Hey Romain and JB, do you have any progress on this?  One thing I would
like to point out is that 2.7.0 isn't yet pushed to Maven Central, so
referring to it by version is not expected to work (and it looks like this
is what is done in your repo:
https://github.com/rmannibucau/beam-2.7.0-fails).  Luke indicated above
that he doesn't see any dependency changes.  Can you isolate and reproduce
this problem so that we can develop a fix, if necessary?  I would like to
proceed with an RC2 as soon as possible.

On Wed, Sep 19, 2018 at 6:37 AM Romain Manni-Bucau <rmannibu...@gmail.com>
wrote:

> Quick update on the spark issue: I didn't get enough time to identify it
> clearly but managed to have a passing run of my test changing a bunch of
> versions.
> I suspect my code triggers some class conflicting between spark and my
> shade leading to a serialization issue. I didn't test userClassPathFirst
> option of spark but it can be an interesting thing to enable in beam runner.
> However it is still very confusing to have it not running just upgrading
> beam version and the spark error is very hard to understand.
>
> Romain Manni-Bucau
> @rmannibucau <https://twitter.com/rmannibucau> |  Blog
> <https://rmannibucau.metawerx.net/> | Old Blog
> <http://rmannibucau.wordpress.com> | Github
> <https://github.com/rmannibucau> | LinkedIn
> <https://www.linkedin.com/in/rmannibucau> | Book
> <https://www.packtpub.com/application-development/java-ee-8-high-performance>
>
>
> Le mar. 18 sept. 2018 à 20:17, Lukasz Cwik <lc...@google.com> a écrit :
>
>> Romain hinted that this was a dependency issue but when comparing the two
>> dependency trees I don't get much of a difference:
>>
>> lcwik@lcwik0: ~$ diff /tmp/260 /tmp/270
>> < [INFO] +- org.apache.beam:beam-runners-spark:jar:2.6.0:compile
>> < [INFO] |  +- org.apache.beam:beam-model-pipeline:jar:2.6.0:compile
>> ---
>> > [INFO] +- org.apache.beam:beam-runners-spark:jar:2.7.0:compile
>> > [INFO] |  +- org.apache.beam:beam-model-pipeline:jar:2.7.0:compile
>> 5c6
>> < [INFO] |  +- org.apache.beam:beam-sdks-java-core:jar:2.6.0:compile
>> ---
>> > [INFO] |  +- org.apache.beam:beam-sdks-java-core:jar:2.7.0:compile
>> 14,18c15,19
>> < [INFO] |  |  \- org.tukaani:xz:jar:1.5:compile
>> < [INFO] |  +-
>> org.apache.beam:beam-runners-core-construction-java:jar:2.6.0:compile
>> < [INFO] |  |  \-
>> org.apache.beam:beam-model-job-management:jar:2.6.0:compile
>> < [INFO] |  +- org.apache.beam:beam-runners-core-java:jar:2.6.0:compile
>> < [INFO] |  |  \-
>> org.apache.beam:beam-model-fn-execution:jar:2.6.0:compile
>> ---
>> > [INFO] |  |  \- org.tukaani:xz:jar:1.8:compile
>> > [INFO] |  +-
>> org.apache.beam:beam-runners-core-construction-java:jar:2.7.0:compile
>> > [INFO] |  |  \-
>> org.apache.beam:beam-model-job-management:jar:2.7.0:compile
>> > [INFO] |  +- org.apache.beam:beam-runners-core-java:jar:2.7.0:compile
>> > [INFO] |  |  \-
>> org.apache.beam:beam-model-fn-execution:jar:2.7.0:compile
>>
>> Other then Beam package changes, the only other change is xz which I
>> don't believe could be causing the issue.
>>
>> On Tue, Sep 18, 2018 at 8:38 AM Jean-Baptiste Onofré <j...@nanthrax.net>
>> wrote:
>>
>>> Thanks, let me take a look.
>>>
>>> Regards
>>> JB
>>>
>>> On 18/09/2018 17:36, Romain Manni-Bucau wrote:
>>> >
>>> >
>>> >
>>> > Le mar. 18 sept. 2018 à 16:44, Jean-Baptiste Onofré <j...@nanthrax.net
>>> > <mailto:j...@nanthrax.net>> a écrit :
>>> >
>>> >     Hi,
>>> >
>>> >     I don't have the issue ;)
>>> >
>>> >     As said in my vote, I tested 2.7.0 RC1 on beam-samples with Spark
>>> >     without problem.
>>> >
>>> >     I don't reproduce Romain issue as well.
>>> >
>>> >     @Romain can you provide some details to reproduce the issue ?
>>> >
>>> >
>>> > Sure, you can use this
>>> > reproducer: https://github.com/rmannibucau/beam-2.7.0-fails
>>> > It shows that it suceeds on 2.6 and fails on 2.7.
>>> >
>>> >
>>> >
>>> >     Regards
>>> >     JB
>>> >
>>> >     On 17/09/2018 19:17, Charles Chen wrote:
>>> >     > Luke, Maximillian, Raghu, can you please propose cherry-pick PRs
>>> >     to the
>>> >     > release-2.7.0 for your issues and add me as a reviewer
>>> >     (@charlesccychen)?
>>> >     >
>>> >     > Romain, JB: is there any way I can help with debugging the issue
>>> >     you're
>>> >     > facing so we can unblock the release?
>>> >     >
>>> >     > On Fri, Sep 14, 2018 at 1:49 PM Raghu Angadi <rang...@google.com
>>> >     <mailto:rang...@google.com>
>>> >     > <mailto:rang...@google.com <mailto:rang...@google.com>>> wrote:
>>> >     >
>>> >     >     I would like propose one more cherrypick for RC2
>>> >     >     : https://github.com/apache/beam/pull/6391
>>> >     >     This is a KafkaIO bug fix. Once a user hits this bug, there
>>> is no
>>> >     >     easy work around for them, especially on Dataflow. Only work
>>> >     around
>>> >     >     in Dataflow is to restart or reload the job.
>>> >     >
>>> >     >     The fix itself fairly safe and is tested.
>>> >     >     Raghu.
>>> >     >
>>> >     >     On Fri, Sep 14, 2018 at 12:52 AM Alexey Romanenko
>>> >     >     <aromanenko....@gmail.com <mailto:aromanenko....@gmail.com>
>>> >     <mailto:aromanenko....@gmail.com <mailto:aromanenko....@gmail.com
>>> >>>
>>> >     wrote:
>>> >     >
>>> >     >         Perhaps it could help, but I run simple WordCount (built
>>> with
>>> >     >         Beam 2.7) on YARN/Spark (HDP Sandbox) cluster and it
>>> >     worked fine
>>> >     >         for me.
>>> >     >
>>> >     >>         On 14 Sep 2018, at 06:56, Romain Manni-Bucau
>>> >     >>         <rmannibu...@gmail.com <mailto:rmannibu...@gmail.com>
>>> >     <mailto:rmannibu...@gmail.com <mailto:rmannibu...@gmail.com>>>
>>> wrote:
>>> >     >>
>>> >     >>         Hi Charles,
>>> >     >>
>>> >     >>         I didn't get enough time to check deeply but it is
>>> clearly a
>>> >     >>         dependency issue and it is not in beam spark runner
>>> >     itself but
>>> >     >>         in another transitive module of beam. It does not
>>> happen in
>>> >     >>         existing spark test cause none of them are in a cluster
>>> (even
>>> >     >>         just with 1 worker) but this seems to be a regression
>>> since
>>> >     >>         2.6 works OOTB.
>>> >     >>
>>> >     >>         Romain Manni-Bucau
>>> >     >>         @rmannibucau <https://twitter.com/rmannibucau> |  Blog
>>> >     >>         <https://rmannibucau.metawerx.net/> | Old Blog
>>> >     >>         <http://rmannibucau.wordpress.com/> | Github
>>> >     >>         <https://github.com/rmannibucau> | LinkedIn
>>> >     >>         <https://www.linkedin.com/in/rmannibucau> | Book
>>> >     >>
>>> >      <
>>> https://www.packtpub.com/application-development/java-ee-8-high-performance
>>> >
>>> >     >>
>>> >     >>
>>> >     >>         Le jeu. 13 sept. 2018 à 22:15, Charles Chen
>>> >     <c...@google.com <mailto:c...@google.com>
>>> >     >>         <mailto:c...@google.com <mailto:c...@google.com>>> a
>>> écrit :
>>> >     >>
>>> >     >>             Romain and JB, can you please add the results of
>>> your
>>> >     >>             investigations into the errors you've seen above?
>>> Given
>>> >     >>             that the existing SparkRunner tests pass for this
>>> RC, and
>>> >     >>             that the integration test you ran is in another
>>> repo that
>>> >     >>             is not continuously tested with Beam, it is not
>>> clear how
>>> >     >>             we should move forward and whether this is a
>>> blocking
>>> >     >>             issue, unless we can find a root cause in Beam.
>>> >     >>
>>> >     >>             On Wed, Sep 12, 2018 at 2:08 AM Etienne Chauchot
>>> >     >>             <echauc...@apache.org <mailto:echauc...@apache.org>
>>> >     <mailto:echauc...@apache.org <mailto:echauc...@apache.org>>>
>>> wrote:
>>> >     >>
>>> >     >>                 Hi all,
>>> >     >>
>>> >     >>                 on a performance and functional regression stand
>>> >     point
>>> >     >>                 I see no regression:
>>> >     >>
>>> >     >>                 I looked at nexmark graphs "output pcollection
>>> size"
>>> >     >>                 and "execution time" around release cut date on
>>> >     >>                 dataflow, spark, flink and direct runner in
>>> batch and
>>> >     >>                 streaming modes. There seems to be no
>>> regression.
>>> >     >>
>>> >     >>                 Etienne
>>> >     >>
>>> >     >>                 Le mardi 11 septembre 2018 à 12:25 -0700,
>>> Charles
>>> >     Chen
>>> >     >>                 a écrit :
>>> >     >>>                 The SparkRunner validation test
>>> >     >>>
>>> >      (here:
>>> https://beam.apache.org/contribute/release-guide/#run-validation-tests)
>>> >     >>>                 passes on my machine.  It looks like we are
>>> likely
>>> >     >>>                 missing test coverage where Romain is hitting
>>> >     issues.
>>> >     >>>
>>> >     >>>                 On Tue, Sep 11, 2018 at 12:15 PM Ahmet Altay
>>> >     >>>                 <al...@google.com <mailto:al...@google.com>
>>> >     <mailto:al...@google.com <mailto:al...@google.com>>> wrote:
>>> >     >>>>                 Could anyone else help with looking at these
>>> issues
>>> >     >>>>                 earlier?
>>> >     >>>>
>>> >     >>>>                 On Tue, Sep 11, 2018 at 12:03 PM, Romain
>>> >     Manni-Bucau
>>> >     >>>>                 <rmannibu...@gmail.com
>>> >     <mailto:rmannibu...@gmail.com>
>>> >     >>>>                 <mailto:rmannibu...@gmail.com
>>> >     <mailto:rmannibu...@gmail.com>>> wrote:
>>> >     >>>>>                 Im running this main [1] through this IT
>>> [2]. Was
>>> >     >>>>>                 working fine since ~1 year but 2.7.0 broke
>>> it.
>>> >     >>>>>                 Didnt investigate more but can have a look
>>> later
>>> >     >>>>>                 this month if it helps.
>>> >     >>>>>
>>> >     >>>>>
>>> >      [1]
>>> https://github.com/Talend/component-runtime/blob/master/component-runtime-beam/src/it/serialization-over-cluster/src/main/java/org/talend/sdk/component/beam/it/clusterserialization/Main.java
>>> >     >>>>>
>>> >      [2]
>>> https://github.com/Talend/component-runtime/blob/master/component-runtime-beam/src/it/serialization-over-cluster/src/test/java/org/talend/sdk/component/beam/it/SerializationOverClusterIT.java
>>> >     >>>>>
>>> >     >>>>>                 Le mar. 11 sept. 2018 20:54, Charles Chen
>>> >     >>>>>                 <c...@google.com <mailto:c...@google.com>
>>> >     <mailto:c...@google.com <mailto:c...@google.com>>> a écrit :
>>> >     >>>>>>                 Romain: can you give more details on the
>>> failure
>>> >     >>>>>>                 you're encountering, i.e. how you are
>>> performing
>>> >     >>>>>>                 this validation?
>>> >     >>>>>>
>>> >     >>>>>>                 On Tue, Sep 11, 2018 at 9:36 AM
>>> Jean-Baptiste
>>> >     >>>>>>                 Onofré <j...@nanthrax.net
>>> >     <mailto:j...@nanthrax.net> <mailto:j...@nanthrax.net
>>> >     <mailto:j...@nanthrax.net>>>
>>> >     >>>>>>                 wrote:
>>> >     >>>>>>>                 Hi,
>>> >     >>>>>>>
>>> >     >>>>>>>                 weird, I didn't have it on Beam samples.
>>> Let me
>>> >     >>>>>>>                 try to reproduce and I
>>> >     >>>>>>>                 will create the Jira.
>>> >     >>>>>>>
>>> >     >>>>>>>                 Regards
>>> >     >>>>>>>                 JB
>>> >     >>>>>>>
>>> >     >>>>>>>                 On 11/09/2018 11:44, Romain Manni-Bucau
>>> wrote:
>>> >     >>>>>>>                 > -1, seems spark integration is broken
>>> (tested
>>> >     >>>>>>>                 with spark 2.3.1 and 2.2.1):
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 > 18/09/11 11:33:29 WARN TaskSetManager:
>>> Lost
>>> >     >>>>>>>                 task 0.0 in stage 0.0 (TID 0, RMANNIBUCAU,
>>> >     >>>>>>>                 executor 0): java.lang.ClassCastException:
>>> >     cannot
>>> >     >>>>>>>                 assign instance of
>>> >     >>>>>>>
>>> >      scala.collection.immutable.List$SerializationProxy to
>>> >     >>>>>>>                 fieldorg.apache.spark.rdd.RDD.org
>>> >     <http://fieldorg.apache.spark.rdd.RDD.org>
>>> >     >>>>>>>                 <http://fieldorg.apache.spark.rdd.rdd.org/
>>> >
>>> >     >>>>>>>                 <http://org.apache.spark.rdd.RDD.org
>>> >     >>>>>>>
>>> >      <http://org.apache.spark.rdd.rdd.org/
>>> >>$apache$spark$rdd$RDD$$dependencies_
>>> >     >>>>>>>                 of type scala.collection.Seq in instance of
>>> >     >>>>>>>                 org.apache.spark.rdd.MapPartitionsRDD
>>> >     >>>>>>>                 >       at
>>> >     >>>>>>>
>>> >
>>>   
>>> java.io.ObjectStreamClass$FieldReflector.setObjFieldValues(ObjectStreamClass.java:2233)
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 > Also the issue Lukasz identified is
>>> important
>>> >     >>>>>>>                 even if workarounds can be
>>> >     >>>>>>>                 > put in place so +1 to fix it as well if
>>> >     possible.
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 > Romain Manni-Bucau
>>> >     >>>>>>>                 > @rmannibucau <
>>> https://twitter.com/rmannibucau>
>>> >     >>>>>>>                 | Blog
>>> >     >>>>>>>                 > <https://rmannibucau.metawerx.net/> |
>>> Old Blog
>>> >     >>>>>>>                 > <http://rmannibucau.wordpress.com
>>> >     >>>>>>>                 <http://rmannibucau.wordpress.com/>> |
>>> Github
>>> >     >>>>>>>                 > <https://github.com/rmannibucau> |
>>> LinkedIn
>>> >     >>>>>>>                 >
>>> >     <https://www.linkedin.com/in/rmannibucau> | Book
>>> >     >>>>>>>                 >
>>> >     >>>>>>>
>>> >      <
>>> https://www.packtpub.com/application-development/java-ee-8-high-performance
>>> >
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 > Le lun. 10 sept. 2018 à 20:48, Lukasz
>>> Cwik
>>> >     >>>>>>>                 <lc...@google.com <mailto:lc...@google.com
>>> >
>>> >     <mailto:lc...@google.com <mailto:lc...@google.com>>
>>> >     >>>>>>>                 > <mailto:lc...@google.com
>>> >     <mailto:lc...@google.com>
>>> >     >>>>>>>                 <mailto:lc...@google.com
>>> >     <mailto:lc...@google.com>>>> a écrit :
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >     I found an issue where we are no
>>> longer
>>> >     >>>>>>>                 packaging the pom.xml within
>>> >     >>>>>>>                 >     the artifact jars at
>>> >     >>>>>>>                 META-INF/maven/groupId/artifactId. More
>>> details
>>> >     >>>>>>>                 >     in
>>> >     >>>>>>>
>>> https://issues.apache.org/jira/browse/BEAM-5351.
>>> >     >>>>>>>                 I wouldn't
>>> >     >>>>>>>                 >     consider this a blocker but it was an
>>> >     easy fix
>>> >     >>>>>>>                 >     (
>>> https://github.com/apache/beam/pull/6358)
>>> >     >>>>>>>                 and users may rely on the
>>> >     >>>>>>>                 >     pom.xml.
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >     Should we recut the release
>>> candidate to
>>> >     >>>>>>>                 include this?
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >     On Mon, Sep 10, 2018 at 4:58 AM
>>> >     >>>>>>>                 Jean-Baptiste Onofré
>>> >     >>>>>>>                 >     <j...@nanthrax.net
>>> >     <mailto:j...@nanthrax.net> <mailto:j...@nanthrax.net
>>> >     <mailto:j...@nanthrax.net>>
>>> >     >>>>>>>                 <mailto:j...@nanthrax.net <mailto:
>>> j...@nanthrax.net>
>>> >     >>>>>>>                 <mailto:j...@nanthrax.net
>>> >     <mailto:j...@nanthrax.net>>>> wrote:
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >         +1 (binding)
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >         Tested successfully on Beam
>>> Samples.
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >         Thanks !
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >         Regards
>>> >     >>>>>>>                 >         JB
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >         On 07/09/2018 23:56, Charles Chen
>>> >     wrote:
>>> >     >>>>>>>                 >          > Hi everyone,
>>> >     >>>>>>>                 >          >
>>> >     >>>>>>>                 >          > Please review and vote on the
>>> >     >>>>>>>                 release candidate #1 for the
>>> >     >>>>>>>                 >         version
>>> >     >>>>>>>                 >          > 2.7.0, as follows:
>>> >     >>>>>>>                 >          > [ ] +1, Approve the release
>>> >     >>>>>>>                 >          > [ ] -1, Do not approve the
>>> release
>>> >     >>>>>>>                 (please provide specific
>>> >     >>>>>>>                 >         comments)
>>> >     >>>>>>>                 >          >
>>> >     >>>>>>>                 >          > The complete staging area is
>>> >     >>>>>>>                 available for your review, which
>>> >     >>>>>>>                 >         includes:
>>> >     >>>>>>>                 >          > * JIRA release notes [1],
>>> >     >>>>>>>                 >          > * the official Apache source
>>> >     release
>>> >     >>>>>>>                 to be deployed to
>>> >     >>>>>>>                 >         dist.apache.org
>>> >     <http://dist.apache.org>
>>> >     >>>>>>>                 <http://dist.apache.org/>
>>> >     <http://dist.apache.org
>>> >     >>>>>>>                 <http://dist.apache.org/>>
>>> >     >>>>>>>                 >          > <http://dist.apache.org
>>> >     >>>>>>>                 <http://dist.apache.org/>> [2], which is
>>> signed
>>> >     >>>>>>>                 with the key with
>>> >     >>>>>>>                 >          > fingerprint 45C60AAAD115F560
>>> [3],
>>> >     >>>>>>>                 >          > * all artifacts to be
>>> deployed to
>>> >     >>>>>>>                 the Maven Central
>>> >     >>>>>>>                 >         Repository [4],
>>> >     >>>>>>>                 >          > * source code tag
>>> "v2.7.0-RC1" [5],
>>> >     >>>>>>>                 >          > * website pull request
>>> listing the
>>> >     >>>>>>>                 release and publishing the API
>>> >     >>>>>>>                 >          > reference manual [6].
>>> >     >>>>>>>                 >          > * Java artifacts were built
>>> with
>>> >     >>>>>>>                 Gradle 4.8 and OpenJDK
>>> >     >>>>>>>                 >          >
>>> 1.8.0_181-8u181-b13-1~deb9u1-b13.
>>> >     >>>>>>>                 >          > * Python artifacts are
>>> deployed
>>> >     >>>>>>>                 along with the source release
>>> >     >>>>>>>                 >         to the
>>> >     >>>>>>>                 >          > dist.apache.org
>>> >     <http://dist.apache.org>
>>> >     >>>>>>>                 <http://dist.apache.org/>
>>> >     <http://dist.apache.org
>>> >     >>>>>>>                 <http://dist.apache.org/>>
>>> >     >>>>>>>                 >         <http://dist.apache.org
>>> >     >>>>>>>                 <http://dist.apache.org/>> [2].
>>> >     >>>>>>>                 >          >
>>> >     >>>>>>>                 >          > The vote will be open for at
>>> least
>>> >     >>>>>>>                 72 hours. It is adopted by
>>> >     >>>>>>>                 >         majority
>>> >     >>>>>>>                 >          > approval, with at least 3 PMC
>>> >     >>>>>>>                 affirmative votes.
>>> >     >>>>>>>                 >          >
>>> >     >>>>>>>                 >          > Thanks,
>>> >     >>>>>>>                 >          > Charles
>>> >     >>>>>>>                 >          >
>>> >     >>>>>>>                 >          > [1]
>>> >     >>>>>>>                 >          >
>>> >     >>>>>>>                 >
>>> >     >>>>>>>
>>> >
>>> https://issues.apache.org/jira/secure/ReleaseNote.jspa?projectId=12319527&version=12343654
>>> >     >>>>>>>                 >          > [2]
>>> >     >>>>>>>
>>> >      https://dist.apache.org/repos/dist/dev/beam/2.7.0
>>> >     >>>>>>>                 >          > [3]
>>> >     >>>>>>>
>>> https://dist.apache.org/repos/dist/dev/beam/KEYS
>>> >     >>>>>>>                 >          > [4]
>>> >     >>>>>>>                 >
>>> >     >>>>>>>
>>> >
>>> https://repository.apache.org/content/repositories/orgapachebeam-1046/
>>> >     >>>>>>>                 >          > [5]
>>> >     >>>>>>>
>>> https://github.com/apache/beam/tree/v2.7.0-RC1
>>> >     >>>>>>>                 >          > [6]
>>> >     >>>>>>>
>>> https://github.com/apache/beam-site/pull/549
>>> >     >>>>>>>                 >
>>> >     >>>>>>>                 >         --
>>> >     >>>>>>>                 >         Jean-Baptiste Onofré
>>> >     >>>>>>>                 >         jbono...@apache.org
>>> >     <mailto:jbono...@apache.org>
>>> >     >>>>>>>                 <mailto:jbono...@apache.org
>>> >     <mailto:jbono...@apache.org>>
>>> >     >>>>>>>                 <mailto:jbono...@apache.org
>>> >     <mailto:jbono...@apache.org>
>>> >     >>>>>>>                 <mailto:jbono...@apache.org
>>> >     <mailto:jbono...@apache.org>>>
>>> >     >>>>>>>                 >         http://blog.nanthrax.net
>>> >     >>>>>>>                 <http://blog.nanthrax.net/>
>>> >     >>>>>>>                 >         Talend - http://www.talend.com
>>> >     >>>>>>>                 <http://www.talend.com/>
>>> >     >>>>>>>                 >
>>> >     >>>>
>>> >     >
>>> >
>>> >     --
>>> >     Jean-Baptiste Onofré
>>> >     jbono...@apache.org <mailto:jbono...@apache.org>
>>> >     http://blog.nanthrax.net
>>> >     Talend - http://www.talend.com
>>> >
>>>
>>> --
>>> Jean-Baptiste Onofré
>>> jbono...@apache.org
>>> http://blog.nanthrax.net
>>> Talend - http://www.talend.com
>>>
>>

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