[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

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[GitHub] spark issue #22295: [SPARK-25255][PYTHON]Add getActiveSession to SparkSessio...

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[GitHub] spark pull request #22522: [SPARK-25510][TEST] Create new trait replace Benc...

2018-09-21 Thread wangyum
GitHub user wangyum opened a pull request:

https://github.com/apache/spark/pull/22522

[SPARK-25510][TEST] Create new trait replace BenchmarkWithCodegen

## What changes were proposed in this pull request?

We need create a new trait to replace `BenchmarkWithCodegen` as 
`BenchmarkWithCodegen` extends from `SparkFunSuite`.
For example. when doing `AggregateBenchmark` refactor.
Before this change, it should be:
```scala
object AggregateBenchmark extends BenchmarkBase {

  lazy val sparkSession = SparkSession.builder
.master("local[1]")
.appName(this.getClass.getSimpleName)
.config("spark.sql.shuffle.partitions", 1)
.config("spark.sql.autoBroadcastJoinThreshold", 1)
.getOrCreate()

  /** Runs function `f` with whole stage codegen on and off. */
  def runBenchmark(name: String, cardinality: Long)(f: => Unit): Unit = {
val benchmark = new Benchmark(name, cardinality, output = output)

benchmark.addCase(s"$name wholestage off", numIters = 2) { iter =>
  sparkSession.conf.set("spark.sql.codegen.wholeStage", value = false)
  f
}

benchmark.addCase(s"$name wholestage on", numIters = 5) { iter =>
  sparkSession.conf.set("spark.sql.codegen.wholeStage", value = true)
  f
}

benchmark.run()
  }

  override def benchmark(): Unit = {
runBenchmark("aggregate without grouping") {
  val N = 500L << 22
  runBenchmark("agg w/o group", N) {
sparkSession.range(N).selectExpr("sum(id)").collect()
  }
}
...
```

After this change:
```scala
object AggregateBenchmark extends BenchmarkBase with 
RunBenchmarkWithCodegen {

  override def benchmark(): Unit = {
runBenchmark("aggregate without grouping") {
  val N = 500L << 22
  runBenchmark("agg w/o group", N) {
sparkSession.range(N).selectExpr("sum(id)").collect()
  }
}
...
```

All affect benchmarks:
```
AggregateBenchmark
BenchmarkWideTable
JoinBenchmark
MiscBenchmark
ObjectHashAggregateExecBenchmark
SortBenchmark
UnsafeArrayDataBenchmark
```

## How was this patch tested?

manual tests


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

$ git pull https://github.com/wangyum/spark SPARK-25510

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

https://github.com/apache/spark/pull/22522.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 #22522


commit 275cc6c5f8f106eb339c7ed01734e279a223705e
Author: Yuming Wang 
Date:   2018-09-21T17:36:57Z

Create new BenchmarkWithCodegen trait doesn't extends SparkFunSuite




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[GitHub] spark issue #22507: [SPARK-25495][SS]FetchedData.reset should reset all fiel...

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[GitHub] spark issue #22507: [SPARK-25495][SS]FetchedData.reset should reset all fiel...

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[GitHub] spark issue #22507: [SPARK-25495][SS]FetchedData.reset should reset all fiel...

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[GitHub] spark issue #18544: [SPARK-21318][SQL]Improve exception message thrown by `l...

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[GitHub] spark issue #22455: [SPARK-24572][SPARKR] "eager execution" for R shell, IDE

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22455: [SPARK-24572][SPARKR] "eager execution" for R shell, IDE

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[GitHub] spark issue #22455: [SPARK-24572][SPARKR] "eager execution" for R shell, IDE

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[GitHub] spark issue #18544: [SPARK-21318][SQL]Improve exception message thrown by `l...

2018-09-21 Thread SparkQA
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[GitHub] spark pull request #22455: [SPARK-24572][SPARKR] "eager execution" for R she...

2018-09-21 Thread adrian555
Github user adrian555 commented on a diff in the pull request:

https://github.com/apache/spark/pull/22455#discussion_r219576011
  
--- Diff: R/pkg/R/DataFrame.R ---
@@ -226,7 +226,8 @@ setMethod("showDF",
 
 #' show
 #'
-#' Print class and type information of a Spark object.
+#' If eager evaluation is enabled and the Spark object is a 
SparkDataFrame, return the data of
--- End diff --

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[GitHub] spark pull request #22455: [SPARK-24572][SPARKR] "eager execution" for R she...

2018-09-21 Thread adrian555
Github user adrian555 commented on a diff in the pull request:

https://github.com/apache/spark/pull/22455#discussion_r219575988
  
--- Diff: R/pkg/R/DataFrame.R ---
@@ -244,11 +245,15 @@ setMethod("showDF",
 #' @note show(SparkDataFrame) since 1.4.0
 setMethod("show", "SparkDataFrame",
   function(object) {
-cols <- lapply(dtypes(object), function(l) {
-  paste(l, collapse = ":")
-})
-s <- paste(cols, collapse = ", ")
-cat(paste(class(object), "[", s, "]\n", sep = ""))
+if (identical(sparkR.conf("spark.sql.repl.eagerEval.enabled", 
"false")[[1]], "true")) {
--- End diff --

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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

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[GitHub] spark issue #22521: [SPARK-24519] Compute SHUFFLE_MIN_NUM_PARTS_TO_HIGHLY_CO...

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22521: [SPARK-24519] Compute SHUFFLE_MIN_NUM_PARTS_TO_HIGHLY_CO...

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[GitHub] spark pull request #22521: [SPARK-24519] Compute SHUFFLE_MIN_NUM_PARTS_TO_HI...

2018-09-21 Thread rxin
GitHub user rxin opened a pull request:

https://github.com/apache/spark/pull/22521

[SPARK-24519] Compute SHUFFLE_MIN_NUM_PARTS_TO_HIGHLY_COMPRESS only once - 
WIP

## What changes were proposed in this pull request?

(Please fill in changes proposed in this fix)

## How was this patch tested?

(Please explain how this patch was tested. E.g. unit tests, integration 
tests, manual tests)
(If this patch involves UI changes, please attach a screenshot; otherwise, 
remove this)

Please review http://spark.apache.org/contributing.html before opening a 
pull request.


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

$ git pull https://github.com/rxin/spark SPARK-24519

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

https://github.com/apache/spark/pull/22521.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 #22521


commit 77442cf7e4b64b745079a1ee62684503c7b8c123
Author: Reynold Xin 
Date:   2018-09-19T00:58:24Z

[SPARK-24519] Compute SHUFFLE_MIN_NUM_PARTS_TO_HIGHLY_COMPRESS only once

commit f23c2202fbec04983d1181d92f7c124280ebcbe3
Author: Reynold Xin 
Date:   2018-09-21T16:48:59Z

Merge branch 'master' of github.com:apache/spark into SPARK-24519

commit ac3dee3227e4ceee4ec100bbe72988f791ae3c87
Author: Reynold Xin 
Date:   2018-09-21T16:49:52Z

x

commit f6f9658e19ae5e74697ee8846b6ab11ab8eba24c
Author: Reynold Xin 
Date:   2018-09-21T17:31:51Z

fix conflict




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[GitHub] spark issue #22444: [SPARK-25409][Core]Speed up Spark History loading via in...

2018-09-21 Thread jianjianjiao
Github user jianjianjiao commented on the issue:

https://github.com/apache/spark/pull/22444
  
@vanzin   Really thanks for you suggestions. It becomes much faster loading 
event logs. from more than 2.5 hours, to 19 minutes, loading 17K event logs, 
some of them are larger than 10G.

1. To enable SHS V2 to caching things on disk. We are using Windows, there 
is a small "posix.permissions not supported in windows" issue, I create a new 
PR here https://github.com/apache/spark/pull/22520 , could you please take a 
look?  This change doesn't speed up loading very much, but it improves other 
part. 

2. Tried 2.4, and also tried applying  SPARK-6951 to 2.3.  this is the 
critical part improving the speed.

I will close this PR, as it is useless now.  Thanks again.



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[GitHub] spark pull request #22444: [SPARK-25409][Core]Speed up Spark History loading...

2018-09-21 Thread jianjianjiao
Github user jianjianjiao closed the pull request at:

https://github.com/apache/spark/pull/22444


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[GitHub] spark issue #22520: [SPARK-25509][Core]Windows doesn't support POSIX permiss...

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[GitHub] spark issue #22520: [SPARK-25509][Core]Windows doesn't support POSIX permiss...

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[GitHub] spark issue #22520: [SPARK-25509][Core]Windows doesn't support POSIX permiss...

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[GitHub] spark pull request #22520: [SPARK-25509][Core]Windows doesn't support POSIX ...

2018-09-21 Thread jianjianjiao
GitHub user jianjianjiao opened a pull request:

https://github.com/apache/spark/pull/22520

[SPARK-25509][Core]Windows doesn't support POSIX permissions

## What changes were proposed in this pull request?

SHS V2 cannot enabled in Windoes, because windows doesn't support POSIX 
permission. 

## How was this patch tested?

test case fails in windows without this fix. 
org.apache.spark.deploy.history.HistoryServerDiskManagerSuite  
test("leasing space")


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

$ git pull https://github.com/jianjianjiao/spark FixWindowsPermssionsIssue

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https://github.com/apache/spark/pull/22520.patch

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with (at least) the following in the commit message:

This closes #22520


commit fe74feeef42fc6fb6fb5f5e869e23b349f3a1697
Author: Rong Tang 
Date:   2018-09-21T17:07:44Z

Windows doesn't support Posix permissions




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[GitHub] spark issue #22419: [SPARK-23906][SQL] Add built-in UDF TRUNCATE(number)

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22419: [SPARK-23906][SQL] Add built-in UDF TRUNCATE(number)

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[GitHub] spark issue #22419: [SPARK-23906][SQL] Add built-in UDF TRUNCATE(number)

2018-09-21 Thread wangyum
Github user wangyum commented on the issue:

https://github.com/apache/spark/pull/22419
  
@ueshin Thanks a lot! 


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[GitHub] spark issue #22507: [SPARK-25495][SS]FetchedData.reset should reset all fiel...

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22507: [SPARK-25495][SS]FetchedData.reset should reset all fiel...

2018-09-21 Thread AmplabJenkins
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[GitHub] spark issue #22507: [SPARK-25495][SS]FetchedData.reset should reset all fiel...

2018-09-21 Thread AmplabJenkins
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[GitHub] spark issue #22492: [SPARK-25321][ML] Revert SPARK-14681 to avoid API breaki...

2018-09-21 Thread mengxr
Github user mengxr commented on the issue:

https://github.com/apache/spark/pull/22492
  
We can keep it in master if the next release is 3.0.


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[GitHub] spark issue #18544: [SPARK-21318][SQL]Improve exception message thrown by `l...

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[GitHub] spark issue #18544: [SPARK-21318][SQL]Improve exception message thrown by `l...

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[GitHub] spark issue #18544: [SPARK-21318][SQL]Improve exception message thrown by `l...

2018-09-21 Thread SparkQA
Github user SparkQA commented on the issue:

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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 issue #22480: [SPARK-25473][PYTHON][SS][TEST] ForeachWriter tests fail...

2018-09-21 Thread holdenk
Github user holdenk commented on the issue:

https://github.com/apache/spark/pull/22480
  
So my one concern is the comment "I am pretty sure there are some guys 
already debugging this." - do we actually know who, do we have a place to track 
this? Do we have a blocker filed to verify this before release or how are we 
going to ensure it's fixed? I don't have MacOs personally so I just want make 
sure we don't have this issue fall through the cracks.


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[GitHub] spark pull request #22275: [SPARK-25274][PYTHON][SQL] In toPandas with Arrow...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22275#discussion_r219556033
  
--- Diff: python/pyspark/serializers.py ---
@@ -208,8 +214,26 @@ def load_stream(self, stream):
 for batch in reader:
 yield batch
 
+if self.load_batch_order:
+num = read_int(stream)
+self.batch_order = []
+for i in xrange(num):
+index = read_int(stream)
+self.batch_order.append(index)
+
+def get_batch_order_and_reset(self):
--- End diff --

Looking at `_load_from_socket` I think I understand why this was done as a 
separate function here, but what about if the serializer its self returned 
either a tuple or re-ordered the batches its self?

I'm just trying to get a better understanding, not saying those are better 
designs.


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[GitHub] spark pull request #22275: [SPARK-25274][PYTHON][SQL] In toPandas with Arrow...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22275#discussion_r219558311
  
--- Diff: sql/core/src/main/scala/org/apache/spark/sql/Dataset.scala ---
@@ -3279,34 +3280,33 @@ class Dataset[T] private[sql](
 val timeZoneId = sparkSession.sessionState.conf.sessionLocalTimeZone
 
 withAction("collectAsArrowToPython", queryExecution) { plan =>
-  PythonRDD.serveToStream("serve-Arrow") { out =>
+  PythonRDD.serveToStream("serve-Arrow") { outputStream =>
+val out = new DataOutputStream(outputStream)
 val batchWriter = new ArrowBatchStreamWriter(schema, out, 
timeZoneId)
 val arrowBatchRdd = toArrowBatchRdd(plan)
 val numPartitions = arrowBatchRdd.partitions.length
 
-// Store collection results for worst case of 1 to N-1 partitions
-val results = new Array[Array[Array[Byte]]](numPartitions - 1)
-var lastIndex = -1  // index of last partition written
+// Batches ordered by (index of partition, batch # in partition) 
tuple
+val batchOrder = new ArrayBuffer[(Int, Int)]()
+var partitionCount = 0
 
-// Handler to eagerly write partitions to Python in order
+// Handler to eagerly write batches to Python out of order
 def handlePartitionBatches(index: Int, arrowBatches: 
Array[Array[Byte]]): Unit = {
-  // If result is from next partition in order
-  if (index - 1 == lastIndex) {
+  if (arrowBatches.nonEmpty) {
 batchWriter.writeBatches(arrowBatches.iterator)
-lastIndex += 1
-// Write stored partitions that come next in order
-while (lastIndex < results.length && results(lastIndex) != 
null) {
-  batchWriter.writeBatches(results(lastIndex).iterator)
-  results(lastIndex) = null
-  lastIndex += 1
-}
-// After last batch, end the stream
-if (lastIndex == results.length) {
-  batchWriter.end()
+arrowBatches.indices.foreach { i => batchOrder.append((index, 
i)) }
+  }
+  partitionCount += 1
+
+  // After last batch, end the stream and write batch order
+  if (partitionCount == numPartitions) {
+batchWriter.end()
+out.writeInt(batchOrder.length)
+// Batch order indices are from 0 to N-1 batches, sorted by 
order they arrived
--- End diff --

How about something like `// Sort by the output global batch indexes 
partition index, partition batch index tuple`?
When I was first read this code path I got confused my self so I think we 
should spend a bit of time on the comment here.


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[GitHub] spark pull request #22275: [SPARK-25274][PYTHON][SQL] In toPandas with Arrow...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22275#discussion_r219556534
  
--- Diff: python/pyspark/serializers.py ---
@@ -208,8 +214,26 @@ def load_stream(self, stream):
 for batch in reader:
 yield batch
 
+if self.load_batch_order:
+num = read_int(stream)
+self.batch_order = []
--- End diff --

If we're going to have get_batch_order_and_reset as a separate function, 
could we verify batch_order is None before we reset and throw here if it's not? 
Just thinking of future folks who might have to debug something here.


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[GitHub] spark pull request #22275: [SPARK-25274][PYTHON][SQL] In toPandas with Arrow...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22275#discussion_r219561178
  
--- Diff: sql/core/src/main/scala/org/apache/spark/sql/Dataset.scala ---
@@ -3279,34 +3280,33 @@ class Dataset[T] private[sql](
 val timeZoneId = sparkSession.sessionState.conf.sessionLocalTimeZone
 
 withAction("collectAsArrowToPython", queryExecution) { plan =>
-  PythonRDD.serveToStream("serve-Arrow") { out =>
+  PythonRDD.serveToStream("serve-Arrow") { outputStream =>
+val out = new DataOutputStream(outputStream)
 val batchWriter = new ArrowBatchStreamWriter(schema, out, 
timeZoneId)
 val arrowBatchRdd = toArrowBatchRdd(plan)
 val numPartitions = arrowBatchRdd.partitions.length
 
-// Store collection results for worst case of 1 to N-1 partitions
-val results = new Array[Array[Array[Byte]]](numPartitions - 1)
-var lastIndex = -1  // index of last partition written
+// Batches ordered by (index of partition, batch # in partition) 
tuple
+val batchOrder = new ArrayBuffer[(Int, Int)]()
+var partitionCount = 0
 
-// Handler to eagerly write partitions to Python in order
+// Handler to eagerly write batches to Python out of order
 def handlePartitionBatches(index: Int, arrowBatches: 
Array[Array[Byte]]): Unit = {
-  // If result is from next partition in order
-  if (index - 1 == lastIndex) {
+  if (arrowBatches.nonEmpty) {
 batchWriter.writeBatches(arrowBatches.iterator)
-lastIndex += 1
-// Write stored partitions that come next in order
-while (lastIndex < results.length && results(lastIndex) != 
null) {
-  batchWriter.writeBatches(results(lastIndex).iterator)
-  results(lastIndex) = null
-  lastIndex += 1
-}
-// After last batch, end the stream
-if (lastIndex == results.length) {
-  batchWriter.end()
+arrowBatches.indices.foreach { i => batchOrder.append((index, 
i)) }
--- End diff --

Could we call `i` something more descriptive like partition_batch_num or 
similar?


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[GitHub] spark pull request #22275: [SPARK-25274][PYTHON][SQL] In toPandas with Arrow...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22275#discussion_r219557215
  
--- Diff: python/pyspark/sql/tests.py ---
@@ -4434,6 +4434,12 @@ def test_timestamp_dst(self):
 self.assertPandasEqual(pdf, df_from_python.toPandas())
 self.assertPandasEqual(pdf, df_from_pandas.toPandas())
 
+def test_toPandas_batch_order(self):
+df = self.spark.range(64, numPartitions=8).toDF("a")
+with 
self.sql_conf({"spark.sql.execution.arrow.maxRecordsPerBatch": 4}):
+pdf, pdf_arrow = self._toPandas_arrow_toggle(df)
+self.assertPandasEqual(pdf, pdf_arrow)
--- End diff --

This looks pretty similar to the kind of test case we could verify with 
something like hypothesis. Integrating hypothesis is probably too much work, 
but we could at least explore num partitions space in a loop quickly here. 
Would that help do you think @felixcheung ?


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[GitHub] spark pull request #22515: [SPARK-19724][SQL] allowCreatingManagedTableUsing...

2018-09-21 Thread asfgit
Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/22515


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[GitHub] spark issue #22407: [SPARK-25416][SQL] ArrayPosition function may return inc...

2018-09-21 Thread AmplabJenkins
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[GitHub] spark issue #22407: [SPARK-25416][SQL] ArrayPosition function may return inc...

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[GitHub] spark issue #22407: [SPARK-25416][SQL] ArrayPosition function may return inc...

2018-09-21 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/22407
  
**[Test build #96421 has 
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 * This patch passes all tests.
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[GitHub] spark pull request #21527: [SPARK-24519] Make the threshold for highly compr...

2018-09-21 Thread rxin
Github user rxin commented on a diff in the pull request:

https://github.com/apache/spark/pull/21527#discussion_r219559889
  
--- Diff: core/src/main/scala/org/apache/spark/scheduler/MapStatus.scala ---
@@ -50,7 +50,9 @@ private[spark] sealed trait MapStatus {
 private[spark] object MapStatus {
 
   def apply(loc: BlockManagerId, uncompressedSizes: Array[Long]): 
MapStatus = {
-if (uncompressedSizes.length > 2000) {
+if (uncompressedSizes.length >  Option(SparkEnv.get)
--- End diff --

the only tricky thing is how to write the test cases for this.



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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

2018-09-21 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/22494
  
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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

2018-09-21 Thread AmplabJenkins
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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

2018-09-21 Thread dilipbiswal
Github user dilipbiswal commented on the issue:

https://github.com/apache/spark/pull/22494
  
retest this please


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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

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[GitHub] spark issue #22494: [SPARK-25454][SQL] add a new config for picking minimum ...

2018-09-21 Thread SparkQA
Github user SparkQA commented on the issue:

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 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #22512: [SPARK-25498][SQL][WIP] Fix SQLQueryTestSuite failures w...

2018-09-21 Thread AmplabJenkins
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[GitHub] spark pull request #22295: [SPARK-25255][PYTHON]Add getActiveSession to Spar...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22295#discussion_r219551669
  
--- Diff: python/pyspark/sql/tests.py ---
@@ -3654,6 +3654,107 @@ def test_jvm_default_session_already_set(self):
 spark.stop()
 
 
+class SparkSessionTests2(ReusedSQLTestCase):
--- End diff --

@HyukjinKwon there's no strong need for it, however it does mean that the 
first `getOrCreate` will already have a session it can use, but given that we 
set up and tear down the session this may be less than ideal.


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[GitHub] spark issue #22512: [SPARK-25498][SQL][WIP] Fix SQLQueryTestSuite failures w...

2018-09-21 Thread AmplabJenkins
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[GitHub] spark pull request #22295: [SPARK-25255][PYTHON]Add getActiveSession to Spar...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22295#discussion_r219552522
  
--- Diff: python/pyspark/sql/tests.py ---
@@ -3654,6 +3654,107 @@ def test_jvm_default_session_already_set(self):
 spark.stop()
 
 
+class SparkSessionTests2(ReusedSQLTestCase):
+
+def test_active_session(self):
+spark = SparkSession.builder \
+.master("local") \
+.getOrCreate()
+try:
+activeSession = spark.getActiveSession()
+df = activeSession.createDataFrame([(1, 'Alice')], ['age', 
'name'])
+self.assertEqual(df.collect(), [Row(age=1, name=u'Alice')])
+finally:
+spark.stop()
+
+def test_SparkSession(self):
+spark = SparkSession.builder \
+.master("local") \
+.config("some-config", "v2") \
+.getOrCreate()
+try:
+self.assertEqual(spark.conf.get("some-config"), "v2")
+self.assertEqual(spark.sparkContext._conf.get("some-config"), 
"v2")
+self.assertEqual(spark.version, spark.sparkContext.version)
+spark.sql("CREATE DATABASE test_db")
+spark.catalog.setCurrentDatabase("test_db")
+self.assertEqual(spark.catalog.currentDatabase(), "test_db")
+spark.sql("CREATE TABLE table1 (name STRING, age INT) USING 
parquet")
+self.assertEqual(spark.table("table1").columns, ['name', 
'age'])
+self.assertEqual(spark.range(3).count(), 3)
+finally:
+spark.stop()
+
+def test_global_default_session(self):
+spark = SparkSession.builder \
+.master("local") \
+.getOrCreate()
+try:
+self.assertEqual(SparkSession.builder.getOrCreate(), spark)
+finally:
+spark.stop()
+
+def test_default_and_active_session(self):
+spark = SparkSession.builder \
+.master("local") \
+.getOrCreate()
+activeSession = spark._jvm.SparkSession.getActiveSession()
+defaultSession = spark._jvm.SparkSession.getDefaultSession()
+try:
+self.assertEqual(activeSession, defaultSession)
+finally:
+spark.stop()
+
+def test_config_option_propagated_to_existing_SparkSession(self):
+session1 = SparkSession.builder \
+.master("local") \
+.config("spark-config1", "a") \
+.getOrCreate()
+self.assertEqual(session1.conf.get("spark-config1"), "a")
+session2 = SparkSession.builder \
+.config("spark-config1", "b") \
+.getOrCreate()
+try:
+self.assertEqual(session1, session2)
+self.assertEqual(session1.conf.get("spark-config1"), "b")
+finally:
+session1.stop()
+
+def test_newSession(self):
+session = SparkSession.builder \
+.master("local") \
+.getOrCreate()
+newSession = session.newSession()
+try:
+self.assertNotEqual(session, newSession)
+finally:
+session.stop()
+newSession.stop()
+
+def test_create_new_session_if_old_session_stopped(self):
+session = SparkSession.builder \
+.master("local") \
+.getOrCreate()
+session.stop()
+newSession = SparkSession.builder \
+.master("local") \
+.getOrCreate()
+try:
+self.assertNotEqual(session, newSession)
+finally:
+newSession.stop()
+
+def test_create_SparkContext_then_SparkSession(self):
--- End diff --

I don't strongly agree here. I think given that the method names are camel 
case in the `SparkSession` & `SparkContext` in Python this naming is perfectly 
reasonable.


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[GitHub] spark issue #22489: [SPARK-25425][SQL][BACKPORT-2.3] Extra options should ov...

2018-09-21 Thread MaxGekk
Github user MaxGekk commented on the issue:

https://github.com/apache/spark/pull/22489
  
@dongjoon-hyun @gatorsmile Can the fix be included into the upcoming minor 
release of 2.3?


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[GitHub] spark issue #22512: [SPARK-25498][SQL][WIP] Fix SQLQueryTestSuite failures w...

2018-09-21 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/22512
  
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 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds the following public classes _(experimental)_:
  * `  s\"but $`
  * `case class Literal(value: Any, dataType: DataType) extends 
LeafExpression `


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[GitHub] spark pull request #22295: [SPARK-25255][PYTHON]Add getActiveSession to Spar...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22295#discussion_r219552270
  
--- Diff: python/pyspark/sql/session.py ---
@@ -231,6 +231,7 @@ def __init__(self, sparkContext, jsparkSession=None):
 or SparkSession._instantiatedSession._sc._jsc is None:
 SparkSession._instantiatedSession = self
 self._jvm.SparkSession.setDefaultSession(self._jsparkSession)
+self._jvm.SparkSession.setActiveSession(self._jsparkSession)
--- End diff --

Yes this seems like the right path forward, thanks for figuring out that 
was missing as well.


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[GitHub] spark issue #22263: [SPARK-25269][SQL] SQL interface support specify Storage...

2018-09-21 Thread AmplabJenkins
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[GitHub] spark issue #22263: [SPARK-25269][SQL] SQL interface support specify Storage...

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[GitHub] spark issue #22495: [SPARK-25486][TEST] Refactor SortBenchmark to use main m...

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22493: [SPARK-25485][TEST] Refactor UnsafeProjectionBenchmark t...

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22263: [SPARK-25269][SQL] SQL interface support specify Storage...

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22288: [SPARK-22148][SPARK-15815][Scheduler] Acquire new execut...

2018-09-21 Thread SparkQA
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https://github.com/apache/spark/pull/22288
  
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[GitHub] spark pull request #22295: [SPARK-25255][PYTHON]Add getActiveSession to Spar...

2018-09-21 Thread holdenk
Github user holdenk commented on a diff in the pull request:

https://github.com/apache/spark/pull/22295#discussion_r219551059
  
--- Diff: python/pyspark/sql/session.py ---
@@ -231,6 +231,7 @@ def __init__(self, sparkContext, jsparkSession=None):
 or SparkSession._instantiatedSession._sc._jsc is None:
 SparkSession._instantiatedSession = self
 self._jvm.SparkSession.setDefaultSession(self._jsparkSession)
+self._jvm.SparkSession.setActiveSession(self._jsparkSession)
--- End diff --

Yes, that sounds like the right approach and I think we need that.


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[GitHub] spark issue #22490: [SPARK-25481][TEST] Refactor ColumnarBatchBenchmark to u...

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[GitHub] spark issue #22493: [SPARK-25485][TEST] Refactor UnsafeProjectionBenchmark t...

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[GitHub] spark issue #22493: [SPARK-25485][TEST] Refactor UnsafeProjectionBenchmark t...

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[GitHub] spark issue #22493: [SPARK-25485][TEST] Refactor UnsafeProjectionBenchmark t...

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[GitHub] spark pull request #22490: [SPARK-25481][TEST] Refactor ColumnarBatchBenchma...

2018-09-21 Thread yucai
Github user yucai commented on a diff in the pull request:

https://github.com/apache/spark/pull/22490#discussion_r219548887
  
--- Diff: 
sql/core/src/test/scala/org/apache/spark/sql/execution/vectorized/ColumnarBatchBenchmark.scala
 ---
@@ -30,8 +30,13 @@ import org.apache.spark.util.collection.BitSet
 
 /**
  * Benchmark to low level memory access using different ways to manage 
buffers.
+ * To run this benchmark:
--- End diff --

Oh, I see, thanks!


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[GitHub] spark issue #22495: [SPARK-25486][TEST] Refactor SortBenchmark to use main m...

2018-09-21 Thread SparkQA
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[GitHub] spark pull request #22461: [SPARK-25453][SQL][TEST] OracleIntegrationSuite I...

2018-09-21 Thread gatorsmile
Github user gatorsmile commented on a diff in the pull request:

https://github.com/apache/spark/pull/22461#discussion_r219546151
  
--- Diff: docs/sql-programming-guide.md ---
@@ -1489,7 +1489,7 @@ See the [Apache Avro Data Source 
Guide](avro-data-source-guide.html).
 
  * The JDBC driver class must be visible to the primordial class loader on 
the client session and on all executors. This is because Java's DriverManager 
class does a security check that results in it ignoring all drivers not visible 
to the primordial class loader when one goes to open a connection. One 
convenient way to do this is to modify compute_classpath.sh on all worker nodes 
to include your driver JARs.
  * Some databases, such as H2, convert all names to upper case. You'll 
need to use upper case to refer to those names in Spark SQL.
-
+ * Users can specify vendor-specific JDBC connection properties in the 
data source options to do special treatment. For example, 
`spark.read.format("jdbc").option("url", 
oracleJdbcUrl).option("oracle.jdbc.mapDateToTimestamp", "false")`. 
`oracle.jdbc.mapDateToTimestamp` defaults to true, users often need to disable 
this flag to avoid Oracle date being resolved as timestamp.
--- End diff --

This looks fine to me. 

@maropu Your idea is great! We need more examples in the troubleshooting. 
Currently, our document for Spark SQL and Core needs a major update.  Maybe we 
can do it after we finish the reorg of the documentation. 
https://issues.apache.org/jira/browse/SPARK-24499? 


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[GitHub] spark issue #22493: [SPARK-25485][TEST] Refactor UnsafeProjectionBenchmark t...

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[GitHub] spark issue #22488: [SPARK-25479][TEST] Refactor DatasetBenchmark to use mai...

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22493: [SPARK-25485][TEST] Refactor UnsafeProjectionBenchmark t...

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[GitHub] spark pull request #22490: [SPARK-25481][TEST] Refactor ColumnarBatchBenchma...

2018-09-21 Thread wangyum
Github user wangyum commented on a diff in the pull request:

https://github.com/apache/spark/pull/22490#discussion_r219543405
  
--- Diff: 
sql/core/src/test/scala/org/apache/spark/sql/execution/vectorized/ColumnarBatchBenchmark.scala
 ---
@@ -30,8 +30,13 @@ import org.apache.spark.util.collection.BitSet
 
 /**
  * Benchmark to low level memory access using different ways to manage 
buffers.
+ * To run this benchmark:
--- End diff --

Could you update scala doc to:

https://github.com/apache/spark/blob/d25f425c9652a3611dd5fea8a37df4abb13e126e/sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/FilterPushdownBenchmark.scala#L36-L41


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[GitHub] spark issue #22467: [SPARK-25465][TEST] Refactor Parquet test suites in proj...

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[GitHub] spark issue #22519: [SPARK-25505][SQL] The output order of grouping columns ...

2018-09-21 Thread SparkQA
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[GitHub] spark issue #22519: [SPARK-25505][SQL] The output order of grouping columns ...

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[GitHub] spark pull request #22461: [SPARK-25453][SQL][TEST] OracleIntegrationSuite I...

2018-09-21 Thread gatorsmile
Github user gatorsmile commented on a diff in the pull request:

https://github.com/apache/spark/pull/22461#discussion_r219542061
  
--- Diff: 
external/docker-integration-tests/src/test/scala/org/apache/spark/sql/jdbc/OracleIntegrationSuite.scala
 ---
@@ -462,6 +464,9 @@ class OracleIntegrationSuite extends 
DockerJDBCIntegrationSuite with SharedSQLCo
   .option("lowerBound", "2018-07-04 03:30:00.0")
   .option("upperBound", "2018-07-27 14:11:05.0")
   .option("numPartitions", 2)
+  .option("oracle.jdbc.mapDateToTimestamp", "false")
--- End diff --

I see. We still have a date column in the input dataframe. 


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[GitHub] spark issue #22519: [SPARK-25505][SQL] The output order of grouping columns ...

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[GitHub] spark issue #22467: [SPARK-25465][TEST] Refactor Parquet test suites in proj...

2018-09-21 Thread gengliangwang
Github user gengliangwang commented on the issue:

https://github.com/apache/spark/pull/22467
  
retest this please.


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