[GitHub] [spark] tgravescs commented on issue #27943: [SPARK-31179] Fast fail the connection while last connection failed in fast fail time window

2020-04-02 Thread GitBox
tgravescs commented on issue #27943: [SPARK-31179] Fast fail the connection 
while last connection failed in fast fail time window
URL: https://github.com/apache/spark/pull/27943#issuecomment-607842053
 
 
   merging to master


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[GitHub] [spark] SparkQA commented on issue #28081: [SPARK-31315][SQL] SQLQueryTestSuite: Display the total compile time for generated java code

2020-04-02 Thread GitBox
SparkQA commented on issue #28081: [SPARK-31315][SQL] SQLQueryTestSuite: 
Display the total compile time for generated java code
URL: https://github.com/apache/spark/pull/28081#issuecomment-607842318
 
 
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* This patch passes all tests.
* This patch merges cleanly.
* This patch adds no public classes.


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[GitHub] [spark] SparkQA removed a comment on issue #28081: [SPARK-31315][SQL] SQLQueryTestSuite: Display the total compile time for generated java code

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SparkQA removed a comment on issue #28081: [SPARK-31315][SQL] 
SQLQueryTestSuite: Display the total compile time for generated java code
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[GitHub] [spark] asfgit closed pull request #27943: [SPARK-31179] Fast fail the connection while last connection failed in fast fail time window

2020-04-02 Thread GitBox
asfgit closed pull request #27943: [SPARK-31179] Fast fail the connection while 
last connection failed in fast fail time window
URL: https://github.com/apache/spark/pull/27943
 
 
   


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[GitHub] [spark] tgravescs commented on a change in pull request #27207: [SPARK-18886][CORE] Make Locality wait time measure resource under utilization due to delay scheduling.

2020-04-02 Thread GitBox
tgravescs commented on a change in pull request #27207: [SPARK-18886][CORE] 
Make Locality wait time measure resource under utilization due to delay 
scheduling.
URL: https://github.com/apache/spark/pull/27207#discussion_r402310761
 
 

 ##
 File path: core/src/main/scala/org/apache/spark/internal/config/package.scala
 ##
 @@ -543,6 +543,11 @@ package object config {
   .version("1.2.0")
   .fallbackConf(DYN_ALLOCATION_SCHEDULER_BACKLOG_TIMEOUT)
 
+  private[spark] val LEGACY_LOCALITY_WAIT_RESET =
+ConfigBuilder("spark.locality.wait.legacyResetOnTaskLaunch")
 
 Review comment:
   yes please add the .doc and .version - it would be nice to get into 3.0.0.
   I don't know that I agree with the internal tag. Maybe its being used 
differently then I thought. Internal to me means it's not meant for end user, 
this one could be if users find issues with the new algorithm. I'm definitely 
fine with not documenting it and it seems it has that side affect so maybe not 
a big deal.


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[GitHub] [spark] AmplabJenkins commented on issue #26674: [SPARK-30059][CORE]Stop AsyncEventQueue when interrupted in dispatch

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AmplabJenkins commented on issue #26674: [SPARK-30059][CORE]Stop 
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[GitHub] [spark] tgravescs commented on a change in pull request #28085: [SPARK-29641][PYTHON][CORE] Stage Level Sched: Add python api's and tests

2020-04-02 Thread GitBox
tgravescs commented on a change in pull request #28085: 
[SPARK-29641][PYTHON][CORE] Stage Level Sched: Add python api's and tests
URL: https://github.com/apache/spark/pull/28085#discussion_r402312734
 
 

 ##
 File path: 
core/src/main/scala/org/apache/spark/resource/TaskResourceRequests.scala
 ##
 @@ -37,6 +38,8 @@ private[spark] class TaskResourceRequests() extends 
Serializable {
 
   def requests: Map[String, TaskResourceRequest] = _taskResources.asScala.toMap
 
+  def requestsJMap: JMap[String, TaskResourceRequest] = 
_taskResources.asScala.asJava
 
 Review comment:
   yes


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[GitHub] [spark] asfgit closed pull request #28053: [SPARK-29153][CORE]Add ability to merge resource profiles within a stage with Stage Level Scheduling

2020-04-02 Thread GitBox
asfgit closed pull request #28053: [SPARK-29153][CORE]Add ability to merge 
resource profiles within a stage with Stage Level Scheduling
URL: https://github.com/apache/spark/pull/28053
 
 
   


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[GitHub] [spark] tgravescs commented on issue #28053: [SPARK-29153][CORE]Add ability to merge resource profiles within a stage with Stage Level Scheduling

2020-04-02 Thread GitBox
tgravescs commented on issue #28053: [SPARK-29153][CORE]Add ability to merge 
resource profiles within a stage with Stage Level Scheduling
URL: https://github.com/apache/spark/pull/28053#issuecomment-607848328
 
 
   merged to master. Thanks @dongjoon-hyun @Ngone51 


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[GitHub] [spark] AmplabJenkins commented on issue #28097: [SPARK-31325][SQL][Web UI] Control a plan explain mode in the events of SQL listeners via SQLConf

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[GitHub] [spark] AmplabJenkins commented on issue #28100: [SPARK-31249][CORE]Fix flaky CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied

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[GitHub] [spark] AmplabJenkins commented on issue #28100: [SPARK-31249][CORE]Fix flaky CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied

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[GitHub] [spark] SparkQA removed a comment on issue #28100: [SPARK-31249][CORE]Fix flaky CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied

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[GitHub] [spark] SparkQA commented on issue #28100: [SPARK-31249][CORE]Fix flaky CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied

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SparkQA commented on issue #28100: [SPARK-31249][CORE]Fix flaky 
CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied
URL: https://github.com/apache/spark/pull/28100#issuecomment-607800751
 
 
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[GitHub] [spark] AmplabJenkins commented on issue #27943: [SPARK-31179] Fast fail the connection while last connection failed in fast fail time window

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[GitHub] [spark] cloud-fan commented on issue #28097: [SPARK-31325][SQL][Web UI] Control a plan explain mode in the events of SQL listeners via SQLConf

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cloud-fan commented on issue #28097: [SPARK-31325][SQL][Web UI] Control a plan 
explain mode in the events of SQL listeners via SQLConf
URL: https://github.com/apache/spark/pull/28097#issuecomment-607799550
 
 
   retest this please


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[GitHub] [spark] SparkQA commented on issue #28097: [SPARK-31325][SQL][Web UI] Control a plan explain mode in the events of SQL listeners via SQLConf

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[GitHub] [spark] SparkQA commented on issue #27943: [SPARK-31179] Fast fail the connection while last connection failed in fast fail time window

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URL: https://github.com/apache/spark/pull/27943#issuecomment-607814571
 
 
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[GitHub] [spark] SparkQA removed a comment on issue #27943: [SPARK-31179] Fast fail the connection while last connection failed in fast fail time window

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[GitHub] [spark] manuzhang commented on issue #24618: [SPARK-27734][CORE][SQL] Add memory based thresholds for shuffle spill

2020-04-02 Thread GitBox
manuzhang commented on issue #24618: [SPARK-27734][CORE][SQL] Add memory based 
thresholds for shuffle spill
URL: https://github.com/apache/spark/pull/24618#issuecomment-607820865
 
 
   @amuraru 
   May I ask how would you set those thresholds in regard to 
`spark.executor.memory` ? Would, say, `0.8 * spark.executor.memory`  be a good 
candidate for those values ?


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[GitHub] [spark] SparkQA commented on issue #28085: [SPARK-29641][PYTHON][CORE] Stage Level Sched: Add python api's and tests

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[GitHub] [spark] SparkQA commented on issue #28100: [SPARK-31249][CORE]Fix flaky CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied

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SparkQA commented on issue #28100: [SPARK-31249][CORE]Fix flaky 
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URL: https://github.com/apache/spark/pull/28100#issuecomment-607854256
 
 
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[GitHub] [spark] Ngone51 commented on issue #28100: [SPARK-31249][CORE]Fix flaky CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied

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Ngone51 commented on issue #28100: [SPARK-31249][CORE]Fix flaky 
CoarseGrainedSchedulerBackendSuite.custom log url for Spark UI is applied
URL: https://github.com/apache/spark/pull/28100#issuecomment-607853755
 
 
   jenkins, retest this please.


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[GitHub] [spark] cloud-fan opened a new pull request #28102: [SPARK-31327][SQL] Write Spark version into Avro file metadata

2020-04-02 Thread GitBox
cloud-fan opened a new pull request #28102: [SPARK-31327][SQL] Write Spark 
version into Avro file metadata
URL: https://github.com/apache/spark/pull/28102
 
 
   
   
   ### What changes were proposed in this pull request?
   
   Write Spark version into Avro file metadata
   
   ### Why are the changes needed?
   
   The version info is very useful for backward compatibility. This is also 
done in parquet/orc.
   
   ### Does this PR introduce any user-facing change?
   
   no
   
   ### How was this patch tested?
   
   new test


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[GitHub] [spark] cloud-fan commented on issue #28102: [SPARK-31327][SQL] Write Spark version into Avro file metadata

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cloud-fan commented on issue #28102: [SPARK-31327][SQL] Write Spark version 
into Avro file metadata
URL: https://github.com/apache/spark/pull/28102#issuecomment-607858651
 
 
   cc @MaxGekk @dongjoon-hyun 


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[GitHub] [spark] SparkQA commented on issue #28102: [SPARK-31327][SQL] Write Spark version into Avro file metadata

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URL: https://github.com/apache/spark/pull/28102#issuecomment-607858705
 
 
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[GitHub] [spark] Ngone51 commented on issue #28098: [SPARK-30973][SQL]ScriptTransformationExec should wait for the termination

2020-04-02 Thread GitBox
Ngone51 commented on issue #28098: [SPARK-30973][SQL]ScriptTransformationExec 
should wait for the termination
URL: https://github.com/apache/spark/pull/28098#issuecomment-607860263
 
 
   The error is not from `ScriptTransformationExec` but Scala test framework.


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[GitHub] [spark] cloud-fan commented on issue #27724: [SPARK-30973][SQL] ScriptTransformationExec should wait for the termination …

2020-04-02 Thread GitBox
cloud-fan commented on issue #27724: [SPARK-30973][SQL] 
ScriptTransformationExec should wait for the termination …
URL: https://github.com/apache/spark/pull/27724#issuecomment-607863142
 
 
   ok to test


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ScriptTransformationExec should wait for the termination …
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[GitHub] [spark] AmplabJenkins removed a comment on issue #27724: [SPARK-30973][SQL] ScriptTransformationExec should wait for the termination …

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ScriptTransformationExec should wait for the termination …
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   Can one of the admins verify this patch?


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[GitHub] [spark] cloud-fan commented on a change in pull request #27724: [SPARK-30973][SQL] ScriptTransformationExec should wait for the termination …

2020-04-02 Thread GitBox
cloud-fan commented on a change in pull request #27724: [SPARK-30973][SQL] 
ScriptTransformationExec should wait for the termination …
URL: https://github.com/apache/spark/pull/27724#discussion_r402335000
 
 

 ##
 File path: 
sql/hive/src/main/scala/org/apache/spark/sql/hive/execution/ScriptTransformationExec.scala
 ##
 @@ -161,6 +161,7 @@ case class ScriptTransformationExec(
 
   if (scriptOutputReader != null) {
 if (scriptOutputReader.next(scriptOutputWritable) <= 0) {
+  proc.waitFor()
 
 Review comment:
   shall we have a timeout here? just in case the process hangs.


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[GitHub] [spark] SparkQA commented on issue #28102: [SPARK-31327][SQL] Write Spark version into Avro file metadata

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SparkQA commented on issue #28102: [SPARK-31327][SQL] Write Spark version into 
Avro file metadata
URL: https://github.com/apache/spark/pull/28102#issuecomment-607864467
 
 
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finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/120725/testReport)**
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[`5aaf2db`](https://github.com/apache/spark/commit/5aaf2db549e3b6d441ea01fed6bb0440f5eff02d).
* This patch **fails Java style tests**.
* This patch merges cleanly.
* This patch adds the following public classes _(experimental)_:
 * `public class SparkAvroKeyOutputFormat extends 
AvroKeyOutputFormat `
 * `  static class SparkRecordWriterFactory extends 
RecordWriterFactory `


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[GitHub] [spark] cloud-fan commented on a change in pull request #28101: [SPARK-31328][SQL] Fix rebasing of overlapped local timestamps during daylight saving time

2020-04-02 Thread GitBox
cloud-fan commented on a change in pull request #28101: [SPARK-31328][SQL] Fix 
rebasing of overlapped local timestamps during daylight saving time
URL: https://github.com/apache/spark/pull/28101#discussion_r402336635
 
 

 ##
 File path: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/DateTimeUtils.scala
 ##
 @@ -1030,7 +1033,13 @@ object DateTimeUtils {
   cal.get(Calendar.SECOND),
   (Math.floorMod(micros, MICROS_PER_SECOND) * NANOS_PER_MICROS).toInt)
   .plusDays(cal.get(Calendar.DAY_OF_MONTH) - 1)
-instantToMicros(localDateTime.atZone(ZoneId.systemDefault).toInstant)
+val zonedDateTime = localDateTime.atZone(ZoneId.systemDefault)
+val adjustedZdt = if (cal.get(Calendar.DST_OFFSET) == 0) {
 
 Review comment:
   can we add some comment here? people may not understand what 
`cal.get(Calendar.DST_OFFSET) == 0` means


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[GitHub] [spark] cloud-fan commented on a change in pull request #28101: [SPARK-31328][SQL] Fix rebasing of overlapped local timestamps during daylight saving time

2020-04-02 Thread GitBox
cloud-fan commented on a change in pull request #28101: [SPARK-31328][SQL] Fix 
rebasing of overlapped local timestamps during daylight saving time
URL: https://github.com/apache/spark/pull/28101#discussion_r402337523
 
 

 ##
 File path: 
sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/util/DateTimeUtilsSuite.scala
 ##
 @@ -821,4 +821,20 @@ class DateTimeUtilsSuite extends SparkFunSuite with 
Matchers with SQLHelper {
   days += 1
 }
   }
+
+  test("rebasing overlapped timestamps during daylight saving time") {
 
 Review comment:
   can we add JIRA ID?


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[GitHub] [spark] HyukjinKwon commented on issue #28089: [SPARK-30921][PySpark] Predicates on python udf should not be pushdown through Aggregate

2020-04-02 Thread GitBox
HyukjinKwon commented on issue #28089: [SPARK-30921][PySpark] Predicates on 
python udf should not be pushdown through Aggregate
URL: https://github.com/apache/spark/pull/28089#issuecomment-607866353
 
 
   Will take a look tomorrow


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[GitHub] [spark] SparkQA commented on issue #27724: [SPARK-30973][SQL] ScriptTransformationExec should wait for the termination …

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should wait for the termination …
URL: https://github.com/apache/spark/pull/27724#issuecomment-607867530
 
 
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[GitHub] [spark] prakharjain09 commented on a change in pull request #27864: [SPARK-20732][CORE] Decommission cache blocks to other executors when an executor is decommissioned

2020-04-02 Thread GitBox
prakharjain09 commented on a change in pull request #27864: [SPARK-20732][CORE] 
Decommission cache blocks to other executors when an executor is decommissioned
URL: https://github.com/apache/spark/pull/27864#discussion_r402343206
 
 

 ##
 File path: core/src/main/scala/org/apache/spark/storage/BlockManager.scala
 ##
 @@ -1761,6 +1776,57 @@ private[spark] class BlockManager(
 blocksToRemove.size
   }
 
+  def decommissionBlockManager(): Unit = {
+if (!blockManagerDecommissioning) {
+  logInfo("Starting block manager decommissioning process")
+  blockManagerDecommissioning = true
+  decommissionManager = Some(new BlockManagerDecommissionManager)
+  decommissionManager.foreach(_.start())
+}
+  }
+
+  /**
+   * Tries to offload all cached RDD blocks from this BlockManager to peer 
BlockManagers
+   * Visible for testing
+   */
+  def offloadRddCacheBlocks(): Unit = {
+val replicateBlocksInfo = 
master.getReplicateInfoForRDDBlocks(blockManagerId)
+
+if (replicateBlocksInfo.nonEmpty) {
+  logInfo(s"Need to replicate ${replicateBlocksInfo.size} blocks " +
+s"for block manager decommissioning")
+  // Refresh peer list once before starting replication
+  getPeers(true)
+}
+
+// Maximum number of storage replication failure which replicateBlock can 
handle
+// before giving up for one block
 
 Review comment:
   @dongjoon-hyun Renamed to 
"spark.storage.decommission.maxReplicationFailuresPerBlock". Any suggestions on 
2) ?


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[GitHub] [spark] SparkQA commented on issue #27864: [SPARK-20732][CORE] Decommission cache blocks to other executors when an executor is decommissioned

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[GitHub] [spark] SparkQA commented on issue #28085: [SPARK-29641][PYTHON][CORE] Stage Level Sched: Add python api's and tests

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SparkQA commented on issue #28085: [SPARK-29641][PYTHON][CORE] Stage Level 
Sched: Add python api's and tests
URL: https://github.com/apache/spark/pull/28085#issuecomment-608078757
 
 
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[`1071f40`](https://github.com/apache/spark/commit/1071f404baf2a32f270fcb0ac813d9fae763485d).
* This patch **fails from timeout after a configured wait of `400m`**.
* This patch merges cleanly.
* This patch adds no public classes.


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[GitHub] [spark] Huang-yi-3456 commented on a change in pull request #28002: [SPARK-31233][Core] Enhance RpcTimeoutException Log Message

2020-04-02 Thread GitBox
Huang-yi-3456 commented on a change in pull request #28002: [SPARK-31233][Core] 
Enhance RpcTimeoutException Log Message
URL: https://github.com/apache/spark/pull/28002#discussion_r402583376
 
 

 ##
 File path: core/src/test/scala/org/apache/spark/rpc/RpcEnvSuite.scala
 ##
 @@ -190,6 +190,47 @@ abstract class RpcEnvSuite extends SparkFunSuite with 
BeforeAndAfterAll {
 }
   }
 
+  test("SPARK-31233: ask rpcEndpointRef in client mode timeout") {
+var remoteRef: RpcEndpointRef = null
+env.setupEndpoint("ask-remotely-server", new RpcEndpoint {
+  override val rpcEnv = env
+  override def receiveAndReply(context: RpcCallContext): 
PartialFunction[Any, Unit] = {
+case Register(ref) =>
+  remoteRef = ref
+  context.reply("okay")
+case msg: String =>
+  context.reply(msg)
+  }
+})
+val conf = new SparkConf()
+val anotherEnv = createRpcEnv(conf, "remote", 0, clientMode = true)
+// Use anotherEnv to find out the RpcEndpointRef
+val rpcEndpointRef = anotherEnv.setupEndpointRef(env.address, 
"ask-remotely-server")
+// Register a rpcEndpointRef in anotherEnv
+val anotherRef = anotherEnv.setupEndpoint("receiver", new RpcEndpoint {
+  override val rpcEnv = anotherEnv
+  override def receiveAndReply(context: RpcCallContext): 
PartialFunction[Any, Unit] = {
+case _ =>
+  Thread.sleep(1200)
+  context.reply("okay")
+  }
+})
+try {
+  val reply = rpcEndpointRef.askSync[String](Register(anotherRef))
+  assert("okay" === reply)
+  val answer = remoteRef.ask[String]("msg",
+RpcTimeout(conf, Seq("spark.rpc.askTimeout", "spark.network.timeout"), 
"1s"))
+  val thrown = intercept[Exception] {
 
 Review comment:
   Fixed.


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[GitHub] [spark] SparkQA commented on issue #28103: [SPARK-31253][SQL][followup] Add metrics to AQE shuffle reader

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* This patch passes all tests.
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[GitHub] [spark] maropu commented on a change in pull request #28104: [SPARK-31331][SQL][DOCS] Document Spark integration with Hive UDFs/UDAFs/UDTFs

2020-04-02 Thread GitBox
maropu commented on a change in pull request #28104: [SPARK-31331][SQL][DOCS] 
Document Spark integration with Hive UDFs/UDAFs/UDTFs
URL: https://github.com/apache/spark/pull/28104#discussion_r402689144
 
 

 ##
 File path: docs/sql-ref-functions-udf-hive.md
 ##
 @@ -0,0 +1,64 @@
+---
+layout: global
+title: Integration with Hive UDFs/UDAFs/UDTFs
+displayTitle: Integration with Hive UDFs/UDAFs/UDTFs
+license: |
+  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.
+---
+
+### Description
+
+Spark SQL supports integration of Hive UDFs, UDAFs and UDTFs. Similar to Spark 
UDFs and UDAFs, Hive UDFs work on a single row as input and generate a single 
row as output, while Hive UDAFs operate on multiple rows and return a single 
aggregated row as a result. In addition, Hive also supports UDTFs (User Defined 
Tabular Functions) that act on one row as input and return multiple rows as 
output. To use Hive UDFs/UDAFs/UTFs, the user should register them in Spark, 
and then use them in Spark SQL queries.
+
+### Examples
+
+
+
+// Register a Hive UDF and use it in Spark SQL
+// Scala
+sql(s"CREATE TEMPORARY FUNCTION testUDF AS 
'org.apache.spark.sql.hive.execution.PairUDF'")
+sql("SELECT testUDF(pair) FROM hiveUDFTestTable")
+
+// Register a Hive UDAF and use it in Spark SQL
+// Scala
+sql(
+"""
+|CREATE TEMPORARY FUNCTION test_avg
+|AS 'org.apache.hadoop.hive.ql.udf.generic.GenericUDAFAverage'
+""".stripMargin)
+sql("SELECT test_avg(1), test_avg(substr(value,5)) FROM src")
+
+// Register a Hive UDTF and use it in Spark SQL
+// Scala
+// GenericUDTFCount2 outputs the number of rows seen, twice.
+// The function source code can be found at:
+// https://cwiki.apache.org/confluence/display/Hive/DeveloperGuide+UDTF
+sql(s"ADD JAR ${hiveContext.getHiveFile("TestUDTF.jar").getCanonicalPath}")
+sql(
+"""
+|CREATE TEMPORARY FUNCTION udtf_count2
+|AS 'org.apache.spark.sql.hive.execution.GenericUDTFCount2'
+""".stripMargin)
 
 Review comment:
   ditto: indent


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[GitHub] [spark] viirya commented on a change in pull request #28104: [SPARK-31331][SQL][DOCS] Document Spark integration with Hive UDFs/UDAFs/UDTFs

2020-04-02 Thread GitBox
viirya commented on a change in pull request #28104: [SPARK-31331][SQL][DOCS] 
Document Spark integration with Hive UDFs/UDAFs/UDTFs
URL: https://github.com/apache/spark/pull/28104#discussion_r402693704
 
 

 ##
 File path: docs/sql-ref-functions-udf-hive.md
 ##
 @@ -0,0 +1,64 @@
+---
+layout: global
+title: Integration with Hive UDFs/UDAFs/UDTFs
+displayTitle: Integration with Hive UDFs/UDAFs/UDTFs
+license: |
+  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.
+---
+
+### Description
+
+Spark SQL supports integration of Hive UDFs, UDAFs and UDTFs. Similar to Spark 
UDFs and UDAFs, Hive UDFs work on a single row as input and generate a single 
row as output, while Hive UDAFs operate on multiple rows and return a single 
aggregated row as a result. In addition, Hive also supports UDTFs (User Defined 
Tabular Functions) that act on one row as input and return multiple rows as 
output. To use Hive UDFs/UDAFs/UTFs, the user should register them in Spark, 
and then use them in Spark SQL queries.
+
+### Examples
+
+
+
+// Register a Hive UDF and use it in Spark SQL
+// Scala
+sql(s"CREATE TEMPORARY FUNCTION testUDF AS 
'org.apache.spark.sql.hive.execution.PairUDF'")
+sql("SELECT testUDF(pair) FROM hiveUDFTestTable")
+
+// Register a Hive UDAF and use it in Spark SQL
+// Scala
+sql(
+"""
+|CREATE TEMPORARY FUNCTION test_avg
+|AS 'org.apache.hadoop.hive.ql.udf.generic.GenericUDAFAverage'
+""".stripMargin)
+sql("SELECT test_avg(1), test_avg(substr(value,5)) FROM src")
 
 Review comment:
   Should we use UDAF with GROUP BY?


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[GitHub] [spark] Huang-yi-3456 commented on a change in pull request #28002: [SPARK-31233][Core] Enhance RpcTimeoutException Log Message

2020-04-02 Thread GitBox
Huang-yi-3456 commented on a change in pull request #28002: [SPARK-31233][Core] 
Enhance RpcTimeoutException Log Message
URL: https://github.com/apache/spark/pull/28002#discussion_r402624630
 
 

 ##
 File path: core/src/test/scala/org/apache/spark/rpc/RpcEnvSuite.scala
 ##
 @@ -190,6 +190,47 @@ abstract class RpcEnvSuite extends SparkFunSuite with 
BeforeAndAfterAll {
 }
   }
 
+  test("SPARK-31233: ask rpcEndpointRef in client mode timeout") {
+var remoteRef: RpcEndpointRef = null
+env.setupEndpoint("ask-remotely-server", new RpcEndpoint {
+  override val rpcEnv = env
+  override def receiveAndReply(context: RpcCallContext): 
PartialFunction[Any, Unit] = {
+case Register(ref) =>
+  remoteRef = ref
+  context.reply("okay")
+case msg: String =>
+  context.reply(msg)
+  }
+})
+val conf = new SparkConf()
+val anotherEnv = createRpcEnv(conf, "remote", 0, clientMode = true)
+// Use anotherEnv to find out the RpcEndpointRef
+val rpcEndpointRef = anotherEnv.setupEndpointRef(env.address, 
"ask-remotely-server")
+// Register a rpcEndpointRef in anotherEnv
+val anotherRef = anotherEnv.setupEndpoint("receiver", new RpcEndpoint {
+  override val rpcEnv = anotherEnv
+  override def receiveAndReply(context: RpcCallContext): 
PartialFunction[Any, Unit] = {
+case _ =>
+  Thread.sleep(1200)
+  context.reply("okay")
+  }
+})
+try {
+  val reply = rpcEndpointRef.askSync[String](Register(anotherRef))
+  assert("okay" === reply)
+  val answer = remoteRef.ask[String]("msg",
+RpcTimeout(conf, Seq("spark.rpc.askTimeout", "spark.network.timeout"), 
"1s"))
+  val thrown = intercept[Exception] {
+ThreadUtils.awaitResult(answer, Duration(1300, MILLISECONDS))
+  }
+  assert(thrown.getClass.equals(classOf[RpcTimeoutException]))
+  assert(!thrown.getMessage.contains("null"))
 
 Review comment:
   Fixed.


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