >>> > > > > > >>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> current
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> StateBackend architecture does not
> > > permit
> > > >>> >>> > > > > > >>>> operators
> > > >>> >>> > > > > > >>>>> to
> > > >>> >>> > > > > > >>>>>>>>> encode
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> TypeInformation into the state—it
> > only
> > > >>> >>> > > > > > >> preserves
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>>>>> Serializer.
> > > >>> >>> > > > > > >>>>>>>>>>>>> This
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> limitation creates an asymmetry, as
> > > >>> operators
> > > >>> >>> > > > > > >>>> alone
> > > >>> >>> > > > > > >>>>>>>> retain
> > > >>> >>> > > > > > >>>>>>>>>>>>> knowledge
> > > >>> >>> > > > > > >>>>>>>>>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> data structure’s schema.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> To address this, I suggest allowing
> > > >>> operators
> > > >>> >>> > > > > > >> to
> > > >>> >>> > > > > > >>>>> embed
> > > >>> >>> > > > > > >>>>>>>>>>>>>> TypeInformation
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> or
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> StateDescriptor metadata directly
> > into
> > > >>> the
> > > >>> >>> raw
> > > >>> >>> > > > > > >>>> state
> > > >>> >>> > > > > > >>>>>>>> files.
> > > >>> >>> > > > > > >>>>>>>>>>> Such
> > > >>> >>> > > > > > >>>>>>>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> design
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> would enable the Catalog to:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> 1. Parse state files and
> > > programmatically
> > > >>> >>> > > > > > >> derive
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>> schema
> > > >>> >>> > > > > > >>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> structural
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> guarantees for each state.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> 2. Leverage existing Flink Table
> > > >>> utilities,
> > > >>> >>> > > > > > >> such
> > > >>> >>> > > > > > >>>> as
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> LegacyTypeInfoDataTypeConverter (in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> org.apache.flink.table.types.utils),
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> bridge TypeInformation and DataType
> > > >>> >>> > > > > > >> conversions.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> If we can not store the
> > TypeInformation
> > > >>> or
> > > >>> >>> > > > > > >>>>>>>> StateDescriptor
> > > >>> >>> > > > > > >>>>>>>>>> into
> > > >>> >>> > > > > > >>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>> raw
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> state files, I am +1 for this FLIP
> to
> > > use
> > > >>> >>> > > > > > >>>> metadata
> > > >>> >>> > > > > > >>>>>>> column
> > > >>> >>> > > > > > >>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>> retrieve
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> information.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> Shengkai
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> Zakelly Lan <zakelly....@gmail.com
> >
> > > >>> >>> > > > > > >>>> 于2025年3月12日周三
> > > >>> >>> > > > > > >>>>>>>> 12:43写道:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> Hi Gabor and Shengkai,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> Thanks for sharing your thoughts!
> > This
> > > >>> is a
> > > >>> >>> > > > > > >>>> long
> > > >>> >>> > > > > > >>>>>>>>> discussion
> > > >>> >>> > > > > > >>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>> sorry
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> the late reply (I'm busy catching
> up
> > > >>> with
> > > >>> >>> > > > > > >>>> release
> > > >>> >>> > > > > > >>>>>>> 2.0
> > > >>> >>> > > > > > >>>>>>>>> these
> > > >>> >>> > > > > > >>>>>>>>>>>>> days).
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> 1. State TTL for Value Columns
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> Let me first clarify your thoughts
> > to
> > > >>> ensure
> > > >>> >>> > > > > > >> I
> > > >>> >>> > > > > > >>>>>>>> understand
> > > >>> >>> > > > > > >>>>>>>>>>>>>> correctly.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> IIUC,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> there is no persistent
> configuration
> > > for
> > > >>> >>> > > > > > >> state
> > > >>> >>> > > > > > >>>> TTL
> > > >>> >>> > > > > > >>>>>>> in
> > > >>> >>> > > > > > >>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>> checkpoint.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> While
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> you can infer that TTL is enabled
> by
> > > >>> reading
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>>>> serializer,
> > > >>> >>> > > > > > >>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> checkpoint
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> itself only stores the last access
> > > time
> > > >>> for
> > > >>> >>> > > > > > >>>> each
> > > >>> >>> > > > > > >>>>>>> value.
> > > >>> >>> > > > > > >>>>>>>>> So
> > > >>> >>> > > > > > >>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>> only
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> thing
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> we can show is the last access
> time
> > > for
> > > >>> each
> > > >>> >>> > > > > > >>>>> value.
> > > >>> >>> > > > > > >>>>>>> But
> > > >>> >>> > > > > > >>>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>>>> not
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> required
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> for all state backends to store
> > this,
> > > as
> > > >>> >>> they
> > > >>> >>> > > > > > >>>> may
> > > >>> >>> > > > > > >>>>>>>>> directly
> > > >>> >>> > > > > > >>>>>>>>>>>> store
> > > >>> >>> > > > > > >>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> expired time. This will also
> > increase
> > > >>> the
> > > >>> >>> > > > > > >>>>>>> difficulty of
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> implementation
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> &
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> maintenance.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> This once again reiterates the
> > > >>> importance of
> > > >>> >>> > > > > > >>>>> unified
> > > >>> >>> > > > > > >>>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> checkpoints. I’m planning on
> adding
> > > >>> this,
> > > >>> >>> and
> > > >>> >>> > > > > > >>>> we
> > > >>> >>> > > > > > >>>>> may
> > > >>> >>> > > > > > >>>>>>>>>>>> collaborate
> > > >>> >>> > > > > > >>>>>>>>>>>>> on
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> the future.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> 2. Metadata Table vs. Metadata
> > Column
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> I'm not in favor of adding a new
> > > >>> connector
> > > >>> >>> > > > > > >> for
> > > >>> >>> > > > > > >>>>>>>> metadata.
> > > >>> >>> > > > > > >>>>>>>>>> The
> > > >>> >>> > > > > > >>>>>>>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> more like one-time information
> > instead
> > > >>> of a
> > > >>> >>> > > > > > >>>>>>> streaming
> > > >>> >>> > > > > > >>>>>>>>> data
> > > >>> >>> > > > > > >>>>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> changes
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> all
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> the time, so a single connector
> > seems
> > > >>> to be
> > > >>> >>> > > > > > >> an
> > > >>> >>> > > > > > >>>>>>>> overkill.
> > > >>> >>> > > > > > >>>>>>>>> It
> > > >>> >>> > > > > > >>>>>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>>>>> not
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> easy
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> withdraw a connector if we have a
> > > better
> > > >>> >>> > > > > > >>>> solution
> > > >>> >>> > > > > > >>>>> in
> > > >>> >>> > > > > > >>>>>>>>>> future.
> > > >>> >>> > > > > > >>>>>>>>>>>> I'm
> > > >>> >>> > > > > > >>>>>>>>>>>>>> not
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> familiar with current Catalog
> > > >>> capabilities,
> > > >>> >>> > > > > > >>>> and if
> > > >>> >>> > > > > > >>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>> could
> > > >>> >>> > > > > > >>>>>>>>>>>>> extract
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> show some operator-level
> information
> > > >>> from
> > > >>> >>> > > > > > >>>>> savepoint,
> > > >>> >>> > > > > > >>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>> would
> > > >>> >>> > > > > > >>>>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> great.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> If the Catalog can't do that, I
> > would
> > > >>> >>> > > > > > >> consider
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>>> current
> > > >>> >>> > > > > > >>>>>>>>>>> FLIP
> > > >>> >>> > > > > > >>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> be a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> compromise solution.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> And if we have that unified
> metadata
> > > for
> > > >>> >>> > > > > > >>>>>>>>>> checkpoint/savepoint
> > > >>> >>> > > > > > >>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> future,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> may directly register savepoint in
> > > >>> catalog,
> > > >>> >>> > > > > > >> and
> > > >>> >>> > > > > > >>>>>>> create
> > > >>> >>> > > > > > >>>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>> source
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> without
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> specifying complex columns, as
> well
> > as
> > > >>> >>> > > > > > >> describe
> > > >>> >>> > > > > > >>>>> the
> > > >>> >>> > > > > > >>>>>>>>>> savepoint
> > > >>> >>> > > > > > >>>>>>>>>>>>>> catalog
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> get the metadata. That's a good
> > > >>> solution in
> > > >>> >>> > > > > > >> my
> > > >>> >>> > > > > > >>>>> mind.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> Zakelly
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> On Wed, Mar 12, 2025 at 10:35 AM
> > > >>> Shengkai
> > > >>> >>> > > > > > >> Fang
> > > >>> >>> > > > > > >>>> <
> > > >>> >>> > > > > > >>>>>>>>>>>>> fskm...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> Hi Gabor,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> 2. Adding a new connector with
> > > >>> >>> > > > > > >>>>>>> `savepoint-metadata`
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> I would argue against
> introducing a
> > > new
> > > >>> >>> > > > > > >>>>> connector
> > > >>> >>> > > > > > >>>>>>>> type
> > > >>> >>> > > > > > >>>>>>>>>>> named
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> savepoint-metadata, as the
> existing
> > > >>> Catalog
> > > >>> >>> > > > > > >>>>>>> mechanism
> > > >>> >>> > > > > > >>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> inherently
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> provide the necessary connector
> > > factory
> > > >>> >>> > > > > > >>>>>>> capabilities.
> > > >>> >>> > > > > > >>>>>>>>>> I’ve
> > > >>> >>> > > > > > >>>>>>>>>>>>>> detailed
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> proposal in branch[1]. Please
> take
> > a
> > > >>> moment
> > > >>> >>> > > > > > >>>> to
> > > >>> >>> > > > > > >>>>>>> review
> > > >>> >>> > > > > > >>>>>>>>> it.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> If we introduce a connector named
> > > >>> >>> > > > > > >>>>>>>> `savepoint-metadata`,
> > > >>> >>> > > > > > >>>>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>>>>> means
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> user
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> create a temporary table with
> > > connector
> > > >>> >>> > > > > > >>>>>>>>>>> `savepoint-metadata`
> > > >>> >>> > > > > > >>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> connector needs to check whether
> > > table
> > > >>> >>> > > > > > >>>> schema is
> > > >>> >>> > > > > > >>>>>>> same
> > > >>> >>> > > > > > >>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>> schema
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> proposed in the FLIP. On the
> other
> > > >>> hand,
> > > >>> >>> > > > > > >> it's
> > > >>> >>> > > > > > >>>>> not
> > > >>> >>> > > > > > >>>>>>>> easy
> > > >>> >>> > > > > > >>>>>>>>>> work
> > > >>> >>> > > > > > >>>>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> others
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> users a metadata table with same
> > > >>> schema.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> [1]
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://github.com/apache/flink/compare/master...fsk119:flink:state-metadata?expand=1#diff-712a7bc92fe46c405fb0e61b475bb2a005cb7a72bab7df28bbb92744bcb5f465R63
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> Shengkai
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> Gabor Somogyi <
> > > >>> gabor.g.somo...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>> 于2025年3月11日周二
> > > >>> >>> > > > > > >>>>>>>>>>>>> 16:56写道:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> Hi Shengkai,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> 1. State TTL for Value Columns
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> From directional perspective I
> > agree
> > > >>> your
> > > >>> >>> > > > > > >>>> idea
> > > >>> >>> > > > > > >>>>>>> how
> > > >>> >>> > > > > > >>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> implemented.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> Previously I've mentioned that
> TTL
> > > >>> >>> > > > > > >>>> information
> > > >>> >>> > > > > > >>>>>>> is
> > > >>> >>> > > > > > >>>>>>>> not
> > > >>> >>> > > > > > >>>>>>>>>>>> exposed
> > > >>> >>> > > > > > >>>>>>>>>>>>>> on
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> processor API (which the SQL
> state
> > > >>> >>> > > > > > >>>> connector
> > > >>> >>> > > > > > >>>>>>> uses
> > > >>> >>> > > > > > >>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>> read
> > > >>> >>> > > > > > >>>>>>>>>>>>> data)
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> and unless somebody show me the
> > > >>> opposite
> > > >>> >>> > > > > > >>>> this
> > > >>> >>> > > > > > >>>>>>> FLIP
> > > >>> >>> > > > > > >>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>> not
> > > >>> >>> > > > > > >>>>>>>>>>>>> going
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> address
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> this to avoid feature creep. Our
> > > users
> > > >>> >>> > > > > > >> are
> > > >>> >>> > > > > > >>>>> also
> > > >>> >>> > > > > > >>>>>>>>>>> interested
> > > >>> >>> > > > > > >>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>> TTL
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> so
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> sooner or later we're going to
> > > expose
> > > >>> it,
> > > >>> >>> > > > > > >>>> this
> > > >>> >>> > > > > > >>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>> matter
> > > >>> >>> > > > > > >>>>>>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> scheduling.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> 2. Adding a new connector with
> > > >>> >>> > > > > > >>>>>>>> `savepoint-metadata`
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> Not sure I understand your point
> > at
> > > >>> all
> > > >>> >>> > > > > > >>>>> related
> > > >>> >>> > > > > > >>>>>>>>>>>> StateCatalog.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> First
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> all
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> I can't agree more that
> > StateCatalog
> > > >>> is
> > > >>> >>> > > > > > >>>> needed
> > > >>> >>> > > > > > >>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>> is a
> > > >>> >>> > > > > > >>>>>>>>>>>>> planned
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> building
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> block in an upcoming
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> FLIP but not sure how can it
> help
> > > >>> now? No
> > > >>> >>> > > > > > >>>>> matter
> > > >>> >>> > > > > > >>>>>>>>> what,
> > > >>> >>> > > > > > >>>>>>>>>>> your
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> knowledge
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> essential when we add
> > StateCatalog.
> > > >>> Let
> > > >>> >>> > > > > > >> me
> > > >>> >>> > > > > > >>>>>>> expose
> > > >>> >>> > > > > > >>>>>>>> my
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> understanding
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> area:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> * First we need create table
> > > >>> statements
> > > >>> >>> > > > > > >> to
> > > >>> >>> > > > > > >>>>>>> access
> > > >>> >>> > > > > > >>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>> data
> > > >>> >>> > > > > > >>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> * When we have that then we can
> > add
> > > >>> >>> > > > > > >>>>> StateCatalog
> > > >>> >>> > > > > > >>>>>>>>> which
> > > >>> >>> > > > > > >>>>>>>>>>>> could
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> potentially
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> ease the life of users by for
> ex.
> > > >>> giving
> > > >>> >>> > > > > > >>>>>>>>> off-the-shelf
> > > >>> >>> > > > > > >>>>>>>>>>>> tables
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> without
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> sweating with create table
> > > statements
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> User expectations:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> * See state data (this is
> > fulfilled
> > > >>> with
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>> existing
> > > >>> >>> > > > > > >>>>>>>>>>>>>> connector)
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> * See metadata about state data
> > like
> > > >>> TTL
> > > >>> >>> > > > > > >>>> (this
> > > >>> >>> > > > > > >>>>>>> can
> > > >>> >>> > > > > > >>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>> added
> > > >>> >>> > > > > > >>>>>>>>>>>>> as
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> column as you suggested since it
> > > >>> belongs
> > > >>> >>> > > > > > >> to
> > > >>> >>> > > > > > >>>>> the
> > > >>> >>> > > > > > >>>>>>>> data)
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> * See metadata about operators
> > (this
> > > >>> can
> > > >>> >>> > > > > > >> be
> > > >>> >>> > > > > > >>>>>>> added
> > > >>> >>> > > > > > >>>>>>>>> from
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> savepoint-metadata)
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> Important to highlight that
> state
> > > data
> > > >>> >>> > > > > > >>>> table
> > > >>> >>> > > > > > >>>>>>> format
> > > >>> >>> > > > > > >>>>>>>>>>> differs
> > > >>> >>> > > > > > >>>>>>>>>>>>>> from
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> metadata table format. Namely
> one
> > > >>> table
> > > >>> >>> > > > > > >> has
> > > >>> >>> > > > > > >>>>> rows
> > > >>> >>> > > > > > >>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>>>> values
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> another has rows for operators,
> > > right?
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> I think that's the reason why
> > you've
> > > >>> >>> > > > > > >>>>> pinpointed
> > > >>> >>> > > > > > >>>>>>> out
> > > >>> >>> > > > > > >>>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> suggested
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> metadata columns are somewhat
> > > clunky.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> As a conclusion I agree to add
> > > >>> >>> > > > > > >>>>> ${state-name}_ttl
> > > >>> >>> > > > > > >>>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>>>> column
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> later
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> on
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> since it belongs to the state
> > value
> > > >>> and
> > > >>> >>> > > > > > >>>>> adding a
> > > >>> >>> > > > > > >>>>>>>> new
> > > >>> >>> > > > > > >>>>>>>>>>> table
> > > >>> >>> > > > > > >>>>>>>>>>>>> type
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> (like
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> you
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> suggested similar to PG [1])
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> for metadata. Please see how
> Spark
> > > >>> does
> > > >>> >>> > > > > > >>>> that
> > > >>> >>> > > > > > >>>>> too
> > > >>> >>> > > > > > >>>>>>>> [2].
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> If you have better approach then
> > > >>> please
> > > >>> >>> > > > > > >>>>>>> elaborate
> > > >>> >>> > > > > > >>>>>>>>> with
> > > >>> >>> > > > > > >>>>>>>>>>> more
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> details
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> help me to understand your
> point.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Up until now we've seen even in
> > TB
> > > >>> >>> > > > > > >>>>> savepoints
> > > >>> >>> > > > > > >>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>> number
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> keys
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> be extremely huge but not the
> per
> > > key
> > > >>> >>> > > > > > >>>> state
> > > >>> >>> > > > > > >>>>>>>> itself.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> But again, this is a good
> feature
> > > >>> as-is
> > > >>> >>> > > > > > >>>> and
> > > >>> >>> > > > > > >>>>>>> can
> > > >>> >>> > > > > > >>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>> handled
> > > >>> >>> > > > > > >>>>>>>>>>>>>> in a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> separate
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> jira.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> I've just created
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >> https://issues.apache.org/jira/browse/FLINK-37456
> .
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> [1]
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> https://www.postgresql.org/docs/current/view-pg-tables.html
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> [2]
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://www.databricks.com/blog/announcing-state-reader-api-new-statestore-data-source
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> BR,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> G
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> On Tue, Mar 11, 2025 at 3:55 AM
> > > >>> Shengkai
> > > >>> >>> > > > > > >>>> Fang
> > > >>> >>> > > > > > >>>>> <
> > > >>> >>> > > > > > >>>>>>>>>>>>>> fskm...@gmail.com
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Hi, Gabor. Thanks for your
> > > response.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> 1. State TTL for Value Columns
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Thank you for addressing the
> > > >>> >>> > > > > > >> limitations
> > > >>> >>> > > > > > >>>>> here.
> > > >>> >>> > > > > > >>>>>>>>>>> However, I
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> believe
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> would
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> be beneficial to further
> clarify
> > > the
> > > >>> >>> > > > > > >> API
> > > >>> >>> > > > > > >>>> in
> > > >>> >>> > > > > > >>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>> FLIP
> > > >>> >>> > > > > > >>>>>>>>>>>>>> regarding
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> how
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> users
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> can specify the TTL column.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> One potential approach that
> comes
> > > to
> > > >>> >>> > > > > > >>>> mind is
> > > >>> >>> > > > > > >>>>>>>> using
> > > >>> >>> > > > > > >>>>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> standardized
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> naming
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> convention such as
> > > ${state-name}_ttl
> > > >>> >>> > > > > > >> for
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>>> column
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> defines
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> the TTL value. In terms of
> > > >>> >>> > > > > > >>>> implementation,
> > > >>> >>> > > > > > >>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> listReadableMetadata
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> function could:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> 1. Read the table’s columns and
> > > >>> >>> > > > > > >>>>> configuration,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> 2. Extract all defined state
> > names,
> > > >>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> 3. Return a structured list of
> > > >>> metadata
> > > >>> >>> > > > > > >>>>>>> entries
> > > >>> >>> > > > > > >>>>>>>>>>> formatted
> > > >>> >>> > > > > > >>>>>>>>>>>>> as
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> ${state-name}_ttl.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> WDYT?
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> 2. Adding a new connector with
> > > >>> >>> > > > > > >>>>>>>>> `savepoint-metadata`
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Introducing a new connector
> type
> > at
> > > >>> >>> > > > > > >> this
> > > >>> >>> > > > > > >>>>> stage
> > > >>> >>> > > > > > >>>>>>>> may
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> unnecessarily
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> complicate
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> the system. Given that every
> > table
> > > >>> >>> > > > > > >>>> already
> > > >>> >>> > > > > > >>>>>>>> belongs
> > > >>> >>> > > > > > >>>>>>>>>> to a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> Catalog,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> which
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> designed to provide a Factory
> for
> > > >>> >>> > > > > > >>>> building
> > > >>> >>> > > > > > >>>>>>> source
> > > >>> >>> > > > > > >>>>>>>>> or
> > > >>> >>> > > > > > >>>>>>>>>>> sink
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> connectors, I
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> propose integrating a dedicated
> > > >>> >>> > > > > > >>>> StateCatalog
> > > >>> >>> > > > > > >>>>>>>>> instead.
> > > >>> >>> > > > > > >>>>>>>>>>>> This
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> approach
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> would
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> allow us to:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> 1. Leverage the Catalog’s
> > existing
> > > >>> >>> > > > > > >>>>>>> capabilities
> > > >>> >>> > > > > > >>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>> manage
> > > >>> >>> > > > > > >>>>>>>>>>>>> TTL
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> (e.g., state names and TTL
> logic)
> > > >>> >>> > > > > > >> without
> > > >>> >>> > > > > > >>>>>>>>> duplicating
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> functionality.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> 2. Provide a unified interface
> > for
> > > >>> >>> > > > > > >>>> connector
> > > >>> >>> > > > > > >>>>>>>>>>>> instantiation
> > > >>> >>> > > > > > >>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> handling through the Catalog’s
> > > >>> Factory
> > > >>> >>> > > > > > >>>>>>> pattern.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Would this design decision
> better
> > > >>> align
> > > >>> >>> > > > > > >>>> with
> > > >>> >>> > > > > > >>>>>>> our
> > > >>> >>> > > > > > >>>>>>>>>>>>>> architecture’s
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> extensibility and reduce
> > > redundancy?
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> Up until now we've seen even
> in
> > TB
> > > >>> >>> > > > > > >>>>>>> savepoints
> > > >>> >>> > > > > > >>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>> number
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> keys
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> be extremely huge but not the
> > per
> > > >>> key
> > > >>> >>> > > > > > >>>>> state
> > > >>> >>> > > > > > >>>>>>>>> itself.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> But again, this is a good
> > feature
> > > >>> >>> > > > > > >> as-is
> > > >>> >>> > > > > > >>>>> and
> > > >>> >>> > > > > > >>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>> handled
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> in a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> separate
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> jira.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> +1 for a separate jira.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Shengkai
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> Gabor Somogyi <
> > > >>> >>> > > > > > >> gabor.g.somo...@gmail.com
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>>>>>>>> 于2025年3月10日周一
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> 19:05写道:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> Hi Shengkai,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> Please see my comments inline.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> BR,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> G
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> On Mon, Mar 3, 2025 at 7:07 AM
> > > >>> >>> > > > > > >> Shengkai
> > > >>> >>> > > > > > >>>>>>> Fang <
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> fskm...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> Hi, Gabor. Thanks for your
> the
> > > >>> >>> > > > > > >> FLIP.
> > > >>> >>> > > > > > >>>> I
> > > >>> >>> > > > > > >>>>>>> have
> > > >>> >>> > > > > > >>>>>>>>> some
> > > >>> >>> > > > > > >>>>>>>>>>>>>> questions
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> about
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> FLIP:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> 1. State TTL for Value
> Columns
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> How can users retrieve the
> > state
> > > >>> >>> > > > > > >> TTL
> > > >>> >>> > > > > > >>>>>>>>>> (Time-to-Live)
> > > >>> >>> > > > > > >>>>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> each
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> value
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> column?
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> From my understanding of the
> > > >>> >>> > > > > > >> current
> > > >>> >>> > > > > > >>>>>>> design,
> > > >>> >>> > > > > > >>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>>> seems
> > > >>> >>> > > > > > >>>>>>>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> functionality is not
> supported.
> > > >>> >>> > > > > > >> Could
> > > >>> >>> > > > > > >>>>> you
> > > >>> >>> > > > > > >>>>>>>>> clarify
> > > >>> >>> > > > > > >>>>>>>>>>> if
> > > >>> >>> > > > > > >>>>>>>>>>>>>> there
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> are
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> plans
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> address this limitation?
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> Since the state processor API
> is
> > > not
> > > >>> >>> > > > > > >>>> yet
> > > >>> >>> > > > > > >>>>>>>> exposing
> > > >>> >>> > > > > > >>>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> information
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> would require several steps.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> First, the state processor API
> > > >>> >>> > > > > > >> support
> > > >>> >>> > > > > > >>>>>>> needs to
> > > >>> >>> > > > > > >>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>> added
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> which
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> then
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> exposed on the SQL API.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> This is definitely a future
> > > >>> >>> > > > > > >> improvement
> > > >>> >>> > > > > > >>>>>>> which
> > > >>> >>> > > > > > >>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>>> useful
> > > >>> >>> > > > > > >>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> handled
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> in a separate jira.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> 2. Metadata Table vs.
> Metadata
> > > >>> >>> > > > > > >> Column
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> The metadata information
> > > described
> > > >>> >>> > > > > > >> in
> > > >>> >>> > > > > > >>>>> the
> > > >>> >>> > > > > > >>>>>>>> FLIP
> > > >>> >>> > > > > > >>>>>>>>>>>> appears
> > > >>> >>> > > > > > >>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> intended
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> describe the state files
> stored
> > > at
> > > >>> >>> > > > > > >> a
> > > >>> >>> > > > > > >>>>>>> specific
> > > >>> >>> > > > > > >>>>>>>>>>>> location.
> > > >>> >>> > > > > > >>>>>>>>>>>>>> To
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> me,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> concept
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> aligns more closely with
> system
> > > >>> >>> > > > > > >>>> tables
> > > >>> >>> > > > > > >>>>>>> like
> > > >>> >>> > > > > > >>>>>>>>>>> pg_tables
> > > >>> >>> > > > > > >>>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> PostgreSQL
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> [1]
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> or
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> the INFORMATION_SCHEMA in
> MySQL
> > > >>> >>> > > > > > >> [2].
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> Adding a new connector with
> > > >>> >>> > > > > > >>>>>>>> `savepoint-metadata`
> > > >>> >>> > > > > > >>>>>>>>>> is a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> possibility
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> where
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> can create such functionality.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> I'm not against that, just
> want
> > to
> > > >>> >>> > > > > > >>>> have a
> > > >>> >>> > > > > > >>>>>>>> common
> > > >>> >>> > > > > > >>>>>>>>>>>>> agreement
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> we
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> would
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> like to move that direction.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> (As a side note not just PG
> but
> > > >>> Spark
> > > >>> >>> > > > > > >>>> also
> > > >>> >>> > > > > > >>>>>>> has
> > > >>> >>> > > > > > >>>>>>>>>>> similar
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> approach
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> and I
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> basically like the idea).
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> If we would go that direction
> > > >>> >>> > > > > > >> savepoint
> > > >>> >>> > > > > > >>>>>>>> metadata
> > > >>> >>> > > > > > >>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> reached
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> way
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> that one row would represent
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> an operator with it's values
> > > >>> >>> > > > > > >> something
> > > >>> >>> > > > > > >>>>> like
> > > >>> >>> > > > > > >>>>>>>> this:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> ┌─────────┬─────────┬─────────┬─────────┬─────────┬─────────┬─────────┬────────┐
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> │operatorN│operatorU│operatorH│paralleli│maxParall│subtaskSt│coordinat│totalSta│
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │ame      │id       │ash
> > │sm
> > > >>> >>> > > > > > >>>>>>> │elism
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │atesCount│orStateSi│tesSizeI│
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │         │         │
>  │
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │zeInBytes│nBytes  │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> ├─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼────────┤
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │Source:
> │datagen-s│47aee9439│2
> > > >>> >>> > > > > > >>>>> │128
> > > >>> >>> > > > > > >>>>>>>>>> │2
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> │16
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │546     │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> │datagen-s│ource-uid│4d6ea26e2│
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │ource    │
>  │d544bef0a│
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │         │         │37bb5
> │
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> ├─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼────────┤
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> │long-udf-│long-udf-│6ed3f40bf│2
> > > >>> >>> > > > > > >>>>> │128
> > > >>> >>> > > > > > >>>>>>>>>> │2
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> │0
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> │0
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>     │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> │with-mast│with-mast│f3c8dfcdf│
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │er-hook
> │er-hook-u│cb95128a1│
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │         │id       │018f1
> │
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> ├─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼────────┤
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> │value-pro│value-pro│ca4f5fe9a│2
> > > >>> >>> > > > > > >>>>> │128
> > > >>> >>> > > > > > >>>>>>>>>> │2
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> │0
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │40726   │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │cess     │cess-uid
> │637b656f0│
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │         │
>  │9ea78b3e7│
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> │         │         │a15b9
> │
> > > >>> >>> > > > > > >>>> │
> > > >>> >>> > > > > > >>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>    │
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> ├─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┼────────┤
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> This table can then be joined
> > with
> > > >>> >>> > > > > > >> the
> > > >>> >>> > > > > > >>>>>>> actually
> > > >>> >>> > > > > > >>>>>>>>>>>> existing
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> `savepoint`
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> connector created tables based
> > on
> > > >>> UID
> > > >>> >>> > > > > > >>>> hash
> > > >>> >>> > > > > > >>>>>>>> (which
> > > >>> >>> > > > > > >>>>>>>>>> is
> > > >>> >>> > > > > > >>>>>>>>>>>>> unique
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> always
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> exists).
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> This would mean that the
> already
> > > >>> >>> > > > > > >>>> existing
> > > >>> >>> > > > > > >>>>>>> table
> > > >>> >>> > > > > > >>>>>>>>>> would
> > > >>> >>> > > > > > >>>>>>>>>>>>> need
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> only a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> single
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> metadata column which is the
> UID
> > > >>> >>> > > > > > >> hash.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> WDYT?
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> @zakelly, plz share your
> > thoughts
> > > >>> >>> > > > > > >> too.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> If we opt to use metadata
> > > columns,
> > > >>> >>> > > > > > >>>> every
> > > >>> >>> > > > > > >>>>>>>> record
> > > >>> >>> > > > > > >>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> table
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> would
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> end
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> up
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> having identical values for
> > these
> > > >>> >>> > > > > > >>>>> columns
> > > >>> >>> > > > > > >>>>>>>>> (please
> > > >>> >>> > > > > > >>>>>>>>>>>>> correct
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> me
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> if
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> I’m
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> mistaken). On the other hand,
> > the
> > > >>> >>> > > > > > >>>> state
> > > >>> >>> > > > > > >>>>>>>>> connector
> > > >>> >>> > > > > > >>>>>>>>>>>>>> requires
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> users
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> specify
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> an operator UID or operator
> UID
> > > >>> >>> > > > > > >> hash,
> > > >>> >>> > > > > > >>>>>>> after
> > > >>> >>> > > > > > >>>>>>>>> which
> > > >>> >>> > > > > > >>>>>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> outputs
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> user-defined
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> values in its records. This
> > > >>> >>> > > > > > >> approach
> > > >>> >>> > > > > > >>>>> feels
> > > >>> >>> > > > > > >>>>>>>>>> somewhat
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> redundant
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> me.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> If we would add a new
> > > >>> >>> > > > > > >>>> `savepoint-metadata`
> > > >>> >>> > > > > > >>>>>>>>>> connector
> > > >>> >>> > > > > > >>>>>>>>>>>> then
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> addressed.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> On the other hand UID and UID
> > hash
> > > >>> >>> > > > > > >> are
> > > >>> >>> > > > > > >>>>>>> having
> > > >>> >>> > > > > > >>>>>>>>>>> either-or
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> relationship
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> from
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> config perspective,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> so when a user provides the
> UID
> > > then
> > > >>> >>> > > > > > >>>>> he/she
> > > >>> >>> > > > > > >>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>>> interested
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> hash
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> for further calculations
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> (the whole Flink internals are
> > > >>> >>> > > > > > >>>> depending
> > > >>> >>> > > > > > >>>>> on
> > > >>> >>> > > > > > >>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>> hash).
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> Printing
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> out
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> human readable UID
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> is an explicit requirement
> from
> > > the
> > > >>> >>> > > > > > >>>> user
> > > >>> >>> > > > > > >>>>>>> side
> > > >>> >>> > > > > > >>>>>>>>>> because
> > > >>> >>> > > > > > >>>>>>>>>>>>>> hashes
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> are
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> not
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> human
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> readable.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> 3. Handling LIST and MAP
> States
> > > in
> > > >>> >>> > > > > > >>>> the
> > > >>> >>> > > > > > >>>>>>> State
> > > >>> >>> > > > > > >>>>>>>>>>>> Connector
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> I have concerns about how the
> > > >>> >>> > > > > > >> current
> > > >>> >>> > > > > > >>>>>>> design
> > > >>> >>> > > > > > >>>>>>>>>>> handles
> > > >>> >>> > > > > > >>>>>>>>>>>>> LIST
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> MAP
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> states.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> Specifically, the state
> > connector
> > > >>> >>> > > > > > >>>> uses
> > > >>> >>> > > > > > >>>>>>> Flink
> > > >>> >>> > > > > > >>>>>>>>>> SQL’s
> > > >>> >>> > > > > > >>>>>>>>>>>> MAP
> > > >>> >>> > > > > > >>>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> ARRAY
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> types,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> which implies that it
> attempts
> > to
> > > >>> >>> > > > > > >>>> load
> > > >>> >>> > > > > > >>>>>>> entire
> > > >>> >>> > > > > > >>>>>>>>> MAP
> > > >>> >>> > > > > > >>>>>>>>>>> or
> > > >>> >>> > > > > > >>>>>>>>>>>>> LIST
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> states
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> into
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> memory.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> However, in many real-world
> > > >>> >>> > > > > > >>>> scenarios,
> > > >>> >>> > > > > > >>>>>>> these
> > > >>> >>> > > > > > >>>>>>>>>> states
> > > >>> >>> > > > > > >>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> grow
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> very
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> large.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> Typically, the state API
> > > addresses
> > > >>> >>> > > > > > >>>> this
> > > >>> >>> > > > > > >>>>> by
> > > >>> >>> > > > > > >>>>>>>>>>> providing
> > > >>> >>> > > > > > >>>>>>>>>>>> an
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> iterator
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> traverse elements within the
> > > state
> > > >>> >>> > > > > > >>>>>>>>> incrementally.
> > > >>> >>> > > > > > >>>>>>>>>>> I’m
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> unsure
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> whether
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> I’ve
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> missed something in FLIP-496
> or
> > > >>> >>> > > > > > >>>>> FLIP-512,
> > > >>> >>> > > > > > >>>>>>> but
> > > >>> >>> > > > > > >>>>>>>>> it
> > > >>> >>> > > > > > >>>>>>>>>>>> seems
> > > >>> >>> > > > > > >>>>>>>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> current
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> design might struggle with
> > > >>> >>> > > > > > >>>> scalability
> > > >>> >>> > > > > > >>>>> in
> > > >>> >>> > > > > > >>>>>>>> such
> > > >>> >>> > > > > > >>>>>>>>>>> cases.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> You see it good, the current
> > > >>> >>> > > > > > >>>>> implementation
> > > >>> >>> > > > > > >>>>>>>> keeps
> > > >>> >>> > > > > > >>>>>>>>>>> state
> > > >>> >>> > > > > > >>>>>>>>>>>>>> for a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> single
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> key
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> in
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> memory.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> Back in the days we've
> > considered
> > > >>> >>> > > > > > >> this
> > > >>> >>> > > > > > >>>>>>>> potential
> > > >>> >>> > > > > > >>>>>>>>>>> issue
> > > >>> >>> > > > > > >>>>>>>>>>>>> and
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> concluded
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> this is not necessarily
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> needed for the initial version
> > and
> > > >>> >>> > > > > > >> can
> > > >>> >>> > > > > > >>>> be
> > > >>> >>> > > > > > >>>>>>> done
> > > >>> >>> > > > > > >>>>>>>>> as a
> > > >>> >>> > > > > > >>>>>>>>>>>> later
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> improvement.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> Up until now we've seen even
> in
> > TB
> > > >>> >>> > > > > > >>>>>>> savepoints
> > > >>> >>> > > > > > >>>>>>>>> that
> > > >>> >>> > > > > > >>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>> number
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>> of
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> keys
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> be extremely huge but not the
> > per
> > > >>> key
> > > >>> >>> > > > > > >>>>> state
> > > >>> >>> > > > > > >>>>>>>>> itself.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> But again, this is a good
> > feature
> > > >>> >>> > > > > > >> as-is
> > > >>> >>> > > > > > >>>>> and
> > > >>> >>> > > > > > >>>>>>> can
> > > >>> >>> > > > > > >>>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>>>> handled
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> in a
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> separate
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> jira.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> Shengkai
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> [1]
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > >
> https://www.postgresql.org/docs/current/view-pg-tables.html
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> [2]
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://dev.mysql.com/doc/refman/8.4/en/information-schema-tables-table.html
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> Gabor Somogyi <
> > > >>> >>> > > > > > >>>>> gabor.g.somo...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>>>>> 于2025年3月3日周一
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> 02:00写道:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>> Hi Zakelly,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>> In order to shoot for
> > simplicity
> > > >>> >>> > > > > > >>>>>>> `METADATA
> > > >>> >>> > > > > > >>>>>>>>>>> VIRTUAL`
> > > >>> >>> > > > > > >>>>>>>>>>>>> as
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> key
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>> words
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>> definition is the target.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>> When it's not super complex
> > the
> > > >>> >>> > > > > > >>>> latter
> > > >>> >>> > > > > > >>>>>>> can
> > > >>> >>> > > > > > >>>>>>>> be
> > > >>> >>> > > > > > >>>>>>>>>>> added
> > > >>> >>> > > > > > >>>>>>>>>>>>>> too.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>> BR,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>> G
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>> On Sun, Mar 2, 2025 at
> 3:37 PM
> > > >>> >>> > > > > > >>>> Zakelly
> > > >>> >>> > > > > > >>>>>>> Lan
> > > >>> >>> > > > > > >>>>>>>> <
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> zakelly....@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> Hi Gabor,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> +1 for this.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> Will the metadata column
> use
> > > >>> >>> > > > > > >>>>> `METADATA
> > > >>> >>> > > > > > >>>>>>>>>> VIRTUAL`
> > > >>> >>> > > > > > >>>>>>>>>>>> as
> > > >>> >>> > > > > > >>>>>>>>>>>>>> key
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> words
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> definition, or `METADATA
> FROM
> > > >>> >>> > > > > > >> xxx
> > > >>> >>> > > > > > >>>>>>>> VIRTUAL`
> > > >>> >>> > > > > > >>>>>>>>>> for
> > > >>> >>> > > > > > >>>>>>>>>>>>>>> renaming,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> just
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> like
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>> the
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> Kafka table?
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> Best,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> Zakelly
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> On Sat, Mar 1, 2025 at
> > 1:31 PM
> > > >>> >>> > > > > > >>>> Gabor
> > > >>> >>> > > > > > >>>>>>>>> Somogyi
> > > >>> >>> > > > > > >>>>>>>>>> <
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> gabor.g.somo...@gmail.com>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>> wrote:
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>> Hi All,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>> I'd like to start a
> > > >>> >>> > > > > > >> discussion
> > > >>> >>> > > > > > >>>> of
> > > >>> >>> > > > > > >>>>>>>>> FLIP-512:
> > > >>> >>> > > > > > >>>>>>>>>>> Add
> > > >>> >>> > > > > > >>>>>>>>>>>>>> meta
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>> information
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>> to
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>> SQL
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>> state connector [1].
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>> Feel free to add your
> > > >>> >>> > > > > > >> thoughts
> > > >>> >>> > > > > > >>>> to
> > > >>> >>> > > > > > >>>>>>> make
> > > >>> >>> > > > > > >>>>>>>>> this
> > > >>> >>> > > > > > >>>>>>>>>>>>> feature
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>> better.
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>> [1]
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>>
> > >
> >
> https://cwiki.apache.org/confluence/display/FLINK/FLIP-512%3A+Add+meta+information+to+SQL+state+connector
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>> BR,
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>> G
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>>
> > > >>> >>> > > > > > >>>>>>>>
> > > >>> >>> > > > > > >>>>>>>
> > > >>> >>> > > > > > >>>>>>
> > > >>> >>> > > > > > >>>>>
> > > >>> >>> > > > > > >>>>
> > > >>> >>> > > > > > >>>
> > > >>> >>> > > > > > >>
> > > >>> >>> > > > > >
> > > >>> >>> > > > > >
> > > >>> >>> > > > >
> > > >>> >>> > > >
> > > >>> >>> > >
> > > >>> >>> >
> > > >>> >>>
> > > >>> >>
> > > >>>
> > > >>
> > >
> >
>

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