Hi Weiqing,

I don't have any more questions. The doc looks good to me.

Thanks,
Xingcan

On Wed, Jan 22, 2025 at 8:46 PM Venkatakrishnan Sowrirajan <vsowr...@asu.edu>
wrote:

> Hi Weiqing,
>
> Thanks, that makes sense! Looks like I missed it.
>
> Regards
> Venkata krishnan
>
>
> On Tue, Jan 21, 2025 at 10:55 PM Weiqing Yang <yangweiqing...@gmail.com>
> wrote:
>
> > Hi Venkata,
> >
> > * > where only one earlyFire is fired The DELAY *
> >
> > The DELAY option mentioned in the Public Interfaces section
> > <
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.yp9ng89zwc1z__;Iw!!IKRxdwAv5BmarQ!cSzLIiXfVEVa9ClafsAoHYeOAxXCu5Em4XlW-MWWjtCsDAVCONBJEwxQ6kFXaCHxOtpVR7w6siu_q7x6HZbUtXqs8qQL$
> > >
> > of the proposal can produce a single early fire per interval, aligning
> with
> > your suggestion. How it integrates with existing early-fire
> configurations
> > are mentioned here
> > <
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.rr0i3gmdjt4q__;Iw!!IKRxdwAv5BmarQ!cSzLIiXfVEVa9ClafsAoHYeOAxXCu5Em4XlW-MWWjtCsDAVCONBJEwxQ6kFXaCHxOtpVR7w6siu_q7x6HZbUtcJ04z2O$
> > >.
> > Let me know if you have any further questions or feedback!
> >
> > Thanks,
> > Weiqing
> >
> > On Tue, Jan 21, 2025 at 11:30 AM Venkatakrishnan Sowrirajan <
> > vsowr...@asu.edu> wrote:
> >
> > > Thanks for the response!
> > >
> > > > If the optional `interval` in the proposal is enabled, early-fire
> > outputs
> > > will occur repeatedly at every earlyFireInterval, not just once. After
> > that
> > > interval concludes, there will also be a final emission.
> > >
> > > One more question, would it make sense to support a mechanism through
> > > configuration where only one earlyFire is fired for an interval or
> > window?
> > > This would also simplify the state overhead for use cases where only
> one
> > > early fire is required within a window or interval. Thoughts?
> > >
> > > Regards
> > > Venkata krishnan
> > >
> > >
> > > On Mon, Jan 20, 2025 at 9:11 PM Weiqing Yang <yangweiqing...@gmail.com
> >
> > > wrote:
> > >
> > > > Hi Venkata,
> > > >
> > > > Thanks for your feedback!
> > > >
> > > > If the optional `interval` in the proposal is enabled, early-fire
> > outputs
> > > > will occur repeatedly at every earlyFireInterval, not just once.
> After
> > > that
> > > > interval concludes, there will also be a final emission.
> > > >
> > > > We haven’t included a late-fire mechanism for interval joins in this
> > > FLIP,
> > > > but it’s certainly something we can consider for future efforts!
> > > >
> > > > Best regards,
> > > > Weiqing
> > > >
> > > > On Thu, Jan 16, 2025 at 3:27 PM Venkatakrishnan Sowrirajan <
> > > > vsowr...@asu.edu>
> > > > wrote:
> > > >
> > > > > Weiqing,
> > > > >
> > > > > Thanks, this is a great addition to Flink SQL. Also instead of
> > > > controlling
> > > > > and configuring through Flink configs unlike the older window
> > > > aggregation,
> > > > > hints seems to be a much better approach. This enables a
> customizable
> > > > early
> > > > > fire behavior for individual interval joins.
> > > > >
> > > > > Couple of questions:
> > > > >
> > > > > 1. Does the *early fire* emit an output every earlyFireInterval
> time
> > or
> > > > > will it be a one time output emission and another output emitted at
> > the
> > > > end
> > > > > of the interval?
> > > > > 2. Are there plans to support *late fire *similar to the window
> > > > > aggregations in later FLIPs?
> > > > >
> > > > > Regards
> > > > > Venkata krishnan
> > > > >
> > > > >
> > > > > On Wed, Jan 15, 2025 at 6:16 PM Weiqing Yang <
> > yangweiqing...@gmail.com
> > > >
> > > > > wrote:
> > > > >
> > > > > > Thanks for reviewing, Xuyang!
> > > > > >
> > > > > > Xingcan (@xingc...@gmail.com) – do you have any concerns?
> > > > > >
> > > > > > If no further objections arise from anyone, I’ll proceed to mark
> > FLIP
> > > > as
> > > > > > ready for voting.
> > > > > >
> > > > > > Best regards,
> > > > > > Weiqing
> > > > > >
> > > > > > On Tue, Jan 14, 2025 at 9:06 PM Xuyang <xyzhong...@163.com>
> wrote:
> > > > > >
> > > > > > > LGTM overall. Thanks for updating. I have no problem and +1 for
> > > this
> > > > > > > feature.
> > > > > > >
> > > > > > >
> > > > > > >
> > > > > > >
> > > > > > > --
> > > > > > >
> > > > > > >     Best!
> > > > > > >     Xuyang
> > > > > > >
> > > > > > >
> > > > > > >
> > > > > > >
> > > > > > >
> > > > > > > 在 2025-01-15 12:33:16,"Weiqing Yang" <yangweiqing...@gmail.com
> >
> > > 写道:
> > > > > > > >Hi Xuyang,
> > > > > > > >
> > > > > > > >Thank you for your detailed feedback! I’ve updated the
> proposal
> > > doc
> > > > > > > >accordingly. Please feel free to take another look and let me
> > know
> > > > if
> > > > > > you
> > > > > > > >have any further thoughts or suggestions.
> > > > > > > >
> > > > > > > >Best regards,
> > > > > > > >Weiqing
> > > > > > > >
> > > > > > > >On Mon, Jan 13, 2025 at 3:50 AM Xuyang <xyzhong...@163.com>
> > > wrote:
> > > > > > > >
> > > > > > > >> Hi, Weiqing.
> > > > > > > >>
> > > > > > > >> After reading the new FLIP, I have no issues with the part
> > > `public
> > > > > > > >> interface`. I only have some questions regarding
> > > > > > > >>
> > > > > > > >> the details in the Proposed Changes section.
> > > > > > > >>
> > > > > > > >> Regarding the ModifyKind and UpdateKind of the IntervalJoin
> > > node,
> > > > > > IIUC:
> > > > > > > >>
> > > > > > > >> - When early firing is enabled, the UpdateKind of the
> > > IntervalJoin
> > > > > can
> > > > > > > be
> > > > > > > >> either ONLY_UPDATE_AFTER or
> > > > > > > >>
> > > > > > > >> degrade to BEFORE_AND_AFTER, depending entirely on the
> > > > requirements
> > > > > of
> > > > > > > the
> > > > > > > >> sink. And the ModifyKind is always ALL.
> > > > > > > >>
> > > > > > > >> - When early firing is disabled, the UpdateKind of the
> > > > IntervalJoin
> > > > > is
> > > > > > > >> NONE, and the ModifyKind is INSERT.
> > > > > > > >>
> > > > > > > >> - Nevertheless, whether early firing is enabled or disabled,
> > the
> > > > > > > >> IntervalJoin should always require its input to keep
> > > > > > > >>
> > > > > > > >> ModifyKind with INSERT_ONLY and UpdateKind with NONE.
> > > > > > > >>
> > > > > > > >>
> > > > > > > >>
> > > > > > > >>
> > > > > > > >> --
> > > > > > > >>
> > > > > > > >>     Best!
> > > > > > > >>     Xuyang
> > > > > > > >>
> > > > > > > >>
> > > > > > > >>
> > > > > > > >>
> > > > > > > >>
> > > > > > > >> At 2025-01-09 15:30:44, "Weiqing Yang" <
> > > yangweiqing...@gmail.com>
> > > > > > > wrote:
> > > > > > > >> >Hi Xingcan and Xuyang,
> > > > > > > >> >
> > > > > > > >> >Thanks so much for the feedback - it was very helpful!
> > > > > > > >> >
> > > > > > > >> >*> 1. The current output stream of a time interval outer
> join
> > > is
> > > > an
> > > > > > > >> >append-only stream. This change will make it a potential
> > > > > retractable
> > > > > > > >> >stream. I'm not sure if the planner supports a dynamic
> output
> > > > type
> > > > > > like
> > > > > > > >> >that. Could you add this part to your design doc?*
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >   - Yes, enabling early firing on time interval outer
> joins
> > > can
> > > > > emit
> > > > > > > >> >   retractions when previously emitted rows are updated or
> > > > > > invalidated
> > > > > > > by
> > > > > > > >> >   later matches. I’ve updated the proposal (Planner
> > Awareness
> > > > > > > >> >   <
> > > > > > > >>
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.y5w17oloacws__;Iw!!IKRxdwAv5BmarQ!amkTjCPG108LnMxlN_eVP1GHgJpGNcvNJWSNr3NMfIoj0hTe4LvEKnFk0_gDXV0W-hozAXm9Kxw9VrlRT3jQ-WAM59Os$
> > > > > > > >> >
> > > > > > > >> >   and Changes in FlinkChangelogModeInferenceProgram
> > > > > > > >> >   <
> > > > > > > >>
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.z6qdwrvtgn4u__;Iw!!IKRxdwAv5BmarQ!amkTjCPG108LnMxlN_eVP1GHgJpGNcvNJWSNr3NMfIoj0hTe4LvEKnFk0_gDXV0W-hozAXm9Kxw9VrlRT3jQ-Y5SiJXB$
> > > > > > > >> >)
> > > > > > > >> >   to clarify that the stream might switch from append-only
> > to
> > > a
> > > > > > > >> >   retract/upsert stream. Let me know if anything is
> missing.
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >*> 2. What's the use case when the downstream components
> need
> > > to
> > > > > get
> > > > > > > the
> > > > > > > >> >early fired results regularly?*
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >   - The new INTERVAL option (in addition to DELAY) allows
> > > > periodic
> > > > > > > >> updates
> > > > > > > >> >   (e.g., every 10 minutes) after the initial delay. This
> > > > captures
> > > > > > how
> > > > > > > >> results
> > > > > > > >> >   evolve over time, similar to Apache Beam’s “Repeatedly”
> > > > option.
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >*> 3. The time interval join operator itself is not quite
> > > > efficient
> > > > > > > when
> > > > > > > >> >the state becomes large. Will there be any extra overhead
> > after
> > > > > > > >> introducing
> > > > > > > >> >this feature?*
> > > > > > > >> >
> > > > > > > >> >   - Early fire does introduce some overhead by potentially
> > > > > emitting
> > > > > > > >> >   partial matches multiple times with retraction (avoiding
> > > > > duplicate
> > > > > > > >> outputs
> > > > > > > >> >   though). However, if it’s disabled, there is no
> additional
> > > > cost.
> > > > > > > Most
> > > > > > > >> users
> > > > > > > >> >   find the performance trade-off acceptable for the
> > real-time
> > > > > > > insights it
> > > > > > > >> >   provides.
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >*> 1. Currently, there are some configs related to early
> > firing
> > > > > > > available
> > > > > > > >> >to users: `table.exec.emit.early-fire.en**abled` and
> > > > > > > >> >`table.exec.emit.early-fire.de <
> > > > > >
> > > > >
> > > >
> > >
> >
> https://urldefense.com/v3/__http://table.exec.emit.early-fire.de__;!!IKRxdwAv5BmarQ!amkTjCPG108LnMxlN_eVP1GHgJpGNcvNJWSNr3NMfIoj0hTe4LvEKnFk0_gDXV0W-hozAXm9Kxw9VrlRT3jQ-dmB0JB7$
> > > > > > > >> >**lay`.
> > > > > > > >> >Although their documentation states that they are only
> > > applicable
> > > > > to
> > > > > > > the
> > > > > > > >> >Window operator, it seems possible that they may also be
> > > relevant
> > > > > in
> > > > > > > the
> > > > > > > >> >context of this FLIP. Otherwise, having different early
> > firing
> > > > > > > behaviors
> > > > > > > >> >for different operators could confuse users.*
> > > > > > > >> >
> > > > > > > >> >   - +1 on unifying early-fire behaviors to avoid
> confusion.
> > > I’ve
> > > > > > > added a
> > > > > > > >> >   section
> > > > > > > >> >   <
> > > > > > > >>
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.rr0i3gmdjt4q__;Iw!!IKRxdwAv5BmarQ!amkTjCPG108LnMxlN_eVP1GHgJpGNcvNJWSNr3NMfIoj0hTe4LvEKnFk0_gDXV0W-hozAXm9Kxw9VrlRT3jQ-cs7f7P2$
> > > > > > > >> >
> > > > > > > >> >in
> > > > > > > >> >   the proposal highlighting that we should align
> hint-based
> > > > > interval
> > > > > > > join
> > > > > > > >> >   configurations with the existing table.exec.emit.*
> > settings.
> > > > > > > >> Suggestions
> > > > > > > >> >   on how to make the unification are welcome! We plan to
> > > extend
> > > > > > early
> > > > > > > >> firing
> > > > > > > >> >   to window joins via hints in a future FLIP.
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >*> 2. The design of `time_mode` is excellent. Similar to
> > point
> > > 1,
> > > > > > > perhaps
> > > > > > > >> >we can introduce it to other window-related operators in
> the
> > > > > future.>
> > > > > > > 3.
> > > > > > > >> >You need to modify the FlinkChangelogModeInferenceProgram
> to
> > > > ensure
> > > > > > > that
> > > > > > > >> >downstream nodes of interval joins with early firing
> enabled
> > > are
> > > > > > aware
> > > > > > > of
> > > > > > > >> >retract or upsert messages.*
> > > > > > > >> >
> > > > > > > >> >   - We agree that time_mode could be introduced to other
> > > > > > window-based
> > > > > > > >> >   operators down the road. We also want to support early
> > fire
> > > > for
> > > > > > > >> >   window join. Also, thanks for highlighting
> > > > > > > >> >   FlinkChangelogModeInferenceProgram! I added the code
> > change
> > > on
> > > > > it
> > > > > > > >> >   <
> > > > > > > >>
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.z6qdwrvtgn4u__;Iw!!IKRxdwAv5BmarQ!amkTjCPG108LnMxlN_eVP1GHgJpGNcvNJWSNr3NMfIoj0hTe4LvEKnFk0_gDXV0W-hozAXm9Kxw9VrlRT3jQ-Y5SiJXB$
> > > > > > > >> >
> > > > > > > >> >   in the proposal.
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >Thanks again for your time and feedback! I’ve updated the
> > > > proposal
> > > > > > with
> > > > > > > >> >these points. Please let me know if there’s anything else I
> > > > should
> > > > > > > >> address.
> > > > > > > >> >
> > > > > > > >> >Best,
> > > > > > > >> >Weiqing
> > > > > > > >> >
> > > > > > > >> >
> > > > > > > >> >On Mon, Jan 6, 2025 at 6:32 PM Xuyang <xyzhong...@163.com>
> > > > wrote:
> > > > > > > >> >
> > > > > > > >> >> Hi, Weiqing. Thank you for drafting this FLIP. I have a
> few
> > > > > > > questions:
> > > > > > > >> >>
> > > > > > > >> >> 1. Currently, there are some configs related to early
> > firing
> > > > > > > available
> > > > > > > >> to
> > > > > > > >> >> users: `table.exec.emit.early-fire.enabled` and
> > > > > > > >> >>
> > > > > > > >> >> `table.exec.emit.early-fire.delay`. Although their
> > > > documentation
> > > > > > > states
> > > > > > > >> >> that they are only applicable to the Window operator,
> > > > > > > >> >>
> > > > > > > >> >> it seems possible that they may also be relevant in the
> > > context
> > > > > of
> > > > > > > this
> > > > > > > >> >> FLIP. Otherwise, having different early firing behaviors
> > > > > > > >> >>
> > > > > > > >> >> for different operators could confuse users.
> > > > > > > >> >>
> > > > > > > >> >> 2. The design of `time_mode` is excellent. Similar to
> point
> > > 1,
> > > > > > > perhaps
> > > > > > > >> we
> > > > > > > >> >> can introduce it to other window-related operators
> > > > > > > >> >>
> > > > > > > >> >> in the future.
> > > > > > > >> >>
> > > > > > > >> >> 3. You need to modify the
> > FlinkChangelogModeInferenceProgram
> > > to
> > > > > > > ensure
> > > > > > > >> >> that downstream nodes of interval joins with
> > > > > > > >> >>
> > > > > > > >> >> early firing enabled are aware of retract or upsert
> > messages.
> > > > > > > >> >>
> > > > > > > >> >>
> > > > > > > >> >>
> > > > > > > >> >>
> > > > > > > >> >> --
> > > > > > > >> >>
> > > > > > > >> >>     Best!
> > > > > > > >> >>     Xuyang
> > > > > > > >> >>
> > > > > > > >> >>
> > > > > > > >> >>
> > > > > > > >> >>
> > > > > > > >> >>
> > > > > > > >> >> At 2025-01-07 06:35:51, "Xingcan Cui" <
> xingc...@gmail.com>
> > > > > wrote:
> > > > > > > >> >> >Hi Weiqing,
> > > > > > > >> >> >
> > > > > > > >> >> >Thanks for the proposal. IMO, adding early fire for time
> > > > > interval
> > > > > > > outer
> > > > > > > >> >> >joins is feasible overall. I have a few questions.
> > > > > > > >> >> >
> > > > > > > >> >> >1. The current output stream of a time interval outer
> join
> > > is
> > > > an
> > > > > > > >> >> >append-only stream. This change will make it a potential
> > > > > > retractable
> > > > > > > >> >> >stream. I'm not sure if the planner supports a dynamic
> > > output
> > > > > type
> > > > > > > like
> > > > > > > >> >> >that. Could you add this part to your design doc?
> > > > > > > >> >> >2. What's the use case when the downstream components
> need
> > > to
> > > > > get
> > > > > > > the
> > > > > > > >> >> early
> > > > > > > >> >> >fired results regularly?
> > > > > > > >> >> >3. The time interval join operator itself is not quite
> > > > efficient
> > > > > > > when
> > > > > > > >> the
> > > > > > > >> >> >state becomes large. Will there be any extra overhead
> > after
> > > > > > > introducing
> > > > > > > >> >> >this feature?
> > > > > > > >> >> >
> > > > > > > >> >> >Thanks,
> > > > > > > >> >> >Xingcan
> > > > > > > >> >> >
> > > > > > > >> >> >On Mon, Jan 6, 2025 at 4:11 PM Weiqing Yang <
> > > > > > > yangweiqing...@gmail.com>
> > > > > > > >> >> >wrote:
> > > > > > > >> >> >
> > > > > > > >> >> >> Hi all,
> > > > > > > >> >> >>
> > > > > > > >> >> >> Just a gentle reminder regarding the proposal I shared
> > on
> > > > > early
> > > > > > > fire
> > > > > > > >> >> >> support for Flink SQL interval joins. I’d greatly
> > > appreciate
> > > > > > your
> > > > > > > >> >> feedback
> > > > > > > >> >> >> or suggestions.
> > > > > > > >> >> >>
> > > > > > > >> >> >> Here’s the link to the proposal document: Link
> > > > > > > >> >> >> <
> > > > > > > >> >> >>
> > > > > > > >> >>
> > > > > > > >>
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.z7bl0h2hwkph__;Iw!!IKRxdwAv5BmarQ!amkTjCPG108LnMxlN_eVP1GHgJpGNcvNJWSNr3NMfIoj0hTe4LvEKnFk0_gDXV0W-hozAXm9Kxw9VrlRT3jQ-ZfECmzD$
> > > > > > > >> >> >> >
> > > > > > > >> >> >>
> > > > > > > >> >> >> Thank you!
> > > > > > > >> >> >>
> > > > > > > >> >> >> Best,
> > > > > > > >> >> >> Weiqing
> > > > > > > >> >> >>
> > > > > > > >> >> >> On Sun, Dec 22, 2024 at 11:19 PM Weiqing Yang <
> > > > > > > >> yangweiqing...@gmail.com
> > > > > > > >> >> >
> > > > > > > >> >> >> wrote:
> > > > > > > >> >> >>
> > > > > > > >> >> >> > Hi all,
> > > > > > > >> >> >> >
> > > > > > > >> >> >> > I’d like to initiate a discussion about introducing
> > > early
> > > > > fire
> > > > > > > >> support
> > > > > > > >> >> >> for
> > > > > > > >> >> >> > Flink SQL interval joins.
> > > > > > > >> >> >> >
> > > > > > > >> >> >> > *Motivation*
> > > > > > > >> >> >> > In many streaming applications, particularly
> real-time
> > > > > > analytics
> > > > > > > >> and
> > > > > > > >> >> >> > monitoring systems, it is valuable to obtain partial
> > > > results
> > > > > > > >> earlier
> > > > > > > >> >> >> rather
> > > > > > > >> >> >> > than waiting for full join conditions to finalize.
> For
> > > > Flink
> > > > > > SQL
> > > > > > > >> >> interval
> > > > > > > >> >> >> > joins, results are typically delayed until
> watermarks
> > > > ensure
> > > > > > no
> > > > > > > >> more
> > > > > > > >> >> >> > matches can occur. This delay can be challenging for
> > > > > scenarios
> > > > > > > that
> > > > > > > >> >> >> require
> > > > > > > >> >> >> > fast feedback. Early fire support addresses this by
> > > > emitting
> > > > > > > >> >> intermediate
> > > > > > > >> >> >> > results speculatively and using retractions or
> updates
> > > to
> > > > > > > maintain
> > > > > > > >> >> >> eventual
> > > > > > > >> >> >> > consistency and ensure correctness.
> > > > > > > >> >> >> >
> > > > > > > >> >> >> > Here’s the proposal document: Link
> > > > > > > >> >> >> > <
> > > > > > > >> >> >>
> > > > > > > >> >>
> > > > > > > >>
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
> https://urldefense.com/v3/__https://docs.google.com/document/d/1YobpNdnvzSsceniVj4NZWi445gb1-54Rox-D7nPArZo/edit?tab=t.0*heading=h.z7bl0h2hwkph__;Iw!!IKRxdwAv5BmarQ!amkTjCPG108LnMxlN_eVP1GHgJpGNcvNJWSNr3NMfIoj0hTe4LvEKnFk0_gDXV0W-hozAXm9Kxw9VrlRT3jQ-ZfECmzD$
> > > > > > > >> >> >> >
> > > > > > > >> >> >> >
> > > > > > > >> >> >> > Your feedback and ideas are welcome to refine this
> > > > feature.
> > > > > > > >> >> >> >
> > > > > > > >> >> >> > Thanks,
> > > > > > > >> >> >> > Weiqing
> > > > > > > >> >> >> >
> > > > > > > >> >> >>
> > > > > > > >> >>
> > > > > > > >>
> > > > > > >
> > > > > >
> > > > >
> > > >
> > >
> >
>

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