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Posted to reviews@spark.apache.org by holdenk <gi...@git.apache.org> on 2017/08/24 21:07:12 UTC

[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ s...

GitHub user holdenk opened a pull request:

    https://github.com/apache/spark/pull/19045

    [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot instances) which are going to be shutdown

    ## What changes were proposed in this pull request?
    
    Keep track of nodes which are going to be shutdown to prevent schedualing tasks. The PR is designed with spot instances in mind, where there is some notice (depending on the cloud vendor) that the node will be shut down.
    
    Since each vendor notifies instances of pending termination in different manner, it is left to the instance to notify the worker(s) of decommissioning with SIGPWR.
    
    SPARK-20628 is a sub-task of SPARK-20624 with follow up tasks to perform migration of data and re-launching of tasks. SPARK-20628 is distinct from other mechanism where Spark its self has control of executor decommissioning, however the later follow up tasks in SPARK-20624 should be usable across voluntary and involuntary termination (e.g. https://github.com/apache/spark/pull/19041 could provide a good mechanism for doing data copy during involuntary termination).
    
    ## How was this patch tested?
    
    Extension of AppClientSuite to cover decommissioning and addition of explicit worker decom suite.
    
    TODO: Deploy on live EC2 cluster with companion monitoring script and wait for spot instance prices to spike and confirm decommissioning.

You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/holdenk/spark SPARK-20628-keep-track-of-nodes-which-are-going-to-be-shutdown-r2

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/spark/pull/19045.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #19045
    
----
commit 81fff20471bd2aded08380c8dd99c09fe34d2c79
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-05-12T14:07:40Z

    Start of work on adventures

commit e470bac53151418d02dd5f03f243d635900376a9
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-06-02T12:16:39Z

    Mini progresss

commit a00c707cd707c6ca2003c4d53ee51735dda3a96e
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-06-02T13:29:41Z

    Go down the path of handling as lost but urgh lets just blacklist instead maybe

commit 74ade447ec94b600f5447a9269e66e47ae78fb11
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-06-09T18:59:26Z

    Plumb through executor loss to the scheduables

commit a880177f9bf45a2f0644229fbff863f80d058161
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-06-21T13:00:03Z

    AppClient suite works! yay

commit b9704038e96b0bb862b824cb9723e68633e18c06
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-06-21T17:04:53Z

    Decomissioning now works in the coarse grained scheduler, yay....

commit ded6bbc8d056f9f82302450aa27dbc0d94fdbccd
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-06-22T16:10:06Z

    Remove sketchy println debugging

commit 16c855ad9eb7b961d805bc2f459d86f3b3d31108
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-07-06T06:13:41Z

    Add a worker decommissioning suite

commit c79a06d0d38c53877c9d1b607ba95bb7b89f1e44
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-07-06T23:41:34Z

    Merge in latest master

commit e3798d0f462659ca4ebb4ba660c8f00aa023c380
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-08-16T18:57:00Z

    Merge branch 'master' into SPARK-20628-keep-track-of-nodes-which-are-going-to-be-shutdown-r2

commit 4f70706847a4d04b78e19e0eaa50035e9721e7f0
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-08-17T18:32:56Z

    Merge branch 'master' into SPARK-20628-keep-track-of-nodes-which-are-going-to-be-shutdown-r2

commit 07c3e3e01516f43f67ad67cc55581197008c7556
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-08-22T19:10:01Z

    Merge branch 'master' into SPARK-20628-keep-track-of-nodes-which-are-going-to-be-shutdown-r2

commit c2a0ad87dc3220eb5154a6d0a117ce0260bd2695
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-08-22T20:28:24Z

    Add decommissioning script for whatever process is running locally on host to call

commit 672c3b6f79400cce867ce273199ccdcf995b6ed6
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-08-22T21:38:51Z

    Leave polling mechanism up to the cloud vendors

commit 9cfdb7fc36691bf0c627080de5c2008fe83ba3bd
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-08-22T21:55:12Z

    Remove legacy comment and remove some unecessary blank lines

commit 65a29c12c1740c285ff7b06f3788cd2a92ce87f1
Author: Holden Karau <ho...@us.ibm.com>
Date:   2017-08-22T21:59:24Z

    Remove manually debugging printlns (oops)

----


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the issue:

    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by AmplabJenkins <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    **[Test build #97322 has finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/97322/testReport)** for PR 19045 at commit [`c7eaaf6`](https://github.com/apache/spark/commit/c7eaaf646956fb1291090ede69abe71c7719f509).
     * This patch **fails Scala style tests**.
     * This patch merges cleanly.
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by ifilonenko <gi...@git.apache.org>.
Github user ifilonenko commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    test this please


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes...

Posted by holdenk <gi...@git.apache.org>.
Github user holdenk commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19045#discussion_r229788821
  
    --- Diff: resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/KubernetesSuite.scala ---
    @@ -242,12 +243,19 @@ private[spark] class KubernetesSuite extends SparkFunSuite
               action match {
                 case Action.ADDED | Action.MODIFIED =>
                   execPods(name) = resource
    +              // If testing decomissioning delete the node 10 seconds after
    +              if (decomissioningTest) {
    +                Thread.sleep(1000)
    --- End diff --
    
    We probably want to wait some fudge factor above running to ensure it has a chance to properly register and everything but yeah we can decrease the fudge factor and check the pod status to be more reliable.


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by holdenk <gi...@git.apache.org>.
Github user holdenk commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    cc @ifilonenko it's super WIP but since you joined me on the stream where I was working on reviving this I thought it would be good to get your early comments (especially if you have any suggestions around making effective integration tests for this).


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    https://github.com/apache/spark/pull/19045
  
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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ s...

Posted by viirya <gi...@git.apache.org>.
Github user viirya commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19045#discussion_r216153775
  
    --- Diff: core/src/main/scala/org/apache/spark/scheduler/ExecutorLossReason.scala ---
    @@ -58,3 +58,11 @@ private [spark] object LossReasonPending extends ExecutorLossReason("Pending los
     private[spark]
     case class SlaveLost(_message: String = "Slave lost", workerLost: Boolean = false)
       extends ExecutorLossReason(_message)
    +
    +/**
    + * A loss reason that means the worker is marked for decommissioning.
    + *
    + * This is used by the task scheduler to remove state associated with the executor, but
    + * not yet fail any tasks that were running in the executor before the executor is "fully" lost.
    + */
    +private [spark] object WorkerDecommission extends ExecutorLossReason("Worker Decommission.")
    --- End diff --
    
    Is this used? I only saw the use of `WorkerDecommission` which is `DeployMessage`.


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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by SparkQA <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes...

Posted by ifilonenko <gi...@git.apache.org>.
Github user ifilonenko commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19045#discussion_r229011769
  
    --- Diff: resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/KubernetesSuite.scala ---
    @@ -242,12 +243,19 @@ private[spark] class KubernetesSuite extends SparkFunSuite
               action match {
                 case Action.ADDED | Action.MODIFIED =>
                   execPods(name) = resource
    +              // If testing decomissioning delete the node 10 seconds after
    +              if (decomissioningTest) {
    +                Thread.sleep(1000)
    --- End diff --
    
    Why the thread sleep? Why not just check if the `getStatus` is running and then kill?


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[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes...

Posted by ifilonenko <gi...@git.apache.org>.
Github user ifilonenko commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19045#discussion_r229011136
  
    --- Diff: resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/DecommissionSuite.scala ---
    @@ -0,0 +1,51 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +package org.apache.spark.deploy.k8s.integrationtest
    +
    +import org.apache.spark.deploy.k8s.integrationtest.KubernetesSuite._
    +import org.apache.spark.deploy.k8s.integrationtest.TestConfig.{getTestImageRepo, getTestImageTag}
    +
    +private[spark] trait DecommissionSuite { k8sSuite: KubernetesSuite =>
    --- End diff --
    
    You need to extend `with DecommissionSuite` in `KubernetesSuite.scala` to launch the tests


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
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    https://github.com/apache/spark/pull/19045
  
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     * This patch **fails Python style tests**.
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[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ s...

Posted by ifilonenko <gi...@git.apache.org>.
Github user ifilonenko commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19045#discussion_r220672041
  
    --- Diff: resource-managers/kubernetes/integration-tests/src/test/scala/org/apache/spark/deploy/k8s/integrationtest/DecommissionSuite.scala ---
    @@ -0,0 +1,60 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +package org.apache.spark.deploy.k8s.integrationtest
    +
    +import scala.collection.JavaConverters._
    +
    +import io.fabric8.kubernetes.api.model.{Pod, SecretBuilder}
    +import org.apache.commons.codec.binary.Base64
    +import org.apache.commons.io.output.ByteArrayOutputStream
    +import org.scalatest.concurrent.Eventually
    +
    +import org.apache.spark.deploy.k8s.integrationtest.KubernetesSuite._
    +
    +private[spark] trait DecommissionSuite { k8sSuite: KubernetesSuite =>
    +
    +  test("Run SparkPi with env and mount secrets.", k8sTestTag) {
    --- End diff --
    
    Based on our discussions offline regarding an integration test for decommissioning: 
    
    A sound integration test would be running a SparkApplication that has the driver hang for a time < TIMEOUT, whilst launching an executor. A watcher for the executor will also be launched before the application is run, so that upon the receiving of a `Action.ADDED` message the `kubernetesClient` will promptly delete the said executor thereby triggering a `WorkerDecommission` Message to be sent to the Driver. The Driver should therefore print the decommission message so that the test can look for that message in the Driver logs, thereby verifying the success of this patch. 


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
    **[Test build #99790 has finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/99790/testReport)** for PR 19045 at commit [`1bbb69b`](https://github.com/apache/spark/commit/1bbb69b95a4d87719a9edd8dfe831d366a16c00c).
     * This patch **fails Spark unit tests**.
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by holdenk <gi...@git.apache.org>.
Github user holdenk commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    I'll bump it if anyone has a chance to review, but I think we'll see how https://github.com/apache/spark/pull/19267#issuecomment-338268092 plays out first.


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    Are you still working on this? @holdenk 


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Posted by holdenk <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
    Chatted with some K8s folks and I'll revive this PR with that in mind.


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[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes...

Posted by ifilonenko <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045#discussion_r229012644
  
    --- Diff: resource-managers/kubernetes/integration-tests/tests/decomissioning_water.py ---
    @@ -0,0 +1,38 @@
    +#
    +# Licensed to the Apache Software Foundation (ASF) under one or more
    +# contributor license agreements.  See the NOTICE file distributed with
    +# this work for additional information regarding copyright ownership.
    +# The ASF licenses this file to You under the Apache License, Version 2.0
    +# (the "License"); you may not use this file except in compliance with
    +# the License.  You may obtain a copy of the License at
    +#
    +#    http://www.apache.org/licenses/LICENSE-2.0
    +#
    +# Unless required by applicable law or agreed to in writing, software
    +# distributed under the License is distributed on an "AS IS" BASIS,
    +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    +# See the License for the specific language governing permissions and
    +# limitations under the License.
    +#
    +
    +from __future__ import print_function
    +
    +import sys
    +import time
    +
    +from pyspark.sql import SparkSession
    +
    +
    +if __name__ == "__main__":
    +    """
    +        Usage: decomissioning_water
    +    """
    +    spark = SparkSession \
    +        .builder \
    +        .appName("PyMemoryTest") \
    +        .getOrCreate()
    +    sc = spark.SparkContext
    +    rdd = sc.parallelize(range(10))
    +    rdd.collect()
    +    time.sleep(15)
    --- End diff --
    
    Personally, might be better to have the `15` be an `args` so that the tester can tune this based on how long they want to sleep. But I am indifferent to this small NIT


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    https://github.com/apache/spark/pull/19045
  
    Jenkins retest this please.


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by holdenk <gi...@git.apache.org>.
Github user holdenk commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    So it seems like the YARN changes are only going to happen in Hadoop 3+ so this might make sense regardless of what happens in https://github.com/apache/spark/pull/19267 (since folks like K8 or whoever can send the message as desired).


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[GitHub] spark pull request #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ s...

Posted by holdenk <gi...@git.apache.org>.
Github user holdenk commented on a diff in the pull request:

    https://github.com/apache/spark/pull/19045#discussion_r219000926
  
    --- Diff: core/src/main/scala/org/apache/spark/scheduler/ExecutorLossReason.scala ---
    @@ -58,3 +58,11 @@ private [spark] object LossReasonPending extends ExecutorLossReason("Pending los
     private[spark]
     case class SlaveLost(_message: String = "Slave lost", workerLost: Boolean = false)
       extends ExecutorLossReason(_message)
    +
    +/**
    + * A loss reason that means the worker is marked for decommissioning.
    + *
    + * This is used by the task scheduler to remove state associated with the executor, but
    + * not yet fail any tasks that were running in the executor before the executor is "fully" lost.
    + */
    +private [spark] object WorkerDecommission extends ExecutorLossReason("Worker Decommission.")
    --- End diff --
    
    Look at Master.scala ( https://github.com/apache/spark/pull/19045/files#diff-29dffdccd5a7f4c8b496c293e87c8668R243 )


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    https://github.com/apache/spark/pull/19045
  
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Posted by holdenk <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
    Hey @ifilonenko I'd appreciate your thoughts on the testing approach I took here and if matches your suggestions.


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by SparkQA <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
    **[Test build #95837 has finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/95837/testReport)** for PR 19045 at commit [`0ba0ca5`](https://github.com/apache/spark/commit/0ba0ca5551d106cd621097b510fa8fb373f171f9).
     * This patch **fails to build**.
     * This patch merges cleanly.
     * This patch adds no public classes.


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by SparkQA <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
    **[Test build #99784 has started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/99784/testReport)** for PR 19045 at commit [`8d504b2`](https://github.com/apache/spark/commit/8d504b23f95722be9eb53aeef84ee71d44a6013e).


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by AmplabJenkins <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    **[Test build #96398 has finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/96398/testReport)** for PR 19045 at commit [`42a29ab`](https://github.com/apache/spark/commit/42a29abf4d4479f5195eee6324efd181f118535b).
     * This patch **fails Scala style tests**.
     * This patch merges cleanly.
     * This patch adds no public classes.


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by ifilonenko <gi...@git.apache.org>.
Github user ifilonenko commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    please rename PR with [K8S] flag to launch tests.


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

Posted by AmplabJenkins <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by SparkQA <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
    **[Test build #99789 has started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/99789/testReport)** for PR 19045 at commit [`cca9948`](https://github.com/apache/spark/commit/cca9948e8f105eef2f961d99a0a458445d880ee2).


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by holdenk <gi...@git.apache.org>.
Github user holdenk commented on the issue:

    https://github.com/apache/spark/pull/19045
  
    Thanks @ifilonenko added :)


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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE] Keep track of nodes (/ spot ins...

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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by AmplabJenkins <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
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[GitHub] spark issue #19045: [WIP][SPARK-20628][CORE][K8S] Keep track of nodes (/ spo...

Posted by SparkQA <gi...@git.apache.org>.
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    https://github.com/apache/spark/pull/19045
  
    **[Test build #99786 has started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/99786/testReport)** for PR 19045 at commit [`7b0023a`](https://github.com/apache/spark/commit/7b0023a85e787bdbfe4a0b3ed7fe3a9e6058eaf9).


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