[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

2015-12-03 Thread tdas
Github user tdas commented on the pull request:

https://github.com/apache/spark/pull/10124#issuecomment-161545059
  
@zsxwing Please take a look. Most of the change is in indentation.


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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

2015-12-03 Thread davies
Github user davies commented on a diff in the pull request:

https://github.com/apache/spark/pull/10092#discussion_r46522204
  
--- Diff: python/pyspark/storagelevel.py ---
@@ -49,12 +51,8 @@ def __str__(self):
 
 StorageLevel.DISK_ONLY = StorageLevel(True, False, False, False)
 StorageLevel.DISK_ONLY_2 = StorageLevel(True, False, False, False, 2)
-StorageLevel.MEMORY_ONLY = StorageLevel(False, True, False, True)
-StorageLevel.MEMORY_ONLY_2 = StorageLevel(False, True, False, True, 2)
-StorageLevel.MEMORY_ONLY_SER = StorageLevel(False, True, False, False)
--- End diff --

It's too late for 1.6, and this change (API change) is good for 2.0, sounds 
good?


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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread sun-rui
Github user sun-rui commented on the pull request:

https://github.com/apache/spark/pull/10123#issuecomment-161545237
  
+1 @yanboliang 



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[GitHub] spark pull request: [SPARK-12044] [SparkR] Fix usage of isnan, isn...

2015-12-03 Thread sun-rui
Github user sun-rui commented on the pull request:

https://github.com/apache/spark/pull/10037#issuecomment-161545580
  
LGTM


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[GitHub] spark pull request: [SPARK-12057] [SQL] Prevent failure on corrupt...

2015-12-03 Thread srowen
Github user srowen commented on the pull request:

https://github.com/apache/spark/pull/10043#issuecomment-161545561
  
@yhuai as an aside I moderately prefer not to introduce flags merely for 
the sake of being conservative or flexible. It rarely achieves that goal, just 
introduces complexity and rarely gets cleaned out, since you've just continued 
to promise a particular old behavior. 


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[GitHub] spark pull request: [SPARK-12044] [SparkR] Fix usage of isnan, isn...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10037#issuecomment-161545661
  
**[Test build #47127 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/47127/consoleFull)**
 for PR 10037 at commit 
[`3ee7d5c`](https://github.com/apache/spark/commit/3ee7d5c37a0b3815c2ff139964775d23e593837b).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12044] [SparkR] Fix usage of isnan, isn...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10037#issuecomment-161545743
  
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[GitHub] spark pull request: [SPARK-12044] [SparkR] Fix usage of isnan, isn...

2015-12-03 Thread AmplabJenkins
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https://github.com/apache/spark/pull/10037#issuecomment-161545748
  
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[GitHub] spark pull request: [SPARK-12016][MLlib][PySpark] Wrap Word2VecMod...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10100#issuecomment-161546106
  
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[GitHub] spark pull request: [SPARK-12016][MLlib][PySpark] Wrap Word2VecMod...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10100#issuecomment-161545982
  
**[Test build #47122 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/47122/consoleFull)**
 for PR 10100 at commit 
[`56c250e`](https://github.com/apache/spark/commit/56c250e630a2fdc16809101a34a7eaa8b94e1a9e).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12016][MLlib][PySpark] Wrap Word2VecMod...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10100#issuecomment-161546102
  
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[GitHub] spark pull request: Working on spark 11827

2015-12-03 Thread kevinyu98
GitHub user kevinyu98 opened a pull request:

https://github.com/apache/spark/pull/10125

Working on spark 11827

Hello : Can you help check this PR? I am adding support for the 
java.math.BigInteger for java bean code path. I saw internally spark is 
converting the BigInteger to BigDecimal in ColumnType.scala and 
CatalystRowConverter.scala. I use the similar way and convert the BigInteger to 
the BigDecimal. . 

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

$ git pull https://github.com/kevinyu98/spark working_on_spark-11827

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

https://github.com/apache/spark/pull/10125.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 #10125


commit a67722094e8a9d0689ba022eb4f923e28791503e
Author: Kevin Yu 
Date:   2015-12-01T16:38:09Z

adding java.math.BigInteger support for java bean

commit a58d92cd85719c6112c5cb0162be9b6104f9ba00
Author: Kevin Yu 
Date:   2015-12-02T05:37:56Z

adding test case

commit f400a825f38a2e3559e9b4f63b4e58bdd17c5e3b
Author: Kevin Yu 
Date:   2015-12-03T07:38:15Z

modify the JavaDataFrameSuite

commit 3db875a7d9a331d3a200d26338c956d694001046
Author: Kevin Yu 
Date:   2015-12-03T07:50:43Z

clean the JavaDataFrameSuite

commit 0807550ae396231a19648c2f4db7e8946544d4a2
Author: Kevin Yu 
Date:   2015-12-03T07:57:20Z

working on the JavaDataFrameSuite




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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

2015-12-03 Thread gatorsmile
Github user gatorsmile commented on a diff in the pull request:

https://github.com/apache/spark/pull/10092#discussion_r46522595
  
--- Diff: python/pyspark/storagelevel.py ---
@@ -49,12 +51,8 @@ def __str__(self):
 
 StorageLevel.DISK_ONLY = StorageLevel(True, False, False, False)
 StorageLevel.DISK_ONLY_2 = StorageLevel(True, False, False, False, 2)
-StorageLevel.MEMORY_ONLY = StorageLevel(False, True, False, True)
-StorageLevel.MEMORY_ONLY_2 = StorageLevel(False, True, False, True, 2)
-StorageLevel.MEMORY_ONLY_SER = StorageLevel(False, True, False, False)
--- End diff --

Sure. Just changed it. : )


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[GitHub] spark pull request: Working on spark 11827

2015-12-03 Thread srowen
Github user srowen commented on the pull request:

https://github.com/apache/spark/pull/10125#issuecomment-161546768
  
@kevinyu98 please write a meaningful title and description.
https://cwiki.apache.org/confluence/display/SPARK/Contributing+to+Spark


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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10124#issuecomment-161546785
  
**[Test build #47128 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/47128/consoleFull)**
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[`a66723e`](https://github.com/apache/spark/commit/a66723e5451b9e001e578fb1bbc56aeeea9ba439).


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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10092#issuecomment-161546939
  
**[Test build #47129 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/47129/consoleFull)**
 for PR 10092 at commit 
[`fef7ada`](https://github.com/apache/spark/commit/fef7ada1ec1d56c61de39c2268190bff6f6b0f42).


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[GitHub] spark pull request: Working on spark 11827

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10125#issuecomment-161546895
  
Can one of the admins verify this patch?


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[GitHub] spark pull request: [DOCUMENTATION][KAFKA] fix typo in kafka/Offse...

2015-12-03 Thread srowen
Github user srowen commented on the pull request:

https://github.com/apache/spark/pull/10121#issuecomment-161547029
  
@microwishing can you have a look at the rest of the doc around this for 
any other typos? even small PRs have nonzero overhead, so I'm encouraging 
people to not just open a PR for single typos as they see them, but take a 
little time, if they're bothering, to evaluate similar issues around the 
change. Maybe there aren't any.


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[GitHub] spark pull request: [SQL] [DO NOT MERGE] Try to log some useful th...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10120#issuecomment-161547681
  
**[Test build #47120 has 
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 for PR 10120 at commit 
[`c8fc2ec`](https://github.com/apache/spark/commit/c8fc2ec5aea720c6f3b3553f9efa99bc5b545d70).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SQL] [DO NOT MERGE] Try to log some useful th...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10120#issuecomment-161547818
  
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[GitHub] spark pull request: [SQL] [DO NOT MERGE] Try to log some useful th...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10120#issuecomment-161547817
  
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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10092#issuecomment-161548060
  
**[Test build #47125 has 
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 for PR 10092 at commit 
[`014a3a8`](https://github.com/apache/spark/commit/014a3a8f31958bf1337a0c8df293fe15ac54cd9f).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10092#issuecomment-161548162
  
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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

2015-12-03 Thread AmplabJenkins
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https://github.com/apache/spark/pull/10092#issuecomment-161548165
  
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[GitHub] spark pull request: [SPARK-12044] [SparkR] Fix usage of isnan, isn...

2015-12-03 Thread yanboliang
Github user yanboliang commented on a diff in the pull request:

https://github.com/apache/spark/pull/10037#discussion_r46523622
  
--- Diff: R/pkg/R/generics.R ---
@@ -623,6 +623,10 @@ setGeneric("getItem", function(x, ...) { 
standardGeneric("getItem") })
 
 #' @rdname column
 #' @export
+setGeneric("isNaN", function(x) { standardGeneric("isNaN") })
--- End diff --

open https://issues.apache.org/jira/browse/SPARK-12118 to explain in 
release note.


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[GitHub] spark pull request: [SPARK-10259] [ML] Add @since annotation to ml...

2015-12-03 Thread maropu
Github user maropu commented on the pull request:

https://github.com/apache/spark/pull/8534#issuecomment-161548934
  
test this please


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[GitHub] spark pull request: [SPARK-12079][BUILD][SQL] Run Catalyst subproj...

2015-12-03 Thread JoshRosen
Github user JoshRosen commented on the pull request:

https://github.com/apache/spark/pull/10077#issuecomment-161553258
  
Jenkins, retest this please.


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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10092#issuecomment-161553502
  
**[Test build #47129 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/47129/consoleFull)**
 for PR 10092 at commit 
[`fef7ada`](https://github.com/apache/spark/commit/fef7ada1ec1d56c61de39c2268190bff6f6b0f42).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12088][SQL]check connection.isClosed be...

2015-12-03 Thread asfgit
Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/10095


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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

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[GitHub] spark pull request: [SPARK-12091] [PYSPARK] Deprecate the JAVA-spe...

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[GitHub] spark pull request: [SPARK-12088][SQL]check connection.isClosed be...

2015-12-03 Thread srowen
Github user srowen commented on the pull request:

https://github.com/apache/spark/pull/10095#issuecomment-161554438
  
Merged to master/1.6


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[GitHub] spark pull request: [SPARK-11439][ML] Optimization of creating spa...

2015-12-03 Thread srowen
Github user srowen commented on a diff in the pull request:

https://github.com/apache/spark/pull/9756#discussion_r46525752
  
--- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/util/LinearDataGenerator.scala ---
@@ -131,35 +131,30 @@ object LinearDataGenerator {
   eps: Double,
   sparsity: Double): Seq[LabeledPoint] = {
 require(0.0 <= sparsity && sparsity <= 1.0)
-val rnd = new Random(seed)
-val x = Array.fill[Array[Double]](nPoints)(
-  Array.fill[Double](weights.length)(rnd.nextDouble()))
-
-val sparseRnd = new Random(seed)
-x.foreach { v =>
-  var i = 0
-  val len = v.length
-  while (i < len) {
-if (sparseRnd.nextDouble() < sparsity) {
-  v(i) = 0.0
-} else {
-  v(i) = (v(i) - 0.5) * math.sqrt(12.0 * xVariance(i)) + xMean(i)
-}
-i += 1
-  }
-}
 
-val y = x.map { xi =>
-  blas.ddot(weights.length, xi, 1, weights, 1) + intercept + eps * 
rnd.nextGaussian()
-}
-
-y.zip(x).map { p =>
-  if (sparsity == 0.0) {
+val rnd = new Random(seed)
+if (sparsity == 0.0) {
+  (0 until nPoints).map { _ =>
+val features = Vectors.dense(weights.indices.map { i =>
+  (rnd.nextDouble() - 0.5) * math.sqrt(12.0 * xVariance(i)) + 
xMean(i)
+}.toArray)
+val label = BLAS.dot(Vectors.dense(weights), features) +
+  intercept + eps * rnd.nextGaussian()
 // Return LabeledPoints with DenseVector
-LabeledPoint(p._1, Vectors.dense(p._2))
-  } else {
+LabeledPoint(label, features)
+  }
+} else {
+  val sparseRnd = new Random(seed)
--- End diff --

Why a second `Random` in this block?


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[GitHub] spark pull request: [SPARK-12079][BUILD][SQL] Run Catalyst subproj...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10077#issuecomment-161556126
  
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[GitHub] spark pull request: [SPARK-12112][BUILD] Upgrade to SBT 0.13.9

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10112#issuecomment-161556223
  
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[GitHub] spark pull request: [SPARK-12112][BUILD] Upgrade to SBT 0.13.9

2015-12-03 Thread AmplabJenkins
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https://github.com/apache/spark/pull/10112#issuecomment-161556224
  
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[GitHub] spark pull request: [SPARK-12120][PYSPARK] Improve exception messa...

2015-12-03 Thread zjffdu
GitHub user zjffdu opened a pull request:

https://github.com/apache/spark/pull/10126

[SPARK-12120][PYSPARK] Improve exception message when failing to init…

…ialize HiveContext in PySpark
This is the error message after this PR

```
15/12/03 16:59:53 WARN ObjectStore: Failed to get database default, 
returning NoSuchObjectException
/Users/jzhang/github/spark/python/pyspark/sql/context.py:689: UserWarning: 
You must build Spark with Hive. Export 'SPARK_HIVE=true' and run build/sbt 
assembly
  warnings.warn("You must build Spark with Hive. "
Traceback (most recent call last):
  File "", line 1, in 
  File "/Users/jzhang/github/spark/python/pyspark/sql/context.py", line 
663, in read
return DataFrameReader(self)
  File "/Users/jzhang/github/spark/python/pyspark/sql/readwriter.py", line 
56, in __init__
self._jreader = sqlContext._ssql_ctx.read()
  File "/Users/jzhang/github/spark/python/pyspark/sql/context.py", line 
692, in _ssql_ctx
raise e
py4j.protocol.Py4JJavaError: An error occurred while calling 
None.org.apache.spark.sql.hive.HiveContext.
: java.lang.RuntimeException: java.net.ConnectException: Call From 
jzhangMBPr.local/127.0.0.1 to 0.0.0.0:9000 failed on connection exception: 
java.net.ConnectException: Connection refused; For more details see:  
http://wiki.apache.org/hadoop/ConnectionRefused
at 
org.apache.hadoop.hive.ql.session.SessionState.start(SessionState.java:522)
at 
org.apache.spark.sql.hive.client.ClientWrapper.(ClientWrapper.scala:194)
at 
org.apache.spark.sql.hive.client.IsolatedClientLoader.createClient(IsolatedClientLoader.scala:238)
at 
org.apache.spark.sql.hive.HiveContext.executionHive$lzycompute(HiveContext.scala:218)
at 
org.apache.spark.sql.hive.HiveContext.executionHive(HiveContext.scala:208)
at 
org.apache.spark.sql.hive.HiveContext.functionRegistry$lzycompute(HiveContext.scala:462)
at 
org.apache.spark.sql.hive.HiveContext.functionRegistry(HiveContext.scala:461)
at org.apache.spark.sql.UDFRegistration.(UDFRegistration.scala:40)
at org.apache.spark.sql.SQLContext.(SQLContext.scala:330)
at org.apache.spark.sql.hive.HiveContext.(HiveContext.scala:90)
at org.apache.spark.sql.hive.HiveContext.(HiveContext.scala:101)
at sun.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)
at 
sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:57)
at 
sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
at java.lang.reflect.Constructor.newInstance(Constructor.java:526)
at py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:234)
at py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:381)
at py4j.Gateway.invoke(Gateway.java:214)
at 
py4j.commands.ConstructorCommand.invokeConstructor(ConstructorCommand.java:79)
at py4j.commands.ConstructorCommand.execute(ConstructorCommand.java:68)
at py4j.GatewayConnection.run(GatewayConnection.java:209)
at java.lang.Thread.run(Thread.java:745)
```

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

$ git pull https://github.com/zjffdu/spark SPARK-12120

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

https://github.com/apache/spark/pull/10126.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 #10126


commit 1878c700e9a39d612e05bf304a1a873d7a94bbde
Author: Jeff Zhang 
Date:   2015-12-03T09:01:15Z

[SPARK-12120][PYSPARK] Improve exception message when failing to initialize 
HiveContext in PySpark




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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10124#issuecomment-161557846
  
**[Test build #47128 has 
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 for PR 10124 at commit 
[`a66723e`](https://github.com/apache/spark/commit/a66723e5451b9e001e578fb1bbc56aeeea9ba439).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

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https://github.com/apache/spark/pull/10124#issuecomment-161558331
  
**[Test build #2157 has 
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[GitHub] spark pull request: [SPARK-12120][PYSPARK] Improve exception messa...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10126#issuecomment-161560614
  
**[Test build #47132 has 
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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

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[GitHub] spark pull request: [SPARK-11439][ML] Optimization of creating spa...

2015-12-03 Thread srowen
Github user srowen commented on a diff in the pull request:

https://github.com/apache/spark/pull/9756#discussion_r46529174
  
--- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/util/LinearDataGenerator.scala ---
@@ -131,35 +131,30 @@ object LinearDataGenerator {
   eps: Double,
   sparsity: Double): Seq[LabeledPoint] = {
 require(0.0 <= sparsity && sparsity <= 1.0)
-val rnd = new Random(seed)
-val x = Array.fill[Array[Double]](nPoints)(
-  Array.fill[Double](weights.length)(rnd.nextDouble()))
-
-val sparseRnd = new Random(seed)
-x.foreach { v =>
-  var i = 0
-  val len = v.length
-  while (i < len) {
-if (sparseRnd.nextDouble() < sparsity) {
-  v(i) = 0.0
-} else {
-  v(i) = (v(i) - 0.5) * math.sqrt(12.0 * xVariance(i)) + xMean(i)
-}
-i += 1
-  }
-}
 
-val y = x.map { xi =>
-  blas.ddot(weights.length, xi, 1, weights, 1) + intercept + eps * 
rnd.nextGaussian()
-}
-
-y.zip(x).map { p =>
-  if (sparsity == 0.0) {
+val rnd = new Random(seed)
+if (sparsity == 0.0) {
+  (0 until nPoints).map { _ =>
+val features = Vectors.dense(weights.indices.map { i =>
+  (rnd.nextDouble() - 0.5) * math.sqrt(12.0 * xVariance(i)) + 
xMean(i)
--- End diff --

Maybe you could refactor this into a small `def` local to the method to 
avoid repeating it?


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[GitHub] spark pull request: [SPARK-11439][ML] Optimization of creating spa...

2015-12-03 Thread srowen
Github user srowen commented on a diff in the pull request:

https://github.com/apache/spark/pull/9756#discussion_r46529273
  
--- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/util/LinearDataGenerator.scala ---
@@ -131,35 +131,30 @@ object LinearDataGenerator {
   eps: Double,
   sparsity: Double): Seq[LabeledPoint] = {
 require(0.0 <= sparsity && sparsity <= 1.0)
-val rnd = new Random(seed)
-val x = Array.fill[Array[Double]](nPoints)(
-  Array.fill[Double](weights.length)(rnd.nextDouble()))
-
-val sparseRnd = new Random(seed)
-x.foreach { v =>
-  var i = 0
-  val len = v.length
-  while (i < len) {
-if (sparseRnd.nextDouble() < sparsity) {
-  v(i) = 0.0
-} else {
-  v(i) = (v(i) - 0.5) * math.sqrt(12.0 * xVariance(i)) + xMean(i)
-}
-i += 1
-  }
-}
 
-val y = x.map { xi =>
-  blas.ddot(weights.length, xi, 1, weights, 1) + intercept + eps * 
rnd.nextGaussian()
-}
-
-y.zip(x).map { p =>
-  if (sparsity == 0.0) {
+val rnd = new Random(seed)
+if (sparsity == 0.0) {
+  (0 until nPoints).map { _ =>
+val features = Vectors.dense(weights.indices.map { i =>
+  (rnd.nextDouble() - 0.5) * math.sqrt(12.0 * xVariance(i)) + 
xMean(i)
+}.toArray)
+val label = BLAS.dot(Vectors.dense(weights), features) +
+  intercept + eps * rnd.nextGaussian()
 // Return LabeledPoints with DenseVector
-LabeledPoint(p._1, Vectors.dense(p._2))
-  } else {
+LabeledPoint(label, features)
+  }
+} else {
+  val sparseRnd = new Random(seed)
+  (0 until nPoints).map { _ =>
+val (values, indices) = weights.indices.filter { _ =>
+  sparseRnd.nextDouble() <= sparsity }.map { i =>
+  ((rnd.nextDouble() - 0.5) * math.sqrt(12.0 * xVariance(i)) + 
xMean(i), i)
+}.unzip
--- End diff --

I might be over-thinking this, but I wonder if it's significantly more 
efficient to choose the indices as an array, and then map that to values


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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread tdas
GitHub user tdas opened a pull request:

https://github.com/apache/spark/pull/10127

[SPARK-12122][STREAMING] Prevent batches from being submitted twice after 
recovering StreamingContext from checkpoint



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

$ git pull https://github.com/tdas/spark SPARK-12122

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

https://github.com/apache/spark/pull/10127.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 #10127


commit d904b25a7037e2b12693158f29e069f13aa0fa78
Author: Tathagata Das 
Date:   2015-12-03T09:30:27Z

Remove duplicate




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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread tdas
Github user tdas commented on the pull request:

https://github.com/apache/spark/pull/10127#issuecomment-161567164
  
@zsxwing Please check this. 
I think this problem has been caused by the #9707 


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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

2015-12-03 Thread tdas
Github user tdas commented on the pull request:

https://github.com/apache/spark/pull/10124#issuecomment-161567492
  
@zsxwing Please merge this to older branches if possible.


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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10127#issuecomment-161567552
  
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[`d904b25`](https://github.com/apache/spark/commit/d904b25a7037e2b12693158f29e069f13aa0fa78).


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[GitHub] spark pull request: [SPARK-11439][ML] Optimization of creating spa...

2015-12-03 Thread srowen
Github user srowen commented on a diff in the pull request:

https://github.com/apache/spark/pull/9756#discussion_r46529657
  
--- Diff: 
mllib/src/test/scala/org/apache/spark/ml/evaluation/RegressionEvaluatorSuite.scala
 ---
@@ -65,15 +65,15 @@ class RegressionEvaluatorSuite
 
 // default = rmse
 val evaluator = new RegressionEvaluator()
-assert(evaluator.evaluate(predictions) ~== 0.1019382 absTol 0.001)
+assert(evaluator.evaluate(predictions) ~== 0.1013829 absTol 0.001)
--- End diff --

Yeah I expect some values change due to differing use of the RNG. Some of 
the differences are larger than the test's tolerance. That could just mean the 
tolerance is too tight. I wonder if it's worth loosening them where it's 
clearly too small (implicitly, by adjusting the expected value we're accepting 
this). Like, these could be +/- 0.01. 


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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10127#issuecomment-161567545
  
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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10127#issuecomment-161569412
  
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[GitHub] spark pull request: [SPARK-12120][PYSPARK] Improve exception messa...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10126#issuecomment-161570578
  
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[`1878c70`](https://github.com/apache/spark/commit/1878c700e9a39d612e05bf304a1a873d7a94bbde).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12120][PYSPARK] Improve exception messa...

2015-12-03 Thread AmplabJenkins
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https://github.com/apache/spark/pull/10126#issuecomment-161570708
  
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[GitHub] spark pull request: [SPARK-12120][PYSPARK] Improve exception messa...

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https://github.com/apache/spark/pull/10126#issuecomment-161570707
  
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[GitHub] spark pull request: [SPARK-12084][Core]Fix codes that uses ByteBuf...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10083#issuecomment-161575365
  
**[Test build #47126 has 
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[`81d1812`](https://github.com/apache/spark/commit/81d18120bff0a772a566ddfe19e439f309b5d5df).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12084][Core]Fix codes that uses ByteBuf...

2015-12-03 Thread AmplabJenkins
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https://github.com/apache/spark/pull/10083#issuecomment-161575897
  
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[GitHub] spark pull request: [SPARK-12084][Core]Fix codes that uses ByteBuf...

2015-12-03 Thread AmplabJenkins
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https://github.com/apache/spark/pull/10083#issuecomment-161575904
  
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[GitHub] spark pull request: [SPARK-9782] [YARN] Support YARN application t...

2015-12-03 Thread shijinkui
Github user shijinkui commented on a diff in the pull request:

https://github.com/apache/spark/pull/8072#discussion_r46532508
  
--- Diff: yarn/src/main/scala/org/apache/spark/deploy/yarn/Client.scala ---
@@ -163,6 +163,23 @@ private[spark] class Client(
 appContext.setQueue(args.amQueue)
 appContext.setAMContainerSpec(containerContext)
 appContext.setApplicationType("SPARK")
+sparkConf.getOption(CONF_SPARK_YARN_APPLICATION_TAGS)
+  .map(StringUtils.getTrimmedStringCollection(_))
+  .filter(!_.isEmpty())
+  .foreach { tagCollection =>
+try {
+  // The setApplicationTags method was only introduced in Hadoop 
2.4+, so we need to use
+  // reflection to set it, printing a warning if a tag was 
specified but the YARN version
+  // doesn't support it.
+  val method = appContext.getClass().getMethod(
+"setApplicationTags", classOf[java.util.Set[String]])
+  method.invoke(appContext, new 
java.util.HashSet[String](tagCollection))
+} catch {
+  case e: NoSuchMethodException =>
+logWarning(s"Ignoring $CONF_SPARK_YARN_APPLICATION_TAGS 
because this version of " +
+  "YARN does not support it")
+}
+  }
--- End diff --

using reflect make the code reading more difficult. generally not be 
recommanded.


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[GitHub] spark pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10124#issuecomment-161579383
  
**[Test build #2156 has 
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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 pull request: [FLAKY-TEST-FIX][STREAMING][TEST] Make sure St...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10124#issuecomment-161581627
  
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 * This patch passes all tests.
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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/9988#issuecomment-161582530
  
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 for PR 9988 at commit 
[`53846f5`](https://github.com/apache/spark/commit/53846f56eaa5f423cae44c7e287971325703b12d).
 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: pull out nondeterministic expressions from Joi...

2015-12-03 Thread zhonghaihua
GitHub user zhonghaihua opened a pull request:

https://github.com/apache/spark/pull/10128

pull out nondeterministic expressions from Join

Currently,`nondeterministic expressions` are only allowed in `Project` or 
`Filter`,And only when we use nondeterministic expressions in `UnaryNode` can 
be pulled out.

But,Sometime in many case,we will use nondeterministic expressions to 
process `join keys` avoiding data skew.for example:
```
select * 
from tableA a 
join 
(select * from tableB) b 
on upper((case when (a.brand_code is null or a.brand_code = '' ) then cast( 
(-rand() * 1000 ) as string ) else a.brand_code end ))  = b.brand_code

```

This PR introduce a mechanism to pull out nondeterministic expressions from 
`Join`,so we can use nondeterministic expression in `Join` appropriately.

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

$ git pull https://github.com/zhonghaihua/spark pulloutJoinNondeterministic

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

https://github.com/apache/spark/pull/10128.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 #10128


commit 6e166578a5c1a1faf260389509663ac8c71ec015
Author: zhonghaihua <793507...@qq.com>
Date:   2015-11-30T07:44:49Z

pull out nondeterministic expressions from Join

pull out nondeterministic expressions from Join

pull out nondeterministic expressions from Join




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[GitHub] spark pull request: pull out nondeterministic expressions from Joi...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10128#issuecomment-161583163
  
Can one of the admins verify this patch?


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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/9988#issuecomment-161584579
  
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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

2015-12-03 Thread SparkQA
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https://github.com/apache/spark/pull/9988#issuecomment-161584196
  
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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

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[GitHub] spark pull request: [SPARK-4117] [YARN] Spark on Yarn handle AM be...

2015-12-03 Thread devaraj-kavali
GitHub user devaraj-kavali opened a pull request:

https://github.com/apache/spark/pull/10129

[SPARK-4117] [YARN] Spark on Yarn handle AM being told command from RM

Spark on Yarn handle AM being told command from RM

When RM throws ApplicationAttemptNotFoundException for allocate
invocation, making the ApplicationMaster to finish immediately without any
retries.

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

$ git pull https://github.com/devaraj-kavali/spark SPARK-4117

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

https://github.com/apache/spark/pull/10129.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 #10129


commit 636fd782c9b18840d5fabb59f625993ad5d73fc5
Author: Devaraj K 
Date:   2015-12-03T10:21:34Z

Spark on Yarn handle AM being told command from RM

When RM throws ApplicationAttemptNotFoundException for allocate
invocation, making the ApplicationMaster to finish immediately without any
retries.




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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/9988#issuecomment-161585644
  
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[`53846f5`](https://github.com/apache/spark/commit/53846f56eaa5f423cae44c7e287971325703b12d).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-4117] [YARN] Spark on Yarn handle AM be...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10129#issuecomment-161585597
  
Can one of the admins verify this patch?


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[GitHub] spark pull request: [SPARK-11932][STREAMING] Partition previous Tr...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/9988#issuecomment-161586067
  
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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 pull request: [DOCUMENTATION][KAFKA] fix typo in kafka/Offse...

2015-12-03 Thread microwishing
Github user microwishing commented on the pull request:

https://github.com/apache/spark/pull/10121#issuecomment-161586166
  
@srowen thanks for your tips. I happened to work on some kafka project 
recently so I went through source codes including comments for spark kafka 
streaming part today. 

I spent some time setting up the spark dev environment and feel good so far 
due to rich doc. Those are indeed trivial typos.  I can make check-ins next 
time after fixing some real bugs there.  


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[GitHub] spark pull request: pull out nondeterministic expressions from Joi...

2015-12-03 Thread zhonghaihua
Github user zhonghaihua commented on the pull request:

https://github.com/apache/spark/pull/10128#issuecomment-161590938
  
 @rxin @cloud-fan @chenghao-intel @jeanlyn Could you give some suggestions 
on this PR?


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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10127#issuecomment-161590894
  
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 * This patch passes all tests.
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 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10127#issuecomment-161591828
  
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 * This patch passes all tests.
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 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread AmplabJenkins
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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

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[GitHub] spark pull request: [SPARK-11987] Python API update for ChiSqSelec...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10007#issuecomment-161592280
  
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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10123#issuecomment-161593111
  
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 * This patch **fails some tests**.
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 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread AmplabJenkins
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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread SparkQA
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https://github.com/apache/spark/pull/10123#issuecomment-161593100
  
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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10123#issuecomment-161598230
  
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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10123#issuecomment-161601793
  
**[Test build #47137 has 
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 for PR 10123 at commit 
[`94c596d`](https://github.com/apache/spark/commit/94c596d9e0d3be3b37b97b86d361f26d648a7bbf).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread AmplabJenkins
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https://github.com/apache/spark/pull/10123#issuecomment-161601910
  
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[GitHub] spark pull request: [SPARK-12115] [SparkR] Change numPartitions() ...

2015-12-03 Thread AmplabJenkins
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[GitHub] spark pull request: [SPARK-11987] Python API update for ChiSqSelec...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10007#issuecomment-161602541
  
**[Test build #47136 has 
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 for PR 10007 at commit 
[`3a33327`](https://github.com/apache/spark/commit/3a33327122ae94d59403d807255273180528d9a9).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds the following public classes _(experimental)_:\n  * 
`class QuantileDiscretizer(JavaEstimator, HasInputCol, HasOutputCol):`\n  * `   
 class QuantileDiscretizerModel(JavaModel):`\n  * `class 
ChiSqSelector(JavaEstimator, HasFeaturesCol, HasOutputCol, HasLabelCol):`\n  * 
`class ChiSqSelectorModel(JavaModel):`\n


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[GitHub] spark pull request: [SPARK-12122][STREAMING] Prevent batches from ...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10127#issuecomment-161608484
  
**[Test build #2162 has 
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 for PR 10127 at commit 
[`d904b25`](https://github.com/apache/spark/commit/d904b25a7037e2b12693158f29e069f13aa0fa78).
 * This patch **fails PySpark unit tests**.
 * This patch merges cleanly.
 * This patch adds the following public classes _(experimental)_:\n  * 
`class CrossValidator @Since(\"1.2.0\") (@Since(\"1.4.0\") override val uid: 
String)`\n  * `class ParamGridBuilder @Since(\"1.2.0\") `\n  * `class 
TrainValidationSplit @Since(\"1.5.0\") (@Since(\"1.5.0\") override val uid: 
String)`\n


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[GitHub] spark pull request: [SPARK-4117] [YARN] Spark on Yarn handle AM be...

2015-12-03 Thread jerryshao
Github user jerryshao commented on a diff in the pull request:

https://github.com/apache/spark/pull/10129#discussion_r46546311
  
--- Diff: 
yarn/src/main/scala/org/apache/spark/deploy/yarn/ApplicationMaster.scala ---
@@ -370,6 +371,12 @@ private[spark] class ApplicationMaster(
 failureCount = 0
   } catch {
 case i: InterruptedException =>
+case a: ApplicationAttemptNotFoundException => {
+  val message = "ApplicationAttemptNotFoundException was 
thrown from Reporter thread.";
--- End diff --

`;` is not needed for Scala, also `{...}` is not necessary for this code 
block.


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[GitHub] spark pull request: [SPARK-12125][SQL] pull out nondeterministic e...

2015-12-03 Thread cloud-fan
Github user cloud-fan commented on the pull request:

https://github.com/apache/spark/pull/10128#issuecomment-161626933
  
I think it's not a good example to show that we need to allow 
nondeterministic expressions in join codition. We can use `Repartition` 
operator to fix data skew, like 
`sqlContext.table(tblName).repartition(numPartitions).registerTempTable`, which 
looks better than your random join approach. Do you find other cases that need 
to use  nondeterministic expressions in join codition?


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[GitHub] spark pull request: [SPARK-12079][BUILD][SQL] Run Catalyst subproj...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/10077#issuecomment-161632276
  
**[Test build #47131 has 
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 for PR 10077 at commit 
[`12f3e3a`](https://github.com/apache/spark/commit/12f3e3a4a46e668ce2eecb4ff3bc21657608317d).
 * This patch **fails from timeout after a configured wait of \`250m\`**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-12079][BUILD][SQL] Run Catalyst subproj...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10077#issuecomment-161632526
  
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[GitHub] spark pull request: [SPARK-12079][BUILD][SQL] Run Catalyst subproj...

2015-12-03 Thread AmplabJenkins
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[GitHub] spark pull request: [SPARK-9778][SQL] remove unnecessary evaluatio...

2015-12-03 Thread SparkQA
Github user SparkQA commented on the pull request:

https://github.com/apache/spark/pull/8066#issuecomment-161644398
  
**[Test build #47138 has 
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[GitHub] spark pull request: SPARK-12105 - SPARK-SQL add convenient show fu...

2015-12-03 Thread jbonofre
GitHub user jbonofre opened a pull request:

https://github.com/apache/spark/pull/10130

SPARK-12105 - SPARK-SQL add convenient show functions



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

$ git pull https://github.com/jbonofre/spark SPARK-12105

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

https://github.com/apache/spark/pull/10130.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 #10130


commit 1d583323a2d7ae01962bf707262ae6e66cdb5bd6
Author: Jean-Baptiste Onofré 
Date:   2015-12-03T13:50:59Z

SPARK-12105 - SPARK-SQL add convenient show functions




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[GitHub] spark pull request: SPARK-12105 - SPARK-SQL add convenient show fu...

2015-12-03 Thread AmplabJenkins
Github user AmplabJenkins commented on the pull request:

https://github.com/apache/spark/pull/10130#issuecomment-161645600
  
Can one of the admins verify this patch?


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